PetersMacBookPro-2:PeterP-2013-09-04 peterpetersen$ klusta PeterP-2013-09-04_dataset1.prm .DS_Store PeterP-2013-09-04_011.xml PeterP-2013-09-04_006.dat PeterP-2013-09-04_012.dat PeterP-2013-09-04_006.ini PeterP-2013-09-04_012.ini PeterP-2013-09-04_006.meta PeterP-2013-09-04_012.meta PeterP-2013-09-04_006.nrs PeterP-2013-09-04_012.nrs PeterP-2013-09-04_006.xml PeterP-2013-09-04_012.xml PeterP-2013-09-04_007.dat PeterP-2013-09-04_013.dat PeterP-2013-09-04_007.ini PeterP-2013-09-04_013.ini PeterP-2013-09-04_007.meta PeterP-2013-09-04_013.meta PeterP-2013-09-04_007.nrs PeterP-2013-09-04_013.nrs PeterP-2013-09-04_007.xml PeterP-2013-09-04_013.xml PeterP-2013-09-04_008.dat PeterP-2013-09-04_014.dat PeterP-2013-09-04_008.ini PeterP-2013-09-04_014.ini PeterP-2013-09-04_008.meta PeterP-2013-09-04_014.meta PeterP-2013-09-04_008.nrs PeterP-2013-09-04_014.nrs PeterP-2013-09-04_008.xml PeterP-2013-09-04_014.xml PeterP-2013-09-04_009.dat PeterP-2013-09-04_015.dat PeterP-2013-09-04_009.ini PeterP-2013-09-04_015.ini PeterP-2013-09-04_009.meta PeterP-2013-09-04_015.meta PeterP-2013-09-04_009.nrs PeterP-2013-09-04_015.nrs PeterP-2013-09-04_009.xml PeterP-2013-09-04_015.xml PeterP-2013-09-04_010.dat PeterP-2013-09-04_016.dat PeterP-2013-09-04_010.ini PeterP-2013-09-04_016.ini PeterP-2013-09-04_010.nrs PeterP-2013-09-04_016.meta PeterP-2013-09-04_010.xml PeterP-2013-09-04_016.nrs PeterP-2013-09-04_011.dat PeterP-2013-09-04_016.xml PeterP-2013-09-04_011.ini PeterP-2013-09-04_dataset1.prm PeterP-2013-09-04_011.meta berg3x64_v7.prb PeterP-2013-09-04_011.nrs berg3x64_v7_shanks.prb PetersMacBookPro-2:PeterP-2013-09-04 peterpetersen$ klusta PeterP-2013-09-04_dataset1.prm Calculating the threshold 2015-01-27 22:55:27 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 done Complete. Thresholds: [[ 157.10022798 118.03199263 146.06452195 118.40409601 131.06992059 134.35322012 162.83750606 139.39161987 111.28282247 127.37888153 124.53844581 124.14154701 128.21045604 117.44101077 139.23200175 130.08985838 150.49433662 150.52881822 156.03290764 111.02845205 127.33599676 119.61131483 108.0739653 109.04188763 182.11747444 150.10108218 123.27988077 125.63244572 156.86439504 130.97435804 157.77910318 134.41171262 172.58432793 116.40362853 152.94178279 127.73904752 125.92229309 156.92927673 172.91514917 167.95571624 163.667852 131.35980976 157.99629086 142.55672998 145.48826854 142.91706688 177.16019208 146.53825311 154.02326295 140.65860663 153.1864029 112.16012798 167.22733167 135.70330842 162.53794969 154.35544784 159.25034732 155.48627514 143.2809694 123.44039524 146.50573864 131.21097137 140.89972747 128.05909438 212.26742647 85.26532542 237.77129093 107.70069997 161.16895124 131.51358005 194.18361035 118.27643986 149.10711902 120.92754011 162.06475402 143.16871349 108.44404083 183.32795052 144.39940874 122.91612873 129.2811093 174.22796493 127.38993579 171.07214591 185.90662961 146.12293151 131.32373037 124.42086082 196.18721432 113.16874712 148.63963553 118.60928552 194.59916565 130.34388151 204.47381222 126.71739099 151.40171459 168.29919758 190.32965026 175.97132544 196.07766381 135.02372397 191.04139618 187.62918024 190.22276753 203.75220196 193.397793 184.31482207 206.68752883 207.08394418 180.41721037 213.92903093 123.46219652 236.22080229 154.99753232 213.27455048 205.76296273 221.38633755 189.94691774 168.91436194 133.75297173 132.69657026 165.72064801 108.05373485 164.37735741 143.68430828 131.68103667 138.85989301 126.93877297 103.72284802 147.28347751 93.50742877 112.55360503 101.33034753 110.31704079 126.10367258 124.51434475 132.8137287 144.54431388 107.28481057 98.00558385 164.38939881 137.73714397 143.38664031 137.18929553 138.37166507 143.03174374 178.80458042 141.41439124 185.21121558 173.83045064 174.48246923 148.54712412 146.63416298 166.95470059 160.36636797 164.62816901 162.73556427 154.26719474 146.44418717 143.5039402 169.70588681 196.52024368 164.5950223 216.86842569 138.23482275 190.63055119 164.16066868 159.60165629 224.97277 164.22075868 188.83062339 222.45260215 183.42509373 170.72112653 170.45496698 167.66770712 174.45445572 165.47951245 183.49851058 148.92273285 181.38660845 120.70180012 191.3017398 162.60162766 162.99539637 170.66292122 123.01290674 179.86866295 156.63712727 157.13780227 165.15644746 15.50685886] [ 69.82232355 52.45866339 64.91756531 52.62404267 58.25329804 59.71254228 72.37222492 61.95183106 49.45903221 56.61283623 55.35042036 55.1740209 56.98242491 52.19600479 61.88088967 57.81771484 66.88637183 66.90169699 69.34795895 49.34597869 56.59377634 53.16058437 48.03287347 48.46306117 80.94109975 66.71159208 54.79105812 55.83664254 69.7175089 58.21082579 70.12404586 59.73853894 76.70414575 51.73494601 67.97412568 56.77291001 55.9654636 69.74634521 76.85117741 74.646985 72.74126756 58.38213767 70.22057372 63.35854666 64.66145268 63.51869639 78.73786315 65.12811249 68.45478353 62.51493628 68.08284573 49.84894577 74.32325852 60.31258152 72.23908875 68.60242126 70.77793214 69.10501117 63.68043085 54.86239788 65.11366162 58.31598728 62.6221011 56.91515306 94.34107843 37.89570018 105.6761293 47.86697776 71.630645 58.45048002 86.30382682 52.56730661 66.26983068 53.74557338 72.02877956 63.63053933 48.19735148 81.47908912 64.177515 54.62939055 57.4582708 77.43465108 56.61774924 76.03206485 82.62516871 64.94352511 58.36610238 55.29816037 87.19431747 50.29722094 66.06206024 52.71523801 86.48851807 57.93061401 90.87724988 56.31884044 67.28965093 74.79964337 84.59095567 78.20947798 87.14562836 60.01054399 84.90728719 83.39074677 84.54345224 90.5565342 85.95457467 81.9176987 91.86112393 92.03730852 80.18542683 95.0795693 54.87208734 104.98702324 68.88779214 94.7886891 91.45020566 98.3939278 84.42085233 75.07304975 59.44576522 58.97625345 73.65362134 48.02388215 73.05660329 63.85969257 58.52490519 61.715508 56.41723243 46.09904356 65.45932334 41.55885723 50.02382446 45.03571001 49.0297959 56.0460767 55.33970878 59.02832386 64.24191728 47.68213803 43.55803727 73.06195503 61.21650843 63.72739569 60.97302024 61.49851781 63.56966388 79.46870241 62.85084055 82.31609581 77.25797806 77.5477641 66.02094405 65.1707391 74.20208915 71.27394132 73.16807512 72.32691745 68.56319766 65.08630541 63.77952898 75.42483858 87.34233052 73.15334325 96.38596697 61.437699 84.72468942 72.96029719 70.93406946 99.98789778 72.98700386 83.92472151 98.86782318 81.52226388 75.87605623 75.7577631 74.51898094 77.53531365 73.54644998 81.55489359 66.18788127 80.61627042 53.6452445 85.02299547 72.26739007 72.44239839 75.85018721 54.672403 79.94162798 69.61650101 69.83902323 73.40286554 6.89193727]] 2015-01-27 22:58:06 0% complete, 8s elapsed, 56m 3s remaining. 156 spikes found. 2015-01-27 22:58:36 1% complete, 38s elapsed, 1h 2m 20s remaining. 797 spikes found. 2015-01-27 22:59:07 2% complete, 1m 10s elapsed, 55m 38s remaining. 1268 spikes found. 2015-01-27 22:59:47 2% complete, 1m 49s elapsed, 1h 9m 25s remaining. 2274 spikes found. 2015-01-27 23:01:45 2% complete, 3m 47s elapsed, 2h 10m 5s remaining. 5555 spikes found. 2015-01-27 23:04:24 3% complete, 6m 26s elapsed, 3h 22m 14s remaining. 9892 spikes found. 2015-01-27 23:06:42 3% complete, 8m 45s elapsed, 4h 13m 4s remaining. 13673 spikes found. 2015-01-27 23:09:23 3% complete, 11m 25s elapsed, 5h 6m 1s remaining. 18053 spikes found. 2015-01-27 23:11:18 3% complete, 13m 20s elapsed, 5h 32m 39s remaining. 21193 spikes found. 2015-01-27 23:13:21 4% complete, 15m 23s elapsed, 5h 58m 57s remaining. 24630 spikes found. 2015-01-27 23:15:24 4% complete, 17m 27s elapsed, 6h 21m 51s remaining. 27921 spikes found. 2015-01-27 23:17:00 4% complete, 19m 3s elapsed, 6h 32m 41s remaining. 30479 spikes found. 2015-01-27 23:18:14 4% complete, 20m 16s elapsed, 6h 34m 48s remaining. 32467 spikes found. 2015-01-27 23:19:33 5% complete, 21m 35s elapsed, 6h 38m 21s remaining. 34609 spikes found. 2015-01-27 23:20:32 5% complete, 22m 34s elapsed, 6h 35m 35s remaining. 36324 spikes found. 2015-01-27 23:21:06 5% complete, 23m 8s elapsed, 6h 26m 12s remaining. 37260 spikes found. 2015-01-27 23:21:50 6% complete, 23m 52s elapsed, 6h 3m 17s remaining. 38419 spikes found. 2015-01-27 23:22:27 6% complete, 24m 29s elapsed, 5h 42m 9s remaining. 39423 spikes found. 2015-01-27 23:23:05 7% complete, 25m 7s elapsed, 5h 0m 48s remaining. 40158 spikes found. 2015-01-27 23:23:40 8% complete, 25m 42s elapsed, 4h 20m 8s remaining. 40658 spikes found. 2015-01-27 23:24:22 10% complete, 26m 24s elapsed, 3h 50m 55s remaining. 41507 spikes found. 2015-01-27 23:24:55 11% complete, 26m 57s elapsed, 3h 31m 50s remaining. 42026 spikes found. 2015-01-27 23:25:26 12% complete, 27m 28s elapsed, 3h 20m 20s remaining. 42681 spikes found. 2015-01-27 23:26:01 12% complete, 28m 3s elapsed, 3h 15m 5s remaining. 43497 spikes found. 2015-01-27 23:27:41 12% complete, 29m 43s elapsed, 3h 22m 1s remaining. 46353 spikes found. 2015-01-27 23:30:07 13% complete, 32m 9s elapsed, 3h 33m 34s remaining. 50368 spikes found. 2015-01-27 23:32:19 13% complete, 34m 21s elapsed, 3h 43m 6s remaining. 54023 spikes found. 2015-01-27 23:34:52 13% complete, 36m 54s elapsed, 3h 54m 31s remaining. 58213 spikes found. 2015-01-27 23:36:23 13% complete, 38m 26s elapsed, 3h 58m 56s remaining. 60724 spikes found. 2015-01-27 23:38:56 14% complete, 40m 58s elapsed, 4h 9m 23s remaining. 64909 spikes found. 2015-01-27 23:40:29 14% complete, 42m 31s elapsed, 4h 13m 22s remaining. 67463 spikes found. 2015-01-27 23:42:29 14% complete, 44m 32s elapsed, 4h 19m 55s remaining. 70756 spikes found. 2015-01-27 23:44:00 14% complete, 46m 2s elapsed, 4h 23m 17s remaining. 73377 spikes found. 2015-01-27 23:45:24 15% complete, 47m 27s elapsed, 4h 25m 56s remaining. 75626 spikes found. 2015-01-27 23:46:09 15% complete, 48m 11s elapsed, 4h 24m 47s remaining. 76892 spikes found. 2015-01-27 23:46:47 15% complete, 48m 50s elapsed, 4h 23m 7s remaining. 77923 spikes found. 2015-01-27 23:47:45 16% complete, 49m 47s elapsed, 4h 18m 12s remaining. 79520 spikes found. 2015-01-27 23:48:15 16% complete, 50m 17s elapsed, 4h 15m 56s remaining. 80354 spikes found. 2015-01-27 23:48:48 17% complete, 50m 50s elapsed, 4h 4m 49s remaining. 80976 spikes found. 2015-01-27 23:49:19 18% complete, 51m 22s elapsed, 3h 50m 30s remaining. 81508 spikes found. 2015-01-27 23:49:56 19% complete, 51m 58s elapsed, 3h 34m 27s remaining. 82019 spikes found. 2015-01-27 23:50:26 20% complete, 52m 28s elapsed, 3h 26m 39s remaining. 82704 spikes found. 2015-01-27 23:50:58 20% complete, 53m 0s elapsed, 3h 22m 32s remaining. 83470 spikes found. 2015-01-27 23:51:31 21% complete, 53m 33s elapsed, 3h 18m 38s remaining. 84299 spikes found. 2015-01-27 23:52:05 21% complete, 54m 7s elapsed, 3h 12m 10s remaining. 84993 spikes found. 2015-01-27 23:55:23 22% complete, 57m 25s elapsed, 3h 18m 11s remaining. 90379 spikes found. 2015-01-27 23:58:30 22% complete, 1h 0m 33s elapsed, 3h 26m 2s remaining. 95351 spikes found. 2015-01-28 00:01:01 22% complete, 1h 3m 4s elapsed, 3h 31m 38s remaining. 99495 spikes found. 2015-01-28 00:03:32 23% complete, 1h 5m 34s elapsed, 3h 37m 0s remaining. 103425 spikes found. 2015-01-28 00:05:54 23% complete, 1h 7m 57s elapsed, 3h 41m 48s remaining. 107198 spikes found. 2015-01-28 00:07:43 23% complete, 1h 9m 45s elapsed, 3h 44m 36s remaining. 110093 spikes found. 2015-01-28 00:09:48 23% complete, 1h 11m 50s elapsed, 3h 48m 12s remaining. 113410 spikes found. 2015-01-28 00:11:16 24% complete, 1h 13m 19s elapsed, 3h 49m 46s remaining. 115703 spikes found. 2015-01-28 00:13:01 24% complete, 1h 15m 3s elapsed, 3h 52m 6s remaining. 118501 spikes found. 2015-01-28 00:14:24 24% complete, 1h 16m 26s elapsed, 3h 53m 15s remaining. 120693 spikes found. 2015-01-28 00:15:34 24% complete, 1h 17m 37s elapsed, 3h 53m 44s remaining. 122706 spikes found. 2015-01-28 00:16:28 25% complete, 1h 18m 31s elapsed, 3h 53m 22s remaining. 124158 spikes found. 2015-01-28 00:17:53 25% complete, 1h 19m 55s elapsed, 3h 54m 29s remaining. 126504 spikes found. 2015-01-28 00:19:38 25% complete, 1h 21m 40s elapsed, 3h 56m 31s remaining. 129319 spikes found. 2015-01-28 00:20:38 25% complete, 1h 22m 40s elapsed, 3h 56m 22s remaining. 130933 spikes found. 2015-01-28 00:21:39 26% complete, 1h 23m 41s elapsed, 3h 56m 12s remaining. 132584 spikes found. 2015-01-28 00:22:39 26% complete, 1h 24m 42s elapsed, 3h 56m 3s remaining. 134222 spikes found. 2015-01-28 00:23:28 26% complete, 1h 25m 30s elapsed, 3h 55m 19s remaining. 135543 spikes found. 2015-01-28 00:24:21 26% complete, 1h 26m 23s elapsed, 3h 54m 46s remaining. 136961 spikes found. 2015-01-28 00:25:51 27% complete, 1h 27m 53s elapsed, 3h 55m 54s remaining. 139346 spikes found. 2015-01-28 00:26:57 27% complete, 1h 28m 59s elapsed, 3h 55m 54s remaining. 141212 spikes found. 2015-01-28 00:27:37 27% complete, 1h 29m 39s elapsed, 3h 54m 44s remaining. 142267 spikes found. 2015-01-28 00:29:03 27% complete, 1h 31m 5s elapsed, 3h 55m 35s remaining. 144585 spikes found. 2015-01-28 00:30:02 28% complete, 1h 32m 4s elapsed, 3h 55m 14s remaining. 146141 spikes found. 2015-01-28 00:30:56 28% complete, 1h 32m 58s elapsed, 3h 51m 51s remaining. 147460 spikes found. 2015-01-28 00:31:34 29% complete, 1h 33m 36s elapsed, 3h 47m 54s remaining. 148378 spikes found. 2015-01-28 00:32:05 29% complete, 1h 34m 8s elapsed, 3h 43m 48s remaining. 149099 spikes found. 2015-01-28 00:32:36 30% complete, 1h 34m 38s elapsed, 3h 35m 29s remaining. 149590 spikes found. 2015-01-28 00:33:08 31% complete, 1h 35m 10s elapsed, 3h 26m 32s remaining. 149973 spikes found. 2015-01-28 00:34:02 32% complete, 1h 36m 4s elapsed, 3h 18m 53s remaining. 151013 spikes found. 2015-01-28 00:35:38 32% complete, 1h 37m 40s elapsed, 3h 19m 51s remaining. 153715 spikes found. 2015-01-28 00:38:26 33% complete, 1h 40m 28s elapsed, 3h 23m 13s remaining. 158253 spikes found. 2015-01-28 00:41:11 33% complete, 1h 43m 13s elapsed, 3h 26m 21s remaining. 162659 spikes found. 2015-01-28 00:42:58 33% complete, 1h 45m 1s elapsed, 3h 27m 32s remaining. 165550 spikes found. 2015-01-28 00:45:45 33% complete, 1h 47m 47s elapsed, 3h 30m 36s remaining. 170002 spikes found. 2015-01-28 00:47:19 34% complete, 1h 49m 21s elapsed, 3h 31m 13s remaining. 172543 spikes found. 2015-01-28 00:49:06 34% complete, 1h 51m 8s elapsed, 3h 32m 13s remaining. 175415 spikes found. 2015-01-28 00:50:24 34% complete, 1h 52m 26s elapsed, 3h 32m 17s remaining. 177545 spikes found. 2015-01-28 00:52:00 34% complete, 1h 54m 2s elapsed, 3h 32m 52s remaining. 180091 spikes found. 2015-01-28 00:53:09 35% complete, 1h 55m 11s elapsed, 3h 32m 36s remaining. 181917 spikes found. 2015-01-28 00:53:50 35% complete, 1h 55m 52s elapsed, 3h 31m 28s remaining. 183057 spikes found. 2015-01-28 00:54:40 35% complete, 1h 56m 43s elapsed, 3h 30m 38s remaining. 184387 spikes found. 2015-01-28 00:55:23 35% complete, 1h 57m 25s elapsed, 3h 29m 33s remaining. 185504 spikes found. 2015-01-28 00:56:10 36% complete, 1h 58m 12s elapsed, 3h 26m 19s remaining. 186686 spikes found. 2015-01-28 00:56:44 37% complete, 1h 58m 46s elapsed, 3h 18m 22s remaining. 187138 spikes found. 2015-01-28 00:57:19 38% complete, 1h 59m 22s elapsed, 3h 10m 50s remaining. 187650 spikes found. 2015-01-28 00:57:54 39% complete, 1h 59m 56s elapsed, 3h 1m 41s remaining. 187964 spikes found. 2015-01-28 00:58:31 41% complete, 2h 0m 34s elapsed, 2h 53m 16s remaining. 188374 spikes found. 2015-01-28 00:59:03 42% complete, 2h 1m 5s elapsed, 2h 46m 49s remaining. 188750 spikes found. 2015-01-28 01:00:42 42% complete, 2h 2m 44s elapsed, 2h 43m 50s remaining. 191369 spikes found. 2015-01-28 01:02:35 43% complete, 2h 4m 37s elapsed, 2h 44m 37s remaining. 194570 spikes found. 2015-01-28 01:05:19 43% complete, 2h 7m 22s elapsed, 2h 46m 29s remaining. 199019 spikes found. 2015-01-28 01:07:36 43% complete, 2h 9m 38s elapsed, 2h 47m 42s remaining. 202704 spikes found. 2015-01-28 01:09:20 43% complete, 2h 11m 22s elapsed, 2h 48m 11s remaining. 205513 spikes found. 2015-01-28 01:11:22 44% complete, 2h 13m 24s elapsed, 2h 49m 0s remaining. 208813 spikes found. 2015-01-28 01:13:03 44% complete, 2h 15m 5s elapsed, 2h 49m 22s remaining. 211679 spikes found. 2015-01-28 01:14:59 44% complete, 2h 17m 1s elapsed, 2h 50m 0s remaining. 214762 spikes found. 2015-01-28 01:16:26 44% complete, 2h 18m 28s elapsed, 2h 50m 2s remaining. 217139 spikes found. 2015-01-28 01:17:43 45% complete, 2h 19m 45s elapsed, 2h 49m 50s remaining. 219229 spikes found. 2015-01-28 01:18:38 45% complete, 2h 20m 40s elapsed, 2h 49m 11s remaining. 220717 spikes found. 2015-01-28 01:19:27 45% complete, 2h 21m 30s elapsed, 2h 48m 26s remaining. 222049 spikes found. 2015-01-28 01:19:58 45% complete, 2h 22m 0s elapsed, 2h 47m 18s remaining. 222902 spikes found. 2015-01-28 01:20:35 46% complete, 2h 22m 38s elapsed, 2h 44m 36s remaining. 223797 spikes found. 2015-01-28 01:21:08 47% complete, 2h 23m 11s elapsed, 2h 38m 33s remaining. 224185 spikes found. 2015-01-28 01:21:39 48% complete, 2h 23m 41s elapsed, 2h 32m 41s remaining. 224596 spikes found. 2015-01-28 01:22:14 49% complete, 2h 24m 16s elapsed, 2h 25m 38s remaining. 224959 spikes found. 2015-01-28 01:22:50 50% complete, 2h 24m 52s elapsed, 2h 20m 27s remaining. 225593 spikes found. 2015-01-28 01:23:22 51% complete, 2h 25m 25s elapsed, 2h 16m 42s remaining. 226297 spikes found. 2015-01-28 01:24:10 52% complete, 2h 26m 12s elapsed, 2h 11m 54s remaining. 227263 spikes found. 2015-01-28 01:25:14 52% complete, 2h 27m 16s elapsed, 2h 11m 30s remaining. 229118 spikes found. 2015-01-28 01:26:57 53% complete, 2h 28m 59s elapsed, 2h 11m 40s remaining. 232079 spikes found. 2015-01-28 01:29:35 53% complete, 2h 31m 37s elapsed, 2h 12m 37s remaining. 236398 spikes found. 2015-01-28 01:31:56 53% complete, 2h 33m 58s elapsed, 2h 13m 17s remaining. 240188 spikes found. 2015-01-28 01:33:43 53% complete, 2h 35m 45s elapsed, 2h 13m 27s remaining. 243058 spikes found. 2015-01-28 01:35:31 54% complete, 2h 37m 33s elapsed, 2h 13m 36s remaining. 245975 spikes found. 2015-01-28 01:37:17 54% complete, 2h 39m 19s elapsed, 2h 13m 42s remaining. 248857 spikes found. 2015-01-28 01:38:43 54% complete, 2h 40m 45s elapsed, 2h 13m 31s remaining. 251209 spikes found. 2015-01-28 01:40:24 54% complete, 2h 42m 27s elapsed, 2h 13m 32s remaining. 253922 spikes found. 2015-01-28 01:41:24 55% complete, 2h 43m 26s elapsed, 2h 12m 58s remaining. 255585 spikes found. 2015-01-28 01:42:04 55% complete, 2h 44m 6s elapsed, 2h 12m 7s remaining. 256673 spikes found. 2015-01-28 01:42:35 55% complete, 2h 44m 37s elapsed, 2h 11m 10s remaining. 257538 spikes found. 2015-01-28 01:43:25 55% complete, 2h 45m 27s elapsed, 2h 10m 28s remaining. 258861 spikes found. 2015-01-28 01:44:07 56% complete, 2h 46m 9s elapsed, 2h 8m 19s remaining. 259953 spikes found. 2015-01-28 01:44:44 57% complete, 2h 46m 46s elapsed, 2h 4m 48s remaining. 260693 spikes found. 2015-01-28 01:45:22 58% complete, 2h 47m 24s elapsed, 2h 0m 7s remaining. 261366 spikes found. 2015-01-28 01:45:57 59% complete, 2h 48m 0s elapsed, 1h 54m 19s remaining. 261705 spikes found. 2015-01-28 01:46:30 60% complete, 2h 48m 32s elapsed, 1h 49m 57s remaining. 262191 spikes found. 2015-01-28 01:47:08 61% complete, 2h 49m 10s elapsed, 1h 44m 34s remaining. 262626 spikes found. 2015-01-28 01:48:36 62% complete, 2h 50m 38s elapsed, 1h 40m 57s remaining. 264735 spikes found. 2015-01-28 01:50:01 63% complete, 2h 52m 3s elapsed, 1h 40m 40s remaining. 267079 spikes found. 2015-01-28 01:52:14 63% complete, 2h 54m 16s elapsed, 1h 40m 51s remaining. 270717 spikes found. 2015-01-28 01:54:00 63% complete, 2h 56m 2s elapsed, 1h 40m 45s remaining. 273610 spikes found. 2015-01-28 01:56:09 63% complete, 2h 58m 11s elapsed, 1h 40m 51s remaining. 277047 spikes found. 2015-01-28 01:57:49 64% complete, 2h 59m 52s elapsed, 1h 40m 40s remaining. 279810 spikes found. 2015-01-28 01:59:02 64% complete, 3h 1m 4s elapsed, 1h 40m 13s remaining. 281793 spikes found. 2015-01-28 02:01:00 64% complete, 3h 3m 3s elapsed, 1h 40m 11s remaining. 284936 spikes found. 2015-01-28 02:02:10 64% complete, 3h 4m 12s elapsed, 1h 39m 41s remaining. 286853 spikes found. 2015-01-28 02:03:33 65% complete, 3h 5m 35s elapsed, 1h 39m 19s remaining. 289120 spikes found. 2015-01-28 02:04:20 65% complete, 3h 6m 22s elapsed, 1h 38m 36s remaining. 290423 spikes found. 2015-01-28 02:04:59 65% complete, 3h 7m 1s elapsed, 1h 37m 50s remaining. 291432 spikes found. 2015-01-28 02:05:33 66% complete, 3h 7m 35s elapsed, 1h 35m 55s remaining. 292271 spikes found. 2015-01-28 02:06:14 66% complete, 3h 8m 16s elapsed, 1h 34m 4s remaining. 293233 spikes found. 2015-01-28 02:06:48 67% complete, 3h 8m 51s elapsed, 1h 30m 3s remaining. 293782 spikes found. 2015-01-28 02:07:25 68% complete, 3h 9m 27s elapsed, 1h 25m 8s remaining. 294166 spikes found. 2015-01-28 02:08:00 70% complete, 3h 10m 2s elapsed, 1h 20m 26s remaining. 294554 spikes found. 2015-01-28 02:08:32 71% complete, 3h 10m 34s elapsed, 1h 16m 45s remaining. 294975 spikes found. 2015-01-28 02:09:19 72% complete, 3h 11m 21s elapsed, 1h 14m 12s remaining. 295953 spikes found. 2015-01-28 02:12:35 72% complete, 3h 14m 38s elapsed, 1h 14m 30s remaining. 301225 spikes found. 2015-01-28 02:15:27 72% complete, 3h 17m 29s elapsed, 1h 14m 38s remaining. 305670 spikes found. 2015-01-28 02:17:58 72% complete, 3h 20m 1s elapsed, 1h 14m 37s remaining. 309662 spikes found. 2015-01-28 02:20:09 73% complete, 3h 22m 11s elapsed, 1h 14m 27s remaining. 313102 spikes found. 2015-01-28 02:22:13 73% complete, 3h 24m 15s elapsed, 1h 14m 14s remaining. 316348 spikes found. 2015-01-28 02:23:53 73% complete, 3h 25m 55s elapsed, 1h 13m 51s remaining. 318998 spikes found. 2015-01-28 02:25:56 73% complete, 3h 27m 58s elapsed, 1h 13m 37s remaining. 322228 spikes found. 2015-01-28 02:27:07 74% complete, 3h 29m 9s elapsed, 1h 13m 3s remaining. 324080 spikes found. 2015-01-28 02:28:42 74% complete, 3h 30m 44s elapsed, 1h 12m 37s remaining. 326609 spikes found. 2015-01-28 02:30:08 74% complete, 3h 32m 10s elapsed, 1h 12m 8s remaining. 328908 spikes found. 2015-01-28 02:30:47 74% complete, 3h 32m 49s elapsed, 1h 11m 23s remaining. 329928 spikes found. 2015-01-28 02:31:54 75% complete, 3h 33m 56s elapsed, 1h 10m 46s remaining. 331681 spikes found. 2015-01-28 02:32:52 75% complete, 3h 34m 54s elapsed, 1h 10m 7s remaining. 333191 spikes found. 2015-01-28 02:33:58 75% complete, 3h 36m 0s elapsed, 1h 9m 30s remaining. 334986 spikes found. 2015-01-28 02:35:14 75% complete, 3h 37m 17s elapsed, 1h 8m 56s remaining. 337049 spikes found. 2015-01-28 02:35:52 76% complete, 3h 37m 54s elapsed, 1h 8m 10s remaining. 338024 spikes found. 2015-01-28 02:37:07 76% complete, 3h 39m 9s elapsed, 1h 6m 38s remaining. 339975 spikes found. 2015-01-28 02:38:10 76% complete, 3h 40m 13s elapsed, 1h 6m 0s remaining. 341641 spikes found. 2015-01-28 02:39:47 77% complete, 3h 41m 49s elapsed, 1h 5m 31s remaining. 344147 spikes found. 2015-01-28 02:40:54 77% complete, 3h 42m 56s elapsed, 1h 4m 54s remaining. 345880 spikes found. 2015-01-28 02:42:26 77% complete, 3h 44m 28s elapsed, 1h 4m 23s remaining. 348354 spikes found. 2015-01-28 02:43:12 77% complete, 3h 45m 14s elapsed, 1h 3m 39s remaining. 349571 spikes found. 2015-01-28 02:44:09 78% complete, 3h 46m 11s elapsed, 1h 2m 58s remaining. 351073 spikes found. 2015-01-28 02:45:09 78% complete, 3h 47m 11s elapsed, 1h 2m 17s remaining. 352704 spikes found. 2015-01-28 02:45:43 78% complete, 3h 47m 45s elapsed, 1h 1m 30s remaining. 353630 spikes found. 2015-01-28 02:46:14 78% complete, 3h 48m 16s elapsed, 1h 0m 42s remaining. 354402 spikes found. 2015-01-28 02:46:44 79% complete, 3h 48m 47s elapsed, 59m 54s remaining. 355190 spikes found. 2015-01-28 02:47:30 79% complete, 3h 49m 32s elapsed, 58m 14s remaining. 356275 spikes found. 2015-01-28 02:48:02 80% complete, 3h 50m 4s elapsed, 54m 45s remaining. 356689 spikes found. 2015-01-28 02:48:41 82% complete, 3h 50m 43s elapsed, 50m 26s remaining. 357115 spikes found. 2015-01-28 02:49:29 82% complete, 3h 51m 31s elapsed, 48m 51s remaining. 358319 spikes found. 2015-01-28 02:50:57 82% complete, 3h 52m 59s elapsed, 48m 17s remaining. 360818 spikes found. 2015-01-28 02:52:18 83% complete, 3h 54m 20s elapsed, 47m 42s remaining. 363007 spikes found. 2015-01-28 02:53:32 83% complete, 3h 55m 34s elapsed, 47m 4s remaining. 365174 spikes found. 2015-01-28 02:54:42 83% complete, 3h 56m 44s elapsed, 46m 26s remaining. 367087 spikes found. 2015-01-28 02:55:38 83% complete, 3h 57m 40s elapsed, 45m 45s remaining. 368589 spikes found. 2015-01-28 02:56:35 84% complete, 3h 58m 37s elapsed, 45m 4s remaining. 370159 spikes found. 2015-01-28 02:57:20 84% complete, 3h 59m 23s elapsed, 44m 20s remaining. 371381 spikes found. 2015-01-28 02:58:14 84% complete, 4h 0m 17s elapsed, 43m 38s remaining. 372913 spikes found. 2015-01-28 02:59:14 84% complete, 4h 1m 16s elapsed, 42m 58s remaining. 374522 spikes found. 2015-01-28 02:59:54 85% complete, 4h 1m 56s elapsed, 42m 13s remaining. 375610 spikes found. 2015-01-28 03:00:36 85% complete, 4h 2m 38s elapsed, 41m 29s remaining. 376788 spikes found. 2015-01-28 03:01:26 85% complete, 4h 3m 28s elapsed, 40m 46s remaining. 378166 spikes found. 2015-01-28 03:02:09 85% complete, 4h 4m 11s elapsed, 40m 2s remaining. 379327 spikes found. 2015-01-28 03:02:51 86% complete, 4h 4m 54s elapsed, 39m 18s remaining. 380500 spikes found. 2015-01-28 03:03:27 86% complete, 4h 5m 29s elapsed, 38m 33s remaining. 381467 spikes found. 2015-01-28 03:03:57 86% complete, 4h 5m 59s elapsed, 37m 47s remaining. 382274 spikes found. 2015-01-28 03:04:33 86% complete, 4h 6m 35s elapsed, 37m 2s remaining. 383223 spikes found. 2015-01-28 03:05:45 87% complete, 4h 7m 47s elapsed, 35m 33s remaining. 385157 spikes found. 2015-01-28 03:06:21 87% complete, 4h 8m 23s elapsed, 34m 48s remaining. 386125 spikes found. 2015-01-28 03:06:54 87% complete, 4h 8m 56s elapsed, 34m 3s remaining. 387015 spikes found. 2015-01-28 03:07:31 88% complete, 4h 9m 34s elapsed, 32m 29s remaining. 387948 spikes found. 2015-01-28 03:08:02 88% complete, 4h 10m 4s elapsed, 30m 55s remaining. 388611 spikes found. 2015-01-28 03:08:34 89% complete, 4h 10m 36s elapsed, 28m 34s remaining. 389142 spikes found. 2015-01-28 03:09:09 90% complete, 4h 11m 11s elapsed, 26m 18s remaining. 389919 spikes found. 2015-01-28 03:09:44 91% complete, 4h 11m 46s elapsed, 23m 15s remaining. 390418 spikes found. 2015-01-28 03:10:27 92% complete, 4h 12m 29s elapsed, 20m 15s remaining. 391121 spikes found. 2015-01-28 03:11:37 92% complete, 4h 13m 39s elapsed, 19m 35s remaining. 393126 spikes found. 2015-01-28 03:13:37 93% complete, 4h 15m 39s elapsed, 18m 59s remaining. 396541 spikes found. 2015-01-28 03:16:04 93% complete, 4h 18m 6s elapsed, 18m 24s remaining. 400501 spikes found. 2015-01-28 03:18:44 93% complete, 4h 20m 46s elapsed, 17m 49s remaining. 404805 spikes found. 2015-01-28 03:20:28 93% complete, 4h 22m 30s elapsed, 17m 10s remaining. 407543 spikes found. 2015-01-28 03:22:01 94% complete, 4h 24m 3s elapsed, 16m 30s remaining. 410037 spikes found. 2015-01-28 03:24:12 94% complete, 4h 26m 15s elapsed, 15m 53s remaining. 413538 spikes found. 2015-01-28 03:25:44 94% complete, 4h 27m 46s elapsed, 15m 12s remaining. 416035 spikes found. 2015-01-28 03:27:23 94% complete, 4h 29m 25s elapsed, 14m 31s remaining. 418703 spikes found. 2015-01-28 03:28:14 95% complete, 4h 30m 16s elapsed, 13m 48s remaining. 420066 spikes found. 2015-01-28 03:29:58 95% complete, 4h 32m 0s elapsed, 13m 7s remaining. 422938 spikes found. 2015-01-28 03:30:47 95% complete, 4h 32m 49s elapsed, 12m 23s remaining. 424262 spikes found. 2015-01-28 03:31:44 96% complete, 4h 33m 46s elapsed, 10m 54s remaining. 425714 spikes found. 2015-01-28 03:32:19 96% complete, 4h 34m 22s elapsed, 9m 24s remaining. 426555 spikes found. 2015-01-28 03:32:59 97% complete, 4h 35m 2s elapsed, 7m 11s remaining. 427422 spikes found. 2015-01-28 03:33:32 98% complete, 4h 35m 34s elapsed, 4m 59s remaining. 428087 spikes found. 2015-01-28 03:34:14 99% complete, 4h 36m 16s elapsed, 2m 5s remaining. 428851 spikes found. 2015-01-28 03:34:37 100% complete, 4h 36m 40s elapsed, 0s remaining. 429159 spikes found. 2015-01-28 03:36:00 100% complete, 4h 38m 2s elapsed, 0s remaining. FileBase PeterP-2013-09-04_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 0.17 and 0.26 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 18386 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 18386 points ------ Starting initial clusters from distinct float masks Not enough masks (122) to generate starting clusters (300), so starting with (123) clusters instead. Assigned 123 initial classes from 122 unique masks. Deleting Class 119 (1 points): Lose 26.139831 but Gain 1355.363685 Iteration 0F (1.507352 sec): 122 clusters Score: Raw -842128.992052 + Penalty 90243.283819 = -751885.708233 nChanged 3346 Deleting Class 30 (6 points): Lose 370.764066 but Gain 1595.643527 Iteration 1F (2.513717 sec): 119 clusters Score: Raw -849518.276663 + Penalty 89322.469604 = -760195.807059 nChanged 1036 Deleting Class 91 (1 points): Lose 55.923807 but Gain 1263.964500 Iteration 2F (3.494830 sec): 118 clusters Score: Raw -852359.258007 + Penalty 88163.078483 = -764196.179524 nChanged 752 Deleting Class 120 (2 points): Lose 48.964963 but Gain 1249.416735 Iteration 3Q (3.610592 sec): 117 clusters Score: Raw -853626.681475 + Penalty 86113.621270 = -767513.060205 nChanged 563 Deleting Class 85 (1 points): Lose 16.790242 but Gain 1166.737279 Iteration 4Q (3.715567 sec): 115 clusters Score: Raw -854383.032304 + Penalty 85010.749214 = -769372.283089 nChanged 379 Deleting Class 102 (2 points): Lose 24.423322 but Gain 1166.427301 Iteration 5Q (3.808929 sec): 114 clusters Score: Raw -854826.244059 + Penalty 83952.462619 = -770873.781440 nChanged 282 Deleting Class 112 (1 points): Lose 5.723917 but Gain 1133.794029 Iteration 6Q (3.896792 sec): 113 clusters Score: Raw -855114.662723 + Penalty 82827.595092 = -772287.067632 nChanged 212 Deleting Class 52 (4 points): Lose 74.328929 but Gain 1190.440964 Iteration 7Q (3.979994 sec): 112 clusters Score: Raw -855207.534705 + Penalty 81653.220494 = -773554.314211 nChanged 168 Deleting Class 59 (10 points): Lose 106.916420 but Gain 1201.074585 Iteration 8Q (4.060527 sec): 111 clusters Score: Raw -855224.974259 + Penalty 80474.512148 = -774750.462112 nChanged 151 Deleting Class 97 (1 points): Lose 5.876677 but Gain 1078.124049 Iteration 9Q (4.139248 sec): 110 clusters Score: Raw -855357.686324 + Penalty 79420.395081 = -775937.291243 nChanged 115 Deleting Class 121 (1 points): Lose 43.835103 but Gain 1092.222696 Iteration 10F (5.038020 sec): 109 clusters Score: Raw -855426.372048 + Penalty 78357.037842 = -777069.334207 nChanged 104 Deleting Class 73 (4 points): Lose 58.499472 but Gain 1103.316936 Iteration 11Q (5.115520 sec): 108 clusters Score: Raw -855486.275546 + Penalty 77377.065020 = -778109.210525 nChanged 98 Deleting Class 33 (9 points): Lose 209.870034 but Gain 1209.154139 Iteration 12Q (5.191644 sec): 107 clusters Score: Raw -855352.411074 + Penalty 76208.535819 = -779143.875255 nChanged 92 Deleting Class 98 (1 points): Lose 14.306622 but Gain 1010.625223 Iteration 13Q (5.266837 sec): 106 clusters Score: Raw -855473.330455 + Penalty 75317.363919 = -780155.966536 nChanged 100 Deleting Class 75 (4 points): Lose 74.908644 but Gain 1067.648228 Iteration 14Q (5.342912 sec): 105 clusters Score: Raw -855536.693526 + Penalty 74253.048104 = -781283.645423 nChanged 86 Deleting Class 115 (2 points): Lose 24.181866 but Gain 1007.083376 Iteration 15Q (5.417593 sec): 104 clusters Score: Raw -855636.898500 + Penalty 73262.506847 = -782374.391653 nChanged 62 Deleting Class 110 (1 points): Lose 2.872668 but Gain 983.816660 Iteration 16Q (5.491067 sec): 103 clusters Score: Raw -855663.142877 + Penalty 72289.448939 = -783373.693939 nChanged 55 Deleting Class 65 (12 points): Lose 91.712201 but Gain 1063.094569 Iteration 17Q (5.563326 sec): 102 clusters Score: Raw -855592.396820 + Penalty 71249.245721 = -784343.151099 nChanged 64 Deleting Class 89 (2 points): Lose 17.513609 but Gain 987.404602 Iteration 18Q (5.635864 sec): 101 clusters Score: Raw -855619.912026 + Penalty 70275.140040 = -785344.771987 nChanged 55 Deleting Class 63 (2 points): Lose 10.208549 but Gain 979.135186 Iteration 19Q (5.707972 sec): 100 clusters Score: Raw -855632.112095 + Penalty 69333.188967 = -786298.923128 nChanged 49 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -855632.112095 + Penalty 69333.188967 = -786298.923128Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.776498 sec): 2 clusters Score: Raw -62164.350003 + Penalty 124.510606 = -62039.839398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.779026 sec): 3 clusters Score: Raw -61390.810948 + Penalty 266.546620 = -61124.264328 nChanged 549 SP:Iteration 1F (5.781467 sec): 3 clusters Score: Raw -61877.651739 + Penalty 273.561262 = -61604.090477 nChanged 153 SP:Iteration 2F (5.783868 sec): 3 clusters Score: Raw -62036.978532 + Penalty 275.978598 = -61760.999934 nChanged 95 SP:Iteration 3F (5.786604 sec): 3 clusters Score: Raw -62127.729977 + Penalty 274.877186 = -61852.852791 nChanged 44 SP:Iteration 4Q (5.789183 sec): 3 clusters Score: Raw -62177.082871 + Penalty 271.644429 = -61905.438442 nChanged 34 SP:Iteration 5Q (5.791679 sec): 3 clusters Score: Raw -62201.232929 + Penalty 270.851935 = -61930.380993 nChanged 17 SP:Iteration 6Q (5.794095 sec): 3 clusters Score: Raw -62220.229073 + Penalty 271.122279 = -61949.106794 nChanged 8 SP:Iteration 7Q (5.796321 sec): 3 clusters Score: Raw -62232.331594 + Penalty 271.286012 = -61961.045582 nChanged 9 SP:Iteration 8Q (5.798500 sec): 3 clusters Score: Raw -62237.701888 + Penalty 268.814151 = -61968.887737 nChanged 10 SP:Iteration 9Q (5.800652 sec): 3 clusters Score: Raw -62243.849406 + Penalty 270.387496 = -61973.461910 nChanged 10 SP:Iteration 10F (5.803103 sec): 3 clusters Score: Raw -62251.722763 + Penalty 274.037445 = -61977.685318 nChanged 11 SP:Iteration 11Q (5.805217 sec): 3 clusters Score: Raw -62261.129581 + Penalty 275.442262 = -61985.687319 nChanged 8 SP:Iteration 12Q (5.807310 sec): 3 clusters Score: Raw -62266.241452 + Penalty 277.023642 = -61989.217810 nChanged 10 SP:Iteration 13Q (5.809394 sec): 3 clusters Score: Raw -62270.785810 + Penalty 278.117002 = -61992.668807 nChanged 5 SP:Iteration 14Q (5.811461 sec): 3 clusters Score: Raw -62273.052777 + Penalty 278.504116 = -61994.548661 nChanged 4 SP:Iteration 15Q (5.813514 sec): 3 clusters Score: Raw -62274.699802 + Penalty 278.780518 = -61995.919284 nChanged 3 SP:Iteration 16Q (5.815558 sec): 3 clusters Score: Raw -62275.161900 + Penalty 278.468448 = -61996.693452 nChanged 1 SP:Iteration 17Q (5.817599 sec): 3 clusters Score: Raw -62275.299882 + Penalty 278.468448 = -61996.831434 nChanged 0 SP:Iteration 18F (5.820004 sec): 3 clusters Score: Raw -62275.299882 + Penalty 278.468448 = -61996.831434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 2 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.820861 sec): 2 clusters Score: Raw -4684.494118 + Penalty 542.292724 = -4142.201394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.821266 sec): 3 clusters Score: Raw -4763.540496 + Penalty 1084.585447 = -3678.955049 nChanged 6 SP:Iteration 1F (5.821656 sec): 3 clusters Score: Raw -4777.325905 + Penalty 1085.131688 = -3692.194217 nChanged 3 SP:Iteration 2Q (5.822024 sec): 3 clusters Score: Raw -4791.085781 + Penalty 1085.814745 = -3705.271035 nChanged 1 SP:Iteration 3Q (5.822389 sec): 3 clusters Score: Raw -4798.111915 + Penalty 1085.814745 = -3712.297170 nChanged 0 SP:Iteration 4F (5.822774 sec): 3 clusters Score: Raw -4798.111915 + Penalty 1085.814745 = -3712.297170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.824321 sec): 2 clusters Score: Raw -9476.291705 + Penalty 221.435533 = -9254.856172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.824972 sec): 3 clusters Score: Raw -9420.008929 + Penalty 443.424485 = -8976.584444 nChanged 69 SP:Iteration 1F (5.825615 sec): 3 clusters Score: Raw -9506.118775 + Penalty 446.215785 = -9059.902990 nChanged 24 SP:Iteration 2F (5.826260 sec): 3 clusters Score: Raw -9532.417317 + Penalty 449.027704 = -9083.389613 nChanged 10 SP:Iteration 3Q (5.826883 sec): 3 clusters Score: Raw -9542.909219 + Penalty 452.723175 = -9090.186045 nChanged 8 SP:Iteration 4Q (5.827504 sec): 3 clusters Score: Raw -9556.918276 + Penalty 454.259921 = -9102.658355 nChanged 6 SP:Iteration 5Q (5.828127 sec): 3 clusters Score: Raw -9567.032094 + Penalty 457.891586 = -9109.140509 nChanged 5 SP:Iteration 6Q (5.828745 sec): 3 clusters Score: Raw -9577.065922 + Penalty 460.045792 = -9117.020130 nChanged 3 SP:Iteration 7Q (5.829361 sec): 3 clusters Score: Raw -9579.939019 + Penalty 462.007535 = -9117.931484 nChanged 1 SP:Iteration 8Q (5.829975 sec): 3 clusters Score: Raw -9580.718771 + Penalty 461.073229 = -9119.645542 nChanged 1 SP:Iteration 9Q (5.830587 sec): 3 clusters Score: Raw -9583.235763 + Penalty 461.602732 = -9121.633030 nChanged 1 SP:Iteration 10F (5.831240 sec): 3 clusters Score: Raw -9583.493501 + Penalty 461.602732 = -9121.890768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.832829 sec): 2 clusters Score: Raw -11890.939411 + Penalty 187.176819 = -11703.762592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.833517 sec): 3 clusters Score: Raw -11786.467556 + Penalty 377.582048 = -11408.885508 nChanged 72 SP:Iteration 1F (5.834200 sec): 3 clusters Score: Raw -11839.322672 + Penalty 383.896201 = -11455.426471 nChanged 25 SP:Iteration 2F (5.834888 sec): 3 clusters Score: Raw -11863.725264 + Penalty 386.518342 = -11477.206922 nChanged 21 SP:Iteration 3F (5.835581 sec): 3 clusters Score: Raw -11886.373669 + Penalty 389.511727 = -11496.861942 nChanged 16 SP:Iteration 4F (5.836197 sec): 3 clusters Score: Raw -11906.049476 + Penalty 395.100797 = -11510.948680 nChanged 5 SP:Iteration 5Q (5.836799 sec): 3 clusters Score: Raw -11910.983460 + Penalty 400.719938 = -11510.263522 nChanged 6 SP:Iteration 6F (5.837422 sec): 3 clusters Score: Raw -11916.762662 + Penalty 404.834663 = -11511.927998 nChanged 1 SP:Iteration 7Q (5.838009 sec): 3 clusters Score: Raw -11917.173769 + Penalty 404.834663 = -11512.339105 nChanged 0 SP:Iteration 8F (5.838630 sec): 3 clusters Score: Raw -11917.173769 + Penalty 404.834663 = -11512.339105 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 5 (3335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.853156 sec): 2 clusters Score: Raw -163024.627170 + Penalty 129.171985 = -162895.455186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.859824 sec): 3 clusters Score: Raw -160841.992720 + Penalty 267.337258 = -160574.655462 nChanged 1556 SP:Iteration 1F (5.866169 sec): 3 clusters Score: Raw -161924.889200 + Penalty 269.516802 = -161655.372398 nChanged 404 SP:Iteration 2F (5.872339 sec): 3 clusters Score: Raw -162251.000951 + Penalty 274.291033 = -161976.709918 nChanged 311 SP:Iteration 3F (5.878589 sec): 3 clusters Score: Raw -162526.595818 + Penalty 279.109244 = -162247.486574 nChanged 267 SP:Iteration 4F (5.884922 sec): 3 clusters Score: Raw -162776.682919 + Penalty 286.193919 = -162490.489000 nChanged 155 SP:Iteration 5Q (5.891015 sec): 3 clusters Score: Raw -162913.355252 + Penalty 298.033140 = -162615.322112 nChanged 75 SP:Iteration 6Q (5.897098 sec): 3 clusters Score: Raw -162984.551670 + Penalty 304.973201 = -162679.578468 nChanged 39 SP:Iteration 7Q (5.902566 sec): 3 clusters Score: Raw -163028.961747 + Penalty 307.242519 = -162721.719228 nChanged 11 SP:Iteration 8Q (5.907625 sec): 3 clusters Score: Raw -163051.301537 + Penalty 296.739158 = -162754.562379 nChanged 3 SP:Iteration 9Q (5.912303 sec): 3 clusters Score: Raw -163056.523040 + Penalty 296.739158 = -162759.783882 nChanged 0 SP:Iteration 10F (5.918224 sec): 3 clusters Score: Raw -163056.523040 + Penalty 296.739158 = -162759.783882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 6 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.920653 sec): 2 clusters Score: Raw -5425.028530 + Penalty 376.854790 = -5048.173740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.921075 sec): 3 clusters Score: Raw -5453.960475 + Penalty 752.894925 = -4701.065549 nChanged 13 SP:Iteration 1F (5.921481 sec): 3 clusters Score: Raw -5480.774295 + Penalty 754.571607 = -4726.202688 nChanged 8 SP:Iteration 2F (5.921882 sec): 3 clusters Score: Raw -5500.139828 + Penalty 754.571607 = -4745.568220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.922691 sec): 2 clusters Score: Raw -6984.084328 + Penalty 357.515002 = -6626.569327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.923171 sec): 3 clusters Score: Raw -6974.715765 + Penalty 714.650312 = -6260.065453 nChanged 24 SP:Iteration 1F (5.923623 sec): 3 clusters Score: Raw -7010.983697 + Penalty 715.519719 = -6295.463978 nChanged 12 SP:Iteration 2F (5.924073 sec): 3 clusters Score: Raw -7038.602470 + Penalty 715.157874 = -6323.444597 nChanged 8 SP:Iteration 3F (5.924543 sec): 3 clusters Score: Raw -7052.854593 + Penalty 715.171407 = -6337.683186 nChanged 2 SP:Iteration 4Q (5.924994 sec): 3 clusters Score: Raw -7054.865045 + Penalty 714.874034 = -6339.991011 nChanged 1 SP:Iteration 5Q (5.925445 sec): 3 clusters Score: Raw -7056.867309 + Penalty 714.562682 = -6342.304627 nChanged 1 SP:Iteration 6Q (5.925895 sec): 3 clusters Score: Raw -7058.535575 + Penalty 714.562682 = -6343.972894 nChanged 0 SP:Iteration 7F (5.926363 sec): 3 clusters Score: Raw -7058.535575 + Penalty 714.562682 = -6343.972894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.928847 sec): 2 clusters Score: Raw -21796.800715 + Penalty 378.135265 = -21418.665450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.929850 sec): 3 clusters Score: Raw -21590.417684 + Penalty 756.368979 = -20834.048705 nChanged 132 SP:Iteration 1F (5.930818 sec): 3 clusters Score: Raw -21681.790670 + Penalty 762.738220 = -20919.052450 nChanged 49 SP:Iteration 2F (5.931833 sec): 3 clusters Score: Raw -21730.086548 + Penalty 770.511910 = -20959.574638 nChanged 36 SP:Iteration 3F (5.932837 sec): 3 clusters Score: Raw -21766.940459 + Penalty 774.763772 = -20992.176687 nChanged 20 SP:Iteration 4Q (5.933841 sec): 3 clusters Score: Raw -21788.431664 + Penalty 780.061774 = -21008.369890 nChanged 12 SP:Iteration 5Q (5.934848 sec): 3 clusters Score: Raw -21796.583091 + Penalty 785.244467 = -21011.338624 nChanged 9 SP:Iteration 6Q (5.935860 sec): 3 clusters Score: Raw -21802.616731 + Penalty 788.054842 = -21014.561889 nChanged 7 SP:Iteration 7Q (5.936861 sec): 3 clusters Score: Raw -21805.447172 + Penalty 787.171343 = -21018.275829 nChanged 2 SP:Iteration 8Q (5.937861 sec): 3 clusters Score: Raw -21806.612907 + Penalty 788.304426 = -21018.308481 nChanged 3 SP:Iteration 9Q (5.938862 sec): 3 clusters Score: Raw -21810.400417 + Penalty 788.300726 = -21022.099691 nChanged 1 SP:Iteration 10F (5.939874 sec): 3 clusters Score: Raw -21810.951147 + Penalty 788.804631 = -21022.146516 nChanged 1 SP:Iteration 11Q (5.940873 sec): 3 clusters Score: Raw -21811.082590 + Penalty 788.804631 = -21022.277959 nChanged 0 SP:Iteration 12F (5.941889 sec): 3 clusters Score: Raw -21811.082590 + Penalty 788.804631 = -21022.277959 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 9 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.945027 sec): 2 clusters Score: Raw -26374.951552 + Penalty 102.029507 = -26272.922046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.946322 sec): 3 clusters Score: Raw -26055.903934 + Penalty 221.014894 = -25834.889040 nChanged 242 SP:Iteration 1F (5.947515 sec): 3 clusters Score: Raw -26300.935765 + Penalty 233.030902 = -26067.904862 nChanged 62 SP:Iteration 2F (5.948677 sec): 3 clusters Score: Raw -26380.871794 + Penalty 245.169640 = -26135.702153 nChanged 31 SP:Iteration 3F (5.949822 sec): 3 clusters Score: Raw -26426.561889 + Penalty 266.598074 = -26159.963815 nChanged 12 SP:Iteration 4Q (5.950950 sec): 3 clusters Score: Raw -26443.427100 + Penalty 277.346882 = -26166.080217 nChanged 3 SP:Iteration 5Q (5.951967 sec): 3 clusters Score: Raw -26449.031229 + Penalty 272.182433 = -26176.848796 nChanged 1 SP:Iteration 6Q (5.952960 sec): 3 clusters Score: Raw -26449.724615 + Penalty 272.182433 = -26177.542182 nChanged 0 SP:Iteration 7F (5.954073 sec): 3 clusters Score: Raw -26449.724615 + Penalty 272.182433 = -26177.542182 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.962047 sec): 2 clusters Score: Raw -76204.813023 + Penalty 265.344210 = -75939.468813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.965052 sec): 3 clusters Score: Raw -75274.977494 + Penalty 528.839065 = -74746.138430 nChanged 645 SP:Iteration 1F (5.968004 sec): 3 clusters Score: Raw -75666.965885 + Penalty 526.853620 = -75140.112264 nChanged 181 SP:Iteration 2F (5.970973 sec): 3 clusters Score: Raw -75785.854168 + Penalty 523.608948 = -75262.245220 nChanged 125 SP:Iteration 3F (5.973934 sec): 3 clusters Score: Raw -75859.162881 + Penalty 519.306584 = -75339.856298 nChanged 100 SP:Iteration 4F (5.976907 sec): 3 clusters Score: Raw -75914.124065 + Penalty 516.233531 = -75397.890534 nChanged 77 SP:Iteration 5F (5.979938 sec): 3 clusters Score: Raw -75947.257480 + Penalty 515.076323 = -75432.181157 nChanged 54 SP:Iteration 6Q (5.982983 sec): 3 clusters Score: Raw -75964.160827 + Penalty 514.349639 = -75449.811188 nChanged 27 SP:Iteration 7Q (5.985966 sec): 3 clusters Score: Raw -75969.380484 + Penalty 513.149805 = -75456.230679 nChanged 20 SP:Iteration 8Q (5.988945 sec): 3 clusters Score: Raw -75972.567900 + Penalty 511.381261 = -75461.186639 nChanged 17 SP:Iteration 9Q (5.992010 sec): 3 clusters Score: Raw -75978.072911 + Penalty 509.442735 = -75468.630176 nChanged 24 SP:Iteration 10F (5.995123 sec): 3 clusters Score: Raw -75985.129754 + Penalty 506.051911 = -75479.077842 nChanged 24 SP:Iteration 11Q (5.998366 sec): 3 clusters Score: Raw -75996.185650 + Penalty 504.248263 = -75491.937386 nChanged 22 SP:Iteration 12Q (6.001497 sec): 3 clusters Score: Raw -76004.812611 + Penalty 502.065556 = -75502.747056 nChanged 29 SP:Iteration 13Q (6.004470 sec): 3 clusters Score: Raw -76017.637761 + Penalty 499.189214 = -75518.448547 nChanged 31 SP:Iteration 14Q (6.007556 sec): 3 clusters Score: Raw -76029.136631 + Penalty 496.486684 = -75532.649947 nChanged 27 SP:Iteration 15Q (6.010512 sec): 3 clusters Score: Raw -76039.216623 + Penalty 494.981821 = -75544.234802 nChanged 32 SP:Iteration 16Q (6.013444 sec): 3 clusters Score: Raw -76054.049920 + Penalty 492.513868 = -75561.536052 nChanged 39 SP:Iteration 17Q (6.016448 sec): 3 clusters Score: Raw -76075.633393 + Penalty 491.625187 = -75584.008206 nChanged 39 SP:Iteration 18Q (6.019720 sec): 3 clusters Score: Raw -76115.160384 + Penalty 492.616373 = -75622.544011 nChanged 38 SP:Iteration 19Q (6.022591 sec): 3 clusters Score: Raw -76161.749468 + Penalty 496.447603 = -75665.301864 nChanged 20 SP:Iteration 20F (6.025777 sec): 3 clusters Score: Raw -76183.572218 + Penalty 497.448882 = -75686.123336 nChanged 15 SP:Iteration 21Q (6.028464 sec): 3 clusters Score: Raw -76194.075658 + Penalty 500.117556 = -75693.958102 nChanged 10 SP:Iteration 22Q (6.031126 sec): 3 clusters Score: Raw -76198.033081 + Penalty 501.241163 = -75696.791918 nChanged 9 SP:Iteration 23Q (6.033786 sec): 3 clusters Score: Raw -76201.095908 + Penalty 506.398392 = -75694.697516 nChanged 6 SP:Iteration 24F (6.036874 sec): 3 clusters Score: Raw -76202.346936 + Penalty 504.140655 = -75698.206281 nChanged 3 SP:Iteration 25Q (6.039518 sec): 3 clusters Score: Raw -76203.270266 + Penalty 504.229556 = -75699.040710 nChanged 1 SP:Iteration 26Q (6.042162 sec): 3 clusters Score: Raw -76203.317963 + Penalty 504.229556 = -75699.088408 nChanged 0 SP:Iteration 27F (6.045257 sec): 3 clusters Score: Raw -76203.317963 + Penalty 504.229556 = -75699.088408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 11 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.050227 sec): 2 clusters Score: Raw -53203.270682 + Penalty 616.907033 = -52586.363649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.052261 sec): 3 clusters Score: Raw -52782.264209 + Penalty 1234.024386 = -51548.239823 nChanged 332 SP:Iteration 1F (6.054222 sec): 3 clusters Score: Raw -52979.055081 + Penalty 1233.966939 = -51745.088142 nChanged 76 SP:Iteration 2F (6.056137 sec): 3 clusters Score: Raw -53032.596354 + Penalty 1234.028938 = -51798.567417 nChanged 43 SP:Iteration 3Q (6.058054 sec): 3 clusters Score: Raw -53058.354895 + Penalty 1234.091608 = -51824.263287 nChanged 18 SP:Iteration 4Q (6.059969 sec): 3 clusters Score: Raw -53070.258725 + Penalty 1233.921922 = -51836.336802 nChanged 11 SP:Iteration 5Q (6.061882 sec): 3 clusters Score: Raw -53075.830500 + Penalty 1233.809756 = -51842.020744 nChanged 15 SP:Iteration 6Q (6.063787 sec): 3 clusters Score: Raw -53085.486576 + Penalty 1233.928043 = -51851.558533 nChanged 15 SP:Iteration 7Q (6.065688 sec): 3 clusters Score: Raw -53094.252699 + Penalty 1234.176461 = -51860.076237 nChanged 10 SP:Iteration 8Q (6.067587 sec): 3 clusters Score: Raw -53100.090081 + Penalty 1234.711050 = -51865.379031 nChanged 14 SP:Iteration 9Q (6.069575 sec): 3 clusters Score: Raw -53109.634127 + Penalty 1235.399963 = -51874.234163 nChanged 13 SP:Iteration 10F (6.071482 sec): 3 clusters Score: Raw -53119.645419 + Penalty 1236.297197 = -51883.348222 nChanged 17 SP:Iteration 11Q (6.073373 sec): 3 clusters Score: Raw -53129.753525 + Penalty 1237.562592 = -51892.190933 nChanged 21 SP:Iteration 12Q (6.075262 sec): 3 clusters Score: Raw -53141.780594 + Penalty 1238.871250 = -51902.909344 nChanged 17 SP:Iteration 13Q (6.077149 sec): 3 clusters Score: Raw -53150.449070 + Penalty 1240.754324 = -51909.694746 nChanged 19 SP:Iteration 14Q (6.079032 sec): 3 clusters Score: Raw -53162.491819 + Penalty 1242.681304 = -51919.810514 nChanged 16 SP:Iteration 15Q (6.080911 sec): 3 clusters Score: Raw -53174.987704 + Penalty 1245.436276 = -51929.551428 nChanged 18 SP:Iteration 16Q (6.082793 sec): 3 clusters Score: Raw -53192.163761 + Penalty 1249.541888 = -51942.621873 nChanged 23 SP:Iteration 17Q (6.084757 sec): 3 clusters Score: Raw -53211.692333 + Penalty 1252.243770 = -51959.448563 nChanged 22 SP:Iteration 18Q (6.086658 sec): 3 clusters Score: Raw -53224.831422 + Penalty 1255.601900 = -51969.229523 nChanged 15 SP:Iteration 19Q (6.088521 sec): 3 clusters Score: Raw -53234.384061 + Penalty 1259.350840 = -51975.033220 nChanged 17 SP:Iteration 20F (6.090401 sec): 3 clusters Score: Raw -53245.313595 + Penalty 1261.822603 = -51983.490992 nChanged 11 SP:Iteration 21Q (6.092265 sec): 3 clusters Score: Raw -53255.846296 + Penalty 1265.544206 = -51990.302090 nChanged 15 SP:Iteration 22Q (6.094345 sec): 3 clusters Score: Raw -53269.201218 + Penalty 1270.481325 = -51998.719893 nChanged 21 SP:Iteration 23Q (6.096310 sec): 3 clusters Score: Raw -53286.248164 + Penalty 1274.294019 = -52011.954145 nChanged 16 SP:Iteration 24Q (6.098279 sec): 3 clusters Score: Raw -53301.263567 + Penalty 1277.765638 = -52023.497929 nChanged 22 SP:Iteration 25Q (6.100292 sec): 3 clusters Score: Raw -53321.772277 + Penalty 1278.372667 = -52043.399610 nChanged 18 SP:Iteration 26Q (6.102245 sec): 3 clusters Score: Raw -53340.218878 + Penalty 1279.528305 = -52060.690573 nChanged 20 SP:Iteration 27Q (6.104092 sec): 3 clusters Score: Raw -53355.484126 + Penalty 1281.501070 = -52073.983057 nChanged 10 SP:Iteration 28Q (6.105877 sec): 3 clusters Score: Raw -53365.286850 + Penalty 1284.333767 = -52080.953083 nChanged 7 SP:Iteration 29Q (6.107661 sec): 3 clusters Score: Raw -53372.861645 + Penalty 1285.980263 = -52086.881382 nChanged 8 SP:Iteration 30F (6.109521 sec): 3 clusters Score: Raw -53383.296447 + Penalty 1287.056408 = -52096.240039 nChanged 3 SP:Iteration 31Q (6.111374 sec): 3 clusters Score: Raw -53385.239812 + Penalty 1287.033095 = -52098.206718 nChanged 3 SP:Iteration 32Q (6.113162 sec): 3 clusters Score: Raw -53387.693057 + Penalty 1287.123085 = -52100.569971 nChanged 1 SP:Iteration 33Q (6.114928 sec): 3 clusters Score: Raw -53388.171212 + Penalty 1287.238927 = -52100.932285 nChanged 1 SP:Iteration 34Q (6.116694 sec): 3 clusters Score: Raw -53390.955149 + Penalty 1287.238927 = -52103.716222 nChanged 0 SP:Iteration 35F (6.118604 sec): 3 clusters Score: Raw -53390.955149 + Penalty 1287.238927 = -52103.716222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.122268 sec): 2 clusters Score: Raw -47474.417930 + Penalty 296.909801 = -47177.508129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.124247 sec): 3 clusters Score: Raw -46958.618282 + Penalty 605.620872 = -46352.997410 nChanged 372 SP:Iteration 1F (6.126131 sec): 3 clusters Score: Raw -47247.672378 + Penalty 626.651674 = -46621.020704 nChanged 106 SP:Iteration 2F (6.127953 sec): 3 clusters Score: Raw -47366.599894 + Penalty 656.305797 = -46710.294098 nChanged 76 SP:Iteration 3F (6.129767 sec): 3 clusters Score: Raw -47464.301992 + Penalty 671.828284 = -46792.473707 nChanged 43 SP:Iteration 4Q (6.131531 sec): 3 clusters Score: Raw -47504.191169 + Penalty 677.566540 = -46826.624629 nChanged 17 SP:Iteration 5Q (6.133243 sec): 3 clusters Score: Raw -47511.638003 + Penalty 683.583169 = -46828.054834 nChanged 13 SP:Iteration 6Q (6.134936 sec): 3 clusters Score: Raw -47520.334785 + Penalty 688.444607 = -46831.890178 nChanged 8 SP:Iteration 7Q (6.136601 sec): 3 clusters Score: Raw -47526.408497 + Penalty 693.388649 = -46833.019848 nChanged 6 SP:Iteration 8Q (6.138303 sec): 3 clusters Score: Raw -47530.811888 + Penalty 692.826970 = -46837.984919 nChanged 5 SP:Iteration 9Q (6.139966 sec): 3 clusters Score: Raw -47533.077070 + Penalty 693.536311 = -46839.540759 nChanged 4 SP:Iteration 10F (6.141759 sec): 3 clusters Score: Raw -47534.732268 + Penalty 694.221234 = -46840.511034 nChanged 2 SP:Iteration 11Q (6.143384 sec): 3 clusters Score: Raw -47537.169054 + Penalty 695.313542 = -46841.855512 nChanged 1 SP:Iteration 12Q (6.145003 sec): 3 clusters Score: Raw -47537.396269 + Penalty 695.880997 = -46841.515272 nChanged 1 SP:Iteration 13F (6.146823 sec): 3 clusters Score: Raw -47537.605877 + Penalty 695.880997 = -46841.724880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.147843 sec): 2 clusters Score: Raw -5885.728619 + Penalty 360.467707 = -5525.260913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.148290 sec): 3 clusters Score: Raw -5880.463510 + Penalty 723.276410 = -5157.187100 nChanged 22 SP:Iteration 1F (6.148722 sec): 3 clusters Score: Raw -5920.578411 + Penalty 728.738180 = -5191.840231 nChanged 8 SP:Iteration 2F (6.149181 sec): 3 clusters Score: Raw -5934.394505 + Penalty 729.172901 = -5205.221604 nChanged 3 SP:Iteration 3Q (6.149605 sec): 3 clusters Score: Raw -5945.716061 + Penalty 730.992570 = -5214.723491 nChanged 3 SP:Iteration 4Q (6.150027 sec): 3 clusters Score: Raw -5956.431477 + Penalty 731.842895 = -5224.588582 nChanged 3 SP:Iteration 5Q (6.150446 sec): 3 clusters Score: Raw -5963.526218 + Penalty 732.482466 = -5231.043752 nChanged 1 SP:Iteration 6Q (6.150860 sec): 3 clusters Score: Raw -5968.151697 + Penalty 732.482466 = -5235.669232 nChanged 0 SP:Iteration 7F (6.151296 sec): 3 clusters Score: Raw -5968.151697 + Penalty 732.482466 = -5235.669232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.152156 sec): 2 clusters Score: Raw -7663.295273 + Penalty 149.935349 = -7513.359924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.152658 sec): 3 clusters Score: Raw -7605.554953 + Penalty 300.738551 = -7304.816402 nChanged 45 SP:Iteration 1F (6.153154 sec): 3 clusters Score: Raw -7651.544709 + Penalty 300.692568 = -7350.852141 nChanged 15 SP:Iteration 2F (6.153658 sec): 3 clusters Score: Raw -7690.914877 + Penalty 299.941125 = -7390.973752 nChanged 10 SP:Iteration 3F (6.154158 sec): 3 clusters Score: Raw -7709.693465 + Penalty 297.092841 = -7412.600624 nChanged 14 SP:Iteration 4F (6.154635 sec): 3 clusters Score: Raw -7724.362237 + Penalty 294.433432 = -7429.928805 nChanged 10 SP:Iteration 5F (6.155111 sec): 3 clusters Score: Raw -7732.688690 + Penalty 294.305273 = -7438.383416 nChanged 8 SP:Iteration 6F (6.155601 sec): 3 clusters Score: Raw -7741.523075 + Penalty 294.872376 = -7446.650699 nChanged 7 SP:Iteration 7Q (6.156056 sec): 3 clusters Score: Raw -7750.217698 + Penalty 294.983041 = -7455.234657 nChanged 9 SP:Iteration 8F (6.156522 sec): 3 clusters Score: Raw -7762.067482 + Penalty 283.952581 = -7478.114900 nChanged 4 SP:Iteration 9Q (6.156972 sec): 3 clusters Score: Raw -7767.426255 + Penalty 283.597427 = -7483.828829 nChanged 1 SP:Iteration 10F (6.157429 sec): 3 clusters Score: Raw -7769.551003 + Penalty 283.597427 = -7485.953577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.161212 sec): 2 clusters Score: Raw -34423.562029 + Penalty 174.453997 = -34249.108033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.162753 sec): 3 clusters Score: Raw -34027.445574 + Penalty 356.995157 = -33670.450417 nChanged 294 SP:Iteration 1F (6.164260 sec): 3 clusters Score: Raw -34289.570306 + Penalty 359.396786 = -33930.173520 nChanged 85 SP:Iteration 2F (6.165771 sec): 3 clusters Score: Raw -34350.285946 + Penalty 358.853903 = -33991.432043 nChanged 33 SP:Iteration 3Q (6.167281 sec): 3 clusters Score: Raw -34367.440905 + Penalty 357.474641 = -34009.966263 nChanged 25 SP:Iteration 4Q (6.168784 sec): 3 clusters Score: Raw -34378.979216 + Penalty 355.925213 = -34023.054002 nChanged 14 SP:Iteration 5Q (6.170280 sec): 3 clusters Score: Raw -34385.912131 + Penalty 355.011567 = -34030.900565 nChanged 11 SP:Iteration 6Q (6.171774 sec): 3 clusters Score: Raw -34393.749204 + Penalty 354.925262 = -34038.823942 nChanged 8 SP:Iteration 7Q (6.173296 sec): 3 clusters Score: Raw -34401.701789 + Penalty 354.499802 = -34047.201987 nChanged 13 SP:Iteration 8Q (6.174783 sec): 3 clusters Score: Raw -34417.434539 + Penalty 354.301226 = -34063.133314 nChanged 9 SP:Iteration 9Q (6.176260 sec): 3 clusters Score: Raw -34423.068662 + Penalty 353.610175 = -34069.458488 nChanged 6 SP:Iteration 10F (6.177768 sec): 3 clusters Score: Raw -34425.507543 + Penalty 353.667366 = -34071.840177 nChanged 6 SP:Iteration 11Q (6.179232 sec): 3 clusters Score: Raw -34426.973975 + Penalty 353.569049 = -34073.404926 nChanged 3 SP:Iteration 12Q (6.180692 sec): 3 clusters Score: Raw -34427.382848 + Penalty 353.533643 = -34073.849205 nChanged 2 SP:Iteration 13Q (6.182184 sec): 3 clusters Score: Raw -34427.519571 + Penalty 353.370699 = -34074.148872 nChanged 1 SP:Iteration 14Q (6.183674 sec): 3 clusters Score: Raw -34427.556152 + Penalty 353.545910 = -34074.010241 nChanged 1 SP:Iteration 15F (6.185192 sec): 3 clusters Score: Raw -34427.719464 + Penalty 353.807025 = -34073.912438 nChanged 1 SP:Iteration 16F (6.186701 sec): 3 clusters Score: Raw -34428.098499 + Penalty 354.099164 = -34073.999335 nChanged 2 SP:Iteration 17Q (6.188188 sec): 3 clusters Score: Raw -34428.387171 + Penalty 354.402005 = -34073.985166 nChanged 2 SP:Iteration 18F (6.189723 sec): 3 clusters Score: Raw -34428.657470 + Penalty 354.402005 = -34074.255464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.195819 sec): 2 clusters Score: Raw -65654.553974 + Penalty 204.744843 = -65449.809131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.198712 sec): 3 clusters Score: Raw -64826.756126 + Penalty 421.366963 = -64405.389162 nChanged 573 SP:Iteration 1F (6.201439 sec): 3 clusters Score: Raw -65308.181555 + Penalty 439.371062 = -64868.810494 nChanged 177 SP:Iteration 2F (6.204102 sec): 3 clusters Score: Raw -65442.929026 + Penalty 452.786409 = -64990.142616 nChanged 97 SP:Iteration 3F (6.206771 sec): 3 clusters Score: Raw -65529.424937 + Penalty 460.780649 = -65068.644288 nChanged 84 SP:Iteration 4F (6.209405 sec): 3 clusters Score: Raw -65595.382067 + Penalty 469.410862 = -65125.971205 nChanged 55 SP:Iteration 5Q (6.211848 sec): 3 clusters Score: Raw -65628.269204 + Penalty 478.259566 = -65150.009639 nChanged 33 SP:Iteration 6Q (6.214294 sec): 3 clusters Score: Raw -65646.063611 + Penalty 483.460216 = -65162.603395 nChanged 24 SP:Iteration 7Q (6.216663 sec): 3 clusters Score: Raw -65657.223218 + Penalty 487.551731 = -65169.671486 nChanged 20 SP:Iteration 8Q (6.219025 sec): 3 clusters Score: Raw -65667.402603 + Penalty 492.334285 = -65175.068317 nChanged 19 SP:Iteration 9Q (6.221261 sec): 3 clusters Score: Raw -65677.147866 + Penalty 500.852774 = -65176.295092 nChanged 16 SP:Iteration 10F (6.223744 sec): 3 clusters Score: Raw -65685.923288 + Penalty 504.137974 = -65181.785314 nChanged 13 SP:Iteration 11Q (6.225917 sec): 3 clusters Score: Raw -65694.418869 + Penalty 509.206365 = -65185.212503 nChanged 12 SP:Iteration 12Q (6.228068 sec): 3 clusters Score: Raw -65700.015096 + Penalty 513.333588 = -65186.681508 nChanged 8 SP:Iteration 13Q (6.230200 sec): 3 clusters Score: Raw -65703.305066 + Penalty 512.821341 = -65190.483725 nChanged 4 SP:Iteration 14Q (6.232318 sec): 3 clusters Score: Raw -65704.980298 + Penalty 513.434465 = -65191.545833 nChanged 2 SP:Iteration 15Q (6.234428 sec): 3 clusters Score: Raw -65705.357977 + Penalty 515.448320 = -65189.909657 nChanged 3 SP:Iteration 16F (6.236904 sec): 3 clusters Score: Raw -65705.990411 + Penalty 514.486158 = -65191.504253 nChanged 1 SP:Iteration 17Q (6.239008 sec): 3 clusters Score: Raw -65706.781820 + Penalty 514.160137 = -65192.621683 nChanged 1 SP:Iteration 18Q (6.241106 sec): 3 clusters Score: Raw -65707.728974 + Penalty 514.043016 = -65193.685958 nChanged 1 SP:Iteration 19Q (6.243200 sec): 3 clusters Score: Raw -65707.872845 + Penalty 514.043016 = -65193.829829 nChanged 0 SP:Iteration 20F (6.245689 sec): 3 clusters Score: Raw -65707.872845 + Penalty 514.043016 = -65193.829829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 17 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.249414 sec): 2 clusters Score: Raw -53173.024829 + Penalty 129.379032 = -53043.645797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.251748 sec): 3 clusters Score: Raw -52538.297170 + Penalty 261.608704 = -52276.688466 nChanged 466 SP:Iteration 1F (6.253903 sec): 3 clusters Score: Raw -52852.221016 + Penalty 261.124817 = -52591.096200 nChanged 107 SP:Iteration 2F (6.255989 sec): 3 clusters Score: Raw -52924.890571 + Penalty 263.464764 = -52661.425808 nChanged 84 SP:Iteration 3F (6.258055 sec): 3 clusters Score: Raw -52999.607897 + Penalty 264.251252 = -52735.356645 nChanged 66 SP:Iteration 4F (6.260099 sec): 3 clusters Score: Raw -53066.057930 + Penalty 267.253354 = -52798.804576 nChanged 40 SP:Iteration 5Q (6.262065 sec): 3 clusters Score: Raw -53098.991720 + Penalty 272.460889 = -52826.530830 nChanged 31 SP:Iteration 6Q (6.263958 sec): 3 clusters Score: Raw -53129.193130 + Penalty 273.485688 = -52855.707443 nChanged 30 SP:Iteration 7Q (6.265745 sec): 3 clusters Score: Raw -53160.102331 + Penalty 289.430226 = -52870.672104 nChanged 19 SP:Iteration 8Q (6.267484 sec): 3 clusters Score: Raw -53178.940785 + Penalty 293.506498 = -52885.434287 nChanged 10 SP:Iteration 9Q (6.269174 sec): 3 clusters Score: Raw -53189.214594 + Penalty 305.381199 = -52883.833395 nChanged 6 SP:Iteration 10F (6.271145 sec): 3 clusters Score: Raw -53195.268788 + Penalty 301.954727 = -52893.314061 nChanged 2 SP:Iteration 11Q (6.272781 sec): 3 clusters Score: Raw -53197.382780 + Penalty 302.112104 = -52895.270676 nChanged 1 SP:Iteration 12Q (6.274408 sec): 3 clusters Score: Raw -53197.888770 + Penalty 302.112104 = -52895.776666 nChanged 0 SP:Iteration 13F (6.276436 sec): 3 clusters Score: Raw -53197.888770 + Penalty 302.112104 = -52895.776666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.278241 sec): 2 clusters Score: Raw -11458.667176 + Penalty 238.923717 = -11219.743459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.278869 sec): 3 clusters Score: Raw -11368.817421 + Penalty 477.361490 = -10891.455931 nChanged 65 SP:Iteration 1F (6.279488 sec): 3 clusters Score: Raw -11421.200707 + Penalty 478.538933 = -10942.661774 nChanged 15 SP:Iteration 2F (6.280108 sec): 3 clusters Score: Raw -11435.862756 + Penalty 480.748549 = -10955.114207 nChanged 14 SP:Iteration 3F (6.280728 sec): 3 clusters Score: Raw -11446.175795 + Penalty 480.126841 = -10966.048954 nChanged 2 SP:Iteration 4Q (6.281344 sec): 3 clusters Score: Raw -11447.986131 + Penalty 481.407770 = -10966.578361 nChanged 3 SP:Iteration 5Q (6.281966 sec): 3 clusters Score: Raw -11450.400124 + Penalty 482.893386 = -10967.506738 nChanged 4 SP:Iteration 6Q (6.282585 sec): 3 clusters Score: Raw -11452.829902 + Penalty 481.832324 = -10970.997578 nChanged 2 SP:Iteration 7Q (6.283227 sec): 3 clusters Score: Raw -11455.676610 + Penalty 481.771517 = -10973.905093 nChanged 4 SP:Iteration 8Q (6.283848 sec): 3 clusters Score: Raw -11460.570044 + Penalty 482.791655 = -10977.778389 nChanged 2 SP:Iteration 9Q (6.284466 sec): 3 clusters Score: Raw -11466.072992 + Penalty 484.180934 = -10981.892058 nChanged 3 SP:Iteration 10F (6.285091 sec): 3 clusters Score: Raw -11469.539410 + Penalty 485.001336 = -10984.538073 nChanged 1 SP:Iteration 11Q (6.285707 sec): 3 clusters Score: Raw -11472.245507 + Penalty 485.367406 = -10986.878101 nChanged 2 SP:Iteration 12Q (6.286326 sec): 3 clusters Score: Raw -11473.868317 + Penalty 486.373916 = -10987.494402 nChanged 2 SP:Iteration 13Q (6.286943 sec): 3 clusters Score: Raw -11474.985152 + Penalty 488.861361 = -10986.123790 nChanged 3 SP:Iteration 14F (6.287601 sec): 3 clusters Score: Raw -11475.854555 + Penalty 489.990460 = -10985.864096 nChanged 2 SP:Iteration 15F (6.288229 sec): 3 clusters Score: Raw -11476.929004 + Penalty 489.990460 = -10986.938545 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.296615 sec): 2 clusters Score: Raw -90077.138581 + Penalty 449.647627 = -89627.490954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.300078 sec): 3 clusters Score: Raw -89128.251366 + Penalty 896.648433 = -88231.602933 nChanged 700 SP:Iteration 1F (6.303576 sec): 3 clusters Score: Raw -89551.782149 + Penalty 894.860818 = -88656.921332 nChanged 150 SP:Iteration 2F (6.307084 sec): 3 clusters Score: Raw -89646.424010 + Penalty 892.464305 = -88753.959705 nChanged 126 SP:Iteration 3F (6.310488 sec): 3 clusters Score: Raw -89717.162795 + Penalty 889.656973 = -88827.505823 nChanged 101 SP:Iteration 4F (6.313832 sec): 3 clusters Score: Raw -89778.725524 + Penalty 884.326076 = -88894.399448 nChanged 96 SP:Iteration 5F (6.317116 sec): 3 clusters Score: Raw -89853.391515 + Penalty 879.771883 = -88973.619632 nChanged 102 SP:Iteration 6F (6.320591 sec): 3 clusters Score: Raw -89939.681053 + Penalty 875.643923 = -89064.037130 nChanged 91 SP:Iteration 7F (6.324020 sec): 3 clusters Score: Raw -90009.973237 + Penalty 866.409323 = -89143.563914 nChanged 82 SP:Iteration 8Q (6.327262 sec): 3 clusters Score: Raw -90065.600641 + Penalty 859.208995 = -89206.391646 nChanged 45 SP:Iteration 9Q (6.330493 sec): 3 clusters Score: Raw -90085.995707 + Penalty 854.824123 = -89231.171583 nChanged 33 SP:Iteration 10F (6.333734 sec): 3 clusters Score: Raw -90097.854563 + Penalty 851.534094 = -89246.320469 nChanged 29 SP:Iteration 11Q (6.336953 sec): 3 clusters Score: Raw -90108.729487 + Penalty 849.084261 = -89259.645226 nChanged 19 SP:Iteration 12Q (6.340167 sec): 3 clusters Score: Raw -90114.952654 + Penalty 845.865449 = -89269.087205 nChanged 19 SP:Iteration 13Q (6.343388 sec): 3 clusters Score: Raw -90122.088951 + Penalty 840.885652 = -89281.203299 nChanged 14 SP:Iteration 14Q (6.346591 sec): 3 clusters Score: Raw -90130.213578 + Penalty 836.232060 = -89293.981519 nChanged 17 SP:Iteration 15Q (6.349834 sec): 3 clusters Score: Raw -90137.033575 + Penalty 833.480411 = -89303.553165 nChanged 11 SP:Iteration 16Q (6.353122 sec): 3 clusters Score: Raw -90140.442799 + Penalty 831.222015 = -89309.220783 nChanged 10 SP:Iteration 17Q (6.356372 sec): 3 clusters Score: Raw -90144.230717 + Penalty 830.283049 = -89313.947668 nChanged 8 SP:Iteration 18Q (6.359650 sec): 3 clusters Score: Raw -90147.597519 + Penalty 827.192407 = -89320.405112 nChanged 11 SP:Iteration 19Q (6.362841 sec): 3 clusters Score: Raw -90151.644465 + Penalty 822.237924 = -89329.406541 nChanged 9 SP:Iteration 20F (6.366023 sec): 3 clusters Score: Raw -90155.547309 + Penalty 819.690224 = -89335.857085 nChanged 7 SP:Iteration 21Q (6.369194 sec): 3 clusters Score: Raw -90159.842608 + Penalty 816.735545 = -89343.107063 nChanged 6 SP:Iteration 22Q (6.372366 sec): 3 clusters Score: Raw -90162.654568 + Penalty 813.383421 = -89349.271147 nChanged 7 SP:Iteration 23Q (6.375525 sec): 3 clusters Score: Raw -90166.192873 + Penalty 811.215777 = -89354.977096 nChanged 10 SP:Iteration 24Q (6.378668 sec): 3 clusters Score: Raw -90169.570344 + Penalty 810.640443 = -89358.929900 nChanged 3 SP:Iteration 25Q (6.381803 sec): 3 clusters Score: Raw -90170.785388 + Penalty 807.593504 = -89363.191884 nChanged 3 SP:Iteration 26Q (6.384973 sec): 3 clusters Score: Raw -90173.608282 + Penalty 802.907507 = -89370.700775 nChanged 5 SP:Iteration 27Q (6.388140 sec): 3 clusters Score: Raw -90177.243224 + Penalty 802.804878 = -89374.438346 nChanged 1 SP:Iteration 28Q (6.391323 sec): 3 clusters Score: Raw -90177.594430 + Penalty 802.804878 = -89374.789552 nChanged 0 SP:Iteration 29F (6.394509 sec): 3 clusters Score: Raw -90177.594430 + Penalty 802.804878 = -89374.789552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 20 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.398174 sec): 2 clusters Score: Raw -37667.658006 + Penalty 44.449839 = -37623.208167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.400093 sec): 3 clusters Score: Raw -37174.073347 + Penalty 93.325345 = -37080.748003 nChanged 428 SP:Iteration 1F (6.401870 sec): 3 clusters Score: Raw -37807.675347 + Penalty 92.079750 = -37715.595596 nChanged 62 SP:Iteration 2F (6.403629 sec): 3 clusters Score: Raw -37855.487675 + Penalty 88.628156 = -37766.859519 nChanged 21 SP:Iteration 3Q (6.405506 sec): 3 clusters Score: Raw -37864.574877 + Penalty 88.771318 = -37775.803559 nChanged 11 SP:Iteration 4Q (6.407371 sec): 3 clusters Score: Raw -37867.460182 + Penalty 88.520275 = -37778.939908 nChanged 5 SP:Iteration 5Q (6.409104 sec): 3 clusters Score: Raw -37868.165963 + Penalty 88.709897 = -37779.456067 nChanged 5 SP:Iteration 6Q (6.410823 sec): 3 clusters Score: Raw -37869.109936 + Penalty 88.980862 = -37780.129074 nChanged 5 SP:Iteration 7Q (6.412579 sec): 3 clusters Score: Raw -37869.746276 + Penalty 89.096022 = -37780.650254 nChanged 2 SP:Iteration 8Q (6.414323 sec): 3 clusters Score: Raw -37869.968209 + Penalty 89.215281 = -37780.752928 nChanged 2 SP:Iteration 9Q (6.416042 sec): 3 clusters Score: Raw -37870.199863 + Penalty 89.276497 = -37780.923365 nChanged 1 SP:Iteration 10F (6.417760 sec): 3 clusters Score: Raw -37870.311990 + Penalty 89.338800 = -37780.973190 nChanged 1 SP:Iteration 11Q (6.419471 sec): 3 clusters Score: Raw -37870.386879 + Penalty 89.402211 = -37780.984667 nChanged 1 SP:Iteration 12Q (6.421184 sec): 3 clusters Score: Raw -37870.510221 + Penalty 89.466753 = -37781.043468 nChanged 1 SP:Iteration 13Q (6.422899 sec): 3 clusters Score: Raw -37870.557572 + Penalty 89.466753 = -37781.090819 nChanged 0 SP:Iteration 14F (6.424614 sec): 3 clusters Score: Raw -37870.557572 + Penalty 89.466753 = -37781.090819 nChanged 0 Score: Raw -870873.416400 + Penalty 69398.375937 = -801475.040462 Splitting cluster 20 changes total score from -786298.923128 to -801475.040462 So it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.247400 sec): 2 clusters Score: Raw -1692.926259 + Penalty 400.130483 = -1292.795776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.247682 sec): 3 clusters Score: Raw -1824.418294 + Penalty 799.588604 = -1024.829690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.248147 sec): 2 clusters Score: Raw -223.857251 + Penalty 98.683807 = -125.173443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.248355 sec): 3 clusters Score: Raw -219.588124 + Penalty 184.207579 = -35.380545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.248877 sec): 2 clusters Score: Raw -1293.455090 + Penalty 241.838114 = -1051.616976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.249136 sec): 3 clusters Score: Raw -1346.248892 + Penalty 491.792418 = -854.456474 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 24 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.252839 sec): 2 clusters Score: Raw -56946.077427 + Penalty 333.302110 = -56612.775316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.255079 sec): 3 clusters Score: Raw -56340.963703 + Penalty 672.205511 = -55668.758192 nChanged 422 SP:Iteration 1F (7.257245 sec): 3 clusters Score: Raw -56598.634167 + Penalty 677.582248 = -55921.051919 nChanged 111 SP:Iteration 2F (7.259381 sec): 3 clusters Score: Raw -56676.352646 + Penalty 681.050806 = -55995.301839 nChanged 71 SP:Iteration 3F (7.261553 sec): 3 clusters Score: Raw -56746.499540 + Penalty 686.096477 = -56060.403063 nChanged 68 SP:Iteration 4F (7.263695 sec): 3 clusters Score: Raw -56818.857374 + Penalty 690.618142 = -56128.239232 nChanged 55 SP:Iteration 5Q (7.265815 sec): 3 clusters Score: Raw -56862.632955 + Penalty 692.732457 = -56169.900498 nChanged 38 SP:Iteration 6Q (7.267898 sec): 3 clusters Score: Raw -56892.502893 + Penalty 693.766271 = -56198.736622 nChanged 16 SP:Iteration 7Q (7.269946 sec): 3 clusters Score: Raw -56901.174604 + Penalty 693.982658 = -56207.191946 nChanged 16 SP:Iteration 8Q (7.272027 sec): 3 clusters Score: Raw -56909.936388 + Penalty 694.684313 = -56215.252075 nChanged 15 SP:Iteration 9Q (7.274102 sec): 3 clusters Score: Raw -56919.618579 + Penalty 695.635685 = -56223.982894 nChanged 11 SP:Iteration 10F (7.276239 sec): 3 clusters Score: Raw -56925.698066 + Penalty 695.540241 = -56230.157825 nChanged 8 SP:Iteration 11Q (7.278243 sec): 3 clusters Score: Raw -56927.546770 + Penalty 695.690582 = -56231.856188 nChanged 3 SP:Iteration 12Q (7.280242 sec): 3 clusters Score: Raw -56928.110509 + Penalty 695.793843 = -56232.316666 nChanged 1 SP:Iteration 13Q (7.282244 sec): 3 clusters Score: Raw -56928.210940 + Penalty 695.793843 = -56232.417097 nChanged 0 SP:Iteration 14F (7.284387 sec): 3 clusters Score: Raw -56928.210940 + Penalty 695.793843 = -56232.417097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.284959 sec): 2 clusters Score: Raw -791.023088 + Penalty 273.523940 = -517.499148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.285193 sec): 3 clusters Score: Raw -820.899655 + Penalty 542.305031 = -278.594624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.285704 sec): 2 clusters Score: Raw -1296.221235 + Penalty 212.430224 = -1083.791011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.285952 sec): 3 clusters Score: Raw -1305.144154 + Penalty 429.931032 = -875.213122 nChanged 4 SP:Iteration 1F (7.286195 sec): 3 clusters Score: Raw -1319.027603 + Penalty 429.931032 = -889.096570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.286671 sec): 2 clusters Score: Raw -566.551433 + Penalty 214.606517 = -351.944916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.286895 sec): 3 clusters Score: Raw -580.990613 + Penalty 422.579053 = -158.411560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.287566 sec): 2 clusters Score: Raw -4653.116830 + Penalty 395.258826 = -4257.858004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.287930 sec): 3 clusters Score: Raw -4691.699462 + Penalty 790.067790 = -3901.631673 nChanged 6 SP:Iteration 1F (7.288287 sec): 3 clusters Score: Raw -4712.179876 + Penalty 790.337298 = -3921.842578 nChanged 1 SP:Iteration 2Q (7.288630 sec): 3 clusters Score: Raw -4712.660840 + Penalty 790.337298 = -3922.323542 nChanged 0 SP:Iteration 3F (7.288985 sec): 3 clusters Score: Raw -4712.660840 + Penalty 790.337298 = -3922.323542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.289997 sec): 2 clusters Score: Raw -11342.326767 + Penalty 508.668078 = -10833.658688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.290576 sec): 3 clusters Score: Raw -11322.395113 + Penalty 1019.786815 = -10302.608298 nChanged 43 SP:Iteration 1F (7.291140 sec): 3 clusters Score: Raw -11375.125271 + Penalty 1020.612643 = -10354.512628 nChanged 6 SP:Iteration 2Q (7.291711 sec): 3 clusters Score: Raw -11381.038156 + Penalty 1020.214454 = -10360.823701 nChanged 3 SP:Iteration 3Q (7.292260 sec): 3 clusters Score: Raw -11388.293828 + Penalty 1019.403889 = -10368.889939 nChanged 5 SP:Iteration 4Q (7.292803 sec): 3 clusters Score: Raw -11396.650586 + Penalty 1019.094508 = -10377.556078 nChanged 1 SP:Iteration 5Q (7.293343 sec): 3 clusters Score: Raw -11397.312102 + Penalty 1018.765664 = -10378.546438 nChanged 1 SP:Iteration 6Q (7.293884 sec): 3 clusters Score: Raw -11398.547735 + Penalty 1019.173112 = -10379.374623 nChanged 1 SP:Iteration 7Q (7.294426 sec): 3 clusters Score: Raw -11401.011820 + Penalty 1019.586237 = -10381.425583 nChanged 1 SP:Iteration 8Q (7.294966 sec): 3 clusters Score: Raw -11402.874820 + Penalty 1019.586237 = -10383.288583 nChanged 0 SP:Iteration 9F (7.295520 sec): 3 clusters Score: Raw -11402.874820 + Penalty 1019.586237 = -10383.288583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.296003 sec): 2 clusters Score: Raw -275.104369 + Penalty 98.943820 = -176.160549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.296220 sec): 3 clusters Score: Raw -273.749367 + Penalty 197.041279 = -76.708088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.296837 sec): 2 clusters Score: Raw -2812.968395 + Penalty 331.911639 = -2481.056756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.297161 sec): 3 clusters Score: Raw -2850.007445 + Penalty 663.857681 = -2186.149764 nChanged 4 SP:Iteration 1F (7.297479 sec): 3 clusters Score: Raw -2860.204961 + Penalty 663.857681 = -2196.347280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.297946 sec): 2 clusters Score: Raw -389.525574 + Penalty 154.841602 = -234.683972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.298163 sec): 3 clusters Score: Raw -394.416057 + Penalty 309.584790 = -84.831266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.298687 sec): 2 clusters Score: Raw -1604.311925 + Penalty 296.373538 = -1307.938388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.298957 sec): 3 clusters Score: Raw -1669.490748 + Penalty 591.682815 = -1077.807933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.299582 sec): 2 clusters Score: Raw -3164.556357 + Penalty 269.091469 = -2895.464889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.299923 sec): 3 clusters Score: Raw -3168.637326 + Penalty 538.976605 = -2629.660721 nChanged 4 SP:Iteration 1F (7.300252 sec): 3 clusters Score: Raw -3179.553445 + Penalty 542.312302 = -2637.241143 nChanged 2 SP:Iteration 2Q (7.300577 sec): 3 clusters Score: Raw -3182.603006 + Penalty 542.312302 = -2640.290705 nChanged 0 SP:Iteration 3F (7.300906 sec): 3 clusters Score: Raw -3182.603006 + Penalty 542.312302 = -2640.290705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.301569 sec): 2 clusters Score: Raw -4281.366506 + Penalty 247.223646 = -4034.142860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.301932 sec): 3 clusters Score: Raw -4280.544396 + Penalty 501.695951 = -3778.848445 nChanged 16 SP:Iteration 1F (7.302287 sec): 3 clusters Score: Raw -4307.056883 + Penalty 502.074911 = -3804.981972 nChanged 2 SP:Iteration 2Q (7.302650 sec): 3 clusters Score: Raw -4309.533365 + Penalty 502.347374 = -3807.185991 nChanged 1 SP:Iteration 3Q (7.302995 sec): 3 clusters Score: Raw -4309.898234 + Penalty 502.347374 = -3807.550860 nChanged 0 SP:Iteration 4F (7.303347 sec): 3 clusters Score: Raw -4309.898234 + Penalty 502.347374 = -3807.550860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.304037 sec): 2 clusters Score: Raw -4269.585596 + Penalty 208.706638 = -4060.878958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.304407 sec): 3 clusters Score: Raw -4277.173336 + Penalty 419.476221 = -3857.697115 nChanged 20 SP:Iteration 1F (7.304777 sec): 3 clusters Score: Raw -4300.918062 + Penalty 425.047692 = -3875.870370 nChanged 6 SP:Iteration 2F (7.305141 sec): 3 clusters Score: Raw -4314.227013 + Penalty 433.797901 = -3880.429112 nChanged 6 SP:Iteration 3F (7.305511 sec): 3 clusters Score: Raw -4325.712582 + Penalty 441.399178 = -3884.313403 nChanged 7 SP:Iteration 4F (7.305882 sec): 3 clusters Score: Raw -4344.217788 + Penalty 446.930621 = -3897.287167 nChanged 2 SP:Iteration 5Q (7.306232 sec): 3 clusters Score: Raw -4349.373133 + Penalty 456.641114 = -3892.732020 nChanged 3 SP:Iteration 6F (7.306601 sec): 3 clusters Score: Raw -4353.039326 + Penalty 456.641114 = -3896.398212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.307077 sec): 2 clusters Score: Raw -522.619636 + Penalty 138.781295 = -383.838342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.307304 sec): 3 clusters Score: Raw -535.561337 + Penalty 272.995693 = -262.565643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.307768 sec): 2 clusters Score: Raw -373.776419 + Penalty 122.560768 = -251.215651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.307985 sec): 3 clusters Score: Raw -386.709850 + Penalty 242.500055 = -144.209795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.308472 sec): 2 clusters Score: Raw -901.030985 + Penalty 255.588704 = -645.442281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.308710 sec): 3 clusters Score: Raw -934.432972 + Penalty 503.011251 = -431.421720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.309217 sec): 2 clusters Score: Raw -1252.318939 + Penalty 275.876122 = -976.442816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.309469 sec): 3 clusters Score: Raw -1288.657924 + Penalty 550.703939 = -737.953986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.310425 sec): 2 clusters Score: Raw -8919.006595 + Penalty 275.836546 = -8643.170049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.310941 sec): 3 clusters Score: Raw -8858.365421 + Penalty 551.719283 = -8306.646138 nChanged 46 SP:Iteration 1F (7.311435 sec): 3 clusters Score: Raw -8897.386656 + Penalty 552.142685 = -8345.243971 nChanged 12 SP:Iteration 2F (7.311934 sec): 3 clusters Score: Raw -8908.292348 + Penalty 552.580569 = -8355.711778 nChanged 6 SP:Iteration 3Q (7.312426 sec): 3 clusters Score: Raw -8912.741640 + Penalty 552.503419 = -8360.238221 nChanged 3 SP:Iteration 4Q (7.312917 sec): 3 clusters Score: Raw -8914.672499 + Penalty 552.056815 = -8362.615684 nChanged 2 SP:Iteration 5Q (7.313406 sec): 3 clusters Score: Raw -8916.890611 + Penalty 552.056815 = -8364.833796 nChanged 0 SP:Iteration 6F (7.313919 sec): 3 clusters Score: Raw -8916.890611 + Penalty 552.056815 = -8364.833796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.314526 sec): 2 clusters Score: Raw -2605.691106 + Penalty 198.281832 = -2407.409274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.314837 sec): 3 clusters Score: Raw -2624.647737 + Penalty 394.065983 = -2230.581754 nChanged 8 SP:Iteration 1F (7.315150 sec): 3 clusters Score: Raw -2642.050975 + Penalty 391.104448 = -2250.946527 nChanged 5 SP:Iteration 2F (7.315456 sec): 3 clusters Score: Raw -2653.022720 + Penalty 391.594746 = -2261.427974 nChanged 1 SP:Iteration 3Q (7.315750 sec): 3 clusters Score: Raw -2657.414232 + Penalty 391.594746 = -2265.819486 nChanged 0 SP:Iteration 4F (7.316053 sec): 3 clusters Score: Raw -2657.414232 + Penalty 391.594746 = -2265.819486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.316516 sec): 2 clusters Score: Raw -281.895979 + Penalty 126.164646 = -155.731333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.316730 sec): 3 clusters Score: Raw -280.643882 + Penalty 248.617848 = -32.026034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.317252 sec): 2 clusters Score: Raw -1458.834855 + Penalty 289.344072 = -1169.490784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.317509 sec): 3 clusters Score: Raw -1505.809033 + Penalty 577.459018 = -928.350014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.317996 sec): 2 clusters Score: Raw -759.395489 + Penalty 166.650427 = -592.745062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.318231 sec): 3 clusters Score: Raw -786.668573 + Penalty 333.300854 = -453.367719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.318846 sec): 2 clusters Score: Raw -2659.274890 + Penalty 502.584883 = -2156.690007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.319174 sec): 3 clusters Score: Raw -2793.342680 + Penalty 1005.166152 = -1788.176528 nChanged 2 SP:Iteration 1Q (7.319478 sec): 3 clusters Score: Raw -2809.676760 + Penalty 1005.166152 = -1804.510608 nChanged 0 SP:Iteration 2F (7.319797 sec): 3 clusters Score: Raw -2809.676760 + Penalty 1005.166152 = -1804.510608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.320252 sec): 2 clusters Score: Raw -171.774903 + Penalty 83.025123 = -88.749779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.320457 sec): 3 clusters Score: Raw -165.621923 + Penalty 161.156513 = -4.465410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.320921 sec): 2 clusters Score: Raw -343.034266 + Penalty 191.070927 = -151.963339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.321134 sec): 3 clusters Score: Raw -347.627782 + Penalty 393.705320 = 46.077538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.321585 sec): 2 clusters Score: Raw -174.818874 + Penalty 106.386497 = -68.432377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.321778 sec): 2 clusters Score: Raw -174.818874 + Penalty 106.386497 = -68.432377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.322264 sec): 2 clusters Score: Raw -401.663327 + Penalty 181.588138 = -220.075190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.322482 sec): 3 clusters Score: Raw -404.909867 + Penalty 360.025196 = -44.884672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.322944 sec): 2 clusters Score: Raw -340.775514 + Penalty 170.967263 = -169.808251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.323160 sec): 3 clusters Score: Raw -343.407374 + Penalty 340.457814 = -2.949560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.323718 sec): 2 clusters Score: Raw -2278.190651 + Penalty 327.517339 = -1950.673312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.324006 sec): 3 clusters Score: Raw -2338.676461 + Penalty 657.355030 = -1681.321432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.324482 sec): 2 clusters Score: Raw -635.561590 + Penalty 202.508745 = -433.052846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.324711 sec): 3 clusters Score: Raw -640.718978 + Penalty 403.729210 = -236.989768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.325179 sec): 2 clusters Score: Raw -395.156957 + Penalty 120.168430 = -274.988527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.325394 sec): 3 clusters Score: Raw -403.972656 + Penalty 230.333774 = -173.638882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.325856 sec): 2 clusters Score: Raw -280.130944 + Penalty 128.170849 = -151.960095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.326072 sec): 3 clusters Score: Raw -284.519397 + Penalty 255.249655 = -29.269743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.326546 sec): 2 clusters Score: Raw -601.756756 + Penalty 232.023379 = -369.733377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.326773 sec): 3 clusters Score: Raw -607.291913 + Penalty 463.955572 = -143.336340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.327238 sec): 2 clusters Score: Raw -334.656265 + Penalty 124.785090 = -209.871176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.327457 sec): 3 clusters Score: Raw -334.669467 + Penalty 249.570179 = -85.099287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.327915 sec): 2 clusters Score: Raw -221.833366 + Penalty 82.262590 = -139.570776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.328124 sec): 3 clusters Score: Raw -215.500197 + Penalty 163.081217 = -52.418980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.328619 sec): 2 clusters Score: Raw -940.727162 + Penalty 252.133075 = -688.594088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.328857 sec): 3 clusters Score: Raw -971.389778 + Penalty 503.151343 = -468.238435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.329338 sec): 2 clusters Score: Raw -337.467540 + Penalty 141.730035 = -195.737505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.329555 sec): 3 clusters Score: Raw -339.423796 + Penalty 290.433684 = -48.990113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.330016 sec): 2 clusters Score: Raw -325.232248 + Penalty 123.416934 = -201.815314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.330234 sec): 3 clusters Score: Raw -328.066518 + Penalty 256.543278 = -71.523240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.330694 sec): 2 clusters Score: Raw -299.401416 + Penalty 158.310608 = -141.090809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.330906 sec): 3 clusters Score: Raw -295.616183 + Penalty 317.504819 = 21.888635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.331368 sec): 2 clusters Score: Raw -356.153544 + Penalty 181.676265 = -174.477279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.331583 sec): 3 clusters Score: Raw -352.741039 + Penalty 363.375647 = 10.634608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.332041 sec): 2 clusters Score: Raw -175.033401 + Penalty 90.392199 = -84.641203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.332236 sec): 2 clusters Score: Raw -175.033401 + Penalty 90.392199 = -84.641203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.332696 sec): 2 clusters Score: Raw -261.512789 + Penalty 90.716462 = -170.796327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.332907 sec): 3 clusters Score: Raw -260.219362 + Penalty 155.348763 = -104.870598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.333374 sec): 2 clusters Score: Raw -410.256234 + Penalty 175.723363 = -234.532871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.333592 sec): 3 clusters Score: Raw -402.676047 + Penalty 175.723363 = -226.952683 nChanged 1 SP:Iteration 1F (7.333790 sec): 2 clusters Score: Raw -410.256234 + Penalty 175.723363 = -234.532871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.334248 sec): 2 clusters Score: Raw -352.698378 + Penalty 152.659686 = -200.038692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.334459 sec): 3 clusters Score: Raw -347.754430 + Penalty 305.071490 = -42.682940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.334910 sec): 2 clusters Score: Raw -179.829242 + Penalty 96.017195 = -83.812047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.335115 sec): 3 clusters Score: Raw -170.500578 + Penalty 192.769394 = 22.268816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.335579 sec): 2 clusters Score: Raw -287.544553 + Penalty 46.404074 = -241.140479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.335806 sec): 3 clusters Score: Raw -297.456424 + Penalty 95.003078 = -202.453346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.336249 sec): 2 clusters Score: Raw -53.822488 + Penalty 0.000000 = -53.822488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.336436 sec): 2 clusters Score: Raw -53.822488 + Penalty 0.000000 = -53.822488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.336902 sec): 2 clusters Score: Raw -430.530460 + Penalty 142.249445 = -288.281015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.337121 sec): 3 clusters Score: Raw -429.413134 + Penalty 287.147198 = -142.265935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.337567 sec): 2 clusters Score: Raw -53.873312 + Penalty 0.000000 = -53.873312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.337758 sec): 2 clusters Score: Raw -53.873312 + Penalty 0.000000 = -53.873312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.338214 sec): 2 clusters Score: Raw -232.969404 + Penalty 117.537801 = -115.431603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.338424 sec): 3 clusters Score: Raw -227.707546 + Penalty 235.075603 = 7.368057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.338881 sec): 2 clusters Score: Raw -263.449389 + Penalty 100.673125 = -162.776265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.339089 sec): 3 clusters Score: Raw -260.597586 + Penalty 198.742679 = -61.854907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 84 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.339539 sec): 2 clusters Score: Raw -165.658606 + Penalty 57.320673 = -108.337933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.339744 sec): 3 clusters Score: Raw -160.339966 + Penalty 109.610328 = -50.729638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.340204 sec): 2 clusters Score: Raw -279.375498 + Penalty 122.942610 = -156.432888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.340418 sec): 3 clusters Score: Raw -276.917140 + Penalty 257.774247 = -19.142892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.340866 sec): 2 clusters Score: Raw -110.082203 + Penalty 47.437272 = -62.644932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.341056 sec): 2 clusters Score: Raw -110.082203 + Penalty 47.437272 = -62.644932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.341510 sec): 2 clusters Score: Raw -163.417134 + Penalty 64.671850 = -98.745284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.341715 sec): 3 clusters Score: Raw -159.778425 + Penalty 129.564137 = -30.214289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.342173 sec): 2 clusters Score: Raw -165.107582 + Penalty 55.575698 = -109.531883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.342380 sec): 2 clusters Score: Raw -165.107582 + Penalty 55.575698 = -109.531883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.342831 sec): 2 clusters Score: Raw -114.947074 + Penalty 66.672053 = -48.275020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.343036 sec): 3 clusters Score: Raw -107.568918 + Penalty 133.344106 = 25.775188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.343491 sec): 2 clusters Score: Raw -211.014672 + Penalty 64.623229 = -146.391444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.343701 sec): 3 clusters Score: Raw -210.160261 + Penalty 136.665247 = -73.495014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.344146 sec): 2 clusters Score: Raw -53.363181 + Penalty 0.000000 = -53.363181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.344336 sec): 2 clusters Score: Raw -53.363181 + Penalty 0.000000 = -53.363181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.344790 sec): 2 clusters Score: Raw -173.285083 + Penalty 86.296982 = -86.988101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.344997 sec): 3 clusters Score: Raw -165.269058 + Penalty 173.477583 = 8.208525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.345441 sec): 2 clusters Score: Raw -52.462960 + Penalty 0.000000 = -52.462960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.345630 sec): 2 clusters Score: Raw -52.462960 + Penalty 0.000000 = -52.462960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.346085 sec): 2 clusters Score: Raw -178.933332 + Penalty 110.779008 = -68.154324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.346280 sec): 2 clusters Score: Raw -178.933332 + Penalty 110.779008 = -68.154324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.346732 sec): 2 clusters Score: Raw -170.466138 + Penalty 84.901294 = -85.564844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.346940 sec): 3 clusters Score: Raw -164.070057 + Penalty 174.381222 = 10.311165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.347388 sec): 2 clusters Score: Raw -107.398370 + Penalty 33.653340 = -73.745030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.347590 sec): 3 clusters Score: Raw -101.498897 + Penalty 67.306680 = -34.192217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.348050 sec): 2 clusters Score: Raw -218.804485 + Penalty 105.142273 = -113.662212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.348261 sec): 3 clusters Score: Raw -214.802169 + Penalty 190.763691 = -24.038478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.348712 sec): 2 clusters Score: Raw -176.066159 + Penalty 98.471729 = -77.594430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.348931 sec): 3 clusters Score: Raw -169.288735 + Penalty 193.712106 = 24.423371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.349382 sec): 2 clusters Score: Raw -117.321491 + Penalty 69.240111 = -48.081379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.349575 sec): 2 clusters Score: Raw -117.321491 + Penalty 69.240111 = -48.081379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.350032 sec): 2 clusters Score: Raw -224.609430 + Penalty 114.746896 = -109.862535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.350228 sec): 2 clusters Score: Raw -224.609430 + Penalty 114.746896 = -109.862535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.350672 sec): 2 clusters Score: Raw -55.542990 + Penalty 0.000000 = -55.542990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.350862 sec): 2 clusters Score: Raw -55.542990 + Penalty 0.000000 = -55.542990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.351307 sec): 2 clusters Score: Raw -53.781757 + Penalty 0.000000 = -53.781757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.351497 sec): 2 clusters Score: Raw -53.781757 + Penalty 0.000000 = -53.781757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.351950 sec): 2 clusters Score: Raw -168.121634 + Penalty 79.509233 = -88.612401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.352154 sec): 3 clusters Score: Raw -160.494833 + Penalty 165.065642 = 4.570810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.352645 sec): 2 clusters Score: Raw -830.604309 + Penalty 71.292558 = -759.311751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.352881 sec): 3 clusters Score: Raw -831.421833 + Penalty 143.548276 = -687.873557 nChanged 2 SP:Iteration 1F (7.353113 sec): 3 clusters Score: Raw -832.999604 + Penalty 143.548276 = -689.451328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.353559 sec): 2 clusters Score: Raw -53.093491 + Penalty 0.000000 = -53.093491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.353747 sec): 2 clusters Score: Raw -53.093491 + Penalty 0.000000 = -53.093491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.354204 sec): 2 clusters Score: Raw -288.286151 + Penalty 127.909342 = -160.376809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.354415 sec): 3 clusters Score: Raw -286.763419 + Penalty 256.445823 = -30.317596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.354868 sec): 2 clusters Score: Raw -228.017538 + Penalty 132.361346 = -95.656193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.355076 sec): 3 clusters Score: Raw -222.282219 + Penalty 282.071049 = 59.788830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.355527 sec): 2 clusters Score: Raw -49.476128 + Penalty 0.000000 = -49.476128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.355710 sec): 2 clusters Score: Raw -49.476128 + Penalty 0.000000 = -49.476128 nChanged 0 Deleting Class 109 (1 points): Lose 8.967403 but Gain 973.200826 Iteration 20F (8.212599 sec): 100 clusters Score: Raw -855859.136007 + Penalty 68578.487427 = -787280.648580 nChanged 73 Deleting Class 101 (3 points): Lose 31.247514 but Gain 990.137546 Iteration 21Q (8.285855 sec): 99 clusters Score: Raw -855879.557898 + Penalty 67598.443515 = -788281.114383 nChanged 63 Deleting Class 107 (2 points): Lose 29.333863 but Gain 980.877573 Iteration 22Q (8.358619 sec): 98 clusters Score: Raw -855887.049778 + Penalty 66661.814065 = -789225.235714 nChanged 53 Deleting Class 69 (6 points): Lose 53.219680 but Gain 995.636921 Iteration 23Q (8.429652 sec): 97 clusters Score: Raw -855864.322934 + Penalty 65677.637617 = -790186.685317 nChanged 57 Deleting Class 93 (2 points): Lose 25.492997 but Gain 944.497642 Iteration 24Q (8.500922 sec): 96 clusters Score: Raw -855880.500484 + Penalty 64744.404887 = -791136.095597 nChanged 50 Deleting Class 51 (3 points): Lose 46.906530 but Gain 950.877491 Iteration 25Q (8.571880 sec): 95 clusters Score: Raw -855858.240930 + Penalty 63878.939028 = -791979.301903 nChanged 43 Deleting Class 60 (10 points): Lose 87.788873 but Gain 989.460741 Iteration 26Q (8.641819 sec): 94 clusters Score: Raw -855809.480598 + Penalty 62914.721732 = -792894.758866 nChanged 46 Deleting Class 118 (4 points): Lose 51.079427 but Gain 937.536591 Iteration 27Q (8.711876 sec): 93 clusters Score: Raw -855793.395400 + Penalty 62044.346461 = -793749.048939 nChanged 37 Deleting Class 68 (5 points): Lose 79.642512 but Gain 965.869157 Iteration 28Q (8.782320 sec): 92 clusters Score: Raw -855748.051910 + Penalty 61069.829881 = -794678.222029 nChanged 44 Deleting Class 50 (6 points): Lose 173.896272 but Gain 1047.122308 Iteration 29Q (8.851569 sec): 91 clusters Score: Raw -855614.359935 + Penalty 59958.061069 = -795656.298866 nChanged 47 Deleting Class 25 (14 points): Lose 141.391401 but Gain 1017.721685 Iteration 30F (9.599013 sec): 90 clusters Score: Raw -855539.783146 + Penalty 58992.344870 = -796547.438276 nChanged 52 Deleting Class 54 (6 points): Lose 66.611513 but Gain 936.948589 Iteration 31Q (9.668228 sec): 89 clusters Score: Raw -855562.925774 + Penalty 58107.687936 = -797455.237838 nChanged 43 Deleting Class 27 (10 points): Lose 59.530545 but Gain 915.186758 Iteration 32Q (9.736578 sec): 88 clusters Score: Raw -855559.266376 + Penalty 57281.919699 = -798277.346677 nChanged 36 Deleting Class 21 (33 points): Lose 275.818881 but Gain 1123.698178 Iteration 33Q (9.805248 sec): 87 clusters Score: Raw -855324.585870 + Penalty 56293.757103 = -799030.828767 nChanged 64 Deleting Class 106 (3 points): Lose 34.965940 but Gain 880.135667 Iteration 34Q (9.874211 sec): 86 clusters Score: Raw -855451.188082 + Penalty 55442.344476 = -800008.843606 nChanged 34 Deleting Class 74 (7 points): Lose 55.212558 but Gain 886.725572 Iteration 35Q (9.941348 sec): 85 clusters Score: Raw -855435.731048 + Penalty 54582.278065 = -800853.452983 nChanged 34 Deleting Class 53 (7 points): Lose 85.405250 but Gain 916.320074 Iteration 36Q (10.007935 sec): 84 clusters Score: Raw -855392.040956 + Penalty 53718.721173 = -801673.319783 nChanged 20 Deleting Class 77 (3 points): Lose 30.243141 but Gain 858.197157 Iteration 37Q (10.073503 sec): 83 clusters Score: Raw -855406.897475 + Penalty 52868.502267 = -802538.395208 nChanged 14 Deleting Class 41 (16 points): Lose 88.532551 but Gain 905.187844 Iteration 38Q (10.138792 sec): 82 clusters Score: Raw -855343.332999 + Penalty 52046.955579 = -803296.377420 nChanged 31 Deleting Class 82 (4 points): Lose 33.815551 but Gain 832.539055 Iteration 39Q (10.205440 sec): 81 clusters Score: Raw -855363.823784 + Penalty 51344.388119 = -804019.435666 nChanged 19 Deleting Class 111 (1 points): Lose 2.508314 but Gain 797.435057 Iteration 40F (10.872627 sec): 80 clusters Score: Raw -855402.985401 + Penalty 50665.601214 = -804737.384187 nChanged 20 Deleting Class 81 (1 points): Lose 5.741997 but Gain 799.286901 Iteration 41Q (10.938937 sec): 79 clusters Score: Raw -855439.317531 + Penalty 49869.601052 = -805569.716479 nChanged 17 Deleting Class 71 (3 points): Lose 18.095791 but Gain 807.921206 Iteration 42Q (11.003826 sec): 78 clusters Score: Raw -855427.150404 + Penalty 49063.488319 = -806363.662085 nChanged 12 Deleting Class 76 (6 points): Lose 51.625045 but Gain 836.617929 Iteration 43Q (11.068158 sec): 77 clusters Score: Raw -855382.044556 + Penalty 48239.246286 = -807142.798270 nChanged 21 Deleting Class 56 (13 points): Lose 100.558724 but Gain 866.571164 Iteration 44Q (11.132740 sec): 76 clusters Score: Raw -855297.352125 + Penalty 47383.641877 = -807913.710247 nChanged 22 Deleting Class 64 (16 points): Lose 111.741824 but Gain 877.173243 Iteration 45Q (11.196219 sec): 75 clusters Score: Raw -855212.241427 + Penalty 46541.144564 = -808671.096863 nChanged 28 Deleting Class 99 (3 points): Lose 17.717297 but Gain 771.318350 Iteration 46Q (11.260483 sec): 74 clusters Score: Raw -855238.001363 + Penalty 45793.971565 = -809444.029798 nChanged 18 Deleting Class 79 (1 points): Lose 15.123478 but Gain 768.527618 Iteration 47Q (11.323870 sec): 73 clusters Score: Raw -855241.559246 + Penalty 45032.472471 = -810209.086775 nChanged 13 Deleting Class 58 (6 points): Lose 67.449596 but Gain 819.161608 Iteration 48Q (11.387628 sec): 72 clusters Score: Raw -855180.508032 + Penalty 44220.061339 = -810960.446693 nChanged 17 Deleting Class 42 (23 points): Lose 120.770206 but Gain 863.953998 Iteration 49Q (11.450945 sec): 71 clusters Score: Raw -855073.064504 + Penalty 43352.179935 = -811720.884569 nChanged 35 Deleting Class 108 (4 points): Lose 70.779237 but Gain 812.770624 Iteration 50F (12.043522 sec): 70 clusters Score: Raw -855044.291756 + Penalty 42549.708025 = -812494.583732 nChanged 22 Deleting Class 103 (3 points): Lose 22.997532 but Gain 758.843758 Iteration 51Q (12.106319 sec): 69 clusters Score: Raw -855043.445218 + Penalty 41797.108801 = -813246.336418 nChanged 26 Deleting Class 49 (3 points): Lose 8.748861 but Gain 742.074635 Iteration 52Q (12.168866 sec): 68 clusters Score: Raw -855047.553561 + Penalty 41071.494226 = -813976.059335 nChanged 28 Deleting Class 45 (5 points): Lose 37.871359 but Gain 769.743367 Iteration 53Q (12.231102 sec): 67 clusters Score: Raw -855030.311019 + Penalty 40315.806421 = -814714.504598 nChanged 29 Deleting Class 34 (7 points): Lose 50.567912 but Gain 781.353176 Iteration 54Q (12.294269 sec): 66 clusters Score: Raw -854993.443605 + Penalty 39545.731050 = -815447.712555 nChanged 34 Deleting Class 35 (25 points): Lose 142.780225 but Gain 869.164096 Iteration 55Q (12.356938 sec): 65 clusters Score: Raw -854872.071413 + Penalty 38697.763149 = -816174.308263 nChanged 49 Deleting Class 86 (5 points): Lose 31.680071 but Gain 750.085396 Iteration 56Q (12.419882 sec): 64 clusters Score: Raw -854925.990964 + Penalty 37960.619225 = -816965.371739 nChanged 41 Deleting Class 105 (5 points): Lose 70.218749 but Gain 784.056276 Iteration 57Q (12.482091 sec): 63 clusters Score: Raw -854911.426499 + Penalty 37205.961508 = -817705.464991 nChanged 42 Deleting Class 117 (5 points): Lose 79.881253 but Gain 780.387936 Iteration 58Q (12.543226 sec): 62 clusters Score: Raw -854893.897325 + Penalty 36424.118774 = -818469.778552 nChanged 39 Deleting Class 116 (1 points): Lose 9.625627 but Gain 704.041612 Iteration 59Q (12.604379 sec): 61 clusters Score: Raw -854948.787916 + Penalty 35732.653737 = -819216.134179 nChanged 43 Deleting Class 87 (3 points): Lose 15.848038 but Gain 710.118038 Iteration 60F (13.112678 sec): 60 clusters Score: Raw -854981.473570 + Penalty 35039.209990 = -819942.263579 nChanged 54 Deleting Class 46 (23 points): Lose 143.008413 but Gain 833.007029 Iteration 61Q (13.174190 sec): 59 clusters Score: Raw -854882.915840 + Penalty 34294.280024 = -820588.635816 nChanged 76 Deleting Class 100 (1 points): Lose 14.972277 but Gain 690.128903 Iteration 62Q (13.235406 sec): 58 clusters Score: Raw -854955.130946 + Penalty 33626.565785 = -821328.565161 nChanged 66 Deleting Class 66 (6 points): Lose 102.958270 but Gain 776.720373 Iteration 63Q (13.296362 sec): 57 clusters Score: Raw -854899.447205 + Penalty 32888.702896 = -822010.744309 nChanged 76 Deleting Class 67 (9 points): Lose 47.226955 but Gain 706.629123 Iteration 64Q (13.357814 sec): 56 clusters Score: Raw -854944.735149 + Penalty 32201.589610 = -822743.145539 nChanged 75 Deleting Class 80 (8 points): Lose 71.674626 but Gain 710.227783 Iteration 65Q (13.418201 sec): 55 clusters Score: Raw -854925.384013 + Penalty 31503.531214 = -823421.852799 nChanged 86 Deleting Class 61 (6 points): Lose 49.016041 but Gain 683.857315 Iteration 66Q (13.478474 sec): 54 clusters Score: Raw -854954.630813 + Penalty 30897.557786 = -824057.073027 nChanged 78 Deleting Class 83 (5 points): Lose 51.584857 but Gain 673.152214 Iteration 67Q (13.537890 sec): 53 clusters Score: Raw -854988.332944 + Penalty 30234.904698 = -824753.428247 nChanged 90 Deleting Class 8 (84 points): Lose 303.680185 but Gain 928.483772 Iteration 68Q (13.597779 sec): 52 clusters Score: Raw -854818.715853 + Penalty 29368.778098 = -825449.937755 nChanged 168 Deleting Class 26 (22 points): Lose 58.140362 but Gain 672.903016 Iteration 69Q (13.658142 sec): 51 clusters Score: Raw -855120.070726 + Penalty 28708.151740 = -826411.918986 nChanged 77 Deleting Class 55 (64 points): Lose 327.540352 but Gain 947.014795 Iteration 70F (14.087695 sec): 50 clusters Score: Raw -855027.265906 + Penalty 27813.644091 = -827213.621815 nChanged 99 Deleting Class 95 (1 points): Lose 49.847146 but Gain 644.413991 Iteration 71Q (14.145951 sec): 49 clusters Score: Raw -855139.396960 + Penalty 27178.994997 = -827960.401963 nChanged 25 Deleting Class 57 (12 points): Lose 123.085656 but Gain 712.788522 Iteration 72Q (14.202499 sec): 48 clusters Score: Raw -855083.107413 + Penalty 26517.915125 = -828565.192288 nChanged 32 Deleting Class 113 (3 points): Lose 123.952150 but Gain 710.649775 Iteration 73Q (14.258427 sec): 47 clusters Score: Raw -855032.159953 + Penalty 25645.286055 = -829386.873898 nChanged 24 Deleting Class 31 (5 points): Lose 21.079187 but Gain 603.666332 Iteration 74Q (14.314722 sec): 46 clusters Score: Raw -855042.056209 + Penalty 25040.834668 = -830001.221541 nChanged 21 Deleting Class 6 (52 points): Lose 250.228540 but Gain 827.915208 Iteration 75Q (14.370353 sec): 45 clusters Score: Raw -854809.337091 + Penalty 24220.150293 = -830589.186798 nChanged 64 Deleting Class 22 (4 points): Lose 128.555203 but Gain 698.993198 Iteration 76Q (14.426972 sec): 44 clusters Score: Raw -854868.859528 + Penalty 23446.841428 = -831422.018100 nChanged 22 Deleting Class 62 (4 points): Lose 20.155334 but Gain 582.679087 Iteration 77Q (14.481598 sec): 43 clusters Score: Raw -854881.612364 + Penalty 22860.684350 = -832020.928014 nChanged 18 Deleting Class 40 (8 points): Lose 79.418391 but Gain 633.005351 Iteration 78Q (14.536705 sec): 42 clusters Score: Raw -854817.151666 + Penalty 22230.822051 = -832586.329615 nChanged 20 Deleting Class 72 (6 points): Lose 54.929099 but Gain 601.419798 Iteration 79Q (14.591048 sec): 41 clusters Score: Raw -854780.051055 + Penalty 21630.072243 = -833149.978811 nChanged 20 Deleting Class 48 (58 points): Lose 628.825851 but Gain 1177.467445 Iteration 80F (14.943671 sec): 40 clusters Score: Raw -854166.514467 + Penalty 20526.231657 = -833640.282810 nChanged 68 Deleting Class 94 (5 points): Lose 32.870988 but Gain 554.457613 Iteration 81Q (14.998458 sec): 39 clusters Score: Raw -854462.408867 + Penalty 19985.018616 = -834477.390251 nChanged 31 Deleting Class 39 (10 points): Lose 72.613372 but Gain 591.831062 Iteration 82Q (15.052919 sec): 38 clusters Score: Raw -854447.335148 + Penalty 19403.513738 = -835043.821410 nChanged 25 Deleting Class 47 (17 points): Lose 79.996120 but Gain 591.890493 Iteration 83Q (15.106835 sec): 37 clusters Score: Raw -854394.318351 + Penalty 18810.881958 = -835583.436393 nChanged 32 Deleting Class 88 (4 points): Lose 99.202599 but Gain 594.628954 Iteration 84Q (15.161202 sec): 36 clusters Score: Raw -854333.728277 + Penalty 18188.481125 = -836145.247152 nChanged 17 Deleting Class 84 (3 points): Lose 23.507824 but Gain 512.329470 Iteration 85Q (15.213687 sec): 35 clusters Score: Raw -854321.137812 + Penalty 17678.011217 = -836643.126596 nChanged 11 Deleting Class 90 (3 points): Lose 18.552056 but Gain 496.732969 Iteration 86Q (15.266491 sec): 34 clusters Score: Raw -854314.169410 + Penalty 17186.476392 = -837127.693018 nChanged 12 Deleting Class 104 (3 points): Lose 38.438616 but Gain 496.457885 Iteration 87Q (15.318736 sec): 33 clusters Score: Raw -854285.711134 + Penalty 16693.342086 = -837592.369048 nChanged 7 Deleting Class 32 (66 points): Lose 380.969447 but Gain 797.594215 Iteration 88Q (15.370850 sec): 32 clusters Score: Raw -853914.060355 + Penalty 15957.418133 = -837956.642222 nChanged 69 Deleting Class 23 (48 points): Lose 379.825481 but Gain 767.879480 Iteration 89Q (15.422984 sec): 31 clusters Score: Raw -853751.683658 + Penalty 15226.399252 = -838525.284405 nChanged 78 Deleting Class 44 (75 points): Lose 211.209879 but Gain 560.941025 Iteration 90F (15.691601 sec): 30 clusters Score: Raw -853787.482129 + Penalty 14689.779463 = -839097.702666 nChanged 90 Deleting Class 7 (135 points): Lose 529.804711 but Gain 775.456679 Iteration 91Q (15.743366 sec): 29 clusters Score: Raw -853379.198311 + Penalty 13970.822345 = -839408.375966 nChanged 153 Deleting Class 122 (1 points): Lose 7.960960 but Gain 216.351509 Iteration 92Q (15.794699 sec): 28 clusters Score: Raw -853653.108945 + Penalty 13761.519005 = -839891.589941 nChanged 18 Deleting Class 78 (5 points): Lose 39.232281 but Gain 245.576309 Iteration 93Q (15.844904 sec): 27 clusters Score: Raw -853623.144643 + Penalty 13520.342655 = -840102.801987 nChanged 12 Deleting Class 36 (92 points): Lose 581.006983 but Gain 703.914275 Iteration 94Q (15.894947 sec): 26 clusters Score: Raw -853051.352524 + Penalty 12795.024274 = -840256.328250 nChanged 96 Iteration 95Q (15.944232 sec): 26 clusters Score: Raw -853319.440886 + Penalty 12870.123089 = -840449.317797 nChanged 24 Iteration 96Q (15.992835 sec): 26 clusters Score: Raw -853347.029412 + Penalty 12862.526812 = -840484.502600 nChanged 8 Iteration 97Q (16.041187 sec): 26 clusters Score: Raw -853349.435402 + Penalty 12856.784779 = -840492.650622 nChanged 8 Iteration 98Q (16.088946 sec): 26 clusters Score: Raw -853353.264905 + Penalty 12860.015527 = -840493.249377 nChanged 5 Iteration 99Q (16.137431 sec): 26 clusters Score: Raw -853355.773314 + Penalty 12858.527160 = -840497.246155 nChanged 1 Iteration 100F (16.366063 sec): 26 clusters Score: Raw -853355.889278 + Penalty 12858.527160 = -840497.362119 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -853355.889278 + Penalty 12858.527160 = -840497.362119Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (1279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.405021 sec): 2 clusters Score: Raw -62138.180159 + Penalty 130.883828 = -62007.296331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.407438 sec): 3 clusters Score: Raw -61341.533881 + Penalty 262.113795 = -61079.420085 nChanged 609 SP:Iteration 1F (16.409815 sec): 3 clusters Score: Raw -61911.099092 + Penalty 263.302425 = -61647.796667 nChanged 156 SP:Iteration 2F (16.412182 sec): 3 clusters Score: Raw -62058.167059 + Penalty 264.282188 = -61793.884871 nChanged 76 SP:Iteration 3F (16.414549 sec): 3 clusters Score: Raw -62118.188924 + Penalty 265.016671 = -61853.172253 nChanged 47 SP:Iteration 4Q (16.416857 sec): 3 clusters Score: Raw -62138.931099 + Penalty 266.473167 = -61872.457932 nChanged 34 SP:Iteration 5Q (16.419154 sec): 3 clusters Score: Raw -62152.278831 + Penalty 267.913964 = -61884.364867 nChanged 27 SP:Iteration 6Q (16.421446 sec): 3 clusters Score: Raw -62161.065689 + Penalty 270.211779 = -61890.853910 nChanged 28 SP:Iteration 7Q (16.423730 sec): 3 clusters Score: Raw -62172.868820 + Penalty 272.987669 = -61899.881151 nChanged 31 SP:Iteration 8Q (16.426051 sec): 3 clusters Score: Raw -62184.676563 + Penalty 274.909237 = -61909.767326 nChanged 21 SP:Iteration 9Q (16.428326 sec): 3 clusters Score: Raw -62190.733746 + Penalty 277.235035 = -61913.498711 nChanged 20 SP:Iteration 10F (16.430692 sec): 3 clusters Score: Raw -62196.951310 + Penalty 279.432421 = -61917.518888 nChanged 20 SP:Iteration 11Q (16.432973 sec): 3 clusters Score: Raw -62202.190014 + Penalty 281.277934 = -61920.912080 nChanged 16 SP:Iteration 12Q (16.435308 sec): 3 clusters Score: Raw -62207.377376 + Penalty 283.012350 = -61924.365027 nChanged 15 SP:Iteration 13Q (16.437913 sec): 3 clusters Score: Raw -62211.997650 + Penalty 285.340404 = -61926.657245 nChanged 15 SP:Iteration 14Q (16.440372 sec): 3 clusters Score: Raw -62217.271842 + Penalty 287.403832 = -61929.868010 nChanged 9 SP:Iteration 15Q (16.442826 sec): 3 clusters Score: Raw -62220.550120 + Penalty 290.045181 = -61930.504939 nChanged 14 SP:Iteration 16Q (16.445262 sec): 3 clusters Score: Raw -62224.823429 + Penalty 290.685792 = -61934.137636 nChanged 10 SP:Iteration 17Q (16.447558 sec): 3 clusters Score: Raw -62228.539606 + Penalty 292.816692 = -61935.722914 nChanged 14 SP:Iteration 18Q (16.449782 sec): 3 clusters Score: Raw -62237.079501 + Penalty 294.270360 = -61942.809140 nChanged 12 SP:Iteration 19Q (16.451990 sec): 3 clusters Score: Raw -62243.623140 + Penalty 294.969934 = -61948.653206 nChanged 9 SP:Iteration 20F (16.454351 sec): 3 clusters Score: Raw -62246.674584 + Penalty 296.277422 = -61950.397162 nChanged 10 SP:Iteration 21Q (16.456531 sec): 3 clusters Score: Raw -62250.811134 + Penalty 298.374107 = -61952.437027 nChanged 13 SP:Iteration 22Q (16.458703 sec): 3 clusters Score: Raw -62257.768765 + Penalty 302.621697 = -61955.147068 nChanged 13 SP:Iteration 23Q (16.460850 sec): 3 clusters Score: Raw -62271.762620 + Penalty 305.433084 = -61966.329535 nChanged 8 SP:Iteration 24Q (16.462983 sec): 3 clusters Score: Raw -62277.689695 + Penalty 307.283469 = -61970.406226 nChanged 10 SP:Iteration 25Q (16.465121 sec): 3 clusters Score: Raw -62285.324190 + Penalty 311.229383 = -61974.094807 nChanged 9 SP:Iteration 26Q (16.467261 sec): 3 clusters Score: Raw -62288.902026 + Penalty 313.127096 = -61975.774930 nChanged 4 SP:Iteration 27Q (16.469404 sec): 3 clusters Score: Raw -62289.477385 + Penalty 314.368018 = -61975.109367 nChanged 3 SP:Iteration 28F (16.471781 sec): 3 clusters Score: Raw -62290.172259 + Penalty 316.755830 = -61973.416428 nChanged 5 SP:Iteration 29F (16.474162 sec): 3 clusters Score: Raw -62291.353235 + Penalty 316.954862 = -61974.398373 nChanged 2 SP:Iteration 30F (16.476523 sec): 3 clusters Score: Raw -62292.077550 + Penalty 316.954862 = -61975.122688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 2 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.477911 sec): 2 clusters Score: Raw -7689.024866 + Penalty 582.753476 = -7106.271390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.478424 sec): 3 clusters Score: Raw -7734.281338 + Penalty 1166.705802 = -6567.575536 nChanged 34 SP:Iteration 1F (16.478929 sec): 3 clusters Score: Raw -7845.274783 + Penalty 1166.245016 = -6679.029767 nChanged 9 SP:Iteration 2F (16.479430 sec): 3 clusters Score: Raw -7876.733499 + Penalty 1166.911461 = -6709.822038 nChanged 4 SP:Iteration 3Q (16.479898 sec): 3 clusters Score: Raw -7889.882656 + Penalty 1166.649170 = -6723.233486 nChanged 2 SP:Iteration 4Q (16.480361 sec): 3 clusters Score: Raw -7895.014182 + Penalty 1166.649170 = -6728.365013 nChanged 0 SP:Iteration 5F (16.480861 sec): 3 clusters Score: Raw -7895.014182 + Penalty 1166.649170 = -6728.365013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.482722 sec): 2 clusters Score: Raw -13001.944455 + Penalty 313.293083 = -12688.651372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.483530 sec): 3 clusters Score: Raw -12902.732694 + Penalty 629.520365 = -12273.212329 nChanged 98 SP:Iteration 1F (16.484294 sec): 3 clusters Score: Raw -13014.075905 + Penalty 630.490448 = -12383.585456 nChanged 27 SP:Iteration 2F (16.485057 sec): 3 clusters Score: Raw -13043.156592 + Penalty 631.461160 = -12411.695432 nChanged 12 SP:Iteration 3Q (16.485801 sec): 3 clusters Score: Raw -13053.131105 + Penalty 637.246731 = -12415.884374 nChanged 17 SP:Iteration 4F (16.486563 sec): 3 clusters Score: Raw -13091.462759 + Penalty 645.251657 = -12446.211102 nChanged 24 SP:Iteration 5F (16.487323 sec): 3 clusters Score: Raw -13119.808435 + Penalty 649.710657 = -12470.097778 nChanged 11 SP:Iteration 6Q (16.488050 sec): 3 clusters Score: Raw -13135.556148 + Penalty 653.759877 = -12481.796271 nChanged 5 SP:Iteration 7Q (16.488768 sec): 3 clusters Score: Raw -13144.324467 + Penalty 654.951254 = -12489.373213 nChanged 2 SP:Iteration 8Q (16.489469 sec): 3 clusters Score: Raw -13151.844994 + Penalty 654.951254 = -12496.893740 nChanged 0 SP:Iteration 9F (16.490229 sec): 3 clusters Score: Raw -13151.844994 + Penalty 654.951254 = -12496.893740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.493400 sec): 2 clusters Score: Raw -49007.300683 + Penalty 331.485991 = -48675.814692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.495301 sec): 3 clusters Score: Raw -48473.393393 + Penalty 667.599217 = -47805.794176 nChanged 403 SP:Iteration 1F (16.497160 sec): 3 clusters Score: Raw -48680.664383 + Penalty 673.789685 = -48006.874698 nChanged 94 SP:Iteration 2F (16.499005 sec): 3 clusters Score: Raw -48756.400808 + Penalty 682.787833 = -48073.612975 nChanged 74 SP:Iteration 3F (16.500821 sec): 3 clusters Score: Raw -48824.220798 + Penalty 695.731589 = -48128.489209 nChanged 60 SP:Iteration 4F (16.502637 sec): 3 clusters Score: Raw -48885.317199 + Penalty 720.433262 = -48164.883938 nChanged 54 SP:Iteration 5F (16.504496 sec): 3 clusters Score: Raw -48946.570432 + Penalty 741.967901 = -48204.602531 nChanged 45 SP:Iteration 6Q (16.506386 sec): 3 clusters Score: Raw -48993.185772 + Penalty 762.011623 = -48231.174148 nChanged 27 SP:Iteration 7Q (16.508120 sec): 3 clusters Score: Raw -49028.739691 + Penalty 775.091157 = -48253.648534 nChanged 21 SP:Iteration 8Q (16.509806 sec): 3 clusters Score: Raw -49053.469970 + Penalty 782.167853 = -48271.302116 nChanged 13 SP:Iteration 9Q (16.511450 sec): 3 clusters Score: Raw -49066.283204 + Penalty 784.910423 = -48281.372782 nChanged 3 SP:Iteration 10F (16.513264 sec): 3 clusters Score: Raw -49073.004532 + Penalty 790.652781 = -48282.351752 nChanged 5 SP:Iteration 11Q (16.514862 sec): 3 clusters Score: Raw -49076.508738 + Penalty 793.415397 = -48283.093342 nChanged 4 SP:Iteration 12Q (16.516451 sec): 3 clusters Score: Raw -49077.808118 + Penalty 793.881029 = -48283.927089 nChanged 1 SP:Iteration 13Q (16.518080 sec): 3 clusters Score: Raw -49078.505419 + Penalty 793.881029 = -48284.624391 nChanged 0 SP:Iteration 14F (16.519931 sec): 3 clusters Score: Raw -49078.505419 + Penalty 793.881029 = -48284.624391 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 5 (3603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.536119 sec): 2 clusters Score: Raw -175281.382408 + Penalty 139.216070 = -175142.166338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.543031 sec): 3 clusters Score: Raw -172888.191883 + Penalty 287.171552 = -172601.020331 nChanged 1691 SP:Iteration 1F (16.549902 sec): 3 clusters Score: Raw -174054.998948 + Penalty 284.177489 = -173770.821459 nChanged 469 SP:Iteration 2F (16.556308 sec): 3 clusters Score: Raw -174420.609014 + Penalty 290.283088 = -174130.325926 nChanged 320 SP:Iteration 3F (16.562706 sec): 3 clusters Score: Raw -174734.204658 + Penalty 299.631448 = -174434.573210 nChanged 236 SP:Iteration 4F (16.569186 sec): 3 clusters Score: Raw -174974.423874 + Penalty 326.159125 = -174648.264749 nChanged 163 SP:Iteration 5Q (16.575523 sec): 3 clusters Score: Raw -175162.255631 + Penalty 347.671742 = -174814.583889 nChanged 86 SP:Iteration 6Q (16.581438 sec): 3 clusters Score: Raw -175240.837857 + Penalty 351.159343 = -174889.678514 nChanged 37 SP:Iteration 7Q (16.587297 sec): 3 clusters Score: Raw -175262.709786 + Penalty 348.672811 = -174914.036975 nChanged 17 SP:Iteration 8Q (16.592675 sec): 3 clusters Score: Raw -175272.842254 + Penalty 350.130401 = -174922.711853 nChanged 11 SP:Iteration 9Q (16.597859 sec): 3 clusters Score: Raw -175281.156829 + Penalty 358.754867 = -174922.401962 nChanged 5 SP:Iteration 10F (16.604259 sec): 3 clusters Score: Raw -175285.774875 + Penalty 363.494672 = -174922.280203 nChanged 4 SP:Iteration 11F (16.610660 sec): 3 clusters Score: Raw -175290.335886 + Penalty 375.548297 = -174914.787589 nChanged 4 SP:Iteration 12F (16.617052 sec): 3 clusters Score: Raw -175301.804923 + Penalty 370.135421 = -174931.669502 nChanged 3 SP:Iteration 13Q (16.622072 sec): 3 clusters Score: Raw -175314.033867 + Penalty 347.826746 = -174966.207120 nChanged 2 SP:Iteration 14Q (16.627073 sec): 3 clusters Score: Raw -175321.054854 + Penalty 337.116610 = -174983.938244 nChanged 2 SP:Iteration 15Q (16.632064 sec): 3 clusters Score: Raw -175321.433949 + Penalty 337.116610 = -174984.317339 nChanged 0 SP:Iteration 16F (16.638589 sec): 3 clusters Score: Raw -175321.433949 + Penalty 337.116610 = -174984.317339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.643036 sec): 2 clusters Score: Raw -23114.675696 + Penalty 89.109524 = -23025.566172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.644069 sec): 3 clusters Score: Raw -22844.814902 + Penalty 179.088228 = -22665.726674 nChanged 201 SP:Iteration 1F (16.645120 sec): 3 clusters Score: Raw -22957.743686 + Penalty 179.432201 = -22778.311485 nChanged 35 SP:Iteration 2F (16.646187 sec): 3 clusters Score: Raw -22979.896636 + Penalty 179.262943 = -22800.633693 nChanged 32 SP:Iteration 3F (16.647246 sec): 3 clusters Score: Raw -23006.791085 + Penalty 183.994997 = -22822.796088 nChanged 44 SP:Iteration 4F (16.648301 sec): 3 clusters Score: Raw -23062.184179 + Penalty 194.202275 = -22867.981904 nChanged 42 SP:Iteration 5F (16.649358 sec): 3 clusters Score: Raw -23112.519808 + Penalty 212.485608 = -22900.034200 nChanged 21 SP:Iteration 6Q (16.650412 sec): 3 clusters Score: Raw -23139.826889 + Penalty 222.811134 = -22917.015755 nChanged 7 SP:Iteration 7Q (16.651425 sec): 3 clusters Score: Raw -23149.010574 + Penalty 224.559505 = -22924.451069 nChanged 2 SP:Iteration 8Q (16.652414 sec): 3 clusters Score: Raw -23150.729168 + Penalty 223.967510 = -22926.761658 nChanged 1 SP:Iteration 9Q (16.653393 sec): 3 clusters Score: Raw -23151.187842 + Penalty 229.405725 = -22921.782117 nChanged 2 SP:Iteration 10F (16.654399 sec): 3 clusters Score: Raw -23151.608563 + Penalty 232.037325 = -22919.571238 nChanged 1 SP:Iteration 11F (16.655408 sec): 3 clusters Score: Raw -23152.263681 + Penalty 232.037325 = -22920.226356 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.662525 sec): 2 clusters Score: Raw -98214.059315 + Penalty 337.463706 = -97876.595610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.666110 sec): 3 clusters Score: Raw -97038.886457 + Penalty 675.623190 = -96363.263267 nChanged 819 SP:Iteration 1F (16.669606 sec): 3 clusters Score: Raw -97506.093139 + Penalty 675.697608 = -96830.395531 nChanged 228 SP:Iteration 2F (16.673097 sec): 3 clusters Score: Raw -97652.335895 + Penalty 675.708837 = -96976.627058 nChanged 122 SP:Iteration 3F (16.676599 sec): 3 clusters Score: Raw -97745.432400 + Penalty 675.238084 = -97070.194317 nChanged 90 SP:Iteration 4Q (16.680257 sec): 3 clusters Score: Raw -97817.988724 + Penalty 675.017010 = -97142.971714 nChanged 80 SP:Iteration 5Q (16.683683 sec): 3 clusters Score: Raw -97859.683747 + Penalty 674.354153 = -97185.329594 nChanged 55 SP:Iteration 6Q (16.687111 sec): 3 clusters Score: Raw -97878.850254 + Penalty 673.642477 = -97205.207778 nChanged 33 SP:Iteration 7Q (16.690503 sec): 3 clusters Score: Raw -97887.564649 + Penalty 673.417256 = -97214.147394 nChanged 22 SP:Iteration 8Q (16.693914 sec): 3 clusters Score: Raw -97891.637614 + Penalty 672.587584 = -97219.050030 nChanged 13 SP:Iteration 9Q (16.697297 sec): 3 clusters Score: Raw -97894.429833 + Penalty 672.078205 = -97222.351628 nChanged 13 SP:Iteration 10F (16.700787 sec): 3 clusters Score: Raw -97896.127349 + Penalty 671.508632 = -97224.618716 nChanged 7 SP:Iteration 11Q (16.704159 sec): 3 clusters Score: Raw -97898.713522 + Penalty 670.954825 = -97227.758697 nChanged 8 SP:Iteration 12Q (16.707558 sec): 3 clusters Score: Raw -97900.838800 + Penalty 670.696841 = -97230.141958 nChanged 5 SP:Iteration 13Q (16.710930 sec): 3 clusters Score: Raw -97901.551175 + Penalty 670.274946 = -97231.276228 nChanged 8 SP:Iteration 14Q (16.714324 sec): 3 clusters Score: Raw -97902.640157 + Penalty 669.926259 = -97232.713899 nChanged 5 SP:Iteration 15Q (16.717688 sec): 3 clusters Score: Raw -97903.480288 + Penalty 669.763022 = -97233.717266 nChanged 4 SP:Iteration 16Q (16.721088 sec): 3 clusters Score: Raw -97904.137336 + Penalty 669.476568 = -97234.660768 nChanged 7 SP:Iteration 17Q (16.724453 sec): 3 clusters Score: Raw -97906.163947 + Penalty 669.165191 = -97236.998756 nChanged 5 SP:Iteration 18Q (16.727843 sec): 3 clusters Score: Raw -97906.793155 + Penalty 669.001576 = -97237.791579 nChanged 6 SP:Iteration 19Q (16.731208 sec): 3 clusters Score: Raw -97907.248579 + Penalty 668.703116 = -97238.545463 nChanged 7 SP:Iteration 20F (16.734747 sec): 3 clusters Score: Raw -97908.153208 + Penalty 668.569593 = -97239.583616 nChanged 10 SP:Iteration 21Q (16.738260 sec): 3 clusters Score: Raw -97909.535075 + Penalty 668.525616 = -97241.009459 nChanged 10 SP:Iteration 22Q (16.741695 sec): 3 clusters Score: Raw -97911.525490 + Penalty 668.511475 = -97243.014015 nChanged 14 SP:Iteration 23Q (16.745403 sec): 3 clusters Score: Raw -97914.056018 + Penalty 668.543899 = -97245.512119 nChanged 16 SP:Iteration 24Q (16.749002 sec): 3 clusters Score: Raw -97917.386362 + Penalty 668.516561 = -97248.869801 nChanged 15 SP:Iteration 25Q (16.752639 sec): 3 clusters Score: Raw -97919.067526 + Penalty 668.501050 = -97250.566476 nChanged 5 SP:Iteration 26Q (16.756036 sec): 3 clusters Score: Raw -97919.434510 + Penalty 668.541836 = -97250.892675 nChanged 7 SP:Iteration 27Q (16.759406 sec): 3 clusters Score: Raw -97919.991881 + Penalty 668.675395 = -97251.316485 nChanged 6 SP:Iteration 28Q (16.762802 sec): 3 clusters Score: Raw -97920.450251 + Penalty 668.775011 = -97251.675240 nChanged 4 SP:Iteration 29Q (16.766170 sec): 3 clusters Score: Raw -97920.677890 + Penalty 668.808559 = -97251.869331 nChanged 3 SP:Iteration 30F (16.769661 sec): 3 clusters Score: Raw -97920.806630 + Penalty 668.908695 = -97251.897935 nChanged 3 SP:Iteration 31Q (16.773049 sec): 3 clusters Score: Raw -97920.979471 + Penalty 669.072895 = -97251.906577 nChanged 2 SP:Iteration 32Q (16.776463 sec): 3 clusters Score: Raw -97921.363650 + Penalty 669.275551 = -97252.088099 nChanged 6 SP:Iteration 33Q (16.779883 sec): 3 clusters Score: Raw -97922.292383 + Penalty 669.320209 = -97252.972175 nChanged 8 SP:Iteration 34Q (16.783302 sec): 3 clusters Score: Raw -97923.258349 + Penalty 669.335091 = -97253.923257 nChanged 7 SP:Iteration 35Q (16.786686 sec): 3 clusters Score: Raw -97924.272667 + Penalty 669.406332 = -97254.866336 nChanged 11 SP:Iteration 36Q (16.790105 sec): 3 clusters Score: Raw -97928.739904 + Penalty 669.171560 = -97259.568344 nChanged 11 SP:Iteration 37Q (16.793489 sec): 3 clusters Score: Raw -97930.462109 + Penalty 669.052931 = -97261.409178 nChanged 12 SP:Iteration 38Q (16.796931 sec): 3 clusters Score: Raw -97933.144771 + Penalty 669.434792 = -97263.709980 nChanged 16 SP:Iteration 39Q (16.800320 sec): 3 clusters Score: Raw -97936.622439 + Penalty 670.355954 = -97266.266485 nChanged 23 SP:Iteration 40F (16.803915 sec): 3 clusters Score: Raw -97943.120389 + Penalty 671.833935 = -97271.286454 nChanged 31 SP:Iteration 41Q (16.807307 sec): 3 clusters Score: Raw -97951.030977 + Penalty 673.993480 = -97277.037497 nChanged 36 SP:Iteration 42Q (16.810735 sec): 3 clusters Score: Raw -97960.735833 + Penalty 676.279223 = -97284.456610 nChanged 33 SP:Iteration 43Q (16.814136 sec): 3 clusters Score: Raw -97968.082843 + Penalty 678.208932 = -97289.873911 nChanged 26 SP:Iteration 44Q (16.817547 sec): 3 clusters Score: Raw -97975.039477 + Penalty 680.641400 = -97294.398077 nChanged 29 SP:Iteration 45Q (16.820924 sec): 3 clusters Score: Raw -97982.933460 + Penalty 683.450491 = -97299.482969 nChanged 32 SP:Iteration 46Q (16.824324 sec): 3 clusters Score: Raw -97991.336199 + Penalty 686.480302 = -97304.855897 nChanged 33 SP:Iteration 47Q (16.827686 sec): 3 clusters Score: Raw -98002.391849 + Penalty 689.226684 = -97313.165165 nChanged 31 SP:Iteration 48Q (16.831068 sec): 3 clusters Score: Raw -98014.057807 + Penalty 691.954004 = -97322.103802 nChanged 28 SP:Iteration 49Q (16.834406 sec): 3 clusters Score: Raw -98021.061414 + Penalty 694.787903 = -97326.273512 nChanged 27 SP:Iteration 50F (16.837895 sec): 3 clusters Score: Raw -98027.778336 + Penalty 698.073113 = -97329.705223 nChanged 27 SP:Iteration 51Q (16.841256 sec): 3 clusters Score: Raw -98033.940360 + Penalty 702.936762 = -97331.003598 nChanged 33 SP:Iteration 52Q (16.844629 sec): 3 clusters Score: Raw -98044.240813 + Penalty 707.482467 = -97336.758347 nChanged 33 SP:Iteration 53Q (16.848065 sec): 3 clusters Score: Raw -98054.723889 + Penalty 712.904059 = -97341.819830 nChanged 37 SP:Iteration 54Q (16.851678 sec): 3 clusters Score: Raw -98067.826550 + Penalty 720.847460 = -97346.979090 nChanged 44 SP:Iteration 55Q (16.855096 sec): 3 clusters Score: Raw -98085.251399 + Penalty 728.008501 = -97357.242898 nChanged 37 SP:Iteration 56Q (16.858415 sec): 3 clusters Score: Raw -98097.988336 + Penalty 733.405248 = -97364.583088 nChanged 31 SP:Iteration 57Q (16.861704 sec): 3 clusters Score: Raw -98107.294575 + Penalty 737.548582 = -97369.745993 nChanged 33 SP:Iteration 58Q (16.864998 sec): 3 clusters Score: Raw -98121.660393 + Penalty 747.922125 = -97373.738268 nChanged 46 SP:Iteration 59Q (16.868243 sec): 3 clusters Score: Raw -98144.710966 + Penalty 761.102406 = -97383.608560 nChanged 49 SP:Iteration 60F (16.871724 sec): 3 clusters Score: Raw -98167.212543 + Penalty 768.872756 = -97398.339787 nChanged 32 SP:Iteration 61Q (16.874924 sec): 3 clusters Score: Raw -98179.632589 + Penalty 778.661192 = -97400.971397 nChanged 25 SP:Iteration 62Q (16.878126 sec): 3 clusters Score: Raw -98188.414271 + Penalty 785.669486 = -97402.744785 nChanged 24 SP:Iteration 63Q (16.881391 sec): 3 clusters Score: Raw -98196.592204 + Penalty 793.700689 = -97402.891515 nChanged 23 SP:Iteration 64Q (16.884695 sec): 3 clusters Score: Raw -98204.030138 + Penalty 803.290005 = -97400.740133 nChanged 19 SP:Iteration 65F (16.888285 sec): 3 clusters Score: Raw -98211.610437 + Penalty 816.561806 = -97395.048631 nChanged 25 SP:Iteration 66F (16.891913 sec): 3 clusters Score: Raw -98223.326980 + Penalty 839.268290 = -97384.058691 nChanged 27 SP:Iteration 67F (16.895484 sec): 3 clusters Score: Raw -98242.545114 + Penalty 876.725470 = -97365.819643 nChanged 27 SP:Iteration 68F (16.899000 sec): 3 clusters Score: Raw -98265.371179 + Penalty 917.444724 = -97347.926455 nChanged 27 SP:Iteration 69F (16.902448 sec): 3 clusters Score: Raw -98291.658527 + Penalty 957.197383 = -97334.461144 nChanged 21 SP:Iteration 70F (16.905894 sec): 3 clusters Score: Raw -98311.379215 + Penalty 983.198505 = -97328.180709 nChanged 14 SP:Iteration 71F (16.909343 sec): 3 clusters Score: Raw -98333.717958 + Penalty 992.224315 = -97341.493643 nChanged 11 SP:Iteration 72Q (16.912222 sec): 3 clusters Score: Raw -98342.397663 + Penalty 993.304992 = -97349.092671 nChanged 5 SP:Iteration 73Q (16.915059 sec): 3 clusters Score: Raw -98348.420509 + Penalty 995.284014 = -97353.136495 nChanged 3 SP:Iteration 74Q (16.917891 sec): 3 clusters Score: Raw -98350.416423 + Penalty 996.842298 = -97353.574125 nChanged 5 SP:Iteration 75Q (16.920720 sec): 3 clusters Score: Raw -98355.026966 + Penalty 1005.656983 = -97349.369983 nChanged 5 SP:Iteration 76F (16.924158 sec): 3 clusters Score: Raw -98361.332241 + Penalty 1008.277090 = -97353.055151 nChanged 2 SP:Iteration 77Q (16.926979 sec): 3 clusters Score: Raw -98362.813269 + Penalty 1009.024938 = -97353.788330 nChanged 2 SP:Iteration 78Q (16.929798 sec): 3 clusters Score: Raw -98364.416051 + Penalty 1012.161673 = -97352.254378 nChanged 1 SP:Iteration 79F (16.933246 sec): 3 clusters Score: Raw -98364.950021 + Penalty 1012.161673 = -97352.788348 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 11 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.938497 sec): 2 clusters Score: Raw -58700.420273 + Penalty 615.697980 = -58084.722293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.940586 sec): 3 clusters Score: Raw -58196.365691 + Penalty 1232.765171 = -56963.600521 nChanged 379 SP:Iteration 1F (16.942612 sec): 3 clusters Score: Raw -58415.792396 + Penalty 1232.919809 = -57182.872586 nChanged 116 SP:Iteration 2F (16.944625 sec): 3 clusters Score: Raw -58507.005479 + Penalty 1231.586770 = -57275.418709 nChanged 75 SP:Iteration 3F (16.946655 sec): 3 clusters Score: Raw -58567.661800 + Penalty 1229.782732 = -57337.879068 nChanged 72 SP:Iteration 4F (16.948704 sec): 3 clusters Score: Raw -58622.065280 + Penalty 1228.882528 = -57393.182751 nChanged 56 SP:Iteration 5F (16.950734 sec): 3 clusters Score: Raw -58662.934538 + Penalty 1229.051852 = -57433.882686 nChanged 50 SP:Iteration 6Q (16.952806 sec): 3 clusters Score: Raw -58702.245133 + Penalty 1227.501177 = -57474.743956 nChanged 40 SP:Iteration 7Q (16.954913 sec): 3 clusters Score: Raw -58730.425125 + Penalty 1228.247940 = -57502.177184 nChanged 24 SP:Iteration 8Q (16.956953 sec): 3 clusters Score: Raw -58745.463647 + Penalty 1228.207593 = -57517.256054 nChanged 18 SP:Iteration 9Q (16.958901 sec): 3 clusters Score: Raw -58755.456065 + Penalty 1227.796846 = -57527.659219 nChanged 18 SP:Iteration 10F (16.960886 sec): 3 clusters Score: Raw -58768.468484 + Penalty 1229.080484 = -57539.388000 nChanged 17 SP:Iteration 11Q (16.962830 sec): 3 clusters Score: Raw -58787.249876 + Penalty 1230.449972 = -57556.799904 nChanged 19 SP:Iteration 12Q (16.964768 sec): 3 clusters Score: Raw -58802.769040 + Penalty 1230.852838 = -57571.916202 nChanged 12 SP:Iteration 13Q (16.966699 sec): 3 clusters Score: Raw -58812.873398 + Penalty 1231.285775 = -57581.587623 nChanged 12 SP:Iteration 14Q (16.968671 sec): 3 clusters Score: Raw -58819.321068 + Penalty 1233.534627 = -57585.786441 nChanged 12 SP:Iteration 15Q (16.970626 sec): 3 clusters Score: Raw -58828.326307 + Penalty 1234.454807 = -57593.871500 nChanged 8 SP:Iteration 16Q (16.972534 sec): 3 clusters Score: Raw -58832.555647 + Penalty 1235.390749 = -57597.164898 nChanged 4 SP:Iteration 17Q (16.974440 sec): 3 clusters Score: Raw -58835.008319 + Penalty 1236.281422 = -57598.726898 nChanged 4 SP:Iteration 18Q (16.976346 sec): 3 clusters Score: Raw -58836.263606 + Penalty 1236.542147 = -57599.721459 nChanged 3 SP:Iteration 19Q (16.978247 sec): 3 clusters Score: Raw -58837.099286 + Penalty 1236.554271 = -57600.545015 nChanged 2 SP:Iteration 20F (16.980253 sec): 3 clusters Score: Raw -58837.771844 + Penalty 1236.554271 = -57601.217573 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.983388 sec): 2 clusters Score: Raw -47881.048031 + Penalty 303.649702 = -47577.398329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.985255 sec): 3 clusters Score: Raw -47360.859152 + Penalty 603.557782 = -46757.301370 nChanged 363 SP:Iteration 1F (16.987049 sec): 3 clusters Score: Raw -47541.548147 + Penalty 601.740550 = -46939.807598 nChanged 104 SP:Iteration 2F (16.988843 sec): 3 clusters Score: Raw -47606.198811 + Penalty 608.155847 = -46998.042963 nChanged 85 SP:Iteration 3F (16.990635 sec): 3 clusters Score: Raw -47685.871288 + Penalty 626.398257 = -47059.473031 nChanged 85 SP:Iteration 4F (16.992465 sec): 3 clusters Score: Raw -47792.998113 + Penalty 643.743051 = -47149.255062 nChanged 57 SP:Iteration 5F (16.994289 sec): 3 clusters Score: Raw -47854.507749 + Penalty 660.000235 = -47194.507514 nChanged 41 SP:Iteration 6Q (16.996063 sec): 3 clusters Score: Raw -47898.703571 + Penalty 668.705211 = -47229.998360 nChanged 24 SP:Iteration 7Q (16.997762 sec): 3 clusters Score: Raw -47916.652725 + Penalty 675.105115 = -47241.547609 nChanged 14 SP:Iteration 8Q (16.999426 sec): 3 clusters Score: Raw -47925.071862 + Penalty 682.782166 = -47242.289696 nChanged 13 SP:Iteration 9Q (17.001066 sec): 3 clusters Score: Raw -47933.260002 + Penalty 689.056762 = -47244.203241 nChanged 9 SP:Iteration 10F (17.002856 sec): 3 clusters Score: Raw -47941.824000 + Penalty 695.957467 = -47245.866533 nChanged 6 SP:Iteration 11Q (17.004453 sec): 3 clusters Score: Raw -47944.898348 + Penalty 697.599394 = -47247.298954 nChanged 3 SP:Iteration 12Q (17.006090 sec): 3 clusters Score: Raw -47945.685169 + Penalty 698.738332 = -47246.946837 nChanged 3 SP:Iteration 13F (17.007912 sec): 3 clusters Score: Raw -47947.377569 + Penalty 703.711602 = -47243.665968 nChanged 4 SP:Iteration 14F (17.009703 sec): 3 clusters Score: Raw -47949.406250 + Penalty 706.987115 = -47242.419134 nChanged 4 SP:Iteration 15F (17.011492 sec): 3 clusters Score: Raw -47951.092581 + Penalty 708.374915 = -47242.717666 nChanged 2 SP:Iteration 16Q (17.013069 sec): 3 clusters Score: Raw -47951.510052 + Penalty 710.017901 = -47241.492150 nChanged 2 SP:Iteration 17F (17.014859 sec): 3 clusters Score: Raw -47952.444975 + Penalty 711.596489 = -47240.848487 nChanged 1 SP:Iteration 18F (17.016646 sec): 3 clusters Score: Raw -47952.987033 + Penalty 713.056862 = -47239.930171 nChanged 1 SP:Iteration 19F (17.018475 sec): 3 clusters Score: Raw -47953.533100 + Penalty 716.476784 = -47237.056316 nChanged 3 SP:Iteration 20F (17.020310 sec): 3 clusters Score: Raw -47955.033000 + Penalty 719.096237 = -47235.936763 nChanged 4 SP:Iteration 21F (17.022097 sec): 3 clusters Score: Raw -47958.563180 + Penalty 723.190596 = -47235.372584 nChanged 4 SP:Iteration 22F (17.023887 sec): 3 clusters Score: Raw -47961.369639 + Penalty 722.340601 = -47239.029037 nChanged 3 SP:Iteration 23Q (17.025436 sec): 3 clusters Score: Raw -47965.681320 + Penalty 723.603241 = -47242.078079 nChanged 2 SP:Iteration 24Q (17.026978 sec): 3 clusters Score: Raw -47966.297331 + Penalty 723.603241 = -47242.694090 nChanged 0 SP:Iteration 25F (17.028769 sec): 3 clusters Score: Raw -47966.297331 + Penalty 723.603241 = -47242.694090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.030185 sec): 2 clusters Score: Raw -13814.245160 + Penalty 480.243564 = -13334.001596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.030957 sec): 3 clusters Score: Raw -13732.700623 + Penalty 960.154394 = -12772.546229 nChanged 88 SP:Iteration 1F (17.031743 sec): 3 clusters Score: Raw -13838.615541 + Penalty 960.162867 = -12878.452674 nChanged 34 SP:Iteration 2F (17.032525 sec): 3 clusters Score: Raw -13889.178936 + Penalty 960.407830 = -12928.771106 nChanged 17 SP:Iteration 3F (17.033306 sec): 3 clusters Score: Raw -13910.065589 + Penalty 960.615913 = -12949.449676 nChanged 5 SP:Iteration 4Q (17.034059 sec): 3 clusters Score: Raw -13915.583876 + Penalty 960.694139 = -12954.889737 nChanged 3 SP:Iteration 5Q (17.034808 sec): 3 clusters Score: Raw -13917.790323 + Penalty 960.666498 = -12957.123825 nChanged 1 SP:Iteration 6Q (17.035529 sec): 3 clusters Score: Raw -13920.184443 + Penalty 960.609967 = -12959.574476 nChanged 1 SP:Iteration 7Q (17.036248 sec): 3 clusters Score: Raw -13921.970901 + Penalty 960.609967 = -12961.360934 nChanged 0 SP:Iteration 8F (17.036999 sec): 3 clusters Score: Raw -13921.970901 + Penalty 960.609967 = -12961.360934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.038104 sec): 2 clusters Score: Raw -12640.957092 + Penalty 160.498225 = -12480.458867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.038761 sec): 3 clusters Score: Raw -12532.116275 + Penalty 314.741017 = -12217.375258 nChanged 94 SP:Iteration 1F (17.039403 sec): 3 clusters Score: Raw -12684.319786 + Penalty 320.237358 = -12364.082429 nChanged 38 SP:Iteration 2F (17.040044 sec): 3 clusters Score: Raw -12733.390418 + Penalty 324.605138 = -12408.785280 nChanged 10 SP:Iteration 3Q (17.040673 sec): 3 clusters Score: Raw -12744.065071 + Penalty 326.534303 = -12417.530768 nChanged 1 SP:Iteration 4Q (17.041304 sec): 3 clusters Score: Raw -12744.552515 + Penalty 326.534303 = -12418.018213 nChanged 0 SP:Iteration 5F (17.041943 sec): 3 clusters Score: Raw -12744.552515 + Penalty 326.534303 = -12418.018213 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.045422 sec): 2 clusters Score: Raw -33827.685364 + Penalty 181.971157 = -33645.714207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.046842 sec): 3 clusters Score: Raw -33425.017453 + Penalty 388.780092 = -33036.237362 nChanged 288 SP:Iteration 1F (17.048216 sec): 3 clusters Score: Raw -33721.956101 + Penalty 420.613625 = -33301.342476 nChanged 85 SP:Iteration 2F (17.049625 sec): 3 clusters Score: Raw -33808.510006 + Penalty 424.880062 = -33383.629944 nChanged 29 SP:Iteration 3Q (17.051081 sec): 3 clusters Score: Raw -33831.412280 + Penalty 431.344480 = -33400.067800 nChanged 13 SP:Iteration 4Q (17.052508 sec): 3 clusters Score: Raw -33842.532836 + Penalty 440.303087 = -33402.229749 nChanged 12 SP:Iteration 5Q (17.053949 sec): 3 clusters Score: Raw -33853.528757 + Penalty 441.842937 = -33411.685821 nChanged 9 SP:Iteration 6Q (17.055360 sec): 3 clusters Score: Raw -33862.554757 + Penalty 440.803235 = -33421.751522 nChanged 5 SP:Iteration 7Q (17.056711 sec): 3 clusters Score: Raw -33865.893070 + Penalty 440.477645 = -33425.415425 nChanged 4 SP:Iteration 8Q (17.058005 sec): 3 clusters Score: Raw -33868.555857 + Penalty 436.912471 = -33431.643386 nChanged 5 SP:Iteration 9Q (17.059246 sec): 3 clusters Score: Raw -33874.070705 + Penalty 435.318257 = -33438.752449 nChanged 3 SP:Iteration 10F (17.060615 sec): 3 clusters Score: Raw -33876.573024 + Penalty 434.017705 = -33442.555319 nChanged 2 SP:Iteration 11Q (17.061837 sec): 3 clusters Score: Raw -33877.635560 + Penalty 430.184082 = -33447.451478 nChanged 1 SP:Iteration 12Q (17.063049 sec): 3 clusters Score: Raw -33878.336985 + Penalty 430.641742 = -33447.695244 nChanged 1 SP:Iteration 13Q (17.064258 sec): 3 clusters Score: Raw -33878.521240 + Penalty 432.500700 = -33446.020541 nChanged 1 SP:Iteration 14F (17.065648 sec): 3 clusters Score: Raw -33878.590121 + Penalty 432.500700 = -33446.089422 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.071080 sec): 2 clusters Score: Raw -65758.236829 + Penalty 211.804877 = -65546.431952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.073594 sec): 3 clusters Score: Raw -64975.880690 + Penalty 423.793930 = -64552.086759 nChanged 573 SP:Iteration 1F (17.076042 sec): 3 clusters Score: Raw -65414.560532 + Penalty 433.152078 = -64981.408454 nChanged 222 SP:Iteration 2F (17.078522 sec): 3 clusters Score: Raw -65584.239824 + Penalty 447.239536 = -65137.000288 nChanged 113 SP:Iteration 3F (17.080988 sec): 3 clusters Score: Raw -65718.052077 + Penalty 461.197809 = -65256.854268 nChanged 82 SP:Iteration 4F (17.083438 sec): 3 clusters Score: Raw -65789.621598 + Penalty 473.297715 = -65316.323883 nChanged 54 SP:Iteration 5Q (17.085866 sec): 3 clusters Score: Raw -65833.161928 + Penalty 483.646931 = -65349.514997 nChanged 37 SP:Iteration 6Q (17.088277 sec): 3 clusters Score: Raw -65859.577543 + Penalty 490.791269 = -65368.786275 nChanged 26 SP:Iteration 7Q (17.090638 sec): 3 clusters Score: Raw -65872.671525 + Penalty 497.032086 = -65375.639439 nChanged 13 SP:Iteration 8Q (17.092948 sec): 3 clusters Score: Raw -65878.421676 + Penalty 502.434281 = -65375.987395 nChanged 13 SP:Iteration 9Q (17.095228 sec): 3 clusters Score: Raw -65884.984720 + Penalty 509.379359 = -65375.605361 nChanged 9 SP:Iteration 10F (17.097665 sec): 3 clusters Score: Raw -65889.495118 + Penalty 514.787352 = -65374.707766 nChanged 10 SP:Iteration 11F (17.100102 sec): 3 clusters Score: Raw -65895.992603 + Penalty 517.278892 = -65378.713711 nChanged 3 SP:Iteration 12Q (17.102320 sec): 3 clusters Score: Raw -65896.779907 + Penalty 516.400462 = -65380.379445 nChanged 3 SP:Iteration 13Q (17.104532 sec): 3 clusters Score: Raw -65898.157499 + Penalty 516.026307 = -65382.131192 nChanged 6 SP:Iteration 14Q (17.106743 sec): 3 clusters Score: Raw -65899.546326 + Penalty 516.609526 = -65382.936800 nChanged 1 SP:Iteration 15Q (17.108955 sec): 3 clusters Score: Raw -65899.684145 + Penalty 518.084454 = -65381.599691 nChanged 2 SP:Iteration 16F (17.111389 sec): 3 clusters Score: Raw -65899.979486 + Penalty 519.823748 = -65380.155738 nChanged 2 SP:Iteration 17F (17.113822 sec): 3 clusters Score: Raw -65900.266276 + Penalty 518.536074 = -65381.730201 nChanged 2 SP:Iteration 18Q (17.116031 sec): 3 clusters Score: Raw -65900.538294 + Penalty 519.661705 = -65380.876589 nChanged 2 SP:Iteration 19F (17.118463 sec): 3 clusters Score: Raw -65900.664189 + Penalty 519.990595 = -65380.673594 nChanged 1 SP:Iteration 20F (17.120908 sec): 3 clusters Score: Raw -65900.712008 + Penalty 521.145169 = -65379.566839 nChanged 2 SP:Iteration 21F (17.123392 sec): 3 clusters Score: Raw -65901.002339 + Penalty 519.195495 = -65381.806844 nChanged 2 SP:Iteration 22Q (17.125592 sec): 3 clusters Score: Raw -65901.980246 + Penalty 519.248251 = -65382.731995 nChanged 1 SP:Iteration 23Q (17.127790 sec): 3 clusters Score: Raw -65902.619228 + Penalty 519.248251 = -65383.370977 nChanged 0 SP:Iteration 24F (17.130224 sec): 3 clusters Score: Raw -65902.619228 + Penalty 519.248251 = -65383.370977 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 17 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.135211 sec): 2 clusters Score: Raw -51210.388237 + Penalty 131.986717 = -51078.401520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.137257 sec): 3 clusters Score: Raw -50564.952096 + Penalty 265.342691 = -50299.609405 nChanged 462 SP:Iteration 1F (17.139247 sec): 3 clusters Score: Raw -50797.707830 + Penalty 267.541392 = -50530.166438 nChanged 102 SP:Iteration 2F (17.141206 sec): 3 clusters Score: Raw -50859.934484 + Penalty 271.263177 = -50588.671306 nChanged 84 SP:Iteration 3F (17.143166 sec): 3 clusters Score: Raw -50938.218331 + Penalty 279.649776 = -50658.568555 nChanged 101 SP:Iteration 4F (17.145106 sec): 3 clusters Score: Raw -51035.915498 + Penalty 295.278191 = -50740.637307 nChanged 82 SP:Iteration 5F (17.147047 sec): 3 clusters Score: Raw -51120.604286 + Penalty 316.627264 = -50803.977022 nChanged 53 SP:Iteration 6F (17.148989 sec): 3 clusters Score: Raw -51178.682658 + Penalty 333.682005 = -50845.000653 nChanged 25 SP:Iteration 7Q (17.150695 sec): 3 clusters Score: Raw -51205.309103 + Penalty 344.970828 = -50860.338275 nChanged 13 SP:Iteration 8Q (17.152377 sec): 3 clusters Score: Raw -51216.490346 + Penalty 351.552234 = -50864.938112 nChanged 4 SP:Iteration 9Q (17.154026 sec): 3 clusters Score: Raw -51219.255797 + Penalty 354.253781 = -50865.002016 nChanged 1 SP:Iteration 10F (17.156119 sec): 3 clusters Score: Raw -51220.363861 + Penalty 354.253781 = -50866.110080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.157366 sec): 2 clusters Score: Raw -12315.123892 + Penalty 260.093095 = -12055.030797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.157994 sec): 3 clusters Score: Raw -12234.537607 + Penalty 517.066677 = -11717.470929 nChanged 64 SP:Iteration 1F (17.158612 sec): 3 clusters Score: Raw -12288.496971 + Penalty 521.333018 = -11767.163953 nChanged 22 SP:Iteration 2F (17.159230 sec): 3 clusters Score: Raw -12312.996855 + Penalty 530.288590 = -11782.708265 nChanged 10 SP:Iteration 3Q (17.159865 sec): 3 clusters Score: Raw -12324.310596 + Penalty 542.758786 = -11781.551809 nChanged 10 SP:Iteration 4F (17.160505 sec): 3 clusters Score: Raw -12339.861282 + Penalty 554.026419 = -11785.834863 nChanged 8 SP:Iteration 5Q (17.161140 sec): 3 clusters Score: Raw -12350.734956 + Penalty 567.436598 = -11783.298358 nChanged 7 SP:Iteration 6F (17.161778 sec): 3 clusters Score: Raw -12356.848414 + Penalty 578.330087 = -11778.518328 nChanged 4 SP:Iteration 7F (17.162413 sec): 3 clusters Score: Raw -12363.774679 + Penalty 585.174272 = -11778.600407 nChanged 2 SP:Iteration 8Q (17.163032 sec): 3 clusters Score: Raw -12366.311948 + Penalty 589.315293 = -11776.996654 nChanged 1 SP:Iteration 9F (17.163666 sec): 3 clusters Score: Raw -12367.484908 + Penalty 596.638519 = -11770.846390 nChanged 2 SP:Iteration 10F (17.164305 sec): 3 clusters Score: Raw -12370.078906 + Penalty 601.051396 = -11769.027510 nChanged 1 SP:Iteration 11F (17.164919 sec): 3 clusters Score: Raw -12370.720488 + Penalty 601.051396 = -11769.669092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.173563 sec): 2 clusters Score: Raw -91426.238030 + Penalty 451.514706 = -90974.723324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.176835 sec): 3 clusters Score: Raw -90456.667802 + Penalty 888.972616 = -89567.695186 nChanged 725 SP:Iteration 1F (17.180034 sec): 3 clusters Score: Raw -90959.453689 + Penalty 872.478667 = -90086.975022 nChanged 198 SP:Iteration 2F (17.183244 sec): 3 clusters Score: Raw -91136.040401 + Penalty 857.399570 = -90278.640830 nChanged 165 SP:Iteration 3F (17.186426 sec): 3 clusters Score: Raw -91287.173769 + Penalty 845.012213 = -90442.161556 nChanged 119 SP:Iteration 4F (17.189604 sec): 3 clusters Score: Raw -91381.093591 + Penalty 832.905744 = -90548.187847 nChanged 81 SP:Iteration 5Q (17.192781 sec): 3 clusters Score: Raw -91433.626309 + Penalty 825.159040 = -90608.467269 nChanged 58 SP:Iteration 6Q (17.195956 sec): 3 clusters Score: Raw -91471.399445 + Penalty 816.866358 = -90654.533087 nChanged 38 SP:Iteration 7Q (17.199129 sec): 3 clusters Score: Raw -91500.794758 + Penalty 808.259069 = -90692.535689 nChanged 31 SP:Iteration 8Q (17.202283 sec): 3 clusters Score: Raw -91524.957956 + Penalty 803.060653 = -90721.897303 nChanged 17 SP:Iteration 9Q (17.205412 sec): 3 clusters Score: Raw -91533.571002 + Penalty 800.949858 = -90732.621144 nChanged 10 SP:Iteration 10F (17.208585 sec): 3 clusters Score: Raw -91537.677569 + Penalty 800.807526 = -90736.870042 nChanged 8 SP:Iteration 11Q (17.211703 sec): 3 clusters Score: Raw -91540.887804 + Penalty 799.083036 = -90741.804768 nChanged 5 SP:Iteration 12Q (17.214815 sec): 3 clusters Score: Raw -91543.396347 + Penalty 798.899771 = -90744.496577 nChanged 4 SP:Iteration 13Q (17.217920 sec): 3 clusters Score: Raw -91546.257601 + Penalty 800.223476 = -90746.034125 nChanged 3 SP:Iteration 14Q (17.221061 sec): 3 clusters Score: Raw -91549.924713 + Penalty 799.887842 = -90750.036871 nChanged 3 SP:Iteration 15Q (17.224278 sec): 3 clusters Score: Raw -91550.878574 + Penalty 799.699598 = -90751.178976 nChanged 2 SP:Iteration 16Q (17.227486 sec): 3 clusters Score: Raw -91551.831999 + Penalty 799.674073 = -90752.157926 nChanged 3 SP:Iteration 17Q (17.230601 sec): 3 clusters Score: Raw -91552.965266 + Penalty 799.739449 = -90753.225817 nChanged 2 SP:Iteration 18Q (17.233693 sec): 3 clusters Score: Raw -91553.504442 + Penalty 799.739449 = -90753.764992 nChanged 0 SP:Iteration 19F (17.236865 sec): 3 clusters Score: Raw -91553.504442 + Penalty 799.739449 = -90753.764992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 20 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.240755 sec): 2 clusters Score: Raw -37099.171893 + Penalty 47.424754 = -37051.747139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.242461 sec): 3 clusters Score: Raw -36567.662479 + Penalty 95.727833 = -36471.934646 nChanged 395 SP:Iteration 1F (17.244139 sec): 3 clusters Score: Raw -36978.034921 + Penalty 92.782019 = -36885.252902 nChanged 73 SP:Iteration 2F (17.245778 sec): 3 clusters Score: Raw -37039.637847 + Penalty 92.599488 = -36947.038359 nChanged 33 SP:Iteration 3Q (17.247405 sec): 3 clusters Score: Raw -37064.708635 + Penalty 92.016885 = -36972.691750 nChanged 25 SP:Iteration 4Q (17.249026 sec): 3 clusters Score: Raw -37078.463866 + Penalty 92.081693 = -36986.382173 nChanged 19 SP:Iteration 5Q (17.250643 sec): 3 clusters Score: Raw -37084.304918 + Penalty 92.192426 = -36992.112492 nChanged 14 SP:Iteration 6Q (17.252289 sec): 3 clusters Score: Raw -37089.205676 + Penalty 92.348996 = -36996.856680 nChanged 14 SP:Iteration 7Q (17.253923 sec): 3 clusters Score: Raw -37093.267109 + Penalty 92.539246 = -37000.727863 nChanged 13 SP:Iteration 8Q (17.255606 sec): 3 clusters Score: Raw -37095.872310 + Penalty 92.719917 = -37003.152393 nChanged 10 SP:Iteration 9Q (17.257460 sec): 3 clusters Score: Raw -37097.334045 + Penalty 92.879319 = -37004.454726 nChanged 8 SP:Iteration 10F (17.259147 sec): 3 clusters Score: Raw -37098.496953 + Penalty 93.126510 = -37005.370443 nChanged 10 SP:Iteration 11Q (17.260859 sec): 3 clusters Score: Raw -37100.308240 + Penalty 93.368153 = -37006.940087 nChanged 10 SP:Iteration 12Q (17.262512 sec): 3 clusters Score: Raw -37102.110286 + Penalty 93.699905 = -37008.410382 nChanged 12 SP:Iteration 13Q (17.264127 sec): 3 clusters Score: Raw -37104.195491 + Penalty 93.903194 = -37010.292296 nChanged 7 SP:Iteration 14Q (17.265740 sec): 3 clusters Score: Raw -37105.441805 + Penalty 94.242585 = -37011.199220 nChanged 8 SP:Iteration 15Q (17.267326 sec): 3 clusters Score: Raw -37107.239375 + Penalty 94.385805 = -37012.853570 nChanged 4 SP:Iteration 16Q (17.268908 sec): 3 clusters Score: Raw -37108.007577 + Penalty 94.522781 = -37013.484796 nChanged 5 SP:Iteration 17Q (17.270488 sec): 3 clusters Score: Raw -37108.547022 + Penalty 94.608400 = -37013.938622 nChanged 3 SP:Iteration 18Q (17.272123 sec): 3 clusters Score: Raw -37108.873483 + Penalty 94.696622 = -37014.176862 nChanged 3 SP:Iteration 19Q (17.273731 sec): 3 clusters Score: Raw -37109.279247 + Penalty 94.788547 = -37014.490701 nChanged 3 SP:Iteration 20F (17.275383 sec): 3 clusters Score: Raw -37109.599565 + Penalty 94.926934 = -37014.672632 nChanged 5 SP:Iteration 21Q (17.276958 sec): 3 clusters Score: Raw -37112.239087 + Penalty 95.007053 = -37017.232034 nChanged 3 SP:Iteration 22Q (17.278533 sec): 3 clusters Score: Raw -37112.667778 + Penalty 95.234067 = -37017.433711 nChanged 8 SP:Iteration 23Q (17.280156 sec): 3 clusters Score: Raw -37115.015336 + Penalty 95.576767 = -37019.438569 nChanged 11 SP:Iteration 24Q (17.281754 sec): 3 clusters Score: Raw -37117.477104 + Penalty 95.752729 = -37021.724375 nChanged 7 SP:Iteration 25Q (17.283355 sec): 3 clusters Score: Raw -37118.948771 + Penalty 95.659877 = -37023.288894 nChanged 7 SP:Iteration 26Q (17.284984 sec): 3 clusters Score: Raw -37120.465489 + Penalty 95.676445 = -37024.789044 nChanged 7 SP:Iteration 27Q (17.286572 sec): 3 clusters Score: Raw -37121.740947 + Penalty 95.727714 = -37026.013233 nChanged 2 SP:Iteration 28Q (17.288184 sec): 3 clusters Score: Raw -37121.857294 + Penalty 95.780334 = -37026.076961 nChanged 2 SP:Iteration 29Q (17.289773 sec): 3 clusters Score: Raw -37122.095256 + Penalty 95.889669 = -37026.205587 nChanged 4 SP:Iteration 30F (17.291418 sec): 3 clusters Score: Raw -37122.586747 + Penalty 95.968343 = -37026.618404 nChanged 3 SP:Iteration 31Q (17.292973 sec): 3 clusters Score: Raw -37122.896588 + Penalty 96.026932 = -37026.869657 nChanged 2 SP:Iteration 32Q (17.294528 sec): 3 clusters Score: Raw -37122.990799 + Penalty 96.056756 = -37026.934043 nChanged 1 SP:Iteration 33Q (17.296198 sec): 3 clusters Score: Raw -37123.059509 + Penalty 96.056756 = -37027.002752 nChanged 0 SP:Iteration 34F (17.297870 sec): 3 clusters Score: Raw -37123.059509 + Penalty 96.056756 = -37027.002752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.300209 sec): 2 clusters Score: Raw -20353.337447 + Penalty 254.022457 = -20099.314990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.301128 sec): 3 clusters Score: Raw -20159.623300 + Penalty 507.985311 = -19651.637989 nChanged 128 SP:Iteration 1F (17.301998 sec): 3 clusters Score: Raw -20220.679754 + Penalty 508.040373 = -19712.639381 nChanged 35 SP:Iteration 2F (17.302867 sec): 3 clusters Score: Raw -20249.578729 + Penalty 508.087728 = -19741.491000 nChanged 32 SP:Iteration 3F (17.303735 sec): 3 clusters Score: Raw -20275.753072 + Penalty 508.044914 = -19767.708158 nChanged 21 SP:Iteration 4F (17.304602 sec): 3 clusters Score: Raw -20290.865254 + Penalty 508.405185 = -19782.460069 nChanged 15 SP:Iteration 5Q (17.305464 sec): 3 clusters Score: Raw -20302.298444 + Penalty 508.838496 = -19793.459948 nChanged 12 SP:Iteration 6Q (17.306318 sec): 3 clusters Score: Raw -20311.619245 + Penalty 509.041106 = -19802.578139 nChanged 7 SP:Iteration 7Q (17.307168 sec): 3 clusters Score: Raw -20318.159390 + Penalty 508.581097 = -19809.578293 nChanged 7 SP:Iteration 8Q (17.308012 sec): 3 clusters Score: Raw -20321.868427 + Penalty 508.436356 = -19813.432071 nChanged 5 SP:Iteration 9Q (17.308857 sec): 3 clusters Score: Raw -20324.312742 + Penalty 508.643940 = -19815.668802 nChanged 3 SP:Iteration 10F (17.309723 sec): 3 clusters Score: Raw -20326.224087 + Penalty 508.447341 = -19817.776746 nChanged 1 SP:Iteration 11Q (17.310565 sec): 3 clusters Score: Raw -20326.290138 + Penalty 508.447341 = -19817.842797 nChanged 0 SP:Iteration 12F (17.311430 sec): 3 clusters Score: Raw -20326.290138 + Penalty 508.447341 = -19817.842797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.312911 sec): 2 clusters Score: Raw -9610.762356 + Penalty 429.634648 = -9181.127708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.313450 sec): 3 clusters Score: Raw -9624.708460 + Penalty 856.899206 = -8767.809254 nChanged 41 SP:Iteration 1F (17.313980 sec): 3 clusters Score: Raw -9668.130726 + Penalty 857.308604 = -8810.822122 nChanged 7 SP:Iteration 2Q (17.314496 sec): 3 clusters Score: Raw -9677.970985 + Penalty 857.297307 = -8820.673678 nChanged 4 SP:Iteration 3Q (17.315012 sec): 3 clusters Score: Raw -9682.890801 + Penalty 857.224295 = -8825.666506 nChanged 1 SP:Iteration 4Q (17.315525 sec): 3 clusters Score: Raw -9683.563181 + Penalty 857.224295 = -8826.338887 nChanged 0 SP:Iteration 5F (17.316054 sec): 3 clusters Score: Raw -9683.563181 + Penalty 857.224295 = -8826.338887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.317191 sec): 2 clusters Score: Raw -12401.857832 + Penalty 518.081565 = -11883.776267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.317803 sec): 3 clusters Score: Raw -12370.695499 + Penalty 1041.721198 = -11328.974301 nChanged 39 SP:Iteration 1F (17.318403 sec): 3 clusters Score: Raw -12432.770955 + Penalty 1047.700994 = -11385.069961 nChanged 12 SP:Iteration 2F (17.319005 sec): 3 clusters Score: Raw -12454.026203 + Penalty 1049.664859 = -11404.361345 nChanged 7 SP:Iteration 3Q (17.319587 sec): 3 clusters Score: Raw -12462.436257 + Penalty 1048.595391 = -11413.840866 nChanged 4 SP:Iteration 4Q (17.320166 sec): 3 clusters Score: Raw -12468.721910 + Penalty 1047.758576 = -11420.963334 nChanged 2 SP:Iteration 5Q (17.320725 sec): 3 clusters Score: Raw -12471.541008 + Penalty 1047.758576 = -11423.782432 nChanged 0 SP:Iteration 6F (17.321304 sec): 3 clusters Score: Raw -12471.541008 + Penalty 1047.758576 = -11423.782432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.321863 sec): 2 clusters Score: Raw -1538.844214 + Penalty 42.590103 = -1496.254111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.322150 sec): 3 clusters Score: Raw -1548.822429 + Penalty 87.045193 = -1461.777236 nChanged 10 SP:Iteration 1F (17.322429 sec): 3 clusters Score: Raw -1555.699572 + Penalty 87.045193 = -1468.654379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.323151 sec): 2 clusters Score: Raw -4767.953486 + Penalty 279.364430 = -4488.589056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.323533 sec): 3 clusters Score: Raw -4778.445566 + Penalty 557.903851 = -4220.541715 nChanged 18 SP:Iteration 1F (17.323906 sec): 3 clusters Score: Raw -4803.016119 + Penalty 557.499570 = -4245.516549 nChanged 3 SP:Iteration 2Q (17.324271 sec): 3 clusters Score: Raw -4806.270802 + Penalty 556.408255 = -4249.862547 nChanged 2 SP:Iteration 3Q (17.324635 sec): 3 clusters Score: Raw -4810.084790 + Penalty 556.185588 = -4253.899202 nChanged 1 SP:Iteration 4Q (17.325000 sec): 3 clusters Score: Raw -4810.654964 + Penalty 556.185588 = -4254.469376 nChanged 0 SP:Iteration 5F (17.325370 sec): 3 clusters Score: Raw -4810.654964 + Penalty 556.185588 = -4254.469376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.326060 sec): 2 clusters Score: Raw -4299.053006 + Penalty 211.113269 = -4087.939737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.326428 sec): 3 clusters Score: Raw -4303.643208 + Penalty 438.910842 = -3864.732366 nChanged 18 SP:Iteration 1F (17.326796 sec): 3 clusters Score: Raw -4331.142460 + Penalty 453.145807 = -3877.996653 nChanged 6 SP:Iteration 2F (17.327158 sec): 3 clusters Score: Raw -4340.452487 + Penalty 457.883081 = -3882.569406 nChanged 3 SP:Iteration 3Q (17.327512 sec): 3 clusters Score: Raw -4346.285618 + Penalty 462.054180 = -3884.231438 nChanged 4 SP:Iteration 4Q (17.327859 sec): 3 clusters Score: Raw -4353.452922 + Penalty 464.330268 = -3889.122654 nChanged 1 SP:Iteration 5Q (17.328203 sec): 3 clusters Score: Raw -4354.310397 + Penalty 464.330268 = -3889.980129 nChanged 0 SP:Iteration 6F (17.328562 sec): 3 clusters Score: Raw -4354.310397 + Penalty 464.330268 = -3889.980129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.329459 sec): 2 clusters Score: Raw -9341.835657 + Penalty 280.733406 = -9061.102251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.329990 sec): 3 clusters Score: Raw -9297.671121 + Penalty 558.318191 = -8739.352929 nChanged 50 SP:Iteration 1F (17.330537 sec): 3 clusters Score: Raw -9358.984288 + Penalty 549.123892 = -8809.860396 nChanged 13 SP:Iteration 2F (17.331059 sec): 3 clusters Score: Raw -9387.892238 + Penalty 534.766313 = -8853.125926 nChanged 11 SP:Iteration 3F (17.331580 sec): 3 clusters Score: Raw -9406.703936 + Penalty 515.951077 = -8890.752859 nChanged 6 SP:Iteration 4Q (17.332087 sec): 3 clusters Score: Raw -9417.096163 + Penalty 509.441625 = -8907.654538 nChanged 1 SP:Iteration 5Q (17.332571 sec): 3 clusters Score: Raw -9419.793496 + Penalty 509.441625 = -8910.351872 nChanged 0 SP:Iteration 6F (17.333092 sec): 3 clusters Score: Raw -9419.793496 + Penalty 509.441625 = -8910.351872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.333741 sec): 2 clusters Score: Raw -3080.905674 + Penalty 186.836342 = -2894.069331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.334084 sec): 3 clusters Score: Raw -3101.908383 + Penalty 374.432906 = -2727.475477 nChanged 11 SP:Iteration 1F (17.334419 sec): 3 clusters Score: Raw -3119.678958 + Penalty 374.564040 = -2745.114919 nChanged 4 SP:Iteration 2F (17.334752 sec): 3 clusters Score: Raw -3126.413491 + Penalty 370.891874 = -2755.521616 nChanged 2 SP:Iteration 3Q (17.335074 sec): 3 clusters Score: Raw -3130.097346 + Penalty 369.375780 = -2760.721566 nChanged 1 SP:Iteration 4Q (17.335394 sec): 3 clusters Score: Raw -3130.602411 + Penalty 369.375780 = -2761.226631 nChanged 0 SP:Iteration 5F (17.335728 sec): 3 clusters Score: Raw -3130.602411 + Penalty 369.375780 = -2761.226631 nChanged 0 Time taken for this iteration:16.851248 seconds. 300->26 Clusters: Score -840497.362119, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 101 (time per iteration =171.863861 ms) Total iterations: 1063 (time per iteration =16.329492 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1668168125.000000 (time per metric unit =10.405576ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41704203125.000000 (time per metric unit=416.223035ps) That took 17.358250 seconds. FileBase PeterP-2013-09-04_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 0.16 and 0.24 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 17542 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 17542 points ------ Starting initial clusters from distinct float masks Not enough masks (181) to generate starting clusters (300), so starting with (182) clusters instead. Assigned 182 initial classes from 181 unique masks. Deleting Class 174 (1 points): Lose 16.939218 but Gain 1568.671620 Iteration 0F (1.934376 sec): 181 clusters Score: Raw -744063.043019 + Penalty 163367.045534 = -580695.997485 nChanged 2831 Deleting Class 136 (1 points): Lose 17.494460 but Gain 1568.671620 Iteration 1F (3.394058 sec): 178 clusters Score: Raw -749055.428399 + Penalty 161166.335037 = -587889.093363 nChanged 1089 Deleting Class 68 (2 points): Lose 40.119538 but Gain 1567.833953 Iteration 2F (4.793095 sec): 176 clusters Score: Raw -751179.999044 + Penalty 159643.972955 = -591536.026089 nChanged 654 Deleting Class 116 (2 points): Lose 22.869727 but Gain 1493.438281 Iteration 3Q (4.936467 sec): 175 clusters Score: Raw -752877.271841 + Penalty 157858.819519 = -595018.452322 nChanged 415 Deleting Class 176 (1 points): Lose 9.607302 but Gain 1477.001274 Iteration 4Q (5.056968 sec): 173 clusters Score: Raw -753781.434164 + Penalty 156323.265657 = -597458.168507 nChanged 257 Deleting Class 76 (3 points): Lose 89.575506 but Gain 1532.134400 Iteration 5Q (5.164024 sec): 172 clusters Score: Raw -754008.161298 + Penalty 154768.258845 = -599239.902453 nChanged 172 Deleting Class 153 (1 points): Lose 13.711392 but Gain 1451.282780 Iteration 6Q (5.264469 sec): 171 clusters Score: Raw -754205.643912 + Penalty 153358.913328 = -600846.730584 nChanged 139 Deleting Class 170 (1 points): Lose 11.004427 but Gain 1431.648095 Iteration 7Q (5.362265 sec): 170 clusters Score: Raw -754351.959957 + Penalty 151899.731517 = -602452.228439 nChanged 129 Deleting Class 121 (2 points): Lose 23.283134 but Gain 1419.317191 Iteration 8Q (5.458389 sec): 169 clusters Score: Raw -754503.642124 + Penalty 150589.458105 = -603914.184020 nChanged 120 Deleting Class 178 (1 points): Lose 8.302867 but Gain 1390.522688 Iteration 9Q (5.553395 sec): 168 clusters Score: Raw -754707.528765 + Penalty 149205.036934 = -605502.491831 nChanged 90 Deleting Class 119 (3 points): Lose 41.963717 but Gain 1422.458854 Iteration 10F (6.885621 sec): 167 clusters Score: Raw -754949.490589 + Penalty 147993.983328 = -606955.507261 nChanged 114 Deleting Class 86 (4 points): Lose 88.217332 but Gain 1461.100191 Iteration 11Q (6.981331 sec): 166 clusters Score: Raw -755280.238962 + Penalty 146547.124999 = -608733.113963 nChanged 89 Deleting Class 95 (3 points): Lose 65.902452 but Gain 1438.616690 Iteration 12Q (7.073001 sec): 165 clusters Score: Raw -755354.977719 + Penalty 145236.859643 = -610118.118075 nChanged 60 Deleting Class 112 (3 points): Lose 30.558993 but Gain 1474.796723 Iteration 13Q (7.161775 sec): 164 clusters Score: Raw -755390.098875 + Penalty 143886.529130 = -611503.569745 nChanged 36 Deleting Class 156 (3 points): Lose 66.533481 but Gain 1438.854584 Iteration 14Q (7.248442 sec): 163 clusters Score: Raw -755379.238724 + Penalty 142487.575063 = -612891.663661 nChanged 28 Deleting Class 148 (1 points): Lose 16.821455 but Gain 1377.298676 Iteration 15Q (7.334277 sec): 162 clusters Score: Raw -755389.988802 + Penalty 141116.973294 = -614273.015508 nChanged 18 Deleting Class 166 (1 points): Lose 4.733603 but Gain 1357.122148 Iteration 16Q (7.419107 sec): 161 clusters Score: Raw -755401.839815 + Penalty 139807.064150 = -615594.775665 nChanged 24 Deleting Class 139 (3 points): Lose 52.436755 but Gain 1389.988078 Iteration 17Q (7.503540 sec): 160 clusters Score: Raw -755397.880157 + Penalty 138492.221806 = -616905.658351 nChanged 23 Deleting Class 90 (1 points): Lose 21.078221 but Gain 1350.642974 Iteration 18Q (7.588772 sec): 159 clusters Score: Raw -755433.523719 + Penalty 137162.469802 = -618271.053917 nChanged 26 Deleting Class 135 (1 points): Lose 6.280865 but Gain 1330.270144 Iteration 19Q (7.673137 sec): 158 clusters Score: Raw -755456.650280 + Penalty 135841.823312 = -619614.826968 nChanged 26 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -755456.650280 + Penalty 135841.823312 = -619614.826968Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.743617 sec): 2 clusters Score: Raw -92546.745162 + Penalty 95.665464 = -92451.079698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.747418 sec): 3 clusters Score: Raw -91253.996462 + Penalty 210.213491 = -91043.782971 nChanged 966 SP:Iteration 1F (7.751118 sec): 3 clusters Score: Raw -92009.306454 + Penalty 266.572778 = -91742.733676 nChanged 352 SP:Iteration 2F (7.754808 sec): 3 clusters Score: Raw -92425.860991 + Penalty 299.444177 = -92126.416814 nChanged 97 SP:Iteration 3Q (7.758397 sec): 3 clusters Score: Raw -92660.503981 + Penalty 294.351646 = -92366.152335 nChanged 45 SP:Iteration 4Q (7.761511 sec): 3 clusters Score: Raw -92695.905607 + Penalty 288.485369 = -92407.420238 nChanged 27 SP:Iteration 5Q (7.764627 sec): 3 clusters Score: Raw -92708.427250 + Penalty 285.260764 = -92423.166486 nChanged 17 SP:Iteration 6Q (7.767734 sec): 3 clusters Score: Raw -92712.657164 + Penalty 283.638632 = -92429.018533 nChanged 10 SP:Iteration 7Q (7.770840 sec): 3 clusters Score: Raw -92714.229871 + Penalty 282.679192 = -92431.550679 nChanged 5 SP:Iteration 8Q (7.773946 sec): 3 clusters Score: Raw -92717.742614 + Penalty 281.419533 = -92436.323081 nChanged 7 SP:Iteration 9Q (7.777060 sec): 3 clusters Score: Raw -92718.962993 + Penalty 280.463676 = -92438.499317 nChanged 3 SP:Iteration 10F (7.780751 sec): 3 clusters Score: Raw -92720.725856 + Penalty 279.421074 = -92441.304781 nChanged 3 SP:Iteration 11Q (7.783989 sec): 3 clusters Score: Raw -92721.778044 + Penalty 278.368714 = -92443.409331 nChanged 5 SP:Iteration 12Q (7.787135 sec): 3 clusters Score: Raw -92723.094578 + Penalty 277.736304 = -92445.358274 nChanged 3 SP:Iteration 13Q (7.790270 sec): 3 clusters Score: Raw -92723.226433 + Penalty 277.530477 = -92445.695956 nChanged 1 SP:Iteration 14Q (7.793406 sec): 3 clusters Score: Raw -92723.255961 + Penalty 277.097897 = -92446.158065 nChanged 1 SP:Iteration 15Q (7.796543 sec): 3 clusters Score: Raw -92723.276101 + Penalty 276.880425 = -92446.395677 nChanged 1 SP:Iteration 16Q (7.799679 sec): 3 clusters Score: Raw -92723.327897 + Penalty 276.105948 = -92447.221948 nChanged 2 SP:Iteration 17Q (7.802820 sec): 3 clusters Score: Raw -92723.460561 + Penalty 274.982077 = -92448.478484 nChanged 3 SP:Iteration 18Q (7.805959 sec): 3 clusters Score: Raw -92723.791469 + Penalty 273.459103 = -92450.332366 nChanged 5 SP:Iteration 19Q (7.809100 sec): 3 clusters Score: Raw -92724.151638 + Penalty 272.856741 = -92451.294897 nChanged 3 SP:Iteration 20F (7.812831 sec): 3 clusters Score: Raw -92724.269170 + Penalty 272.515344 = -92451.753827 nChanged 1 SP:Iteration 21Q (7.816103 sec): 3 clusters Score: Raw -92724.376310 + Penalty 272.459426 = -92451.916884 nChanged 3 SP:Iteration 22Q (7.819267 sec): 3 clusters Score: Raw -92725.174987 + Penalty 271.293403 = -92453.881584 nChanged 5 SP:Iteration 23Q (7.822431 sec): 3 clusters Score: Raw -92726.017644 + Penalty 270.614893 = -92455.402751 nChanged 4 SP:Iteration 24Q (7.825590 sec): 3 clusters Score: Raw -92726.676371 + Penalty 270.533316 = -92456.143056 nChanged 5 SP:Iteration 25Q (7.828750 sec): 3 clusters Score: Raw -92727.261928 + Penalty 269.875187 = -92457.386741 nChanged 2 SP:Iteration 26Q (7.831912 sec): 3 clusters Score: Raw -92727.325056 + Penalty 269.883572 = -92457.441484 nChanged 1 SP:Iteration 27Q (7.835181 sec): 3 clusters Score: Raw -92727.469171 + Penalty 269.605790 = -92457.863381 nChanged 1 SP:Iteration 28Q (7.838419 sec): 3 clusters Score: Raw -92727.480299 + Penalty 269.605790 = -92457.874509 nChanged 0 SP:Iteration 29F (7.842254 sec): 3 clusters Score: Raw -92727.480299 + Penalty 269.605790 = -92457.874509 nChanged 0 Score: Raw -772019.596823 + Penalty 136064.731335 = -635954.865488 Splitting cluster 1 changes total score from -619614.826968 to -635954.865488 So it's getting split into cluster 68. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (2090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.120610 sec): 2 clusters Score: Raw -97809.183621 + Penalty 169.624814 = -97639.558807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.124576 sec): 3 clusters Score: Raw -96480.503563 + Penalty 337.188944 = -96143.314618 nChanged 967 SP:Iteration 1F (9.128369 sec): 3 clusters Score: Raw -96982.785100 + Penalty 332.076387 = -96650.708714 nChanged 286 SP:Iteration 2F (9.132214 sec): 3 clusters Score: Raw -97132.463859 + Penalty 327.932281 = -96804.531578 nChanged 211 SP:Iteration 3F (9.136063 sec): 3 clusters Score: Raw -97270.154243 + Penalty 331.442451 = -96938.711792 nChanged 166 SP:Iteration 4F (9.139920 sec): 3 clusters Score: Raw -97398.536231 + Penalty 340.876543 = -97057.659688 nChanged 134 SP:Iteration 5F (9.143733 sec): 3 clusters Score: Raw -97530.638565 + Penalty 360.732479 = -97169.906086 nChanged 105 SP:Iteration 6F (9.147574 sec): 3 clusters Score: Raw -97655.667019 + Penalty 378.460796 = -97277.206223 nChanged 67 SP:Iteration 7Q (9.151285 sec): 3 clusters Score: Raw -97737.370695 + Penalty 395.711775 = -97341.658920 nChanged 37 SP:Iteration 8Q (9.154708 sec): 3 clusters Score: Raw -97780.431369 + Penalty 403.667214 = -97376.764155 nChanged 24 SP:Iteration 9Q (9.157926 sec): 3 clusters Score: Raw -97803.310233 + Penalty 409.888518 = -97393.421715 nChanged 10 SP:Iteration 10F (9.161738 sec): 3 clusters Score: Raw -97809.176500 + Penalty 415.488720 = -97393.687780 nChanged 8 SP:Iteration 11Q (9.164889 sec): 3 clusters Score: Raw -97816.505483 + Penalty 424.389236 = -97392.116247 nChanged 9 SP:Iteration 12F (9.168702 sec): 3 clusters Score: Raw -97820.789368 + Penalty 425.917600 = -97394.871767 nChanged 5 SP:Iteration 13Q (9.171925 sec): 3 clusters Score: Raw -97827.370183 + Penalty 430.384491 = -97396.985692 nChanged 4 SP:Iteration 14Q (9.175357 sec): 3 clusters Score: Raw -97830.074074 + Penalty 431.119636 = -97398.954438 nChanged 4 SP:Iteration 15Q (9.178740 sec): 3 clusters Score: Raw -97832.508217 + Penalty 431.680727 = -97400.827489 nChanged 3 SP:Iteration 16Q (9.181864 sec): 3 clusters Score: Raw -97833.154279 + Penalty 428.938285 = -97404.215994 nChanged 2 SP:Iteration 17Q (9.184969 sec): 3 clusters Score: Raw -97833.681705 + Penalty 428.938285 = -97404.743420 nChanged 0 SP:Iteration 18F (9.188782 sec): 3 clusters Score: Raw -97833.681705 + Penalty 428.938285 = -97404.743420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.190553 sec): 2 clusters Score: Raw -3152.480602 + Penalty 294.491912 = -2857.988689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.190895 sec): 3 clusters Score: Raw -3171.733715 + Penalty 613.732549 = -2558.001165 nChanged 4 SP:Iteration 1F (9.191223 sec): 3 clusters Score: Raw -3185.235571 + Penalty 615.917000 = -2569.318570 nChanged 1 SP:Iteration 2Q (9.191541 sec): 3 clusters Score: Raw -3189.494958 + Penalty 615.917000 = -2573.577958 nChanged 0 SP:Iteration 3F (9.191868 sec): 3 clusters Score: Raw -3189.494958 + Penalty 615.917000 = -2573.577958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.193204 sec): 2 clusters Score: Raw -10096.189184 + Penalty 496.398393 = -9599.790791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.193772 sec): 3 clusters Score: Raw -10120.790267 + Penalty 992.722768 = -9128.067500 nChanged 40 SP:Iteration 1F (9.194329 sec): 3 clusters Score: Raw -10173.528717 + Penalty 992.807261 = -9180.721455 nChanged 10 SP:Iteration 2Q (9.194870 sec): 3 clusters Score: Raw -10186.814039 + Penalty 992.796786 = -9194.017253 nChanged 3 SP:Iteration 3Q (9.195408 sec): 3 clusters Score: Raw -10195.636857 + Penalty 992.835007 = -9202.801850 nChanged 1 SP:Iteration 4Q (9.195943 sec): 3 clusters Score: Raw -10197.338993 + Penalty 992.835007 = -9204.503987 nChanged 0 SP:Iteration 5F (9.196498 sec): 3 clusters Score: Raw -10197.338993 + Penalty 992.835007 = -9204.503987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.199913 sec): 2 clusters Score: Raw -50775.164970 + Penalty 263.654251 = -50511.510719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.202139 sec): 3 clusters Score: Raw -50128.464222 + Penalty 540.078674 = -49588.385547 nChanged 455 SP:Iteration 1F (9.204312 sec): 3 clusters Score: Raw -50457.763780 + Penalty 552.072204 = -49905.691576 nChanged 127 SP:Iteration 2F (9.206457 sec): 3 clusters Score: Raw -50562.172361 + Penalty 561.476672 = -50000.695689 nChanged 90 SP:Iteration 3F (9.208588 sec): 3 clusters Score: Raw -50653.211329 + Penalty 566.260324 = -50086.951005 nChanged 56 SP:Iteration 4F (9.210716 sec): 3 clusters Score: Raw -50712.293617 + Penalty 565.541083 = -50146.752535 nChanged 36 SP:Iteration 5Q (9.212768 sec): 3 clusters Score: Raw -50747.323494 + Penalty 563.550414 = -50183.773080 nChanged 22 SP:Iteration 6Q (9.214800 sec): 3 clusters Score: Raw -50756.977041 + Penalty 560.833924 = -50196.143117 nChanged 16 SP:Iteration 7Q (9.216829 sec): 3 clusters Score: Raw -50763.572836 + Penalty 558.208334 = -50205.364502 nChanged 12 SP:Iteration 8Q (9.218853 sec): 3 clusters Score: Raw -50767.046600 + Penalty 556.939780 = -50210.106819 nChanged 8 SP:Iteration 9Q (9.220932 sec): 3 clusters Score: Raw -50768.345279 + Penalty 556.206070 = -50212.139210 nChanged 2 SP:Iteration 10F (9.223117 sec): 3 clusters Score: Raw -50768.510480 + Penalty 555.270963 = -50213.239517 nChanged 3 SP:Iteration 11Q (9.225151 sec): 3 clusters Score: Raw -50769.312448 + Penalty 554.414239 = -50214.898210 nChanged 3 SP:Iteration 12Q (9.227379 sec): 3 clusters Score: Raw -50769.838355 + Penalty 553.904938 = -50215.933417 nChanged 2 SP:Iteration 13Q (9.229600 sec): 3 clusters Score: Raw -50770.151342 + Penalty 553.101965 = -50217.049377 nChanged 4 SP:Iteration 14Q (9.231834 sec): 3 clusters Score: Raw -50770.630204 + Penalty 552.476577 = -50218.153627 nChanged 3 SP:Iteration 15Q (9.234243 sec): 3 clusters Score: Raw -50771.246440 + Penalty 551.425926 = -50219.820514 nChanged 5 SP:Iteration 16Q (9.236344 sec): 3 clusters Score: Raw -50772.185287 + Penalty 549.674390 = -50222.510896 nChanged 7 SP:Iteration 17Q (9.238383 sec): 3 clusters Score: Raw -50773.280347 + Penalty 548.459197 = -50224.821150 nChanged 6 SP:Iteration 18Q (9.240454 sec): 3 clusters Score: Raw -50774.952519 + Penalty 547.442283 = -50227.510236 nChanged 4 SP:Iteration 19Q (9.242496 sec): 3 clusters Score: Raw -50775.586579 + Penalty 546.183596 = -50229.402983 nChanged 5 SP:Iteration 20F (9.244647 sec): 3 clusters Score: Raw -50776.039006 + Penalty 545.310335 = -50230.728671 nChanged 4 SP:Iteration 21Q (9.246700 sec): 3 clusters Score: Raw -50776.901042 + Penalty 543.665412 = -50233.235630 nChanged 7 SP:Iteration 22Q (9.248756 sec): 3 clusters Score: Raw -50777.959861 + Penalty 542.140066 = -50235.819796 nChanged 6 SP:Iteration 23Q (9.250811 sec): 3 clusters Score: Raw -50778.688516 + Penalty 541.145127 = -50237.543389 nChanged 6 SP:Iteration 24Q (9.252877 sec): 3 clusters Score: Raw -50780.063397 + Penalty 540.335277 = -50239.728120 nChanged 5 SP:Iteration 25Q (9.254931 sec): 3 clusters Score: Raw -50780.854210 + Penalty 539.937769 = -50240.916441 nChanged 2 SP:Iteration 26Q (9.256984 sec): 3 clusters Score: Raw -50780.994946 + Penalty 539.740594 = -50241.254352 nChanged 1 SP:Iteration 27Q (9.259040 sec): 3 clusters Score: Raw -50781.034282 + Penalty 539.519816 = -50241.514466 nChanged 1 SP:Iteration 28Q (9.261186 sec): 3 clusters Score: Raw -50781.074663 + Penalty 539.157174 = -50241.917489 nChanged 2 SP:Iteration 29Q (9.263244 sec): 3 clusters Score: Raw -50781.174119 + Penalty 538.662836 = -50242.511284 nChanged 2 SP:Iteration 30F (9.265402 sec): 3 clusters Score: Raw -50781.259526 + Penalty 538.457366 = -50242.802160 nChanged 1 SP:Iteration 31Q (9.267469 sec): 3 clusters Score: Raw -50781.397151 + Penalty 537.733976 = -50243.663175 nChanged 3 SP:Iteration 32Q (9.269698 sec): 3 clusters Score: Raw -50781.711922 + Penalty 537.276628 = -50244.435293 nChanged 2 SP:Iteration 33Q (9.271942 sec): 3 clusters Score: Raw -50781.833559 + Penalty 536.669644 = -50245.163915 nChanged 3 SP:Iteration 34Q (9.274222 sec): 3 clusters Score: Raw -50782.285183 + Penalty 536.016840 = -50246.268343 nChanged 4 SP:Iteration 35Q (9.276406 sec): 3 clusters Score: Raw -50782.686055 + Penalty 536.016840 = -50246.669215 nChanged 0 SP:Iteration 36F (9.278749 sec): 3 clusters Score: Raw -50782.686055 + Penalty 536.016840 = -50246.669215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.283209 sec): 2 clusters Score: Raw -37567.853466 + Penalty 130.093471 = -37437.759995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.284868 sec): 3 clusters Score: Raw -37077.872746 + Penalty 261.104212 = -36816.768534 nChanged 358 SP:Iteration 1F (9.286472 sec): 3 clusters Score: Raw -37397.365484 + Penalty 259.243478 = -37138.122006 nChanged 91 SP:Iteration 2F (9.288043 sec): 3 clusters Score: Raw -37481.748157 + Penalty 258.044658 = -37223.703499 nChanged 38 SP:Iteration 3Q (9.289593 sec): 3 clusters Score: Raw -37505.250738 + Penalty 257.899217 = -37247.351521 nChanged 18 SP:Iteration 4Q (9.291121 sec): 3 clusters Score: Raw -37510.038833 + Penalty 257.478540 = -37252.560293 nChanged 8 SP:Iteration 5Q (9.292691 sec): 3 clusters Score: Raw -37512.663836 + Penalty 257.350472 = -37255.313364 nChanged 8 SP:Iteration 6Q (9.294237 sec): 3 clusters Score: Raw -37514.623278 + Penalty 256.999516 = -37257.623762 nChanged 8 SP:Iteration 7Q (9.295758 sec): 3 clusters Score: Raw -37516.306765 + Penalty 256.430470 = -37259.876295 nChanged 4 SP:Iteration 8Q (9.297271 sec): 3 clusters Score: Raw -37517.226485 + Penalty 256.123614 = -37261.102870 nChanged 3 SP:Iteration 9Q (9.298819 sec): 3 clusters Score: Raw -37517.430458 + Penalty 256.016262 = -37261.414196 nChanged 1 SP:Iteration 10F (9.300421 sec): 3 clusters Score: Raw -37517.474571 + Penalty 255.914258 = -37261.560313 nChanged 1 SP:Iteration 11Q (9.301937 sec): 3 clusters Score: Raw -37517.495355 + Penalty 255.914258 = -37261.581097 nChanged 0 SP:Iteration 12F (9.303516 sec): 3 clusters Score: Raw -37517.495355 + Penalty 255.914258 = -37261.581097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.306407 sec): 2 clusters Score: Raw -11430.298862 + Penalty 132.706502 = -11297.592360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.307058 sec): 3 clusters Score: Raw -11322.954312 + Penalty 264.298455 = -11058.655858 nChanged 101 SP:Iteration 1F (9.307700 sec): 3 clusters Score: Raw -11433.678617 + Penalty 262.009482 = -11171.669134 nChanged 23 SP:Iteration 2F (9.308340 sec): 3 clusters Score: Raw -11449.620893 + Penalty 261.657363 = -11187.963529 nChanged 11 SP:Iteration 3Q (9.308970 sec): 3 clusters Score: Raw -11455.457842 + Penalty 261.139283 = -11194.318559 nChanged 10 SP:Iteration 4Q (9.309598 sec): 3 clusters Score: Raw -11462.659672 + Penalty 262.213391 = -11200.446280 nChanged 8 SP:Iteration 5Q (9.310225 sec): 3 clusters Score: Raw -11469.228289 + Penalty 261.334774 = -11207.893515 nChanged 7 SP:Iteration 6Q (9.310849 sec): 3 clusters Score: Raw -11474.646303 + Penalty 261.193821 = -11213.452482 nChanged 4 SP:Iteration 7Q (9.311477 sec): 3 clusters Score: Raw -11477.152672 + Penalty 261.938447 = -11215.214225 nChanged 3 SP:Iteration 8Q (9.312102 sec): 3 clusters Score: Raw -11479.062001 + Penalty 261.938447 = -11217.123553 nChanged 0 SP:Iteration 9F (9.312753 sec): 3 clusters Score: Raw -11479.062001 + Penalty 261.938447 = -11217.123553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.315224 sec): 2 clusters Score: Raw -24541.566906 + Penalty 120.235486 = -24421.331420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.316349 sec): 3 clusters Score: Raw -24252.992640 + Penalty 242.089452 = -24010.903188 nChanged 200 SP:Iteration 1F (9.317445 sec): 3 clusters Score: Raw -24379.693369 + Penalty 242.874482 = -24136.818886 nChanged 37 SP:Iteration 2F (9.318535 sec): 3 clusters Score: Raw -24401.987075 + Penalty 243.250299 = -24158.736776 nChanged 26 SP:Iteration 3Q (9.319646 sec): 3 clusters Score: Raw -24421.320521 + Penalty 244.170960 = -24177.149561 nChanged 14 SP:Iteration 4Q (9.320751 sec): 3 clusters Score: Raw -24429.028246 + Penalty 245.402298 = -24183.625948 nChanged 12 SP:Iteration 5Q (9.321863 sec): 3 clusters Score: Raw -24436.495035 + Penalty 246.974429 = -24189.520606 nChanged 15 SP:Iteration 6Q (9.322980 sec): 3 clusters Score: Raw -24443.724581 + Penalty 249.145968 = -24194.578613 nChanged 12 SP:Iteration 7Q (9.324077 sec): 3 clusters Score: Raw -24451.172312 + Penalty 250.748512 = -24200.423799 nChanged 13 SP:Iteration 8Q (9.325169 sec): 3 clusters Score: Raw -24457.779939 + Penalty 252.489520 = -24205.290418 nChanged 9 SP:Iteration 9Q (9.326279 sec): 3 clusters Score: Raw -24462.240110 + Penalty 254.973408 = -24207.266702 nChanged 12 SP:Iteration 10F (9.327387 sec): 3 clusters Score: Raw -24467.516085 + Penalty 258.287466 = -24209.228619 nChanged 13 SP:Iteration 11Q (9.328470 sec): 3 clusters Score: Raw -24475.764839 + Penalty 263.257038 = -24212.507801 nChanged 22 SP:Iteration 12Q (9.329547 sec): 3 clusters Score: Raw -24487.580555 + Penalty 268.438061 = -24219.142494 nChanged 17 SP:Iteration 13Q (9.330617 sec): 3 clusters Score: Raw -24498.208780 + Penalty 276.354113 = -24221.854667 nChanged 17 SP:Iteration 14Q (9.331683 sec): 3 clusters Score: Raw -24508.660406 + Penalty 281.856889 = -24226.803517 nChanged 13 SP:Iteration 15Q (9.332746 sec): 3 clusters Score: Raw -24517.525847 + Penalty 287.390500 = -24230.135347 nChanged 10 SP:Iteration 16Q (9.333800 sec): 3 clusters Score: Raw -24523.666202 + Penalty 291.299998 = -24232.366204 nChanged 8 SP:Iteration 17Q (9.334848 sec): 3 clusters Score: Raw -24529.535471 + Penalty 297.442173 = -24232.093297 nChanged 6 SP:Iteration 18F (9.335955 sec): 3 clusters Score: Raw -24533.306979 + Penalty 304.756025 = -24228.550954 nChanged 7 SP:Iteration 19F (9.337093 sec): 3 clusters Score: Raw -24536.601713 + Penalty 291.997737 = -24244.603976 nChanged 6 SP:Iteration 20F (9.338202 sec): 3 clusters Score: Raw -24546.190373 + Penalty 293.922870 = -24252.267503 nChanged 2 SP:Iteration 21Q (9.339215 sec): 3 clusters Score: Raw -24548.994618 + Penalty 298.979862 = -24250.014756 nChanged 4 SP:Iteration 22F (9.340323 sec): 3 clusters Score: Raw -24555.003634 + Penalty 302.463935 = -24252.539698 nChanged 3 SP:Iteration 23Q (9.341297 sec): 3 clusters Score: Raw -24558.203773 + Penalty 302.463935 = -24255.739837 nChanged 0 SP:Iteration 24F (9.342390 sec): 3 clusters Score: Raw -24558.203773 + Penalty 302.463935 = -24255.739837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.344657 sec): 2 clusters Score: Raw -22726.824591 + Penalty 170.977747 = -22555.846844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.345757 sec): 3 clusters Score: Raw -22447.633683 + Penalty 341.717915 = -22105.915768 nChanged 197 SP:Iteration 1F (9.346839 sec): 3 clusters Score: Raw -22581.892600 + Penalty 339.686923 = -22242.205677 nChanged 67 SP:Iteration 2F (9.347917 sec): 3 clusters Score: Raw -22650.458381 + Penalty 339.086599 = -22311.371782 nChanged 26 SP:Iteration 3F (9.348994 sec): 3 clusters Score: Raw -22681.298285 + Penalty 339.383538 = -22341.914748 nChanged 15 SP:Iteration 4Q (9.350058 sec): 3 clusters Score: Raw -22695.712874 + Penalty 338.023094 = -22357.689780 nChanged 6 SP:Iteration 5Q (9.351096 sec): 3 clusters Score: Raw -22704.347543 + Penalty 337.130603 = -22367.216940 nChanged 5 SP:Iteration 6Q (9.352126 sec): 3 clusters Score: Raw -22706.662117 + Penalty 337.049915 = -22369.612203 nChanged 4 SP:Iteration 7Q (9.353156 sec): 3 clusters Score: Raw -22709.594697 + Penalty 335.517238 = -22374.077460 nChanged 4 SP:Iteration 8Q (9.354181 sec): 3 clusters Score: Raw -22711.183009 + Penalty 336.315314 = -22374.867695 nChanged 3 SP:Iteration 9Q (9.355198 sec): 3 clusters Score: Raw -22711.965517 + Penalty 336.315314 = -22375.650203 nChanged 0 SP:Iteration 10F (9.356261 sec): 3 clusters Score: Raw -22711.965517 + Penalty 336.315314 = -22375.650203 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 10 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.368750 sec): 2 clusters Score: Raw -128393.340120 + Penalty 183.913845 = -128209.426274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.373905 sec): 3 clusters Score: Raw -126598.612048 + Penalty 366.257662 = -126232.354386 nChanged 1255 SP:Iteration 1F (9.379025 sec): 3 clusters Score: Raw -127555.964480 + Penalty 362.083798 = -127193.880681 nChanged 349 SP:Iteration 2F (9.384182 sec): 3 clusters Score: Raw -127753.868058 + Penalty 362.929668 = -127390.938390 nChanged 199 SP:Iteration 3F (9.389151 sec): 3 clusters Score: Raw -127911.016688 + Penalty 363.183103 = -127547.833585 nChanged 171 SP:Iteration 4F (9.394108 sec): 3 clusters Score: Raw -128053.996732 + Penalty 363.080042 = -127690.916690 nChanged 135 SP:Iteration 5Q (9.399074 sec): 3 clusters Score: Raw -128172.033193 + Penalty 359.436700 = -127812.596493 nChanged 89 SP:Iteration 6Q (9.404037 sec): 3 clusters Score: Raw -128252.908795 + Penalty 355.833430 = -127897.075365 nChanged 68 SP:Iteration 7Q (9.408904 sec): 3 clusters Score: Raw -128322.231854 + Penalty 349.435106 = -127972.796748 nChanged 48 SP:Iteration 8Q (9.413570 sec): 3 clusters Score: Raw -128380.810839 + Penalty 348.921784 = -128031.889055 nChanged 28 SP:Iteration 9Q (9.418009 sec): 3 clusters Score: Raw -128401.249761 + Penalty 343.999825 = -128057.249936 nChanged 17 SP:Iteration 10F (9.422952 sec): 3 clusters Score: Raw -128409.593384 + Penalty 337.882385 = -128071.710999 nChanged 11 SP:Iteration 11Q (9.427245 sec): 3 clusters Score: Raw -128412.829554 + Penalty 333.440258 = -128079.389296 nChanged 13 SP:Iteration 12Q (9.431637 sec): 3 clusters Score: Raw -128419.592153 + Penalty 330.252434 = -128089.339718 nChanged 13 SP:Iteration 13Q (9.435850 sec): 3 clusters Score: Raw -128424.756565 + Penalty 331.100143 = -128093.656422 nChanged 6 SP:Iteration 14Q (9.440008 sec): 3 clusters Score: Raw -128426.946785 + Penalty 331.510264 = -128095.436521 nChanged 6 SP:Iteration 15Q (9.444148 sec): 3 clusters Score: Raw -128429.308928 + Penalty 330.630792 = -128098.678136 nChanged 7 SP:Iteration 16Q (9.448257 sec): 3 clusters Score: Raw -128430.942387 + Penalty 329.298123 = -128101.644264 nChanged 10 SP:Iteration 17Q (9.452357 sec): 3 clusters Score: Raw -128432.770506 + Penalty 326.169054 = -128106.601452 nChanged 8 SP:Iteration 18Q (9.456452 sec): 3 clusters Score: Raw -128434.096906 + Penalty 327.341057 = -128106.755848 nChanged 4 SP:Iteration 19Q (9.460543 sec): 3 clusters Score: Raw -128435.245213 + Penalty 329.475743 = -128105.769470 nChanged 5 SP:Iteration 20F (9.465484 sec): 3 clusters Score: Raw -128436.267225 + Penalty 328.538620 = -128107.728605 nChanged 3 SP:Iteration 21Q (9.469554 sec): 3 clusters Score: Raw -128436.617955 + Penalty 328.767899 = -128107.850056 nChanged 3 SP:Iteration 22Q (9.473626 sec): 3 clusters Score: Raw -128436.842055 + Penalty 329.794723 = -128107.047332 nChanged 3 SP:Iteration 23F (9.478659 sec): 3 clusters Score: Raw -128437.240731 + Penalty 327.789626 = -128109.451105 nChanged 4 SP:Iteration 24Q (9.483026 sec): 3 clusters Score: Raw -128437.996066 + Penalty 327.354558 = -128110.641509 nChanged 1 SP:Iteration 25Q (9.487151 sec): 3 clusters Score: Raw -128438.660957 + Penalty 327.354558 = -128111.306399 nChanged 0 SP:Iteration 26F (9.492093 sec): 3 clusters Score: Raw -128438.660957 + Penalty 327.354558 = -128111.306399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.499566 sec): 2 clusters Score: Raw -47937.021361 + Penalty 208.425074 = -47728.596287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.501703 sec): 3 clusters Score: Raw -47303.549857 + Penalty 426.824907 = -46876.724951 nChanged 453 SP:Iteration 1F (9.503791 sec): 3 clusters Score: Raw -47637.347391 + Penalty 437.997872 = -47199.349519 nChanged 141 SP:Iteration 2F (9.505858 sec): 3 clusters Score: Raw -47757.949228 + Penalty 447.663895 = -47310.285333 nChanged 86 SP:Iteration 3F (9.507922 sec): 3 clusters Score: Raw -47832.596408 + Penalty 455.293533 = -47377.302875 nChanged 57 SP:Iteration 4F (9.509977 sec): 3 clusters Score: Raw -47900.131751 + Penalty 463.128147 = -47437.003604 nChanged 35 SP:Iteration 5Q (9.511940 sec): 3 clusters Score: Raw -47980.709885 + Penalty 465.368615 = -47515.341270 nChanged 33 SP:Iteration 6Q (9.513863 sec): 3 clusters Score: Raw -48004.758054 + Penalty 466.717973 = -47538.040080 nChanged 10 SP:Iteration 7Q (9.515768 sec): 3 clusters Score: Raw -48006.625171 + Penalty 466.681811 = -47539.943360 nChanged 3 SP:Iteration 8Q (9.517672 sec): 3 clusters Score: Raw -48007.630814 + Penalty 466.624930 = -47541.005884 nChanged 2 SP:Iteration 9Q (9.519577 sec): 3 clusters Score: Raw -48007.881431 + Penalty 466.915228 = -47540.966204 nChanged 1 SP:Iteration 10F (9.521621 sec): 3 clusters Score: Raw -48007.924227 + Penalty 466.690796 = -47541.233431 nChanged 2 SP:Iteration 11Q (9.523590 sec): 3 clusters Score: Raw -48008.175378 + Penalty 466.061127 = -47542.114250 nChanged 2 SP:Iteration 12Q (9.525557 sec): 3 clusters Score: Raw -48008.329627 + Penalty 465.406592 = -47542.923035 nChanged 2 SP:Iteration 13Q (9.527527 sec): 3 clusters Score: Raw -48008.405364 + Penalty 464.984767 = -47543.420596 nChanged 1 SP:Iteration 14Q (9.529479 sec): 3 clusters Score: Raw -48008.468343 + Penalty 465.282992 = -47543.185352 nChanged 1 SP:Iteration 15F (9.531608 sec): 3 clusters Score: Raw -48008.730136 + Penalty 465.282992 = -47543.447145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (2260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.538946 sec): 2 clusters Score: Raw -104743.587200 + Penalty 142.407413 = -104601.179787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.543130 sec): 3 clusters Score: Raw -103291.492923 + Penalty 303.645070 = -102987.847853 nChanged 1015 SP:Iteration 1F (9.547175 sec): 3 clusters Score: Raw -104275.102011 + Penalty 324.254227 = -103950.847784 nChanged 343 SP:Iteration 2F (9.551212 sec): 3 clusters Score: Raw -104606.645974 + Penalty 350.615177 = -104256.030797 nChanged 107 SP:Iteration 3Q (9.555232 sec): 3 clusters Score: Raw -104696.378129 + Penalty 379.681308 = -104316.696820 nChanged 53 SP:Iteration 4Q (9.559245 sec): 3 clusters Score: Raw -104737.666427 + Penalty 401.913010 = -104335.753417 nChanged 28 SP:Iteration 5Q (9.563159 sec): 3 clusters Score: Raw -104760.892850 + Penalty 424.147562 = -104336.745287 nChanged 14 SP:Iteration 6Q (9.566866 sec): 3 clusters Score: Raw -104782.392570 + Penalty 438.804106 = -104343.588464 nChanged 5 SP:Iteration 7Q (9.570423 sec): 3 clusters Score: Raw -104798.798209 + Penalty 439.335795 = -104359.462415 nChanged 1 SP:Iteration 8Q (9.573698 sec): 3 clusters Score: Raw -104798.973594 + Penalty 439.335795 = -104359.637800 nChanged 0 SP:Iteration 9F (9.577736 sec): 3 clusters Score: Raw -104798.973594 + Penalty 439.335795 = -104359.637800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 13 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.581834 sec): 2 clusters Score: Raw -35041.519701 + Penalty 144.296785 = -34897.222915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.583444 sec): 3 clusters Score: Raw -34580.958779 + Penalty 304.332106 = -34276.626674 nChanged 306 SP:Iteration 1F (9.585041 sec): 3 clusters Score: Raw -34842.304821 + Penalty 318.419580 = -34523.885240 nChanged 117 SP:Iteration 2F (9.586590 sec): 3 clusters Score: Raw -34951.236228 + Penalty 333.487909 = -34617.748319 nChanged 49 SP:Iteration 3F (9.588069 sec): 3 clusters Score: Raw -35010.785537 + Penalty 365.338765 = -34645.446772 nChanged 28 SP:Iteration 4Q (9.589559 sec): 3 clusters Score: Raw -35050.040451 + Penalty 367.251511 = -34682.788940 nChanged 6 SP:Iteration 5Q (9.590904 sec): 3 clusters Score: Raw -35054.708402 + Penalty 367.343662 = -34687.364740 nChanged 3 SP:Iteration 6Q (9.592243 sec): 3 clusters Score: Raw -35055.852919 + Penalty 370.074869 = -34685.778050 nChanged 2 SP:Iteration 7F (9.593756 sec): 3 clusters Score: Raw -35056.557158 + Penalty 373.527866 = -34683.029292 nChanged 1 SP:Iteration 8F (9.595258 sec): 3 clusters Score: Raw -35056.872571 + Penalty 373.527866 = -34683.344705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.597729 sec): 2 clusters Score: Raw -17350.739489 + Penalty 298.292972 = -17052.446517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.598552 sec): 3 clusters Score: Raw -17189.532916 + Penalty 595.307362 = -16594.225554 nChanged 108 SP:Iteration 1F (9.599363 sec): 3 clusters Score: Raw -17295.116471 + Penalty 593.399505 = -16701.716966 nChanged 40 SP:Iteration 2F (9.600171 sec): 3 clusters Score: Raw -17361.460090 + Penalty 588.946690 = -16772.513400 nChanged 34 SP:Iteration 3F (9.600977 sec): 3 clusters Score: Raw -17398.371944 + Penalty 586.813553 = -16811.558391 nChanged 16 SP:Iteration 4Q (9.601765 sec): 3 clusters Score: Raw -17408.507521 + Penalty 586.496370 = -16822.011151 nChanged 14 SP:Iteration 5Q (9.602547 sec): 3 clusters Score: Raw -17417.702793 + Penalty 585.130380 = -16832.572413 nChanged 9 SP:Iteration 6Q (9.603334 sec): 3 clusters Score: Raw -17423.973419 + Penalty 584.228564 = -16839.744855 nChanged 9 SP:Iteration 7Q (9.604120 sec): 3 clusters Score: Raw -17430.915895 + Penalty 586.842705 = -16844.073190 nChanged 6 SP:Iteration 8Q (9.604901 sec): 3 clusters Score: Raw -17436.770429 + Penalty 589.525315 = -16847.245114 nChanged 6 SP:Iteration 9Q (9.605707 sec): 3 clusters Score: Raw -17443.084438 + Penalty 587.504180 = -16855.580258 nChanged 4 SP:Iteration 10F (9.606511 sec): 3 clusters Score: Raw -17447.759884 + Penalty 589.275404 = -16858.484480 nChanged 1 SP:Iteration 11Q (9.607271 sec): 3 clusters Score: Raw -17448.502031 + Penalty 589.931949 = -16858.570082 nChanged 1 SP:Iteration 12Q (9.608030 sec): 3 clusters Score: Raw -17449.080475 + Penalty 590.390265 = -16858.690210 nChanged 1 SP:Iteration 13Q (9.608786 sec): 3 clusters Score: Raw -17449.647507 + Penalty 590.633989 = -16859.013519 nChanged 3 SP:Iteration 14Q (9.609542 sec): 3 clusters Score: Raw -17452.465591 + Penalty 590.938254 = -16861.527337 nChanged 1 SP:Iteration 15Q (9.610293 sec): 3 clusters Score: Raw -17452.936593 + Penalty 590.569371 = -16862.367222 nChanged 1 SP:Iteration 16Q (9.611043 sec): 3 clusters Score: Raw -17453.031175 + Penalty 590.569371 = -16862.461804 nChanged 0 SP:Iteration 17F (9.611845 sec): 3 clusters Score: Raw -17453.031175 + Penalty 590.569371 = -16862.461804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 15 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.612412 sec): 2 clusters Score: Raw -895.933601 + Penalty 174.775282 = -721.158319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.612660 sec): 3 clusters Score: Raw -895.968664 + Penalty 352.069484 = -543.899180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.613135 sec): 2 clusters Score: Raw -430.474676 + Penalty 114.577088 = -315.897588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.613356 sec): 3 clusters Score: Raw -432.700959 + Penalty 242.881234 = -189.819725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.613884 sec): 2 clusters Score: Raw -1580.969329 + Penalty 432.606296 = -1148.363033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.614151 sec): 3 clusters Score: Raw -1701.608120 + Penalty 866.508582 = -835.099538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.614692 sec): 2 clusters Score: Raw -1740.960863 + Penalty 316.982855 = -1423.978008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.614966 sec): 3 clusters Score: Raw -1805.940225 + Penalty 633.581875 = -1172.358350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.616572 sec): 2 clusters Score: Raw -20009.828640 + Penalty 211.463756 = -19798.364885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.617546 sec): 3 clusters Score: Raw -19803.176904 + Penalty 423.496892 = -19379.680012 nChanged 146 SP:Iteration 1F (9.618501 sec): 3 clusters Score: Raw -19889.790312 + Penalty 423.093807 = -19466.696504 nChanged 39 SP:Iteration 2F (9.619456 sec): 3 clusters Score: Raw -19914.776333 + Penalty 423.012926 = -19491.763407 nChanged 24 SP:Iteration 3F (9.620409 sec): 3 clusters Score: Raw -19928.315894 + Penalty 422.674807 = -19505.641087 nChanged 16 SP:Iteration 4Q (9.621357 sec): 3 clusters Score: Raw -19935.633523 + Penalty 422.256357 = -19513.377165 nChanged 12 SP:Iteration 5Q (9.622301 sec): 3 clusters Score: Raw -19941.423361 + Penalty 421.902797 = -19519.520564 nChanged 10 SP:Iteration 6Q (9.623246 sec): 3 clusters Score: Raw -19944.790553 + Penalty 421.999397 = -19522.791156 nChanged 2 SP:Iteration 7Q (9.624187 sec): 3 clusters Score: Raw -19945.733365 + Penalty 422.009705 = -19523.723660 nChanged 3 SP:Iteration 8Q (9.625151 sec): 3 clusters Score: Raw -19946.532380 + Penalty 421.933522 = -19524.598858 nChanged 2 SP:Iteration 9Q (9.626098 sec): 3 clusters Score: Raw -19946.743491 + Penalty 421.774193 = -19524.969299 nChanged 1 SP:Iteration 10F (9.627047 sec): 3 clusters Score: Raw -19947.020046 + Penalty 421.876796 = -19525.143250 nChanged 1 SP:Iteration 11Q (9.627987 sec): 3 clusters Score: Raw -19947.212725 + Penalty 421.876796 = -19525.335929 nChanged 0 SP:Iteration 12F (9.628943 sec): 3 clusters Score: Raw -19947.212725 + Penalty 421.876796 = -19525.335929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.629476 sec): 2 clusters Score: Raw -1240.175318 + Penalty 267.829698 = -972.345620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.629735 sec): 3 clusters Score: Raw -1271.076878 + Penalty 524.768912 = -746.307966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.630901 sec): 2 clusters Score: Raw -14216.546251 + Penalty 467.965006 = -13748.581245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.631620 sec): 3 clusters Score: Raw -14136.651621 + Penalty 936.357939 = -13200.293683 nChanged 70 SP:Iteration 1F (9.632315 sec): 3 clusters Score: Raw -14202.506845 + Penalty 935.589372 = -13266.917473 nChanged 24 SP:Iteration 2F (9.633011 sec): 3 clusters Score: Raw -14232.686279 + Penalty 933.463925 = -13299.222354 nChanged 18 SP:Iteration 3F (9.633716 sec): 3 clusters Score: Raw -14254.988640 + Penalty 932.878604 = -13322.110036 nChanged 8 SP:Iteration 4Q (9.634398 sec): 3 clusters Score: Raw -14263.648695 + Penalty 931.427930 = -13332.220765 nChanged 6 SP:Iteration 5Q (9.635081 sec): 3 clusters Score: Raw -14270.548657 + Penalty 931.357471 = -13339.191186 nChanged 3 SP:Iteration 6Q (9.635736 sec): 3 clusters Score: Raw -14273.038638 + Penalty 930.982531 = -13342.056107 nChanged 1 SP:Iteration 7Q (9.636404 sec): 3 clusters Score: Raw -14273.312612 + Penalty 930.982531 = -13342.330081 nChanged 0 SP:Iteration 8F (9.637070 sec): 3 clusters Score: Raw -14273.312612 + Penalty 930.982531 = -13342.330081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.637578 sec): 2 clusters Score: Raw -919.207113 + Penalty 370.735202 = -548.471911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.637825 sec): 3 clusters Score: Raw -1012.544466 + Penalty 743.864777 = -268.679689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.639894 sec): 2 clusters Score: Raw -17296.172425 + Penalty 360.038129 = -16936.134296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.640750 sec): 3 clusters Score: Raw -17147.194716 + Penalty 722.839042 = -16424.355674 nChanged 124 SP:Iteration 1F (9.641591 sec): 3 clusters Score: Raw -17295.301173 + Penalty 729.929563 = -16565.371610 nChanged 42 SP:Iteration 2F (9.642433 sec): 3 clusters Score: Raw -17341.079088 + Penalty 743.794441 = -16597.284646 nChanged 15 SP:Iteration 3Q (9.643245 sec): 3 clusters Score: Raw -17353.852731 + Penalty 751.162863 = -16602.689868 nChanged 7 SP:Iteration 4Q (9.644040 sec): 3 clusters Score: Raw -17362.123602 + Penalty 752.745047 = -16609.378555 nChanged 5 SP:Iteration 5Q (9.644834 sec): 3 clusters Score: Raw -17370.161838 + Penalty 753.433913 = -16616.727925 nChanged 6 SP:Iteration 6Q (9.645622 sec): 3 clusters Score: Raw -17375.844010 + Penalty 755.304347 = -16620.539663 nChanged 1 SP:Iteration 7Q (9.646413 sec): 3 clusters Score: Raw -17375.963891 + Penalty 757.312163 = -16618.651728 nChanged 1 SP:Iteration 8F (9.647220 sec): 3 clusters Score: Raw -17376.532578 + Penalty 755.959396 = -16620.573182 nChanged 1 SP:Iteration 9Q (9.648039 sec): 3 clusters Score: Raw -17377.009691 + Penalty 753.817467 = -16623.192224 nChanged 4 SP:Iteration 10F (9.648847 sec): 3 clusters Score: Raw -17381.168729 + Penalty 751.952283 = -16629.216446 nChanged 4 SP:Iteration 11Q (9.649638 sec): 3 clusters Score: Raw -17385.309451 + Penalty 752.738340 = -16632.571112 nChanged 4 SP:Iteration 12Q (9.650430 sec): 3 clusters Score: Raw -17387.851482 + Penalty 753.724209 = -16634.127273 nChanged 2 SP:Iteration 13Q (9.651220 sec): 3 clusters Score: Raw -17390.928573 + Penalty 753.102419 = -16637.826154 nChanged 1 SP:Iteration 14Q (9.652010 sec): 3 clusters Score: Raw -17392.065902 + Penalty 753.102419 = -16638.963484 nChanged 0 SP:Iteration 15F (9.652817 sec): 3 clusters Score: Raw -17392.065902 + Penalty 753.102419 = -16638.963484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.653516 sec): 2 clusters Score: Raw -3201.009981 + Penalty 227.015733 = -2973.994248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.653854 sec): 3 clusters Score: Raw -3204.898581 + Penalty 462.522237 = -2742.376344 nChanged 12 SP:Iteration 1F (9.654189 sec): 3 clusters Score: Raw -3226.263389 + Penalty 471.209733 = -2755.053656 nChanged 4 SP:Iteration 2F (9.654520 sec): 3 clusters Score: Raw -3235.755654 + Penalty 472.895576 = -2762.860079 nChanged 1 SP:Iteration 3Q (9.654844 sec): 3 clusters Score: Raw -3237.448063 + Penalty 472.895576 = -2764.552487 nChanged 0 SP:Iteration 4F (9.655176 sec): 3 clusters Score: Raw -3237.448063 + Penalty 472.895576 = -2764.552487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.655666 sec): 2 clusters Score: Raw -607.930161 + Penalty 214.201325 = -393.728836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.655896 sec): 3 clusters Score: Raw -627.972002 + Penalty 427.471180 = -200.500822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.656628 sec): 2 clusters Score: Raw -5229.566651 + Penalty 364.176050 = -4865.390601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.657032 sec): 3 clusters Score: Raw -5239.901136 + Penalty 728.623249 = -4511.277888 nChanged 15 SP:Iteration 1F (9.657427 sec): 3 clusters Score: Raw -5273.702719 + Penalty 729.469756 = -4544.232963 nChanged 8 SP:Iteration 2F (9.657822 sec): 3 clusters Score: Raw -5289.410442 + Penalty 730.503355 = -4558.907088 nChanged 2 SP:Iteration 3Q (9.658202 sec): 3 clusters Score: Raw -5295.370975 + Penalty 731.433972 = -4563.937003 nChanged 1 SP:Iteration 4Q (9.658582 sec): 3 clusters Score: Raw -5300.113276 + Penalty 732.167408 = -4567.945868 nChanged 1 SP:Iteration 5Q (9.658959 sec): 3 clusters Score: Raw -5300.971900 + Penalty 732.167408 = -4568.804492 nChanged 0 SP:Iteration 6F (9.659353 sec): 3 clusters Score: Raw -5300.971900 + Penalty 732.167408 = -4568.804492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.659966 sec): 2 clusters Score: Raw -3016.400048 + Penalty 295.432242 = -2720.967807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.660295 sec): 3 clusters Score: Raw -3047.177774 + Penalty 585.190481 = -2461.987292 nChanged 13 SP:Iteration 1F (9.660615 sec): 3 clusters Score: Raw -3077.208064 + Penalty 585.190481 = -2492.017582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.661392 sec): 2 clusters Score: Raw -6402.425496 + Penalty 488.772393 = -5913.653102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.661854 sec): 3 clusters Score: Raw -6442.630916 + Penalty 981.757832 = -5460.873084 nChanged 23 SP:Iteration 1F (9.662284 sec): 3 clusters Score: Raw -6493.357457 + Penalty 988.024520 = -5505.332937 nChanged 10 SP:Iteration 2F (9.662717 sec): 3 clusters Score: Raw -6509.619818 + Penalty 993.735157 = -5515.884661 nChanged 4 SP:Iteration 3Q (9.663131 sec): 3 clusters Score: Raw -6525.368833 + Penalty 998.633658 = -5526.735175 nChanged 5 SP:Iteration 4Q (9.663543 sec): 3 clusters Score: Raw -6537.658627 + Penalty 1001.012562 = -5536.646064 nChanged 6 SP:Iteration 5Q (9.663949 sec): 3 clusters Score: Raw -6599.831633 + Penalty 1003.828589 = -5596.003044 nChanged 2 SP:Iteration 6Q (9.664343 sec): 3 clusters Score: Raw -6635.837675 + Penalty 1003.828589 = -5632.009086 nChanged 0 SP:Iteration 7F (9.664772 sec): 3 clusters Score: Raw -6635.837675 + Penalty 1003.828589 = -5632.009086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.665431 sec): 2 clusters Score: Raw -3740.856062 + Penalty 346.641206 = -3394.214857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.665792 sec): 3 clusters Score: Raw -3752.993219 + Penalty 691.297972 = -3061.695247 nChanged 6 SP:Iteration 1F (9.666146 sec): 3 clusters Score: Raw -3762.703828 + Penalty 692.698724 = -3070.005104 nChanged 3 SP:Iteration 2Q (9.666491 sec): 3 clusters Score: Raw -3769.443291 + Penalty 694.090483 = -3075.352808 nChanged 1 SP:Iteration 3Q (9.666833 sec): 3 clusters Score: Raw -3772.208561 + Penalty 695.798250 = -3076.410312 nChanged 2 SP:Iteration 4Q (9.667176 sec): 3 clusters Score: Raw -3775.669100 + Penalty 695.798250 = -3079.870850 nChanged 0 SP:Iteration 5F (9.667527 sec): 3 clusters Score: Raw -3775.669100 + Penalty 695.798250 = -3079.870850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.667985 sec): 2 clusters Score: Raw -155.880783 + Penalty 82.613890 = -73.266893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.668180 sec): 2 clusters Score: Raw -155.880783 + Penalty 82.613890 = -73.266893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.668930 sec): 2 clusters Score: Raw -6242.679986 + Penalty 437.109659 = -5805.570327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.669357 sec): 3 clusters Score: Raw -6244.651429 + Penalty 873.901532 = -5370.749897 nChanged 17 SP:Iteration 1F (9.669778 sec): 3 clusters Score: Raw -6272.323075 + Penalty 874.553503 = -5397.769572 nChanged 8 SP:Iteration 2F (9.670199 sec): 3 clusters Score: Raw -6286.985397 + Penalty 874.559310 = -5412.426087 nChanged 2 SP:Iteration 3Q (9.670607 sec): 3 clusters Score: Raw -6288.548669 + Penalty 874.676231 = -5413.872439 nChanged 1 SP:Iteration 4Q (9.671015 sec): 3 clusters Score: Raw -6289.385329 + Penalty 874.748422 = -5414.636907 nChanged 1 SP:Iteration 5Q (9.671422 sec): 3 clusters Score: Raw -6290.259758 + Penalty 874.737525 = -5415.522233 nChanged 1 SP:Iteration 6Q (9.671829 sec): 3 clusters Score: Raw -6291.192393 + Penalty 874.541966 = -5416.650427 nChanged 1 SP:Iteration 7Q (9.672233 sec): 3 clusters Score: Raw -6292.171363 + Penalty 874.427413 = -5417.743950 nChanged 1 SP:Iteration 8Q (9.672643 sec): 3 clusters Score: Raw -6292.583324 + Penalty 874.427413 = -5418.155910 nChanged 0 SP:Iteration 9F (9.673061 sec): 3 clusters Score: Raw -6292.583324 + Penalty 874.427413 = -5418.155910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.673561 sec): 2 clusters Score: Raw -833.890630 + Penalty 301.929041 = -531.961589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.673828 sec): 3 clusters Score: Raw -941.175078 + Penalty 599.166323 = -342.008754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.674418 sec): 2 clusters Score: Raw -2692.085295 + Penalty 275.955990 = -2416.129305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.674728 sec): 3 clusters Score: Raw -2707.420901 + Penalty 551.382473 = -2156.038428 nChanged 3 SP:Iteration 1F (9.675033 sec): 3 clusters Score: Raw -2717.296523 + Penalty 552.380095 = -2164.916428 nChanged 1 SP:Iteration 2Q (9.675330 sec): 3 clusters Score: Raw -2719.242746 + Penalty 552.380095 = -2166.862651 nChanged 0 SP:Iteration 3F (9.675633 sec): 3 clusters Score: Raw -2719.242746 + Penalty 552.380095 = -2166.862651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.676239 sec): 2 clusters Score: Raw -3302.813079 + Penalty 297.887167 = -3004.925912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.676566 sec): 3 clusters Score: Raw -3302.473637 + Penalty 588.652733 = -2713.820904 nChanged 9 SP:Iteration 1F (9.676886 sec): 3 clusters Score: Raw -3316.930923 + Penalty 587.743448 = -2729.187475 nChanged 3 SP:Iteration 2Q (9.677203 sec): 3 clusters Score: Raw -3324.228211 + Penalty 587.743448 = -2736.484763 nChanged 0 SP:Iteration 3F (9.677521 sec): 3 clusters Score: Raw -3324.228211 + Penalty 587.743448 = -2736.484763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.677986 sec): 2 clusters Score: Raw -305.224869 + Penalty 143.345216 = -161.879653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.678204 sec): 3 clusters Score: Raw -310.462615 + Penalty 272.808252 = -37.654364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.678675 sec): 2 clusters Score: Raw -452.341324 + Penalty 151.055807 = -301.285518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.678899 sec): 3 clusters Score: Raw -465.606558 + Penalty 290.059068 = -175.547490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.679360 sec): 2 clusters Score: Raw -269.536518 + Penalty 136.268015 = -133.268504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.679576 sec): 3 clusters Score: Raw -267.515350 + Penalty 263.959345 = -3.556005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.680037 sec): 2 clusters Score: Raw -301.243471 + Penalty 197.811953 = -103.431518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.680254 sec): 3 clusters Score: Raw -289.577199 + Penalty 388.888244 = 99.311046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.680728 sec): 2 clusters Score: Raw -580.450562 + Penalty 199.182474 = -381.268088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.680957 sec): 3 clusters Score: Raw -592.522054 + Penalty 393.825177 = -198.696877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.681435 sec): 2 clusters Score: Raw -666.720428 + Penalty 243.713094 = -423.007334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.681664 sec): 3 clusters Score: Raw -674.838248 + Penalty 486.955228 = -187.883020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.682219 sec): 2 clusters Score: Raw -1474.283656 + Penalty 135.334536 = -1338.949120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.682489 sec): 3 clusters Score: Raw -1489.056203 + Penalty 270.003366 = -1219.052837 nChanged 3 SP:Iteration 1F (9.682757 sec): 3 clusters Score: Raw -1491.682290 + Penalty 270.205765 = -1221.476525 nChanged 1 SP:Iteration 2Q (9.683020 sec): 3 clusters Score: Raw -1492.991237 + Penalty 270.205765 = -1222.785471 nChanged 0 SP:Iteration 3F (9.683285 sec): 3 clusters Score: Raw -1492.991237 + Penalty 270.205765 = -1222.785471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.683842 sec): 2 clusters Score: Raw -1928.570830 + Penalty 216.879378 = -1711.691453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.684125 sec): 3 clusters Score: Raw -1939.571007 + Penalty 442.652797 = -1496.918210 nChanged 4 SP:Iteration 1F (9.684405 sec): 3 clusters Score: Raw -1944.419633 + Penalty 450.920697 = -1493.498937 nChanged 3 SP:Iteration 2F (9.684683 sec): 3 clusters Score: Raw -1950.395239 + Penalty 458.639590 = -1491.755649 nChanged 2 SP:Iteration 3F (9.684962 sec): 3 clusters Score: Raw -1954.648032 + Penalty 465.142897 = -1489.505135 nChanged 1 SP:Iteration 4F (9.685240 sec): 3 clusters Score: Raw -1956.417396 + Penalty 468.183000 = -1488.234396 nChanged 1 SP:Iteration 5F (9.685519 sec): 3 clusters Score: Raw -1958.150164 + Penalty 468.183000 = -1489.967164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.685990 sec): 2 clusters Score: Raw -397.156334 + Penalty 136.259699 = -260.896635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.686211 sec): 3 clusters Score: Raw -408.443707 + Penalty 258.460263 = -149.983444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.686670 sec): 2 clusters Score: Raw -171.693686 + Penalty 113.806374 = -57.887313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.686881 sec): 3 clusters Score: Raw -162.379256 + Penalty 231.088362 = 68.709106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 45 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.687367 sec): 2 clusters Score: Raw -751.099767 + Penalty 371.784155 = -379.315612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.687603 sec): 3 clusters Score: Raw -843.987157 + Penalty 743.568311 = -100.418846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.688060 sec): 2 clusters Score: Raw -167.838179 + Penalty 116.281113 = -51.557066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.688255 sec): 2 clusters Score: Raw -167.838179 + Penalty 116.281113 = -51.557066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.688720 sec): 2 clusters Score: Raw -384.295786 + Penalty 211.082154 = -173.213632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.688936 sec): 3 clusters Score: Raw -380.111445 + Penalty 404.314456 = 24.203011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.689547 sec): 2 clusters Score: Raw -2662.804615 + Penalty 286.282273 = -2376.522343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.689892 sec): 3 clusters Score: Raw -2686.607968 + Penalty 572.089269 = -2114.518699 nChanged 8 SP:Iteration 1F (9.690215 sec): 3 clusters Score: Raw -2706.720234 + Penalty 570.335300 = -2136.384934 nChanged 3 SP:Iteration 2Q (9.690527 sec): 3 clusters Score: Raw -2713.629616 + Penalty 570.335300 = -2143.294316 nChanged 0 SP:Iteration 3F (9.690848 sec): 3 clusters Score: Raw -2713.629616 + Penalty 570.335300 = -2143.294316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.691324 sec): 2 clusters Score: Raw -462.464627 + Penalty 118.567958 = -343.896669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.691550 sec): 3 clusters Score: Raw -478.727504 + Penalty 238.475090 = -240.252414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.692043 sec): 2 clusters Score: Raw -904.384860 + Penalty 265.949610 = -638.435251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.692283 sec): 3 clusters Score: Raw -978.282918 + Penalty 532.218966 = -446.063951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.692760 sec): 2 clusters Score: Raw -509.394475 + Penalty 220.353327 = -289.041148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.692984 sec): 3 clusters Score: Raw -532.123689 + Penalty 431.371015 = -100.752675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.693512 sec): 2 clusters Score: Raw -1427.773802 + Penalty 307.725689 = -1120.048113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.693776 sec): 3 clusters Score: Raw -1489.594116 + Penalty 622.194872 = -867.399244 nChanged 1 SP:Iteration 1Q (9.694027 sec): 3 clusters Score: Raw -1495.298023 + Penalty 622.194872 = -873.103151 nChanged 0 SP:Iteration 2F (9.694287 sec): 3 clusters Score: Raw -1495.298023 + Penalty 622.194872 = -873.103151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.694760 sec): 2 clusters Score: Raw -495.171218 + Penalty 235.475771 = -259.695447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.694985 sec): 3 clusters Score: Raw -500.648988 + Penalty 489.739259 = -10.909729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.695448 sec): 2 clusters Score: Raw -306.896383 + Penalty 106.700962 = -200.195422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.695666 sec): 3 clusters Score: Raw -305.768218 + Penalty 207.522830 = -98.245387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.696127 sec): 2 clusters Score: Raw -308.874825 + Penalty 130.645975 = -178.228850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.696344 sec): 3 clusters Score: Raw -312.686258 + Penalty 255.055970 = -57.630288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 56 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.696878 sec): 2 clusters Score: Raw -1619.890031 + Penalty 296.574570 = -1323.315461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.697150 sec): 3 clusters Score: Raw -1675.535959 + Penalty 593.149141 = -1082.386818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.697629 sec): 2 clusters Score: Raw -267.652360 + Penalty 139.700499 = -127.951861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.697845 sec): 3 clusters Score: Raw -266.949817 + Penalty 283.829048 = 16.879230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.698309 sec): 2 clusters Score: Raw -307.966591 + Penalty 142.092743 = -165.873848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.698525 sec): 3 clusters Score: Raw -307.780658 + Penalty 284.881869 = -22.898789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.698989 sec): 2 clusters Score: Raw -396.107054 + Penalty 146.571969 = -249.535085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.699211 sec): 3 clusters Score: Raw -411.027731 + Penalty 284.875626 = -126.152105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.699667 sec): 2 clusters Score: Raw -232.752143 + Penalty 169.278356 = -63.473787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.699879 sec): 3 clusters Score: Raw -227.058458 + Penalty 315.941041 = 88.882583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.700362 sec): 2 clusters Score: Raw -756.301097 + Penalty 299.101801 = -457.199297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.700595 sec): 3 clusters Score: Raw -801.871754 + Penalty 598.235601 = -203.636154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.701070 sec): 2 clusters Score: Raw -562.976263 + Penalty 216.614094 = -346.362170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.701296 sec): 3 clusters Score: Raw -577.752520 + Penalty 408.341350 = -169.411170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.701752 sec): 2 clusters Score: Raw -216.956473 + Penalty 125.919994 = -91.036478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.701966 sec): 3 clusters Score: Raw -212.108789 + Penalty 254.174016 = 42.065227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.702427 sec): 2 clusters Score: Raw -296.901904 + Penalty 179.440410 = -117.461493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.702646 sec): 3 clusters Score: Raw -287.779591 + Penalty 363.456259 = 75.676669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.703127 sec): 2 clusters Score: Raw -650.717248 + Penalty 263.619219 = -387.098029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.703357 sec): 3 clusters Score: Raw -691.756239 + Penalty 517.826263 = -173.929977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.703829 sec): 2 clusters Score: Raw -524.241109 + Penalty 266.829964 = -257.411145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.704052 sec): 3 clusters Score: Raw -528.674357 + Penalty 523.247086 = -5.427270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.704584 sec): 2 clusters Score: Raw -1290.265978 + Penalty 240.131748 = -1050.134230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.704839 sec): 3 clusters Score: Raw -1311.491715 + Penalty 485.179731 = -826.311984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.705288 sec): 2 clusters Score: Raw -51.484651 + Penalty 0.000000 = -51.484651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.705479 sec): 2 clusters Score: Raw -51.484651 + Penalty 0.000000 = -51.484651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.705978 sec): 2 clusters Score: Raw -971.724334 + Penalty 239.119618 = -732.604716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.706229 sec): 3 clusters Score: Raw -995.942670 + Penalty 468.886845 = -527.055825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 71 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.706731 sec): 2 clusters Score: Raw -1048.862303 + Penalty 502.294399 = -546.567904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.706986 sec): 3 clusters Score: Raw -1217.513134 + Penalty 1004.588797 = -212.924336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.707487 sec): 2 clusters Score: Raw -1067.892234 + Penalty 411.212268 = -656.679967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.707740 sec): 3 clusters Score: Raw -1185.284255 + Penalty 823.745545 = -361.538711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.708202 sec): 2 clusters Score: Raw -276.858903 + Penalty 133.217453 = -143.641450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.708417 sec): 3 clusters Score: Raw -272.421596 + Penalty 259.198170 = -13.223427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.708882 sec): 2 clusters Score: Raw -298.016050 + Penalty 122.982552 = -175.033498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.709100 sec): 3 clusters Score: Raw -305.247850 + Penalty 245.965105 = -59.282746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.709579 sec): 2 clusters Score: Raw -627.768550 + Penalty 180.919021 = -446.849530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.709811 sec): 3 clusters Score: Raw -660.837620 + Penalty 360.009036 = -300.828584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.710282 sec): 2 clusters Score: Raw -558.310096 + Penalty 332.018384 = -226.291712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.710506 sec): 3 clusters Score: Raw -567.690935 + Penalty 668.241586 = 100.550651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.710967 sec): 2 clusters Score: Raw -296.481905 + Penalty 185.552302 = -110.929603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.711183 sec): 3 clusters Score: Raw -288.611935 + Penalty 359.212074 = 70.600140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 79 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.711674 sec): 2 clusters Score: Raw -691.170274 + Penalty 338.226963 = -352.943311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.711903 sec): 3 clusters Score: Raw -722.299222 + Penalty 675.757674 = -46.541549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.712397 sec): 2 clusters Score: Raw -945.915036 + Penalty 288.333675 = -657.581361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.712640 sec): 3 clusters Score: Raw -987.494801 + Penalty 571.021825 = -416.472976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.713106 sec): 2 clusters Score: Raw -368.886519 + Penalty 188.288893 = -180.597626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.713325 sec): 3 clusters Score: Raw -376.172989 + Penalty 368.283622 = -7.889367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.713776 sec): 2 clusters Score: Raw -113.929223 + Penalty 70.539424 = -43.389799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.713980 sec): 3 clusters Score: Raw -104.773923 + Penalty 141.078849 = 36.304926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.714462 sec): 2 clusters Score: Raw -673.591938 + Penalty 165.102518 = -508.489421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.714696 sec): 3 clusters Score: Raw -704.359991 + Penalty 326.570701 = -377.789290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.715155 sec): 2 clusters Score: Raw -221.346109 + Penalty 139.000501 = -82.345608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.715365 sec): 3 clusters Score: Raw -218.972969 + Penalty 278.001002 = 59.028033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.715823 sec): 2 clusters Score: Raw -232.115559 + Penalty 142.500031 = -89.615528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.716034 sec): 3 clusters Score: Raw -223.462981 + Penalty 285.000063 = 61.537082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.716494 sec): 2 clusters Score: Raw -245.582587 + Penalty 80.024407 = -165.558179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.716702 sec): 3 clusters Score: Raw -245.071991 + Penalty 127.595084 = -117.476907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.717165 sec): 2 clusters Score: Raw -316.232853 + Penalty 138.862042 = -177.370811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.717383 sec): 3 clusters Score: Raw -314.957418 + Penalty 277.724084 = -37.233334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.717843 sec): 2 clusters Score: Raw -280.727894 + Penalty 146.610703 = -134.117190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.718042 sec): 2 clusters Score: Raw -280.727894 + Penalty 146.610703 = -134.117190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.718505 sec): 2 clusters Score: Raw -51.348559 + Penalty 0.000000 = -51.348559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.718696 sec): 2 clusters Score: Raw -51.348559 + Penalty 0.000000 = -51.348559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.719151 sec): 2 clusters Score: Raw -162.502005 + Penalty 98.442006 = -64.059999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.719362 sec): 3 clusters Score: Raw -157.035208 + Penalty 196.738684 = 39.703476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.719809 sec): 2 clusters Score: Raw -52.452460 + Penalty 0.000000 = -52.452460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.720000 sec): 2 clusters Score: Raw -52.452460 + Penalty 0.000000 = -52.452460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.720463 sec): 2 clusters Score: Raw -310.549421 + Penalty 141.543627 = -169.005794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.720680 sec): 3 clusters Score: Raw -311.337580 + Penalty 275.084203 = -36.253377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.721146 sec): 2 clusters Score: Raw -421.396370 + Penalty 203.636213 = -217.760156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.721366 sec): 3 clusters Score: Raw -408.957563 + Penalty 412.149346 = 3.191784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.721817 sec): 2 clusters Score: Raw -113.348761 + Penalty 80.279931 = -33.068830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.722010 sec): 2 clusters Score: Raw -113.348761 + Penalty 80.279931 = -33.068830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.722460 sec): 2 clusters Score: Raw -111.893633 + Penalty 80.382662 = -31.510971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.722669 sec): 3 clusters Score: Raw -104.762187 + Penalty 160.765323 = 56.003136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.723123 sec): 2 clusters Score: Raw -171.938945 + Penalty 114.557154 = -57.381791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.723333 sec): 3 clusters Score: Raw -163.422670 + Penalty 237.889212 = 74.466541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.723808 sec): 2 clusters Score: Raw -541.192047 + Penalty 183.191834 = -358.000213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.724033 sec): 3 clusters Score: Raw -544.646170 + Penalty 373.608944 = -171.037226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.724496 sec): 2 clusters Score: Raw -315.990838 + Penalty 125.684231 = -190.306607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.724713 sec): 3 clusters Score: Raw -316.623503 + Penalty 262.627588 = -53.995915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.725185 sec): 2 clusters Score: Raw -232.750780 + Penalty 157.314865 = -75.435914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.725399 sec): 3 clusters Score: Raw -226.120796 + Penalty 289.967060 = 63.846264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.725861 sec): 2 clusters Score: Raw -334.667360 + Penalty 184.399876 = -150.267483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.726060 sec): 2 clusters Score: Raw -334.667360 + Penalty 184.399876 = -150.267483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.726512 sec): 2 clusters Score: Raw -114.711148 + Penalty 72.107907 = -42.603241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.726704 sec): 2 clusters Score: Raw -114.711148 + Penalty 72.107907 = -42.603241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.727151 sec): 2 clusters Score: Raw -52.392247 + Penalty 0.000000 = -52.392247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.727341 sec): 2 clusters Score: Raw -52.392247 + Penalty 0.000000 = -52.392247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.727796 sec): 2 clusters Score: Raw -170.705169 + Penalty 124.959740 = -45.745428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.727991 sec): 2 clusters Score: Raw -170.705169 + Penalty 124.959740 = -45.745428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.728457 sec): 2 clusters Score: Raw -332.504161 + Penalty 99.976481 = -232.527679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.728682 sec): 3 clusters Score: Raw -338.134239 + Penalty 200.114510 = -138.019729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.729151 sec): 2 clusters Score: Raw -111.390029 + Penalty 67.898343 = -43.491686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.729368 sec): 2 clusters Score: Raw -111.390029 + Penalty 67.898343 = -43.491686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.729846 sec): 2 clusters Score: Raw -117.085009 + Penalty 90.528007 = -26.557002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.730052 sec): 3 clusters Score: Raw -107.933575 + Penalty 181.056013 = 73.122438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.730517 sec): 2 clusters Score: Raw -53.675741 + Penalty 0.000000 = -53.675741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.730713 sec): 2 clusters Score: Raw -53.675741 + Penalty 0.000000 = -53.675741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.731163 sec): 2 clusters Score: Raw -111.141836 + Penalty 69.800619 = -41.341217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.731356 sec): 2 clusters Score: Raw -111.141836 + Penalty 69.800619 = -41.341217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.731838 sec): 2 clusters Score: Raw -175.378928 + Penalty 130.997186 = -44.381742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.732046 sec): 3 clusters Score: Raw -167.044552 + Penalty 264.711200 = 97.666648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 115 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.732521 sec): 2 clusters Score: Raw -569.762485 + Penalty 214.264073 = -355.498412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.732753 sec): 3 clusters Score: Raw -593.354251 + Penalty 426.635258 = -166.718993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.733215 sec): 2 clusters Score: Raw -361.255985 + Penalty 163.717469 = -197.538516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.733434 sec): 3 clusters Score: Raw -370.151492 + Penalty 331.992928 = -38.158564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.733989 sec): 2 clusters Score: Raw -2065.055694 + Penalty 78.112808 = -1986.942886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.734281 sec): 3 clusters Score: Raw -2055.772190 + Penalty 161.071787 = -1894.700403 nChanged 12 SP:Iteration 1F (9.734566 sec): 3 clusters Score: Raw -2064.984819 + Penalty 175.576390 = -1889.408429 nChanged 4 SP:Iteration 2F (9.734850 sec): 3 clusters Score: Raw -2070.446424 + Penalty 185.584036 = -1884.862388 nChanged 2 SP:Iteration 3F (9.735135 sec): 3 clusters Score: Raw -2072.987196 + Penalty 185.584036 = -1887.403160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.735597 sec): 2 clusters Score: Raw -238.355501 + Penalty 142.810934 = -95.544567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.735812 sec): 3 clusters Score: Raw -226.854591 + Penalty 285.621869 = 58.767278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.736279 sec): 2 clusters Score: Raw -416.807574 + Penalty 140.719294 = -276.088279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.736495 sec): 3 clusters Score: Raw -419.330121 + Penalty 264.459243 = -154.870878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.736943 sec): 2 clusters Score: Raw -51.201729 + Penalty 0.000000 = -51.201729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.737138 sec): 2 clusters Score: Raw -51.201729 + Penalty 0.000000 = -51.201729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.737600 sec): 2 clusters Score: Raw -106.213390 + Penalty 46.890247 = -59.323143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.737798 sec): 2 clusters Score: Raw -106.213390 + Penalty 46.890247 = -59.323143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.738275 sec): 2 clusters Score: Raw -302.931515 + Penalty 216.586775 = -86.344740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.738500 sec): 3 clusters Score: Raw -294.215513 + Penalty 435.613547 = 141.398034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.739001 sec): 2 clusters Score: Raw -212.894370 + Penalty 121.092769 = -91.801602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.739221 sec): 3 clusters Score: Raw -210.323848 + Penalty 242.185537 = 31.861689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.739704 sec): 2 clusters Score: Raw -430.111373 + Penalty 128.294795 = -301.816578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.739934 sec): 3 clusters Score: Raw -443.666446 + Penalty 270.281698 = -173.384748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.740411 sec): 2 clusters Score: Raw -374.760613 + Penalty 164.614788 = -210.145825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.740630 sec): 3 clusters Score: Raw -373.601874 + Penalty 308.479055 = -65.122819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.741101 sec): 2 clusters Score: Raw -301.115553 + Penalty 215.630954 = -85.484600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.741324 sec): 3 clusters Score: Raw -292.922652 + Penalty 441.211685 = 148.289033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.741790 sec): 2 clusters Score: Raw -159.335878 + Penalty 73.013404 = -86.322474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.741989 sec): 2 clusters Score: Raw -159.335878 + Penalty 73.013404 = -86.322474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.742454 sec): 2 clusters Score: Raw -156.871764 + Penalty 68.903397 = -87.968367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.742673 sec): 3 clusters Score: Raw -150.875037 + Penalty 135.121875 = -15.753162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.743149 sec): 2 clusters Score: Raw -350.932634 + Penalty 196.191415 = -154.741219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.743370 sec): 3 clusters Score: Raw -347.063350 + Penalty 399.346014 = 52.282664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.743843 sec): 2 clusters Score: Raw -350.240125 + Penalty 241.972763 = -108.267362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.744064 sec): 3 clusters Score: Raw -351.945838 + Penalty 495.194131 = 143.248292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.744531 sec): 2 clusters Score: Raw -172.197877 + Penalty 126.770369 = -45.427508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.744744 sec): 3 clusters Score: Raw -162.688439 + Penalty 264.550521 = 101.862082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.745200 sec): 2 clusters Score: Raw -53.852137 + Penalty 0.000000 = -53.852137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.745393 sec): 2 clusters Score: Raw -53.852137 + Penalty 0.000000 = -53.852137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.745885 sec): 2 clusters Score: Raw -114.221073 + Penalty 88.871933 = -25.349139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.746083 sec): 2 clusters Score: Raw -114.221073 + Penalty 88.871933 = -25.349139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.746542 sec): 2 clusters Score: Raw -52.401765 + Penalty 0.000000 = -52.401765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.746737 sec): 2 clusters Score: Raw -52.401765 + Penalty 0.000000 = -52.401765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.747198 sec): 2 clusters Score: Raw -111.847999 + Penalty 71.515207 = -40.332791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.747395 sec): 2 clusters Score: Raw -111.847999 + Penalty 71.515207 = -40.332791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.747848 sec): 2 clusters Score: Raw -51.005792 + Penalty 0.000000 = -51.005792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.748039 sec): 2 clusters Score: Raw -51.005792 + Penalty 0.000000 = -51.005792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.748515 sec): 2 clusters Score: Raw -407.653581 + Penalty 127.790348 = -279.863233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.748742 sec): 3 clusters Score: Raw -416.422796 + Penalty 255.580696 = -160.842100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.749211 sec): 2 clusters Score: Raw -223.168261 + Penalty 135.033288 = -88.134973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.749429 sec): 3 clusters Score: Raw -217.127349 + Penalty 277.242656 = 60.115306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.749899 sec): 2 clusters Score: Raw -231.988317 + Penalty 148.887967 = -83.100350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.750098 sec): 2 clusters Score: Raw -231.988317 + Penalty 148.887967 = -83.100350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.750554 sec): 2 clusters Score: Raw -52.953895 + Penalty 0.000000 = -52.953895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.750750 sec): 2 clusters Score: Raw -52.953895 + Penalty 0.000000 = -52.953895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.751209 sec): 2 clusters Score: Raw -111.814550 + Penalty 69.034843 = -42.779707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.751419 sec): 3 clusters Score: Raw -103.619590 + Penalty 138.069686 = 34.450096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.751883 sec): 2 clusters Score: Raw -160.478716 + Penalty 87.107731 = -73.370985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.752082 sec): 2 clusters Score: Raw -160.478716 + Penalty 87.107731 = -73.370985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.752577 sec): 2 clusters Score: Raw -116.792262 + Penalty 86.253131 = -30.539131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.752775 sec): 2 clusters Score: Raw -116.792262 + Penalty 86.253131 = -30.539131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.753246 sec): 2 clusters Score: Raw -271.416377 + Penalty 123.587403 = -147.828974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.753466 sec): 3 clusters Score: Raw -268.274283 + Penalty 246.014398 = -22.259886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.753931 sec): 2 clusters Score: Raw -179.439350 + Penalty 134.966460 = -44.472890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.754131 sec): 2 clusters Score: Raw -179.439350 + Penalty 134.966460 = -44.472890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.754600 sec): 2 clusters Score: Raw -237.461499 + Penalty 147.485151 = -89.976349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.754817 sec): 3 clusters Score: Raw -227.284734 + Penalty 294.970301 = 67.685567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.755275 sec): 2 clusters Score: Raw -53.290492 + Penalty 0.000000 = -53.290492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.755470 sec): 2 clusters Score: Raw -53.290492 + Penalty 0.000000 = -53.290492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.755930 sec): 2 clusters Score: Raw -109.084977 + Penalty 59.709128 = -49.375849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.756139 sec): 3 clusters Score: Raw -101.323911 + Penalty 119.418256 = 18.094345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.756604 sec): 2 clusters Score: Raw -169.241342 + Penalty 116.151771 = -53.089571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.756819 sec): 3 clusters Score: Raw -160.858808 + Penalty 221.220703 = 60.361895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.757279 sec): 2 clusters Score: Raw -117.552423 + Penalty 87.176267 = -30.376155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.757487 sec): 3 clusters Score: Raw -106.726922 + Penalty 174.352535 = 67.625612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.757947 sec): 2 clusters Score: Raw -109.257672 + Penalty 56.523672 = -52.733999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.758157 sec): 3 clusters Score: Raw -101.774600 + Penalty 113.047344 = 11.272744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.758613 sec): 2 clusters Score: Raw -52.507753 + Penalty 0.000000 = -52.507753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.758808 sec): 2 clusters Score: Raw -52.507753 + Penalty 0.000000 = -52.507753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.759308 sec): 2 clusters Score: Raw -233.525691 + Penalty 136.285956 = -97.239735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.759523 sec): 3 clusters Score: Raw -223.200566 + Penalty 287.294882 = 64.094316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.759981 sec): 2 clusters Score: Raw -52.760110 + Penalty 0.000000 = -52.760110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.760176 sec): 2 clusters Score: Raw -52.760110 + Penalty 0.000000 = -52.760110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.760636 sec): 2 clusters Score: Raw -108.713345 + Penalty 68.662302 = -40.051043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.760847 sec): 3 clusters Score: Raw -101.537645 + Penalty 137.324604 = 35.786959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.761303 sec): 2 clusters Score: Raw -51.785895 + Penalty 0.000000 = -51.785895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.761497 sec): 2 clusters Score: Raw -51.785895 + Penalty 0.000000 = -51.785895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.761955 sec): 2 clusters Score: Raw -112.648594 + Penalty 65.840783 = -46.807811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.762152 sec): 2 clusters Score: Raw -112.648594 + Penalty 65.840783 = -46.807811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.762615 sec): 2 clusters Score: Raw -52.302499 + Penalty 0.000000 = -52.302499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.762809 sec): 2 clusters Score: Raw -52.302499 + Penalty 0.000000 = -52.302499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.763260 sec): 2 clusters Score: Raw -53.984056 + Penalty 0.000000 = -53.984056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.763454 sec): 2 clusters Score: Raw -53.984056 + Penalty 0.000000 = -53.984056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.763894 sec): 2 clusters Score: Raw -44.188885 + Penalty 0.000000 = -44.188885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.764076 sec): 2 clusters Score: Raw -44.188885 + Penalty 0.000000 = -44.188885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.764525 sec): 2 clusters Score: Raw -54.025683 + Penalty 0.000000 = -54.025683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.764718 sec): 2 clusters Score: Raw -54.025683 + Penalty 0.000000 = -54.025683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.765170 sec): 2 clusters Score: Raw -52.782298 + Penalty 0.000000 = -52.782298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.765362 sec): 2 clusters Score: Raw -52.782298 + Penalty 0.000000 = -52.782298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.765836 sec): 2 clusters Score: Raw -52.423739 + Penalty 0.000000 = -52.423739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.766024 sec): 2 clusters Score: Raw -52.423739 + Penalty 0.000000 = -52.423739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.766470 sec): 2 clusters Score: Raw -52.985885 + Penalty 0.000000 = -52.985885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.766660 sec): 2 clusters Score: Raw -52.985885 + Penalty 0.000000 = -52.985885 nChanged 0 Deleting Class 111 (1 points): Lose 9.890580 but Gain 1317.924421 Iteration 20F (11.035398 sec): 158 clusters Score: Raw -755714.138487 + Penalty 134790.319386 = -620923.819100 nChanged 114 Deleting Class 77 (9 points): Lose 172.435423 but Gain 1476.681529 Iteration 21Q (11.126227 sec): 157 clusters Score: Raw -755632.984114 + Penalty 133429.708159 = -622203.275955 nChanged 84 Deleting Class 177 (1 points): Lose 1.247710 but Gain 1249.662668 Iteration 22Q (11.214079 sec): 156 clusters Score: Raw -755719.725440 + Penalty 132182.986746 = -623536.738694 nChanged 67 Deleting Class 125 (5 points): Lose 72.781277 but Gain 1315.094214 Iteration 23Q (11.301268 sec): 155 clusters Score: Raw -755681.994199 + Penalty 130991.643218 = -624690.350981 nChanged 69 Deleting Class 110 (2 points): Lose 36.574509 but Gain 1276.311421 Iteration 24Q (11.387799 sec): 154 clusters Score: Raw -755688.953562 + Penalty 129741.312792 = -625947.640771 nChanged 67 Deleting Class 173 (1 points): Lose 7.564289 but Gain 1246.170950 Iteration 25Q (11.473402 sec): 153 clusters Score: Raw -755729.075035 + Penalty 128541.609842 = -627187.465193 nChanged 68 Deleting Class 129 (5 points): Lose 97.506826 but Gain 1309.290556 Iteration 26Q (11.559370 sec): 152 clusters Score: Raw -755686.681085 + Penalty 127534.129048 = -628152.552037 nChanged 62 Deleting Class 140 (2 points): Lose 45.050353 but Gain 1252.963228 Iteration 27Q (11.643926 sec): 151 clusters Score: Raw -755737.436139 + Penalty 126302.629792 = -629434.806346 nChanged 45 Deleting Class 160 (2 points): Lose 27.114517 but Gain 1229.056838 Iteration 28Q (11.727214 sec): 150 clusters Score: Raw -755767.668670 + Penalty 125099.375054 = -630668.293617 nChanged 35 Deleting Class 151 (2 points): Lose 23.245237 but Gain 1216.041978 Iteration 29Q (11.820236 sec): 149 clusters Score: Raw -755761.870993 + Penalty 123897.173838 = -631864.697156 nChanged 23 Deleting Class 38 (6 points): Lose 64.636238 but Gain 1252.235287 Iteration 30F (13.004993 sec): 148 clusters Score: Raw -755714.360239 + Penalty 122632.497273 = -633081.862966 nChanged 26 Deleting Class 157 (1 points): Lose 1.318756 but Gain 1174.568187 Iteration 31Q (13.088123 sec): 147 clusters Score: Raw -755745.975783 + Penalty 121433.261506 = -634312.714277 nChanged 28 Deleting Class 154 (3 points): Lose 34.335174 but Gain 1200.550861 Iteration 32Q (13.170667 sec): 146 clusters Score: Raw -755749.220460 + Penalty 120243.886987 = -635505.333473 nChanged 21 Deleting Class 79 (13 points): Lose 172.072465 but Gain 1326.352489 Iteration 33Q (13.252539 sec): 145 clusters Score: Raw -755593.854062 + Penalty 119026.341906 = -636567.512156 nChanged 35 Deleting Class 138 (1 points): Lose 27.183215 but Gain 1177.025974 Iteration 34Q (13.335647 sec): 144 clusters Score: Raw -755643.362104 + Penalty 117854.059828 = -637789.302276 nChanged 21 Deleting Class 163 (1 points): Lose 9.250240 but Gain 1149.239303 Iteration 35Q (13.415688 sec): 143 clusters Score: Raw -755648.658961 + Penalty 116714.509096 = -638934.149865 nChanged 31 Deleting Class 133 (6 points): Lose 182.387429 but Gain 1319.732566 Iteration 36Q (13.496220 sec): 142 clusters Score: Raw -755480.872522 + Penalty 115708.387174 = -639772.485348 nChanged 25 Deleting Class 45 (14 points): Lose 241.056607 but Gain 1376.706020 Iteration 37Q (13.575065 sec): 141 clusters Score: Raw -755372.231859 + Penalty 115905.056953 = -639467.174906 nChanged 33 Deleting Class 106 (1 points): Lose 32.722932 but Gain 1163.678132 Iteration 38F (14.691932 sec): 140 clusters Score: Raw -755412.766425 + Penalty 114793.313364 = -640619.453060 nChanged 29 Deleting Class 66 (9 points): Lose 63.171425 but Gain 1186.750186 Iteration 39Q (14.771225 sec): 139 clusters Score: Raw -755388.836374 + Penalty 113628.858969 = -641759.977405 nChanged 28 Deleting Class 179 (1 points): Lose 11.490829 but Gain 1132.653919 Iteration 40F (15.874141 sec): 138 clusters Score: Raw -755406.146055 + Penalty 112498.238775 = -642907.907280 nChanged 18 Deleting Class 147 (2 points): Lose 46.220015 but Gain 1161.818279 Iteration 41Q (15.952719 sec): 137 clusters Score: Raw -755385.383454 + Penalty 111497.413790 = -643887.969665 nChanged 27 Deleting Class 99 (2 points): Lose 30.050709 but Gain 1133.277014 Iteration 42Q (16.030408 sec): 136 clusters Score: Raw -755410.654250 + Penalty 110375.918012 = -645034.736239 nChanged 23 Deleting Class 114 (3 points): Lose 63.620176 but Gain 1165.243457 Iteration 43Q (16.108698 sec): 135 clusters Score: Raw -755359.124807 + Penalty 109287.445629 = -646071.679178 nChanged 16 Deleting Class 141 (2 points): Lose 44.310108 but Gain 1146.288743 Iteration 44Q (16.186725 sec): 134 clusters Score: Raw -755354.303051 + Penalty 108152.704881 = -647201.598170 nChanged 14 Deleting Class 97 (3 points): Lose 32.289949 but Gain 1132.103745 Iteration 45Q (16.263446 sec): 133 clusters Score: Raw -755337.913408 + Penalty 107114.757487 = -648223.155922 nChanged 17 Deleting Class 137 (3 points): Lose 33.778096 but Gain 1127.645164 Iteration 46Q (16.339417 sec): 132 clusters Score: Raw -755336.325332 + Penalty 106000.032620 = -649336.292712 nChanged 19 Deleting Class 22 (19 points): Lose 190.880898 but Gain 1270.102560 Iteration 47Q (16.415013 sec): 131 clusters Score: Raw -755162.081718 + Penalty 104850.046420 = -650312.035298 nChanged 38 Deleting Class 78 (5 points): Lose 54.149954 but Gain 1126.655857 Iteration 48Q (16.491849 sec): 130 clusters Score: Raw -755210.768681 + Penalty 103774.616589 = -651436.152091 nChanged 24 Deleting Class 105 (3 points): Lose 69.563605 but Gain 1141.889941 Iteration 49Q (16.567795 sec): 129 clusters Score: Raw -755194.885450 + Penalty 102757.014098 = -652437.871351 nChanged 14 Deleting Class 60 (4 points): Lose 128.041871 but Gain 1193.287621 Iteration 50F (17.596428 sec): 128 clusters Score: Raw -755156.297402 + Penalty 101430.631768 = -653725.665635 nChanged 10 Deleting Class 107 (3 points): Lose 50.599699 but Gain 1111.539296 Iteration 51Q (17.670933 sec): 127 clusters Score: Raw -755142.942360 + Penalty 100470.984655 = -654671.957705 nChanged 11 Deleting Class 146 (5 points): Lose 69.772553 but Gain 1127.923058 Iteration 52Q (17.745819 sec): 126 clusters Score: Raw -755127.113405 + Penalty 99370.651367 = -655756.462038 nChanged 13 Deleting Class 181 (1 points): Lose 2.613173 but Gain 1060.434740 Iteration 53Q (17.820465 sec): 125 clusters Score: Raw -755174.026901 + Penalty 98331.317578 = -656842.709324 nChanged 7 Deleting Class 172 (1 points): Lose 51.762988 but Gain 1098.058351 Iteration 54Q (17.894445 sec): 124 clusters Score: Raw -755131.811546 + Penalty 97049.212597 = -658082.598948 nChanged 4 Deleting Class 167 (2 points): Lose 38.171145 but Gain 1082.432301 Iteration 55Q (17.966939 sec): 123 clusters Score: Raw -755097.086106 + Penalty 96009.146117 = -659087.939989 nChanged 8 Deleting Class 46 (4 points): Lose 51.055455 but Gain 1087.298748 Iteration 56Q (18.039983 sec): 122 clusters Score: Raw -755070.790256 + Penalty 95043.846808 = -660026.943448 nChanged 9 Deleting Class 113 (3 points): Lose 22.401200 but Gain 1071.447522 Iteration 57Q (18.113271 sec): 121 clusters Score: Raw -755085.995064 + Penalty 93986.312888 = -661099.682176 nChanged 10 Deleting Class 64 (5 points): Lose 54.799537 but Gain 1089.545032 Iteration 58Q (18.185438 sec): 120 clusters Score: Raw -755042.660272 + Penalty 92924.144805 = -662118.515467 nChanged 7 Deleting Class 103 (4 points): Lose 75.663449 but Gain 1108.953831 Iteration 59Q (18.258269 sec): 119 clusters Score: Raw -754977.999318 + Penalty 91938.623252 = -663039.376066 nChanged 4 Deleting Class 72 (24 points): Lose 257.399651 but Gain 1291.590508 Iteration 60F (19.208204 sec): 118 clusters Score: Raw -754776.037424 + Penalty 90883.686850 = -663892.350574 nChanged 24 Deleting Class 17 (30 points): Lose 212.864032 but Gain 1229.998668 Iteration 61Q (19.281900 sec): 117 clusters Score: Raw -754693.684271 + Penalty 89762.834454 = -664930.849817 nChanged 38 Deleting Class 91 (1 points): Lose 5.665943 but Gain 1018.334502 Iteration 62Q (19.355471 sec): 116 clusters Score: Raw -754825.546793 + Penalty 88777.598683 = -666047.948109 nChanged 9 Deleting Class 159 (4 points): Lose 39.996211 but Gain 1046.910354 Iteration 63Q (19.427131 sec): 115 clusters Score: Raw -754805.130041 + Penalty 87799.445949 = -667005.684093 nChanged 14 Deleting Class 168 (5 points): Lose 64.490500 but Gain 1065.957279 Iteration 64Q (19.498945 sec): 114 clusters Score: Raw -754765.061447 + Penalty 86785.123199 = -667979.938248 nChanged 17 Deleting Class 132 (6 points): Lose 74.931898 but Gain 1070.038612 Iteration 65Q (19.570829 sec): 113 clusters Score: Raw -754713.472630 + Penalty 85755.652714 = -668957.819916 nChanged 17 Deleting Class 142 (2 points): Lose 17.452879 but Gain 1008.258982 Iteration 66Q (19.642765 sec): 112 clusters Score: Raw -754737.573463 + Penalty 84765.346220 = -669972.227243 nChanged 16 Deleting Class 100 (3 points): Lose 32.009031 but Gain 1019.006427 Iteration 67Q (19.713796 sec): 111 clusters Score: Raw -754717.962050 + Penalty 83811.127319 = -670906.834731 nChanged 16 Deleting Class 82 (2 points): Lose 12.764471 but Gain 994.501883 Iteration 68Q (19.784965 sec): 110 clusters Score: Raw -754739.419635 + Penalty 82877.167142 = -671862.252493 nChanged 19 Deleting Class 44 (3 points): Lose 30.793627 but Gain 1012.328099 Iteration 69Q (19.855428 sec): 109 clusters Score: Raw -754751.724108 + Penalty 81863.635927 = -672888.088181 nChanged 21 Deleting Class 120 (4 points): Lose 30.651424 but Gain 1006.711809 Iteration 70F (20.728592 sec): 108 clusters Score: Raw -754740.912376 + Penalty 80863.736683 = -673877.175693 nChanged 14 Deleting Class 61 (14 points): Lose 152.625488 but Gain 1126.362999 Iteration 71Q (20.799305 sec): 107 clusters Score: Raw -754602.699301 + Penalty 79822.430254 = -674780.269047 nChanged 25 Deleting Class 85 (5 points): Lose 58.986675 but Gain 1043.520299 Iteration 72Q (20.870448 sec): 106 clusters Score: Raw -754601.889488 + Penalty 78800.532637 = -675801.356851 nChanged 12 Deleting Class 155 (4 points): Lose 67.477348 but Gain 1039.661588 Iteration 73Q (20.941305 sec): 105 clusters Score: Raw -754547.698539 + Penalty 77773.286196 = -676774.412343 nChanged 10 Deleting Class 180 (1 points): Lose 7.703965 but Gain 978.758048 Iteration 74Q (21.011912 sec): 104 clusters Score: Raw -754555.543814 + Penalty 76802.184194 = -677753.359620 nChanged 6 Deleting Class 53 (9 points): Lose 81.610323 but Gain 1047.299601 Iteration 75Q (21.082598 sec): 103 clusters Score: Raw -754480.844908 + Penalty 75779.656880 = -678701.188028 nChanged 15 Deleting Class 96 (7 points): Lose 64.810028 but Gain 1022.660280 Iteration 76Q (21.152902 sec): 102 clusters Score: Raw -754434.904012 + Penalty 74767.961640 = -679666.942372 nChanged 10 Deleting Class 149 (2 points): Lose 20.908277 but Gain 973.289500 Iteration 77Q (21.222105 sec): 101 clusters Score: Raw -754431.945988 + Penalty 73797.061567 = -680634.884421 nChanged 2 Deleting Class 65 (16 points): Lose 92.482253 but Gain 1044.205744 Iteration 78Q (21.291298 sec): 100 clusters Score: Raw -754343.143220 + Penalty 72809.287010 = -681533.856210 nChanged 16 Deleting Class 109 (2 points): Lose 11.601532 but Gain 957.266529 Iteration 79Q (21.360163 sec): 99 clusters Score: Raw -754376.139171 + Penalty 71861.586305 = -682514.552866 nChanged 3 Deleting Class 104 (6 points): Lose 63.973292 but Gain 1005.726923 Iteration 80F (22.152286 sec): 98 clusters Score: Raw -754318.084068 + Penalty 70882.818416 = -683435.265651 nChanged 6 Deleting Class 69 (1 points): Lose 19.185406 but Gain 941.409030 Iteration 81Q (22.220146 sec): 97 clusters Score: Raw -754312.521643 + Penalty 69942.786776 = -684369.734866 nChanged 3 Deleting Class 145 (4 points): Lose 46.534805 but Gain 951.885133 Iteration 82Q (22.287970 sec): 96 clusters Score: Raw -754270.603846 + Penalty 68999.760149 = -685270.843698 nChanged 5 Deleting Class 47 (7 points): Lose 160.883849 but Gain 1060.053765 Iteration 83Q (22.354939 sec): 95 clusters Score: Raw -754117.471891 + Penalty 67958.722375 = -686158.749516 nChanged 7 Deleting Class 93 (1 points): Lose 3.628951 but Gain 899.943164 Iteration 84Q (22.421607 sec): 94 clusters Score: Raw -754179.305172 + Penalty 67060.076749 = -687119.228423 nChanged 1 Deleting Class 40 (12 points): Lose 65.913392 but Gain 958.446649 Iteration 85Q (22.488456 sec): 93 clusters Score: Raw -754115.618353 + Penalty 66113.127066 = -688002.491287 nChanged 12 Deleting Class 80 (19 points): Lose 99.205161 but Gain 994.439291 Iteration 86Q (22.556190 sec): 92 clusters Score: Raw -754033.547479 + Penalty 65172.632717 = -688860.914762 nChanged 20 Deleting Class 169 (1 points): Lose 10.219947 but Gain 901.822714 Iteration 87Q (22.623061 sec): 91 clusters Score: Raw -754053.837416 + Penalty 64287.075012 = -689766.762404 nChanged 4 Deleting Class 92 (4 points): Lose 56.221837 but Gain 943.068356 Iteration 88Q (22.689065 sec): 90 clusters Score: Raw -754004.234906 + Penalty 63367.159409 = -690637.075497 nChanged 6 Deleting Class 84 (4 points): Lose 96.807784 but Gain 979.851064 Iteration 89Q (22.755349 sec): 89 clusters Score: Raw -753923.344428 + Penalty 62339.912804 = -691583.431625 nChanged 8 Deleting Class 51 (10 points): Lose 59.240761 but Gain 935.196950 Iteration 90F (23.467049 sec): 88 clusters Score: Raw -753884.113156 + Penalty 61502.290463 = -692381.822693 nChanged 13 Deleting Class 150 (6 points): Lose 90.288940 but Gain 960.310784 Iteration 91Q (23.534826 sec): 87 clusters Score: Raw -753838.222392 + Penalty 60581.743231 = -693256.479161 nChanged 11 Deleting Class 63 (4 points): Lose 18.049919 but Gain 887.643132 Iteration 92Q (23.601302 sec): 86 clusters Score: Raw -753849.940143 + Penalty 59704.150081 = -694145.790063 nChanged 6 Deleting Class 89 (7 points): Lose 76.091663 but Gain 944.298171 Iteration 93Q (23.667725 sec): 85 clusters Score: Raw -753779.918476 + Penalty 58775.847302 = -695004.071175 nChanged 11 Deleting Class 164 (4 points): Lose 104.686342 but Gain 960.715522 Iteration 94Q (23.733997 sec): 84 clusters Score: Raw -753692.003975 + Penalty 57879.093230 = -695812.910744 nChanged 12 Deleting Class 115 (12 points): Lose 69.160099 but Gain 902.698738 Iteration 95Q (23.799874 sec): 83 clusters Score: Raw -753688.202768 + Penalty 57067.388167 = -696620.814601 nChanged 22 Deleting Class 62 (10 points): Lose 88.299082 but Gain 919.327349 Iteration 96Q (23.866704 sec): 82 clusters Score: Raw -753652.484095 + Penalty 56160.399797 = -697492.084299 nChanged 16 Deleting Class 81 (7 points): Lose 119.215557 but Gain 945.586097 Iteration 97Q (23.932246 sec): 81 clusters Score: Raw -753555.903490 + Penalty 55262.954921 = -698292.948569 nChanged 16 Deleting Class 158 (2 points): Lose 19.704773 but Gain 841.810669 Iteration 98Q (23.997241 sec): 80 clusters Score: Raw -753586.258000 + Penalty 54442.337950 = -699143.920050 nChanged 8 Deleting Class 123 (1 points): Lose 14.925216 but Gain 832.428991 Iteration 99Q (24.062211 sec): 79 clusters Score: Raw -753584.651785 + Penalty 53608.521119 = -699976.130666 nChanged 5 Deleting Class 171 (2 points): Lose 110.901431 but Gain 928.257967 Iteration 100F (24.692166 sec): 78 clusters Score: Raw -753481.108506 + Penalty 52499.622541 = -700981.485965 nChanged 3 Deleting Class 57 (5 points): Lose 40.631950 but Gain 848.248089 Iteration 101Q (24.756485 sec): 77 clusters Score: Raw -753444.116910 + Penalty 51655.526601 = -701788.590309 nChanged 5 Deleting Class 58 (7 points): Lose 57.148825 but Gain 863.189803 Iteration 102Q (24.820955 sec): 76 clusters Score: Raw -753394.290012 + Penalty 50765.447789 = -702628.842223 nChanged 9 Deleting Class 126 (4 points): Lose 52.861935 but Gain 853.614751 Iteration 103Q (24.885574 sec): 75 clusters Score: Raw -753359.200016 + Penalty 49945.691622 = -703413.508394 nChanged 9 Deleting Class 71 (22 points): Lose 787.866334 but Gain 1588.007409 Iteration 104Q (24.949318 sec): 74 clusters Score: Raw -752590.479533 + Penalty 48807.129955 = -703783.349578 nChanged 25 Deleting Class 50 (17 points): Lose 138.830432 but Gain 920.492443 Iteration 105Q (25.013240 sec): 73 clusters Score: Raw -752533.338264 + Penalty 47940.135911 = -704593.202353 nChanged 26 Deleting Class 161 (2 points): Lose 16.436377 but Gain 796.900440 Iteration 106Q (25.077571 sec): 72 clusters Score: Raw -752579.544274 + Penalty 47173.090131 = -705406.454143 nChanged 12 Deleting Class 73 (5 points): Lose 29.772349 but Gain 808.883648 Iteration 107Q (25.140912 sec): 71 clusters Score: Raw -752565.201862 + Penalty 46401.073020 = -706164.128842 nChanged 15 Deleting Class 25 (13 points): Lose 80.627218 but Gain 859.159148 Iteration 108Q (25.203887 sec): 70 clusters Score: Raw -752505.825492 + Penalty 45538.607995 = -706967.217498 nChanged 19 Deleting Class 37 (6 points): Lose 68.159305 but Gain 844.060635 Iteration 109Q (25.266858 sec): 69 clusters Score: Raw -752470.049429 + Penalty 44736.360592 = -707733.688838 nChanged 15 Deleting Class 143 (1 points): Lose 12.818916 but Gain 782.764474 Iteration 110F (25.818685 sec): 68 clusters Score: Raw -752472.326774 + Penalty 43972.361017 = -708499.965757 nChanged 6 Deleting Class 30 (4 points): Lose 80.191612 but Gain 840.028062 Iteration 111Q (25.880739 sec): 67 clusters Score: Raw -752397.521322 + Penalty 43142.302243 = -709255.219079 nChanged 8 Deleting Class 88 (7 points): Lose 55.441133 but Gain 812.804848 Iteration 112Q (25.942341 sec): 66 clusters Score: Raw -752366.721066 + Penalty 42347.240113 = -710019.480954 nChanged 11 Deleting Class 35 (9 points): Lose 106.643398 but Gain 858.438517 Iteration 113Q (26.004461 sec): 65 clusters Score: Raw -752278.056324 + Penalty 41510.730867 = -710767.325458 nChanged 10 Deleting Class 101 (11 points): Lose 66.500690 but Gain 810.445695 Iteration 114Q (26.066592 sec): 64 clusters Score: Raw -752263.762090 + Penalty 40714.496919 = -711549.265171 nChanged 16 Deleting Class 94 (6 points): Lose 29.713016 but Gain 771.986616 Iteration 115Q (26.128670 sec): 63 clusters Score: Raw -752262.627915 + Penalty 39947.915041 = -712314.712875 nChanged 10 Deleting Class 39 (12 points): Lose 91.072729 but Gain 818.103612 Iteration 116Q (26.189678 sec): 62 clusters Score: Raw -752182.109565 + Penalty 39166.819300 = -713015.290265 nChanged 13 Deleting Class 52 (36 points): Lose 211.240954 but Gain 939.057942 Iteration 117Q (26.250694 sec): 61 clusters Score: Raw -752004.017213 + Penalty 38336.078714 = -713667.938499 nChanged 38 Deleting Class 56 (36 points): Lose 134.245494 but Gain 860.647638 Iteration 118Q (26.312384 sec): 60 clusters Score: Raw -751989.977573 + Penalty 37504.708577 = -714485.268996 nChanged 44 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -751989.977573 + Penalty 37504.708577 = -714485.268996Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.347224 sec): 2 clusters Score: Raw -29608.667180 + Penalty 186.698312 = -29421.968868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.348540 sec): 3 clusters Score: Raw -29225.626373 + Penalty 395.662022 = -28829.964352 nChanged 253 SP:Iteration 1F (26.349843 sec): 3 clusters Score: Raw -29447.269862 + Penalty 406.065353 = -29041.204509 nChanged 85 SP:Iteration 2F (26.351151 sec): 3 clusters Score: Raw -29511.470101 + Penalty 412.924140 = -29098.545961 nChanged 41 SP:Iteration 3F (26.352444 sec): 3 clusters Score: Raw -29551.500843 + Penalty 424.283665 = -29127.217178 nChanged 33 SP:Iteration 4F (26.353732 sec): 3 clusters Score: Raw -29596.044372 + Penalty 430.248270 = -29165.796102 nChanged 19 SP:Iteration 5Q (26.354995 sec): 3 clusters Score: Raw -29608.326912 + Penalty 435.333852 = -29172.993060 nChanged 6 SP:Iteration 6Q (26.356186 sec): 3 clusters Score: Raw -29611.900653 + Penalty 438.433752 = -29173.466902 nChanged 2 SP:Iteration 7Q (26.357362 sec): 3 clusters Score: Raw -29612.995367 + Penalty 440.825139 = -29172.170228 nChanged 2 SP:Iteration 8F (26.358663 sec): 3 clusters Score: Raw -29614.183011 + Penalty 443.312586 = -29170.870425 nChanged 3 SP:Iteration 9F (26.359963 sec): 3 clusters Score: Raw -29616.207809 + Penalty 448.929407 = -29167.278402 nChanged 5 SP:Iteration 10F (26.361253 sec): 3 clusters Score: Raw -29622.695843 + Penalty 451.309398 = -29171.386445 nChanged 6 SP:Iteration 11Q (26.362410 sec): 3 clusters Score: Raw -29624.975227 + Penalty 451.846358 = -29173.128869 nChanged 2 SP:Iteration 12Q (26.363563 sec): 3 clusters Score: Raw -29625.615848 + Penalty 451.449464 = -29174.166384 nChanged 1 SP:Iteration 13Q (26.364716 sec): 3 clusters Score: Raw -29625.989148 + Penalty 451.449464 = -29174.539684 nChanged 0 SP:Iteration 14F (26.366003 sec): 3 clusters Score: Raw -29625.989148 + Penalty 451.449464 = -29174.539684 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (2149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.376106 sec): 2 clusters Score: Raw -100407.091504 + Penalty 180.622057 = -100226.469447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.380415 sec): 3 clusters Score: Raw -99041.984201 + Penalty 365.972743 = -98676.011458 nChanged 980 SP:Iteration 1F (26.384329 sec): 3 clusters Score: Raw -99700.632640 + Penalty 367.050572 = -99333.582068 nChanged 261 SP:Iteration 2F (26.388237 sec): 3 clusters Score: Raw -99806.730837 + Penalty 365.734708 = -99440.996129 nChanged 114 SP:Iteration 3F (26.392157 sec): 3 clusters Score: Raw -99850.545232 + Penalty 366.983972 = -99483.561260 nChanged 90 SP:Iteration 4Q (26.396068 sec): 3 clusters Score: Raw -99888.402579 + Penalty 368.703621 = -99519.698958 nChanged 79 SP:Iteration 5Q (26.399973 sec): 3 clusters Score: Raw -99930.332255 + Penalty 369.599793 = -99560.732462 nChanged 75 SP:Iteration 6Q (26.403872 sec): 3 clusters Score: Raw -99991.101294 + Penalty 370.202487 = -99620.898807 nChanged 92 SP:Iteration 7Q (26.407806 sec): 3 clusters Score: Raw -100097.256266 + Penalty 379.245724 = -99718.010542 nChanged 95 SP:Iteration 8Q (26.411711 sec): 3 clusters Score: Raw -100218.984080 + Penalty 390.412740 = -99828.571340 nChanged 66 SP:Iteration 9Q (26.415480 sec): 3 clusters Score: Raw -100288.806694 + Penalty 396.396018 = -99892.410676 nChanged 37 SP:Iteration 10F (26.419369 sec): 3 clusters Score: Raw -100327.879163 + Penalty 401.335993 = -99926.543169 nChanged 23 SP:Iteration 11Q (26.422772 sec): 3 clusters Score: Raw -100349.567818 + Penalty 413.018920 = -99936.548897 nChanged 24 SP:Iteration 12Q (26.426129 sec): 3 clusters Score: Raw -100370.615880 + Penalty 427.229380 = -99943.386499 nChanged 17 SP:Iteration 13Q (26.429415 sec): 3 clusters Score: Raw -100383.410462 + Penalty 435.786799 = -99947.623664 nChanged 18 SP:Iteration 14Q (26.432672 sec): 3 clusters Score: Raw -100396.160030 + Penalty 441.455202 = -99954.704829 nChanged 14 SP:Iteration 15Q (26.435901 sec): 3 clusters Score: Raw -100414.075230 + Penalty 446.042514 = -99968.032716 nChanged 12 SP:Iteration 16Q (26.439087 sec): 3 clusters Score: Raw -100424.925622 + Penalty 460.530507 = -99964.395115 nChanged 11 SP:Iteration 17F (26.442975 sec): 3 clusters Score: Raw -100430.539737 + Penalty 472.218829 = -99958.320908 nChanged 8 SP:Iteration 18F (26.446861 sec): 3 clusters Score: Raw -100438.250256 + Penalty 480.931074 = -99957.319182 nChanged 6 SP:Iteration 19F (26.450747 sec): 3 clusters Score: Raw -100441.266535 + Penalty 489.005886 = -99952.260649 nChanged 4 SP:Iteration 20F (26.454637 sec): 3 clusters Score: Raw -100442.760978 + Penalty 491.091790 = -99951.669187 nChanged 1 SP:Iteration 21F (26.458522 sec): 3 clusters Score: Raw -100442.785313 + Penalty 495.378337 = -99947.406977 nChanged 2 SP:Iteration 22F (26.462444 sec): 3 clusters Score: Raw -100443.616105 + Penalty 495.864031 = -99947.752074 nChanged 4 SP:Iteration 23Q (26.465560 sec): 3 clusters Score: Raw -100445.330669 + Penalty 495.706084 = -99949.624585 nChanged 2 SP:Iteration 24Q (26.468671 sec): 3 clusters Score: Raw -100446.473464 + Penalty 499.948818 = -99946.524646 nChanged 2 SP:Iteration 25F (26.472561 sec): 3 clusters Score: Raw -100446.874207 + Penalty 500.560105 = -99946.314101 nChanged 3 SP:Iteration 26F (26.476499 sec): 3 clusters Score: Raw -100448.495872 + Penalty 502.017841 = -99946.478031 nChanged 3 SP:Iteration 27Q (26.479669 sec): 3 clusters Score: Raw -100449.664857 + Penalty 505.747493 = -99943.917364 nChanged 1 SP:Iteration 28F (26.483906 sec): 3 clusters Score: Raw -100449.891631 + Penalty 508.131906 = -99941.759725 nChanged 1 SP:Iteration 29F (26.487835 sec): 3 clusters Score: Raw -100450.008520 + Penalty 508.123495 = -99941.885025 nChanged 1 SP:Iteration 30F (26.491722 sec): 3 clusters Score: Raw -100450.011760 + Penalty 508.123495 = -99941.888265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.492597 sec): 2 clusters Score: Raw -4272.373692 + Penalty 366.966854 = -3905.406838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.492974 sec): 3 clusters Score: Raw -4270.539685 + Penalty 739.285948 = -3531.253737 nChanged 9 SP:Iteration 1F (26.493364 sec): 3 clusters Score: Raw -4293.416812 + Penalty 744.268076 = -3549.148736 nChanged 3 SP:Iteration 2Q (26.493726 sec): 3 clusters Score: Raw -4300.475391 + Penalty 744.268076 = -3556.207315 nChanged 0 SP:Iteration 3F (26.494095 sec): 3 clusters Score: Raw -4300.475391 + Penalty 744.268076 = -3556.207315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.495545 sec): 2 clusters Score: Raw -11305.969631 + Penalty 529.722431 = -10776.247200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.496178 sec): 3 clusters Score: Raw -11322.555259 + Penalty 1061.311712 = -10261.243547 nChanged 52 SP:Iteration 1F (26.496802 sec): 3 clusters Score: Raw -11380.702194 + Penalty 1062.530125 = -10318.172069 nChanged 13 SP:Iteration 2F (26.497425 sec): 3 clusters Score: Raw -11396.126545 + Penalty 1062.561979 = -10333.564566 nChanged 7 SP:Iteration 3Q (26.498026 sec): 3 clusters Score: Raw -11405.409639 + Penalty 1062.492713 = -10342.916926 nChanged 3 SP:Iteration 4Q (26.498632 sec): 3 clusters Score: Raw -11407.856709 + Penalty 1062.852963 = -10345.003746 nChanged 2 SP:Iteration 5Q (26.499214 sec): 3 clusters Score: Raw -11409.230361 + Penalty 1063.529349 = -10345.701011 nChanged 2 SP:Iteration 6Q (26.499796 sec): 3 clusters Score: Raw -11413.769653 + Penalty 1063.788064 = -10349.981589 nChanged 1 SP:Iteration 7Q (26.500377 sec): 3 clusters Score: Raw -11415.267890 + Penalty 1064.022634 = -10351.245256 nChanged 1 SP:Iteration 8Q (26.500959 sec): 3 clusters Score: Raw -11415.639709 + Penalty 1064.215991 = -10351.423718 nChanged 1 SP:Iteration 9Q (26.501540 sec): 3 clusters Score: Raw -11415.828173 + Penalty 1063.917641 = -10351.910532 nChanged 4 SP:Iteration 10F (26.502147 sec): 3 clusters Score: Raw -11418.520450 + Penalty 1063.917641 = -10354.602808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.508138 sec): 2 clusters Score: Raw -48908.470851 + Penalty 260.796598 = -48647.674254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.510188 sec): 3 clusters Score: Raw -48308.635579 + Penalty 539.648595 = -47768.986985 nChanged 440 SP:Iteration 1F (26.512183 sec): 3 clusters Score: Raw -48674.202518 + Penalty 556.470792 = -48117.731725 nChanged 134 SP:Iteration 2F (26.514227 sec): 3 clusters Score: Raw -48770.877291 + Penalty 565.074009 = -48205.803282 nChanged 55 SP:Iteration 3F (26.516228 sec): 3 clusters Score: Raw -48822.227652 + Penalty 571.778031 = -48250.449621 nChanged 35 SP:Iteration 4Q (26.518203 sec): 3 clusters Score: Raw -48852.671091 + Penalty 574.490085 = -48278.181007 nChanged 23 SP:Iteration 5Q (26.520140 sec): 3 clusters Score: Raw -48870.828639 + Penalty 574.838659 = -48295.989981 nChanged 21 SP:Iteration 6Q (26.522040 sec): 3 clusters Score: Raw -48881.763041 + Penalty 576.037660 = -48305.725381 nChanged 13 SP:Iteration 7Q (26.523927 sec): 3 clusters Score: Raw -48888.630638 + Penalty 580.114607 = -48308.516031 nChanged 16 SP:Iteration 8Q (26.525820 sec): 3 clusters Score: Raw -48894.749517 + Penalty 585.682516 = -48309.067001 nChanged 11 SP:Iteration 9Q (26.527682 sec): 3 clusters Score: Raw -48897.762310 + Penalty 589.981623 = -48307.780687 nChanged 10 SP:Iteration 10F (26.529674 sec): 3 clusters Score: Raw -48900.428971 + Penalty 592.683909 = -48307.745061 nChanged 11 SP:Iteration 11F (26.531671 sec): 3 clusters Score: Raw -48903.178534 + Penalty 595.629822 = -48307.548712 nChanged 6 SP:Iteration 12F (26.533664 sec): 3 clusters Score: Raw -48905.971540 + Penalty 597.899958 = -48308.071582 nChanged 6 SP:Iteration 13Q (26.535507 sec): 3 clusters Score: Raw -48908.468931 + Penalty 598.827208 = -48309.641723 nChanged 2 SP:Iteration 14Q (26.537343 sec): 3 clusters Score: Raw -48908.863609 + Penalty 599.608112 = -48309.255497 nChanged 2 SP:Iteration 15F (26.539338 sec): 3 clusters Score: Raw -48909.892448 + Penalty 599.970842 = -48309.921606 nChanged 1 SP:Iteration 16Q (26.541162 sec): 3 clusters Score: Raw -48909.988467 + Penalty 600.512698 = -48309.475769 nChanged 1 SP:Iteration 17F (26.543156 sec): 3 clusters Score: Raw -48910.025308 + Penalty 600.512698 = -48309.512610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.546649 sec): 2 clusters Score: Raw -35237.579123 + Penalty 135.233244 = -35102.345879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.548187 sec): 3 clusters Score: Raw -34794.216748 + Penalty 267.544157 = -34526.672592 nChanged 323 SP:Iteration 1F (26.549700 sec): 3 clusters Score: Raw -35077.842348 + Penalty 266.967608 = -34810.874740 nChanged 66 SP:Iteration 2F (26.551203 sec): 3 clusters Score: Raw -35128.138734 + Penalty 266.512625 = -34861.626108 nChanged 37 SP:Iteration 3Q (26.552678 sec): 3 clusters Score: Raw -35168.574524 + Penalty 265.935315 = -34902.639210 nChanged 20 SP:Iteration 4Q (26.554168 sec): 3 clusters Score: Raw -35183.402341 + Penalty 265.067926 = -34918.334416 nChanged 10 SP:Iteration 5Q (26.555632 sec): 3 clusters Score: Raw -35193.249102 + Penalty 264.842279 = -34928.406823 nChanged 4 SP:Iteration 6Q (26.557079 sec): 3 clusters Score: Raw -35194.136219 + Penalty 264.311408 = -34929.824811 nChanged 4 SP:Iteration 7Q (26.558505 sec): 3 clusters Score: Raw -35194.515866 + Penalty 263.893665 = -34930.622201 nChanged 3 SP:Iteration 8Q (26.559929 sec): 3 clusters Score: Raw -35195.057606 + Penalty 263.345651 = -34931.711956 nChanged 4 SP:Iteration 9Q (26.561353 sec): 3 clusters Score: Raw -35195.958298 + Penalty 263.204515 = -34932.753784 nChanged 1 SP:Iteration 10F (26.562836 sec): 3 clusters Score: Raw -35195.998503 + Penalty 263.204515 = -34932.793988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.564889 sec): 2 clusters Score: Raw -11630.746206 + Penalty 138.917439 = -11491.828767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.565545 sec): 3 clusters Score: Raw -11498.690202 + Penalty 283.808848 = -11214.881354 nChanged 108 SP:Iteration 1F (26.566189 sec): 3 clusters Score: Raw -11608.934185 + Penalty 278.437322 = -11330.496863 nChanged 30 SP:Iteration 2F (26.566831 sec): 3 clusters Score: Raw -11643.872141 + Penalty 277.434138 = -11366.438003 nChanged 7 SP:Iteration 3Q (26.567506 sec): 3 clusters Score: Raw -11650.510274 + Penalty 270.442461 = -11380.067813 nChanged 2 SP:Iteration 4Q (26.568147 sec): 3 clusters Score: Raw -11652.054917 + Penalty 270.442461 = -11381.612457 nChanged 0 SP:Iteration 5F (26.568789 sec): 3 clusters Score: Raw -11652.054917 + Penalty 270.442461 = -11381.612457 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.571267 sec): 2 clusters Score: Raw -26385.315715 + Penalty 124.154713 = -26261.161002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.572470 sec): 3 clusters Score: Raw -26061.213995 + Penalty 254.367656 = -25806.846339 nChanged 222 SP:Iteration 1F (26.573654 sec): 3 clusters Score: Raw -26193.374742 + Penalty 260.821396 = -25932.553346 nChanged 47 SP:Iteration 2F (26.574838 sec): 3 clusters Score: Raw -26234.304629 + Penalty 269.822742 = -25964.481887 nChanged 34 SP:Iteration 3F (26.576018 sec): 3 clusters Score: Raw -26265.262790 + Penalty 278.431545 = -25986.831245 nChanged 36 SP:Iteration 4F (26.577217 sec): 3 clusters Score: Raw -26299.149956 + Penalty 291.030227 = -26008.119729 nChanged 30 SP:Iteration 5F (26.578398 sec): 3 clusters Score: Raw -26350.631026 + Penalty 292.752257 = -26057.878770 nChanged 20 SP:Iteration 6Q (26.579498 sec): 3 clusters Score: Raw -26367.152973 + Penalty 293.442333 = -26073.710640 nChanged 12 SP:Iteration 7Q (26.580571 sec): 3 clusters Score: Raw -26375.116632 + Penalty 290.197761 = -26084.918871 nChanged 9 SP:Iteration 8Q (26.581638 sec): 3 clusters Score: Raw -26379.851403 + Penalty 289.849141 = -26090.002262 nChanged 6 SP:Iteration 9Q (26.582733 sec): 3 clusters Score: Raw -26383.089501 + Penalty 291.359153 = -26091.730347 nChanged 2 SP:Iteration 10F (26.583973 sec): 3 clusters Score: Raw -26383.562150 + Penalty 292.708670 = -26090.853480 nChanged 2 SP:Iteration 11F (26.585213 sec): 3 clusters Score: Raw -26383.793972 + Penalty 292.708670 = -26091.085302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.586637 sec): 2 clusters Score: Raw -8225.874805 + Penalty 138.674878 = -8087.199928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.587187 sec): 3 clusters Score: Raw -8152.795637 + Penalty 280.755028 = -7872.040609 nChanged 63 SP:Iteration 1F (26.587724 sec): 3 clusters Score: Raw -8219.331885 + Penalty 282.124864 = -7937.207022 nChanged 25 SP:Iteration 2F (26.588254 sec): 3 clusters Score: Raw -8258.703857 + Penalty 301.070062 = -7957.633795 nChanged 13 SP:Iteration 3F (26.588781 sec): 3 clusters Score: Raw -8281.164072 + Penalty 311.647684 = -7969.516388 nChanged 7 SP:Iteration 4Q (26.589303 sec): 3 clusters Score: Raw -8292.758326 + Penalty 311.647684 = -7981.110642 nChanged 0 SP:Iteration 5F (26.589832 sec): 3 clusters Score: Raw -8292.758326 + Penalty 311.647684 = -7981.110642 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 10 (2873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.602973 sec): 2 clusters Score: Raw -132217.339378 + Penalty 189.597042 = -132027.742336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.608250 sec): 3 clusters Score: Raw -130381.267337 + Penalty 399.316112 = -129981.951225 nChanged 1292 SP:Iteration 1F (26.613490 sec): 3 clusters Score: Raw -131526.685130 + Penalty 405.997283 = -131120.687847 nChanged 383 SP:Iteration 2F (26.618598 sec): 3 clusters Score: Raw -131885.629868 + Penalty 416.900062 = -131468.729807 nChanged 193 SP:Iteration 3F (26.623833 sec): 3 clusters Score: Raw -132050.586913 + Penalty 414.664665 = -131635.922248 nChanged 92 SP:Iteration 4Q (26.629007 sec): 3 clusters Score: Raw -132115.820977 + Penalty 414.173764 = -131701.647213 nChanged 56 SP:Iteration 5Q (26.634200 sec): 3 clusters Score: Raw -132152.368609 + Penalty 437.429377 = -131714.939232 nChanged 45 SP:Iteration 6Q (26.639390 sec): 3 clusters Score: Raw -132189.429396 + Penalty 476.466798 = -131712.962598 nChanged 34 SP:Iteration 7F (26.644534 sec): 3 clusters Score: Raw -132215.840072 + Penalty 525.071124 = -131690.768948 nChanged 18 SP:Iteration 8F (26.649628 sec): 3 clusters Score: Raw -132229.639976 + Penalty 563.052184 = -131666.587792 nChanged 11 SP:Iteration 9F (26.654739 sec): 3 clusters Score: Raw -132242.590454 + Penalty 607.359229 = -131635.231225 nChanged 10 SP:Iteration 10F (26.659831 sec): 3 clusters Score: Raw -132257.222157 + Penalty 621.968002 = -131635.254154 nChanged 5 SP:Iteration 11Q (26.664000 sec): 3 clusters Score: Raw -132266.518247 + Penalty 630.752150 = -131635.766097 nChanged 2 SP:Iteration 12Q (26.668139 sec): 3 clusters Score: Raw -132271.609946 + Penalty 631.872090 = -131639.737856 nChanged 1 SP:Iteration 13Q (26.672268 sec): 3 clusters Score: Raw -132276.343819 + Penalty 631.872090 = -131644.471729 nChanged 0 SP:Iteration 14F (26.677384 sec): 3 clusters Score: Raw -132276.343819 + Penalty 631.872090 = -131644.471729 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.685490 sec): 2 clusters Score: Raw -49120.984275 + Penalty 222.866881 = -48898.117394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.687707 sec): 3 clusters Score: Raw -48477.796103 + Penalty 446.194053 = -48031.602050 nChanged 449 SP:Iteration 1F (26.689772 sec): 3 clusters Score: Raw -48763.603953 + Penalty 450.264858 = -48313.339095 nChanged 136 SP:Iteration 2F (26.691784 sec): 3 clusters Score: Raw -48878.853267 + Penalty 457.311815 = -48421.541452 nChanged 88 SP:Iteration 3F (26.693795 sec): 3 clusters Score: Raw -48938.277015 + Penalty 468.418485 = -48469.858530 nChanged 63 SP:Iteration 4F (26.695904 sec): 3 clusters Score: Raw -48983.408433 + Penalty 486.056387 = -48497.352046 nChanged 58 SP:Iteration 5F (26.697911 sec): 3 clusters Score: Raw -49024.946450 + Penalty 510.749154 = -48514.197296 nChanged 55 SP:Iteration 6F (26.699925 sec): 3 clusters Score: Raw -49076.843173 + Penalty 540.251873 = -48536.591300 nChanged 47 SP:Iteration 7Q (26.701904 sec): 3 clusters Score: Raw -49116.253076 + Penalty 563.690225 = -48552.562850 nChanged 28 SP:Iteration 8Q (26.703861 sec): 3 clusters Score: Raw -49132.098044 + Penalty 584.759025 = -48547.339019 nChanged 24 SP:Iteration 9F (26.705869 sec): 3 clusters Score: Raw -49146.513146 + Penalty 605.961088 = -48540.552058 nChanged 22 SP:Iteration 10F (26.707874 sec): 3 clusters Score: Raw -49157.646910 + Penalty 630.784376 = -48526.862534 nChanged 21 SP:Iteration 11F (26.709879 sec): 3 clusters Score: Raw -49169.083474 + Penalty 647.230701 = -48521.852773 nChanged 14 SP:Iteration 12F (26.711883 sec): 3 clusters Score: Raw -49175.859392 + Penalty 667.401933 = -48508.457459 nChanged 12 SP:Iteration 13F (26.713884 sec): 3 clusters Score: Raw -49182.560077 + Penalty 689.649566 = -48492.910511 nChanged 13 SP:Iteration 14F (26.715890 sec): 3 clusters Score: Raw -49191.057668 + Penalty 702.070646 = -48488.987023 nChanged 7 SP:Iteration 15F (26.717903 sec): 3 clusters Score: Raw -49194.221579 + Penalty 709.619424 = -48484.602155 nChanged 3 SP:Iteration 16F (26.719915 sec): 3 clusters Score: Raw -49197.181864 + Penalty 712.908246 = -48484.273618 nChanged 1 SP:Iteration 17F (26.721917 sec): 3 clusters Score: Raw -49200.247037 + Penalty 712.997484 = -48487.249553 nChanged 1 SP:Iteration 18Q (26.723745 sec): 3 clusters Score: Raw -49200.665542 + Penalty 712.997484 = -48487.668058 nChanged 0 SP:Iteration 19F (26.725761 sec): 3 clusters Score: Raw -49200.665542 + Penalty 712.997484 = -48487.668058 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.733395 sec): 2 clusters Score: Raw -105069.705129 + Penalty 144.987051 = -104924.718078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.737590 sec): 3 clusters Score: Raw -103611.282789 + Penalty 291.299870 = -103319.982919 nChanged 1048 SP:Iteration 1F (26.741707 sec): 3 clusters Score: Raw -104368.033191 + Penalty 290.532507 = -104077.500684 nChanged 275 SP:Iteration 2F (26.745822 sec): 3 clusters Score: Raw -104519.024053 + Penalty 290.822307 = -104228.201746 nChanged 149 SP:Iteration 3F (26.749929 sec): 3 clusters Score: Raw -104583.827213 + Penalty 290.975995 = -104292.851218 nChanged 85 SP:Iteration 4Q (26.753953 sec): 3 clusters Score: Raw -104615.257541 + Penalty 291.173625 = -104324.083916 nChanged 59 SP:Iteration 5Q (26.757969 sec): 3 clusters Score: Raw -104630.885182 + Penalty 291.590519 = -104339.294664 nChanged 47 SP:Iteration 6Q (26.761967 sec): 3 clusters Score: Raw -104643.300842 + Penalty 291.708694 = -104351.592149 nChanged 43 SP:Iteration 7Q (26.765960 sec): 3 clusters Score: Raw -104656.708607 + Penalty 291.676211 = -104365.032396 nChanged 38 SP:Iteration 8Q (26.769947 sec): 3 clusters Score: Raw -104669.440378 + Penalty 291.440729 = -104377.999650 nChanged 43 SP:Iteration 9Q (26.773962 sec): 3 clusters Score: Raw -104678.377631 + Penalty 291.515205 = -104386.862426 nChanged 28 SP:Iteration 10F (26.778071 sec): 3 clusters Score: Raw -104683.430240 + Penalty 291.989691 = -104391.440549 nChanged 28 SP:Iteration 11Q (26.782071 sec): 3 clusters Score: Raw -104688.805068 + Penalty 292.128812 = -104396.676257 nChanged 31 SP:Iteration 12Q (26.786126 sec): 3 clusters Score: Raw -104695.400849 + Penalty 291.744521 = -104403.656328 nChanged 30 SP:Iteration 13Q (26.790374 sec): 3 clusters Score: Raw -104703.691757 + Penalty 291.876638 = -104411.815118 nChanged 36 SP:Iteration 14Q (26.794306 sec): 3 clusters Score: Raw -104713.151296 + Penalty 292.315358 = -104420.835937 nChanged 35 SP:Iteration 15Q (26.798225 sec): 3 clusters Score: Raw -104722.810878 + Penalty 291.201715 = -104431.609162 nChanged 36 SP:Iteration 16Q (26.802126 sec): 3 clusters Score: Raw -104733.871226 + Penalty 290.954545 = -104442.916682 nChanged 34 SP:Iteration 17Q (26.806021 sec): 3 clusters Score: Raw -104742.682261 + Penalty 291.295791 = -104451.386470 nChanged 41 SP:Iteration 18Q (26.809887 sec): 3 clusters Score: Raw -104756.632196 + Penalty 290.098289 = -104466.533908 nChanged 44 SP:Iteration 19Q (26.813775 sec): 3 clusters Score: Raw -104772.793497 + Penalty 289.107662 = -104483.685834 nChanged 48 SP:Iteration 20F (26.817876 sec): 3 clusters Score: Raw -104789.233983 + Penalty 288.567420 = -104500.666562 nChanged 49 SP:Iteration 21Q (26.821688 sec): 3 clusters Score: Raw -104805.498723 + Penalty 288.384051 = -104517.114672 nChanged 50 SP:Iteration 22Q (26.825513 sec): 3 clusters Score: Raw -104825.805847 + Penalty 288.931911 = -104536.873937 nChanged 58 SP:Iteration 23Q (26.829305 sec): 3 clusters Score: Raw -104849.143324 + Penalty 285.439070 = -104563.704254 nChanged 49 SP:Iteration 24Q (26.833016 sec): 3 clusters Score: Raw -104871.089364 + Penalty 285.161934 = -104585.927429 nChanged 54 SP:Iteration 25Q (26.836679 sec): 3 clusters Score: Raw -104897.941007 + Penalty 285.085469 = -104612.855538 nChanged 44 SP:Iteration 26Q (26.840277 sec): 3 clusters Score: Raw -104925.192057 + Penalty 285.582439 = -104639.609618 nChanged 46 SP:Iteration 27Q (26.843834 sec): 3 clusters Score: Raw -104957.401981 + Penalty 281.478273 = -104675.923709 nChanged 40 SP:Iteration 28Q (26.847333 sec): 3 clusters Score: Raw -104983.146719 + Penalty 284.316606 = -104698.830112 nChanged 32 SP:Iteration 29Q (26.850769 sec): 3 clusters Score: Raw -105001.985335 + Penalty 291.538868 = -104710.446466 nChanged 29 SP:Iteration 30F (26.854865 sec): 3 clusters Score: Raw -105016.547305 + Penalty 294.080850 = -104722.466454 nChanged 18 SP:Iteration 31Q (26.858240 sec): 3 clusters Score: Raw -105024.482452 + Penalty 299.524488 = -104724.957964 nChanged 21 SP:Iteration 32Q (26.861633 sec): 3 clusters Score: Raw -105036.296732 + Penalty 312.550052 = -104723.746681 nChanged 18 SP:Iteration 33F (26.865732 sec): 3 clusters Score: Raw -105046.280021 + Penalty 322.060409 = -104724.219613 nChanged 11 SP:Iteration 34Q (26.869059 sec): 3 clusters Score: Raw -105051.401234 + Penalty 341.484318 = -104709.916916 nChanged 11 SP:Iteration 35F (26.873150 sec): 3 clusters Score: Raw -105056.359431 + Penalty 372.745397 = -104683.614034 nChanged 11 SP:Iteration 36F (26.877282 sec): 3 clusters Score: Raw -105062.334566 + Penalty 409.942087 = -104652.392479 nChanged 8 SP:Iteration 37F (26.881357 sec): 3 clusters Score: Raw -105068.895277 + Penalty 410.027017 = -104658.868261 nChanged 5 SP:Iteration 38Q (26.884627 sec): 3 clusters Score: Raw -105071.724482 + Penalty 417.810555 = -104653.913927 nChanged 1 SP:Iteration 39F (26.888830 sec): 3 clusters Score: Raw -105072.040980 + Penalty 425.715841 = -104646.325139 nChanged 1 SP:Iteration 40F (26.893149 sec): 3 clusters Score: Raw -105072.350213 + Penalty 428.405612 = -104643.944601 nChanged 1 SP:Iteration 41F (26.897226 sec): 3 clusters Score: Raw -105071.974520 + Penalty 428.405612 = -104643.568908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 13 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.901503 sec): 2 clusters Score: Raw -34860.041170 + Penalty 141.700908 = -34718.340262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.902999 sec): 3 clusters Score: Raw -34410.302092 + Penalty 290.571539 = -34119.730553 nChanged 321 SP:Iteration 1F (26.904499 sec): 3 clusters Score: Raw -34638.747082 + Penalty 293.501202 = -34345.245880 nChanged 100 SP:Iteration 2F (26.905998 sec): 3 clusters Score: Raw -34724.238528 + Penalty 299.198022 = -34425.040505 nChanged 60 SP:Iteration 3F (26.907471 sec): 3 clusters Score: Raw -34788.208553 + Penalty 303.244580 = -34484.963973 nChanged 43 SP:Iteration 4F (26.908936 sec): 3 clusters Score: Raw -34839.553202 + Penalty 319.523738 = -34520.029464 nChanged 25 SP:Iteration 5Q (26.910355 sec): 3 clusters Score: Raw -34868.181752 + Penalty 322.995011 = -34545.186742 nChanged 9 SP:Iteration 6Q (26.911670 sec): 3 clusters Score: Raw -34875.799821 + Penalty 325.968853 = -34549.830968 nChanged 4 SP:Iteration 7Q (26.912943 sec): 3 clusters Score: Raw -34878.307919 + Penalty 321.221981 = -34557.085938 nChanged 1 SP:Iteration 8Q (26.914237 sec): 3 clusters Score: Raw -34879.498169 + Penalty 324.856151 = -34554.642018 nChanged 2 SP:Iteration 9F (26.915730 sec): 3 clusters Score: Raw -34881.703364 + Penalty 331.147060 = -34550.556304 nChanged 2 SP:Iteration 10F (26.917221 sec): 3 clusters Score: Raw -34882.528817 + Penalty 331.147060 = -34551.381757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.919305 sec): 2 clusters Score: Raw -17603.944253 + Penalty 319.755114 = -17284.189138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.920117 sec): 3 clusters Score: Raw -17459.196405 + Penalty 653.541463 = -16805.654942 nChanged 115 SP:Iteration 1F (26.920916 sec): 3 clusters Score: Raw -17571.460369 + Penalty 663.848080 = -16907.612290 nChanged 29 SP:Iteration 2F (26.921712 sec): 3 clusters Score: Raw -17608.349083 + Penalty 667.600271 = -16940.748812 nChanged 14 SP:Iteration 3Q (26.922489 sec): 3 clusters Score: Raw -17624.713104 + Penalty 669.703027 = -16955.010077 nChanged 11 SP:Iteration 4Q (26.923262 sec): 3 clusters Score: Raw -17639.569370 + Penalty 673.794571 = -16965.774799 nChanged 9 SP:Iteration 5Q (26.924035 sec): 3 clusters Score: Raw -17649.914274 + Penalty 674.345388 = -16975.568886 nChanged 4 SP:Iteration 6Q (26.924803 sec): 3 clusters Score: Raw -17653.994300 + Penalty 675.689590 = -16978.304710 nChanged 3 SP:Iteration 7Q (26.925566 sec): 3 clusters Score: Raw -17659.960902 + Penalty 675.689590 = -16984.271312 nChanged 0 SP:Iteration 8F (26.926393 sec): 3 clusters Score: Raw -17659.960902 + Penalty 675.689590 = -16984.271312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 15 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.927019 sec): 2 clusters Score: Raw -895.933601 + Penalty 174.775282 = -721.158319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.927264 sec): 3 clusters Score: Raw -890.490487 + Penalty 350.557342 = -539.933145 nChanged 2 SP:Iteration 1F (26.927501 sec): 3 clusters Score: Raw -894.518463 + Penalty 350.557342 = -543.961120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.927964 sec): 2 clusters Score: Raw -289.867698 + Penalty 88.609407 = -201.258291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.928181 sec): 3 clusters Score: Raw -295.640477 + Penalty 177.218813 = -118.421664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.928709 sec): 2 clusters Score: Raw -1600.161051 + Penalty 305.943887 = -1294.217164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.928975 sec): 3 clusters Score: Raw -1667.903177 + Penalty 612.272909 = -1055.630268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.931784 sec): 2 clusters Score: Raw -39698.552898 + Penalty 241.588182 = -39456.964717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.933462 sec): 3 clusters Score: Raw -39222.887772 + Penalty 496.015801 = -38726.871971 nChanged 342 SP:Iteration 1F (26.935111 sec): 3 clusters Score: Raw -39426.337566 + Penalty 507.092709 = -38919.244858 nChanged 103 SP:Iteration 2F (26.936733 sec): 3 clusters Score: Raw -39507.532633 + Penalty 513.849884 = -38993.682749 nChanged 55 SP:Iteration 3F (26.938404 sec): 3 clusters Score: Raw -39554.913980 + Penalty 517.753281 = -39037.160699 nChanged 20 SP:Iteration 4Q (26.940033 sec): 3 clusters Score: Raw -39569.960923 + Penalty 521.729841 = -39048.231082 nChanged 18 SP:Iteration 5Q (26.941626 sec): 3 clusters Score: Raw -39582.409747 + Penalty 524.463262 = -39057.946485 nChanged 18 SP:Iteration 6Q (26.943194 sec): 3 clusters Score: Raw -39595.866669 + Penalty 529.100384 = -39066.766285 nChanged 23 SP:Iteration 7Q (26.944747 sec): 3 clusters Score: Raw -39616.864427 + Penalty 535.754930 = -39081.109497 nChanged 26 SP:Iteration 8Q (26.946329 sec): 3 clusters Score: Raw -39640.855069 + Penalty 542.714879 = -39098.140190 nChanged 18 SP:Iteration 9Q (26.947869 sec): 3 clusters Score: Raw -39653.582443 + Penalty 549.108094 = -39104.474349 nChanged 13 SP:Iteration 10F (26.949494 sec): 3 clusters Score: Raw -39661.094763 + Penalty 555.119795 = -39105.974968 nChanged 14 SP:Iteration 11Q (26.950979 sec): 3 clusters Score: Raw -39670.832704 + Penalty 561.083112 = -39109.749591 nChanged 12 SP:Iteration 12Q (26.952485 sec): 3 clusters Score: Raw -39678.149575 + Penalty 574.728783 = -39103.420792 nChanged 14 SP:Iteration 13F (26.954129 sec): 3 clusters Score: Raw -39689.096178 + Penalty 589.711405 = -39099.384772 nChanged 11 SP:Iteration 14F (26.955749 sec): 3 clusters Score: Raw -39695.407684 + Penalty 601.570755 = -39093.836929 nChanged 10 SP:Iteration 15F (26.957366 sec): 3 clusters Score: Raw -39702.473747 + Penalty 613.725083 = -39088.748664 nChanged 7 SP:Iteration 16F (26.958980 sec): 3 clusters Score: Raw -39706.911650 + Penalty 628.495911 = -39078.415739 nChanged 9 SP:Iteration 17F (26.960645 sec): 3 clusters Score: Raw -39715.104921 + Penalty 646.711976 = -39068.392945 nChanged 7 SP:Iteration 18F (26.962289 sec): 3 clusters Score: Raw -39723.049563 + Penalty 655.266800 = -39067.782763 nChanged 7 SP:Iteration 19F (26.963936 sec): 3 clusters Score: Raw -39728.877402 + Penalty 659.148025 = -39069.729378 nChanged 4 SP:Iteration 20F (26.965555 sec): 3 clusters Score: Raw -39732.373168 + Penalty 667.314565 = -39065.058602 nChanged 2 SP:Iteration 21F (26.967170 sec): 3 clusters Score: Raw -39735.290447 + Penalty 670.000313 = -39065.290134 nChanged 2 SP:Iteration 22Q (26.968517 sec): 3 clusters Score: Raw -39737.751185 + Penalty 675.065645 = -39062.685539 nChanged 1 SP:Iteration 23F (26.970170 sec): 3 clusters Score: Raw -39738.903730 + Penalty 681.087035 = -39057.816694 nChanged 1 SP:Iteration 24F (26.971815 sec): 3 clusters Score: Raw -39740.217356 + Penalty 681.087035 = -39059.130321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.972362 sec): 2 clusters Score: Raw -1293.881815 + Penalty 272.416590 = -1021.465225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.972620 sec): 3 clusters Score: Raw -1317.153178 + Penalty 544.066372 = -773.086806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.973882 sec): 2 clusters Score: Raw -15300.897547 + Penalty 490.905993 = -14809.991553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.974635 sec): 3 clusters Score: Raw -15214.214874 + Penalty 985.527258 = -14228.687616 nChanged 78 SP:Iteration 1F (26.975373 sec): 3 clusters Score: Raw -15312.683065 + Penalty 1005.980300 = -14306.702765 nChanged 26 SP:Iteration 2F (26.976110 sec): 3 clusters Score: Raw -15358.035812 + Penalty 1024.406613 = -14333.629199 nChanged 13 SP:Iteration 3Q (26.976820 sec): 3 clusters Score: Raw -15382.898031 + Penalty 1040.194111 = -14342.703921 nChanged 8 SP:Iteration 4Q (26.977541 sec): 3 clusters Score: Raw -15392.870458 + Penalty 1050.883026 = -14341.987432 nChanged 6 SP:Iteration 5F (26.978281 sec): 3 clusters Score: Raw -15403.687382 + Penalty 1061.073378 = -14342.614005 nChanged 5 SP:Iteration 6Q (26.978972 sec): 3 clusters Score: Raw -15417.391862 + Penalty 1070.527715 = -14346.864147 nChanged 2 SP:Iteration 7Q (26.979652 sec): 3 clusters Score: Raw -15420.605345 + Penalty 1070.527715 = -14350.077631 nChanged 0 SP:Iteration 8F (26.980385 sec): 3 clusters Score: Raw -15420.605345 + Penalty 1070.527715 = -14350.077631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.982655 sec): 2 clusters Score: Raw -19998.448207 + Penalty 401.876852 = -19596.571355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.983579 sec): 3 clusters Score: Raw -19789.957157 + Penalty 803.616683 = -18986.340473 nChanged 147 SP:Iteration 1F (26.984488 sec): 3 clusters Score: Raw -19884.377890 + Penalty 805.703796 = -19078.674094 nChanged 59 SP:Iteration 2F (26.985399 sec): 3 clusters Score: Raw -19921.969261 + Penalty 809.521780 = -19112.447482 nChanged 20 SP:Iteration 3Q (26.986299 sec): 3 clusters Score: Raw -19938.832493 + Penalty 816.325956 = -19122.506537 nChanged 21 SP:Iteration 4F (26.987226 sec): 3 clusters Score: Raw -19955.373334 + Penalty 826.194484 = -19129.178850 nChanged 23 SP:Iteration 5F (26.988132 sec): 3 clusters Score: Raw -19979.799553 + Penalty 837.387360 = -19142.412192 nChanged 24 SP:Iteration 6F (26.989037 sec): 3 clusters Score: Raw -20005.199323 + Penalty 846.317407 = -19158.881916 nChanged 17 SP:Iteration 7Q (26.989935 sec): 3 clusters Score: Raw -20022.604844 + Penalty 857.345312 = -19165.259532 nChanged 21 SP:Iteration 8F (26.990840 sec): 3 clusters Score: Raw -20043.885167 + Penalty 866.249991 = -19177.635176 nChanged 17 SP:Iteration 9Q (26.991795 sec): 3 clusters Score: Raw -20063.530889 + Penalty 872.364310 = -19191.166579 nChanged 14 SP:Iteration 10F (26.992741 sec): 3 clusters Score: Raw -20077.081820 + Penalty 872.931787 = -19204.150032 nChanged 5 SP:Iteration 11Q (26.993716 sec): 3 clusters Score: Raw -20082.588121 + Penalty 870.758240 = -19211.829881 nChanged 6 SP:Iteration 12Q (26.994660 sec): 3 clusters Score: Raw -20089.679897 + Penalty 869.484981 = -19220.194915 nChanged 3 SP:Iteration 13Q (26.995597 sec): 3 clusters Score: Raw -20095.460926 + Penalty 872.834760 = -19222.626166 nChanged 3 SP:Iteration 14Q (26.996534 sec): 3 clusters Score: Raw -20101.776859 + Penalty 868.108802 = -19233.668057 nChanged 1 SP:Iteration 15Q (26.997430 sec): 3 clusters Score: Raw -20102.081193 + Penalty 868.108802 = -19233.972392 nChanged 0 SP:Iteration 16F (26.998334 sec): 3 clusters Score: Raw -20102.081193 + Penalty 868.108802 = -19233.972392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.999557 sec): 2 clusters Score: Raw -3255.905931 + Penalty 252.419746 = -3003.486185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.999901 sec): 3 clusters Score: Raw -3267.885204 + Penalty 513.646274 = -2754.238930 nChanged 10 SP:Iteration 1F (27.000238 sec): 3 clusters Score: Raw -3281.092283 + Penalty 513.327459 = -2767.764825 nChanged 4 SP:Iteration 2F (27.000576 sec): 3 clusters Score: Raw -3289.046642 + Penalty 516.084854 = -2772.961789 nChanged 1 SP:Iteration 3Q (27.000907 sec): 3 clusters Score: Raw -3290.967363 + Penalty 516.084854 = -2774.882509 nChanged 0 SP:Iteration 4F (27.001260 sec): 3 clusters Score: Raw -3290.967363 + Penalty 516.084854 = -2774.882509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.002315 sec): 2 clusters Score: Raw -5104.190997 + Penalty 393.925984 = -4710.265013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.002723 sec): 3 clusters Score: Raw -5120.431423 + Penalty 803.193507 = -4317.237916 nChanged 12 SP:Iteration 1F (27.003123 sec): 3 clusters Score: Raw -5152.951638 + Penalty 808.488316 = -4344.463322 nChanged 4 SP:Iteration 2Q (27.003508 sec): 3 clusters Score: Raw -5162.954669 + Penalty 811.080553 = -4351.874117 nChanged 1 SP:Iteration 3Q (27.003889 sec): 3 clusters Score: Raw -5165.053898 + Penalty 821.558824 = -4343.495074 nChanged 3 SP:Iteration 4F (27.004287 sec): 3 clusters Score: Raw -5175.201071 + Penalty 845.983443 = -4329.217628 nChanged 4 SP:Iteration 5F (27.004692 sec): 3 clusters Score: Raw -5198.801132 + Penalty 851.981523 = -4346.819610 nChanged 1 SP:Iteration 6Q (27.005058 sec): 3 clusters Score: Raw -5199.944989 + Penalty 852.532952 = -4347.412037 nChanged 1 SP:Iteration 7Q (27.005432 sec): 3 clusters Score: Raw -5203.954584 + Penalty 858.480376 = -4345.474207 nChanged 2 SP:Iteration 8F (27.005829 sec): 3 clusters Score: Raw -5211.827675 + Penalty 858.480376 = -4353.347299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.006764 sec): 2 clusters Score: Raw -3118.705266 + Penalty 310.169382 = -2808.535884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.007095 sec): 3 clusters Score: Raw -3149.247881 + Penalty 613.380897 = -2535.866983 nChanged 10 SP:Iteration 1F (27.007420 sec): 3 clusters Score: Raw -3173.019776 + Penalty 610.976781 = -2562.042995 nChanged 2 SP:Iteration 2Q (27.007735 sec): 3 clusters Score: Raw -3176.863936 + Penalty 610.786518 = -2566.077419 nChanged 1 SP:Iteration 3Q (27.008050 sec): 3 clusters Score: Raw -3178.012142 + Penalty 610.073563 = -2567.938579 nChanged 1 SP:Iteration 4Q (27.008363 sec): 3 clusters Score: Raw -3179.080060 + Penalty 610.073563 = -2569.006497 nChanged 0 SP:Iteration 5F (27.008687 sec): 3 clusters Score: Raw -3179.080060 + Penalty 610.073563 = -2569.006497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.009794 sec): 2 clusters Score: Raw -6440.554631 + Penalty 490.523674 = -5950.030957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.010245 sec): 3 clusters Score: Raw -6504.590352 + Penalty 984.027013 = -5520.563339 nChanged 20 SP:Iteration 1F (27.010686 sec): 3 clusters Score: Raw -6542.667586 + Penalty 987.985078 = -5554.682508 nChanged 6 SP:Iteration 2Q (27.011110 sec): 3 clusters Score: Raw -6555.197147 + Penalty 990.990843 = -5564.206304 nChanged 4 SP:Iteration 3Q (27.011531 sec): 3 clusters Score: Raw -6564.151890 + Penalty 994.462675 = -5569.689215 nChanged 3 SP:Iteration 4Q (27.011949 sec): 3 clusters Score: Raw -6582.295979 + Penalty 999.278553 = -5583.017426 nChanged 4 SP:Iteration 5Q (27.012361 sec): 3 clusters Score: Raw -6601.837000 + Penalty 1003.110529 = -5598.726470 nChanged 2 SP:Iteration 6Q (27.012766 sec): 3 clusters Score: Raw -6604.921574 + Penalty 1005.066910 = -5599.854663 nChanged 1 SP:Iteration 7Q (27.013164 sec): 3 clusters Score: Raw -6608.299786 + Penalty 1005.066910 = -5603.232876 nChanged 0 SP:Iteration 8F (27.013592 sec): 3 clusters Score: Raw -6608.299786 + Penalty 1005.066910 = -5603.232876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.014626 sec): 2 clusters Score: Raw -4330.641470 + Penalty 463.996556 = -3866.644913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.015004 sec): 3 clusters Score: Raw -4370.167478 + Penalty 928.409243 = -3441.758236 nChanged 8 SP:Iteration 1F (27.015402 sec): 3 clusters Score: Raw -4384.653544 + Penalty 927.774132 = -3456.879412 nChanged 3 SP:Iteration 2Q (27.015765 sec): 3 clusters Score: Raw -4391.085727 + Penalty 927.774132 = -3463.311595 nChanged 0 SP:Iteration 3F (27.016140 sec): 3 clusters Score: Raw -4391.085727 + Penalty 927.774132 = -3463.311595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.017252 sec): 2 clusters Score: Raw -7144.684630 + Penalty 469.419511 = -6675.265119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.017715 sec): 3 clusters Score: Raw -7159.125522 + Penalty 957.360178 = -6201.765344 nChanged 24 SP:Iteration 1F (27.018170 sec): 3 clusters Score: Raw -7202.789930 + Penalty 963.872643 = -6238.917286 nChanged 5 SP:Iteration 2Q (27.018615 sec): 3 clusters Score: Raw -7214.054192 + Penalty 967.554316 = -6246.499875 nChanged 3 SP:Iteration 3Q (27.019054 sec): 3 clusters Score: Raw -7217.859535 + Penalty 972.091063 = -6245.768472 nChanged 2 SP:Iteration 4F (27.019499 sec): 3 clusters Score: Raw -7224.311615 + Penalty 976.183597 = -6248.128018 nChanged 2 SP:Iteration 5Q (27.019925 sec): 3 clusters Score: Raw -7228.289317 + Penalty 980.222243 = -6248.067074 nChanged 2 SP:Iteration 6F (27.020370 sec): 3 clusters Score: Raw -7233.464147 + Penalty 986.200208 = -6247.263939 nChanged 3 SP:Iteration 7F (27.020816 sec): 3 clusters Score: Raw -7242.103076 + Penalty 997.918158 = -6244.184918 nChanged 2 SP:Iteration 8F (27.021260 sec): 3 clusters Score: Raw -7248.944208 + Penalty 997.918158 = -6251.026050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.022123 sec): 2 clusters Score: Raw -1217.234305 + Penalty 391.771421 = -825.462885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.022394 sec): 3 clusters Score: Raw -1348.288913 + Penalty 783.440310 = -564.848603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.023261 sec): 2 clusters Score: Raw -2126.804127 + Penalty 314.269718 = -1812.534409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.023576 sec): 3 clusters Score: Raw -2166.836320 + Penalty 628.957082 = -1537.879238 nChanged 2 SP:Iteration 1Q (27.023849 sec): 3 clusters Score: Raw -2173.410685 + Penalty 628.957082 = -1544.453603 nChanged 0 SP:Iteration 2F (27.024133 sec): 3 clusters Score: Raw -2173.410685 + Penalty 628.957082 = -1544.453603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.025066 sec): 2 clusters Score: Raw -3491.253509 + Penalty 432.976327 = -3058.277182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.025399 sec): 3 clusters Score: Raw -3517.035597 + Penalty 868.978938 = -2648.056659 nChanged 5 SP:Iteration 1F (27.025725 sec): 3 clusters Score: Raw -3529.160888 + Penalty 871.964820 = -2657.196068 nChanged 1 SP:Iteration 2Q (27.026043 sec): 3 clusters Score: Raw -3531.559921 + Penalty 871.964820 = -2659.595100 nChanged 0 SP:Iteration 3F (27.026369 sec): 3 clusters Score: Raw -3531.559921 + Penalty 871.964820 = -2659.595100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.027146 sec): 2 clusters Score: Raw -452.341324 + Penalty 151.055807 = -301.285518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.027370 sec): 3 clusters Score: Raw -468.159026 + Penalty 310.605990 = -157.553036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.028237 sec): 2 clusters Score: Raw -2051.782519 + Penalty 208.193802 = -1843.588717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.028536 sec): 3 clusters Score: Raw -2098.488618 + Penalty 423.277596 = -1675.211022 nChanged 1 SP:Iteration 1Q (27.028822 sec): 3 clusters Score: Raw -2100.731399 + Penalty 418.885613 = -1681.845786 nChanged 1 SP:Iteration 2Q (27.029105 sec): 3 clusters Score: Raw -2104.085991 + Penalty 418.885613 = -1685.200378 nChanged 0 SP:Iteration 3F (27.029400 sec): 3 clusters Score: Raw -2104.085991 + Penalty 418.885613 = -1685.200378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.030237 sec): 2 clusters Score: Raw -1451.101675 + Penalty 255.572119 = -1195.529556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.030509 sec): 3 clusters Score: Raw -1504.169453 + Penalty 511.144239 = -993.025214 nChanged 1 SP:Iteration 1Q (27.030771 sec): 3 clusters Score: Raw -1507.010571 + Penalty 511.144239 = -995.866332 nChanged 0 SP:Iteration 2F (27.031038 sec): 3 clusters Score: Raw -1507.010571 + Penalty 511.144239 = -995.866332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.031807 sec): 2 clusters Score: Raw -546.292141 + Penalty 181.665239 = -364.626901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.032031 sec): 3 clusters Score: Raw -552.705476 + Penalty 343.217759 = -209.487717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.033089 sec): 2 clusters Score: Raw -4902.934988 + Penalty 455.889507 = -4447.045480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.033533 sec): 3 clusters Score: Raw -4947.204705 + Penalty 910.743284 = -4036.461421 nChanged 18 SP:Iteration 1F (27.033971 sec): 3 clusters Score: Raw -4986.710426 + Penalty 910.452842 = -4076.257584 nChanged 1 SP:Iteration 2Q (27.034389 sec): 3 clusters Score: Raw -4991.228614 + Penalty 910.452842 = -4080.775772 nChanged 0 SP:Iteration 3F (27.034830 sec): 3 clusters Score: Raw -4991.228614 + Penalty 910.452842 = -4080.775772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.035722 sec): 2 clusters Score: Raw -603.187582 + Penalty 151.761765 = -451.425817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.035955 sec): 3 clusters Score: Raw -629.893467 + Penalty 301.853619 = -328.039848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.036716 sec): 2 clusters Score: Raw -413.672917 + Penalty 148.607303 = -265.065614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.036937 sec): 3 clusters Score: Raw -416.711274 + Penalty 297.214606 = -119.496667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.037694 sec): 2 clusters Score: Raw -358.768723 + Penalty 143.991075 = -214.777648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.037914 sec): 3 clusters Score: Raw -361.268844 + Penalty 292.628865 = -68.639979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.038675 sec): 2 clusters Score: Raw -495.693791 + Penalty 182.498065 = -313.195726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.038900 sec): 3 clusters Score: Raw -513.444322 + Penalty 364.996129 = -148.448193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.039705 sec): 2 clusters Score: Raw -1327.930798 + Penalty 245.181142 = -1082.749656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.039963 sec): 3 clusters Score: Raw -1348.823819 + Penalty 488.355672 = -860.468147 nChanged 1 SP:Iteration 1Q (27.040212 sec): 3 clusters Score: Raw -1354.256973 + Penalty 488.355672 = -865.901301 nChanged 0 SP:Iteration 2F (27.040464 sec): 3 clusters Score: Raw -1354.256973 + Penalty 488.355672 = -865.901301 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 68 (1470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.045420 sec): 2 clusters Score: Raw -66923.087598 + Penalty 60.223939 = -66862.863659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.048166 sec): 3 clusters Score: Raw -65997.603142 + Penalty 119.839985 = -65877.763158 nChanged 675 SP:Iteration 1F (27.050850 sec): 3 clusters Score: Raw -66491.539817 + Penalty 120.142201 = -66371.397617 nChanged 171 SP:Iteration 2F (27.053531 sec): 3 clusters Score: Raw -66596.617666 + Penalty 120.560463 = -66476.057203 nChanged 116 SP:Iteration 3F (27.056230 sec): 3 clusters Score: Raw -66659.182981 + Penalty 120.887478 = -66538.295503 nChanged 79 SP:Iteration 4F (27.058906 sec): 3 clusters Score: Raw -66707.298032 + Penalty 120.723501 = -66586.574531 nChanged 65 SP:Iteration 5Q (27.061873 sec): 3 clusters Score: Raw -66764.499554 + Penalty 120.681616 = -66643.817938 nChanged 55 SP:Iteration 6Q (27.064791 sec): 3 clusters Score: Raw -66826.373275 + Penalty 120.774750 = -66705.598524 nChanged 33 SP:Iteration 7Q (27.067373 sec): 3 clusters Score: Raw -66840.603689 + Penalty 120.751258 = -66719.852430 nChanged 14 SP:Iteration 8Q (27.069920 sec): 3 clusters Score: Raw -66852.067830 + Penalty 120.770680 = -66731.297150 nChanged 13 SP:Iteration 9Q (27.072454 sec): 3 clusters Score: Raw -66859.480556 + Penalty 120.844995 = -66738.635561 nChanged 5 SP:Iteration 10F (27.075131 sec): 3 clusters Score: Raw -66860.153606 + Penalty 120.904877 = -66739.248729 nChanged 4 SP:Iteration 11Q (27.077640 sec): 3 clusters Score: Raw -66860.398212 + Penalty 120.951285 = -66739.446928 nChanged 3 SP:Iteration 12Q (27.080258 sec): 3 clusters Score: Raw -66860.509173 + Penalty 120.985129 = -66739.524044 nChanged 2 SP:Iteration 13Q (27.082820 sec): 3 clusters Score: Raw -66861.105149 + Penalty 120.985129 = -66740.120020 nChanged 0 SP:Iteration 14F (27.085497 sec): 3 clusters Score: Raw -66861.105149 + Penalty 120.985129 = -66740.120020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.087491 sec): 2 clusters Score: Raw -975.278193 + Penalty 253.696741 = -721.581453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.087742 sec): 3 clusters Score: Raw -1007.752240 + Penalty 497.861077 = -509.891163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.088217 sec): 2 clusters Score: Raw -347.415149 + Penalty 148.772623 = -198.642526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.088437 sec): 3 clusters Score: Raw -357.860079 + Penalty 297.447425 = -60.412654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.088922 sec): 2 clusters Score: Raw -718.672623 + Penalty 196.338324 = -522.334298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.089157 sec): 3 clusters Score: Raw -752.625809 + Penalty 393.577576 = -359.048233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.089640 sec): 2 clusters Score: Raw -626.960060 + Penalty 164.489553 = -462.470507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.089873 sec): 3 clusters Score: Raw -658.412303 + Penalty 327.301545 = -331.110758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.090333 sec): 2 clusters Score: Raw -245.582587 + Penalty 80.024407 = -165.558179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.090549 sec): 3 clusters Score: Raw -246.135349 + Penalty 159.661811 = -86.473538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.091012 sec): 2 clusters Score: Raw -315.990838 + Penalty 125.684231 = -190.306607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.091228 sec): 3 clusters Score: Raw -314.890354 + Penalty 292.692772 = -22.197582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.091701 sec): 2 clusters Score: Raw -478.573672 + Penalty 160.290021 = -318.283650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.091927 sec): 3 clusters Score: Raw -483.750014 + Penalty 316.613293 = -167.136721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.092399 sec): 2 clusters Score: Raw -510.364235 + Penalty 190.874183 = -319.490052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.092624 sec): 3 clusters Score: Raw -528.208347 + Penalty 389.381470 = -138.826878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.093184 sec): 2 clusters Score: Raw -2102.988427 + Penalty 83.049153 = -2019.939274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.093475 sec): 3 clusters Score: Raw -2090.388096 + Penalty 166.776551 = -1923.611545 nChanged 11 SP:Iteration 1F (27.093792 sec): 3 clusters Score: Raw -2097.988078 + Penalty 172.684536 = -1925.303543 nChanged 5 SP:Iteration 2F (27.094087 sec): 3 clusters Score: Raw -2103.135925 + Penalty 179.136504 = -1923.999421 nChanged 2 SP:Iteration 3F (27.094382 sec): 3 clusters Score: Raw -2104.156806 + Penalty 182.954119 = -1921.202687 nChanged 1 SP:Iteration 4F (27.094678 sec): 3 clusters Score: Raw -2104.837232 + Penalty 187.290701 = -1917.546531 nChanged 1 SP:Iteration 5F (27.094973 sec): 3 clusters Score: Raw -2105.441842 + Penalty 187.290701 = -1918.151141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.095445 sec): 2 clusters Score: Raw -416.807574 + Penalty 140.719294 = -276.088279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.095667 sec): 3 clusters Score: Raw -423.689237 + Penalty 278.516586 = -145.172651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.096112 sec): 2 clusters Score: Raw -50.720621 + Penalty 0.000000 = -50.720621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.096299 sec): 2 clusters Score: Raw -50.720621 + Penalty 0.000000 = -50.720621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 127 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.096770 sec): 2 clusters Score: Raw -473.626089 + Penalty 148.420927 = -325.205162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.096996 sec): 3 clusters Score: Raw -481.064573 + Penalty 305.118081 = -175.946493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.097458 sec): 2 clusters Score: Raw -374.760613 + Penalty 164.614788 = -210.145825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.097677 sec): 3 clusters Score: Raw -383.510504 + Penalty 340.008407 = -43.502098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.098130 sec): 2 clusters Score: Raw -159.335878 + Penalty 73.013404 = -86.322474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.098338 sec): 3 clusters Score: Raw -153.970680 + Penalty 142.683060 = -11.287620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.098791 sec): 2 clusters Score: Raw -156.871764 + Penalty 68.903397 = -87.968367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.098987 sec): 2 clusters Score: Raw -156.871764 + Penalty 68.903397 = -87.968367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.099453 sec): 2 clusters Score: Raw -407.653581 + Penalty 127.790348 = -279.863233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.099666 sec): 3 clusters Score: Raw -405.471352 + Penalty 251.117845 = -154.353506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.100124 sec): 2 clusters Score: Raw -271.416377 + Penalty 123.587403 = -147.828974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.100340 sec): 3 clusters Score: Raw -266.522404 + Penalty 252.108150 = -14.414253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.100777 sec): 2 clusters Score: Raw -44.188885 + Penalty 0.000000 = -44.188885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.100971 sec): 2 clusters Score: Raw -44.188885 + Penalty 0.000000 = -44.188885 nChanged 0 Deleting Class 70 (20 points): Lose 109.386242 but Gain 827.582024 Iteration 119Q (27.170650 sec): 59 clusters Score: Raw -751961.083943 + Penalty 36691.780198 = -715269.303744 nChanged 28 Deleting Class 128 (7 points): Lose 104.803933 but Gain 826.694832 Iteration 120F (27.649750 sec): 58 clusters Score: Raw -751897.896833 + Penalty 35911.518040 = -715986.378793 nChanged 11 Deleting Class 59 (11 points): Lose 67.012242 but Gain 799.667567 Iteration 121Q (27.708452 sec): 57 clusters Score: Raw -751863.491496 + Penalty 35135.041320 = -716728.450176 nChanged 12 Deleting Class 117 (10 points): Lose 106.809181 but Gain 810.085131 Iteration 122Q (27.767575 sec): 56 clusters Score: Raw -751788.550986 + Penalty 34364.233448 = -717424.317538 nChanged 18 Deleting Class 74 (8 points): Lose 55.504422 but Gain 777.059045 Iteration 123Q (27.827552 sec): 55 clusters Score: Raw -751767.729401 + Penalty 33603.572682 = -718164.156719 nChanged 12 Deleting Class 124 (1 points): Lose 10.267797 but Gain 708.376664 Iteration 124Q (27.885850 sec): 54 clusters Score: Raw -751776.912719 + Penalty 32894.932682 = -718881.980037 nChanged 3 Deleting Class 34 (68 points): Lose 308.411903 but Gain 1002.770448 Iteration 125Q (27.944531 sec): 53 clusters Score: Raw -751474.371878 + Penalty 32097.092583 = -719377.279295 nChanged 71 Deleting Class 18 (32 points): Lose 172.980316 but Gain 862.671547 Iteration 126Q (28.003320 sec): 52 clusters Score: Raw -751434.049571 + Penalty 31242.370031 = -720191.679541 nChanged 41 Deleting Class 20 (25 points): Lose 137.768545 but Gain 827.043758 Iteration 127Q (28.062034 sec): 51 clusters Score: Raw -751408.880250 + Penalty 30470.477218 = -720938.403033 nChanged 32 Deleting Class 152 (6 points): Lose 43.662899 but Gain 732.910701 Iteration 128Q (28.119575 sec): 50 clusters Score: Raw -751426.769335 + Penalty 29743.185271 = -721683.584064 nChanged 20 Deleting Class 75 (17 points): Lose 95.875084 but Gain 775.487879 Iteration 129Q (28.176802 sec): 49 clusters Score: Raw -751348.799691 + Penalty 28982.109885 = -722366.689806 nChanged 21 Deleting Class 55 (7 points): Lose 47.054954 but Gain 723.122627 Iteration 130F (28.577526 sec): 48 clusters Score: Raw -751335.819701 + Penalty 28311.044340 = -723024.775361 nChanged 16 Deleting Class 108 (10 points): Lose 88.637045 but Gain 740.297398 Iteration 131Q (28.634195 sec): 47 clusters Score: Raw -751265.098366 + Penalty 27598.470232 = -723666.628133 nChanged 14 Deleting Class 36 (10 points): Lose 67.231243 but Gain 709.748919 Iteration 132Q (28.690845 sec): 46 clusters Score: Raw -751224.617799 + Penalty 26910.691326 = -724313.926473 nChanged 14 Deleting Class 43 (10 points): Lose 118.782175 but Gain 753.794270 Iteration 133Q (28.746994 sec): 45 clusters Score: Raw -751125.371886 + Penalty 26168.057382 = -724957.314504 nChanged 16 Deleting Class 67 (29 points): Lose 105.544453 but Gain 736.529398 Iteration 134Q (28.802459 sec): 44 clusters Score: Raw -751056.121084 + Penalty 25437.474277 = -725618.646807 nChanged 35 Deleting Class 29 (103 points): Lose 390.973285 but Gain 1019.598148 Iteration 135Q (28.858437 sec): 43 clusters Score: Raw -750713.076964 + Penalty 24613.591878 = -726099.485086 nChanged 117 Deleting Class 54 (9 points): Lose 90.165990 but Gain 716.809569 Iteration 136Q (28.914876 sec): 42 clusters Score: Raw -750865.656477 + Penalty 23922.052501 = -726943.603976 nChanged 38 Deleting Class 130 (3 points): Lose 32.120395 but Gain 649.467320 Iteration 137Q (28.970304 sec): 41 clusters Score: Raw -750884.789008 + Penalty 23307.421704 = -727577.367304 nChanged 24 Deleting Class 102 (6 points): Lose 69.233905 but Gain 685.488608 Iteration 138Q (29.024408 sec): 40 clusters Score: Raw -750837.756170 + Penalty 22651.219997 = -728186.536173 nChanged 22 Deleting Class 131 (3 points): Lose 6.821844 but Gain 612.908070 Iteration 139Q (29.078745 sec): 39 clusters Score: Raw -750861.245810 + Penalty 22042.080649 = -728819.165162 nChanged 16 Deleting Class 33 (53 points): Lose 222.643517 but Gain 850.701207 Iteration 140F (29.397779 sec): 38 clusters Score: Raw -750656.971093 + Penalty 21239.306588 = -729417.664505 nChanged 60 Deleting Class 3 (126 points): Lose 445.302867 but Gain 1040.011124 Iteration 141Q (29.452032 sec): 37 clusters Score: Raw -750310.402093 + Penalty 20378.891351 = -729931.510742 nChanged 140 Deleting Class 122 (8 points): Lose 73.801666 but Gain 661.311525 Iteration 142Q (29.506910 sec): 36 clusters Score: Raw -750460.024821 + Penalty 19742.053959 = -730717.970862 nChanged 35 Deleting Class 15 (17 points): Lose 37.143762 but Gain 602.836990 Iteration 143Q (29.560327 sec): 35 clusters Score: Raw -750458.744722 + Penalty 19154.478690 = -731304.266032 nChanged 31 Deleting Class 127 (10 points): Lose 64.959948 but Gain 629.910156 Iteration 144Q (29.612882 sec): 34 clusters Score: Raw -750430.326183 + Penalty 18523.751168 = -731906.575015 nChanged 18 Deleting Class 32 (32 points): Lose 590.068193 but Gain 1146.402925 Iteration 145Q (29.665572 sec): 33 clusters Score: Raw -749872.622026 + Penalty 17409.938369 = -732462.683658 nChanged 46 Deleting Class 144 (9 points): Lose 76.012634 but Gain 629.907333 Iteration 146Q (29.718020 sec): 32 clusters Score: Raw -750083.395389 + Penalty 16867.132701 = -733216.262689 nChanged 30 Deleting Class 83 (16 points): Lose 125.953231 but Gain 623.418233 Iteration 147Q (29.770547 sec): 31 clusters Score: Raw -750056.223041 + Penalty 16259.565181 = -733796.657860 nChanged 31 Deleting Class 49 (13 points): Lose 90.982101 but Gain 578.206183 Iteration 148Q (29.821699 sec): 30 clusters Score: Raw -750034.758771 + Penalty 15676.980053 = -734357.778719 nChanged 19 Deleting Class 42 (50 points): Lose 327.189008 but Gain 780.596508 Iteration 149Q (29.873722 sec): 29 clusters Score: Raw -749748.192083 + Penalty 14924.843908 = -734823.348175 nChanged 59 Deleting Class 87 (5 points): Lose 29.686900 but Gain 485.900557 Iteration 150F (30.112554 sec): 28 clusters Score: Raw -749888.942912 + Penalty 14432.647527 = -735456.295385 nChanged 35 Deleting Class 16 (6 points): Lose 59.776769 but Gain 483.280508 Iteration 151Q (30.163775 sec): 27 clusters Score: Raw -749897.631335 + Penalty 13952.219846 = -735945.411489 nChanged 41 Deleting Class 26 (116 points): Lose 437.863849 but Gain 842.082419 Iteration 152Q (30.215457 sec): 26 clusters Score: Raw -749523.597222 + Penalty 13167.308988 = -736356.288234 nChanged 144 Deleting Class 24 (101 points): Lose 379.966601 but Gain 689.534633 Iteration 153Q (30.267312 sec): 25 clusters Score: Raw -749442.431579 + Penalty 12511.199949 = -736931.231630 nChanged 152 Deleting Class 27 (75 points): Lose 617.338242 but Gain 763.369264 Iteration 154Q (30.318898 sec): 24 clusters Score: Raw -749046.015278 + Penalty 11700.177804 = -737345.837474 nChanged 117 Deleting Class 175 (1 points): Lose 31.108443 but Gain 48.861766 Iteration 155Q (30.368644 sec): 23 clusters Score: Raw -749453.403109 + Penalty 11674.840069 = -737778.563040 nChanged 38 Iteration 156Q (30.418180 sec): 23 clusters Score: Raw -749508.243822 + Penalty 11688.132900 = -737820.110921 nChanged 15 Iteration 157Q (30.467110 sec): 23 clusters Score: Raw -749535.224161 + Penalty 11692.607764 = -737842.616397 nChanged 10 Iteration 158Q (30.515927 sec): 23 clusters Score: Raw -749541.057386 + Penalty 11689.085428 = -737851.971958 nChanged 5 Iteration 159Q (30.564029 sec): 23 clusters Score: Raw -749543.801746 + Penalty 11691.935158 = -737851.866588 nChanged 4 Iteration 160F (30.758477 sec): 23 clusters Score: Raw -749549.115788 + Penalty 11692.012794 = -737857.102995 nChanged 4 Iteration 161Q (30.807235 sec): 23 clusters Score: Raw -749561.967159 + Penalty 11691.844782 = -737870.122377 nChanged 3 Iteration 162Q (30.855645 sec): 23 clusters Score: Raw -749563.369462 + Penalty 11691.336447 = -737872.033014 nChanged 1 Iteration 163Q (30.904208 sec): 23 clusters Score: Raw -749563.972766 + Penalty 11691.336447 = -737872.636319 nChanged 0 Iteration 164F (31.099266 sec): 23 clusters Score: Raw -749563.972766 + Penalty 11691.336447 = -737872.636319 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -749563.972766 + Penalty 11691.336447 = -737872.636319Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.134095 sec): 2 clusters Score: Raw -33066.453821 + Penalty 228.070847 = -32838.382974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.135555 sec): 3 clusters Score: Raw -32649.278222 + Penalty 504.973659 = -32144.304564 nChanged 281 SP:Iteration 1F (31.136968 sec): 3 clusters Score: Raw -32922.472236 + Penalty 562.904471 = -32359.567765 nChanged 116 SP:Iteration 2F (31.138406 sec): 3 clusters Score: Raw -33029.724039 + Penalty 591.896394 = -32437.827646 nChanged 39 SP:Iteration 3F (31.139836 sec): 3 clusters Score: Raw -33070.092422 + Penalty 621.504785 = -32448.587638 nChanged 28 SP:Iteration 4Q (31.141234 sec): 3 clusters Score: Raw -33094.659488 + Penalty 648.325656 = -32446.333832 nChanged 18 SP:Iteration 5F (31.142641 sec): 3 clusters Score: Raw -33117.013767 + Penalty 671.152296 = -32445.861470 nChanged 13 SP:Iteration 6F (31.144079 sec): 3 clusters Score: Raw -33133.679643 + Penalty 679.018457 = -32454.661187 nChanged 8 SP:Iteration 7Q (31.145353 sec): 3 clusters Score: Raw -33141.265227 + Penalty 685.493687 = -32455.771539 nChanged 5 SP:Iteration 8Q (31.146623 sec): 3 clusters Score: Raw -33143.918282 + Penalty 693.377174 = -32450.541109 nChanged 4 SP:Iteration 9F (31.148063 sec): 3 clusters Score: Raw -33145.659313 + Penalty 695.521014 = -32450.138300 nChanged 1 SP:Iteration 10F (31.149494 sec): 3 clusters Score: Raw -33146.554795 + Penalty 697.051335 = -32449.503460 nChanged 1 SP:Iteration 11F (31.150924 sec): 3 clusters Score: Raw -33146.687999 + Penalty 697.051335 = -32449.636665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.160971 sec): 2 clusters Score: Raw -103292.645470 + Penalty 193.244596 = -103099.400874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.165091 sec): 3 clusters Score: Raw -101909.077083 + Penalty 409.710605 = -101499.366478 nChanged 975 SP:Iteration 1F (31.169097 sec): 3 clusters Score: Raw -102762.684781 + Penalty 439.420169 = -102323.264611 nChanged 236 SP:Iteration 2F (31.173097 sec): 3 clusters Score: Raw -103005.526963 + Penalty 546.722914 = -102458.804049 nChanged 177 SP:Iteration 3F (31.177106 sec): 3 clusters Score: Raw -103240.053444 + Penalty 747.966837 = -102492.086607 nChanged 72 SP:Iteration 4Q (31.180795 sec): 3 clusters Score: Raw -103359.045604 + Penalty 800.314477 = -102558.731127 nChanged 17 SP:Iteration 5Q (31.184142 sec): 3 clusters Score: Raw -103392.593953 + Penalty 816.676741 = -102575.917212 nChanged 10 SP:Iteration 6Q (31.187399 sec): 3 clusters Score: Raw -103405.409486 + Penalty 796.045055 = -102609.364432 nChanged 5 SP:Iteration 7Q (31.190741 sec): 3 clusters Score: Raw -103412.208242 + Penalty 794.213882 = -102617.994360 nChanged 2 SP:Iteration 8Q (31.194228 sec): 3 clusters Score: Raw -103413.222045 + Penalty 791.021558 = -102622.200487 nChanged 1 SP:Iteration 9Q (31.197435 sec): 3 clusters Score: Raw -103414.239532 + Penalty 793.037327 = -102621.202205 nChanged 2 SP:Iteration 10F (31.201473 sec): 3 clusters Score: Raw -103419.621005 + Penalty 790.883464 = -102628.737541 nChanged 4 SP:Iteration 11Q (31.204687 sec): 3 clusters Score: Raw -103423.183973 + Penalty 790.883464 = -102632.300508 nChanged 0 SP:Iteration 12F (31.208694 sec): 3 clusters Score: Raw -103423.183973 + Penalty 790.883464 = -102632.300508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.210320 sec): 2 clusters Score: Raw -11305.969631 + Penalty 529.722431 = -10776.247200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.210936 sec): 3 clusters Score: Raw -11328.831809 + Penalty 1059.659190 = -10269.172619 nChanged 43 SP:Iteration 1F (31.211544 sec): 3 clusters Score: Raw -11396.720187 + Penalty 1059.458244 = -10337.261943 nChanged 14 SP:Iteration 2F (31.212143 sec): 3 clusters Score: Raw -11409.392228 + Penalty 1059.419880 = -10349.972348 nChanged 2 SP:Iteration 3Q (31.212725 sec): 3 clusters Score: Raw -11411.998389 + Penalty 1059.395059 = -10352.603331 nChanged 2 SP:Iteration 4Q (31.213306 sec): 3 clusters Score: Raw -11415.260223 + Penalty 1059.395059 = -10355.865164 nChanged 0 SP:Iteration 5F (31.213905 sec): 3 clusters Score: Raw -11415.260223 + Penalty 1059.395059 = -10355.865164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.218104 sec): 2 clusters Score: Raw -53034.104742 + Penalty 291.260347 = -52742.844394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.220306 sec): 3 clusters Score: Raw -52373.106049 + Penalty 668.765430 = -51704.340619 nChanged 475 SP:Iteration 1F (31.222464 sec): 3 clusters Score: Raw -52929.529334 + Penalty 747.408612 = -52182.120722 nChanged 123 SP:Iteration 2F (31.224621 sec): 3 clusters Score: Raw -53092.531597 + Penalty 789.491748 = -52303.039850 nChanged 42 SP:Iteration 3Q (31.226742 sec): 3 clusters Score: Raw -53141.716929 + Penalty 813.469190 = -52328.247738 nChanged 15 SP:Iteration 4Q (31.228709 sec): 3 clusters Score: Raw -53161.187312 + Penalty 823.178602 = -52338.008710 nChanged 10 SP:Iteration 5Q (31.230618 sec): 3 clusters Score: Raw -53175.016629 + Penalty 823.629264 = -52351.387365 nChanged 8 SP:Iteration 6Q (31.232467 sec): 3 clusters Score: Raw -53183.213921 + Penalty 827.106836 = -52356.107084 nChanged 4 SP:Iteration 7Q (31.234302 sec): 3 clusters Score: Raw -53185.680942 + Penalty 829.113052 = -52356.567890 nChanged 4 SP:Iteration 8Q (31.236141 sec): 3 clusters Score: Raw -53189.061300 + Penalty 831.445854 = -52357.615446 nChanged 3 SP:Iteration 9Q (31.237976 sec): 3 clusters Score: Raw -53189.720634 + Penalty 832.322059 = -52357.398575 nChanged 1 SP:Iteration 10F (31.240133 sec): 3 clusters Score: Raw -53191.251881 + Penalty 832.322059 = -52358.929823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.244608 sec): 2 clusters Score: Raw -35584.496154 + Penalty 136.066059 = -35448.430096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.246201 sec): 3 clusters Score: Raw -35118.019578 + Penalty 273.197730 = -34844.821848 nChanged 327 SP:Iteration 1F (31.247726 sec): 3 clusters Score: Raw -35309.444308 + Penalty 273.859919 = -35035.584389 nChanged 71 SP:Iteration 2F (31.249238 sec): 3 clusters Score: Raw -35342.488390 + Penalty 273.550316 = -35068.938075 nChanged 44 SP:Iteration 3F (31.250737 sec): 3 clusters Score: Raw -35376.381730 + Penalty 272.412733 = -35103.968997 nChanged 47 SP:Iteration 4F (31.252281 sec): 3 clusters Score: Raw -35457.066620 + Penalty 270.223174 = -35186.843446 nChanged 51 SP:Iteration 5F (31.253802 sec): 3 clusters Score: Raw -35516.118526 + Penalty 268.632093 = -35247.486433 nChanged 32 SP:Iteration 6Q (31.255279 sec): 3 clusters Score: Raw -35527.293903 + Penalty 267.956256 = -35259.337647 nChanged 13 SP:Iteration 7Q (31.256737 sec): 3 clusters Score: Raw -35530.379097 + Penalty 266.911290 = -35263.467807 nChanged 10 SP:Iteration 8Q (31.258228 sec): 3 clusters Score: Raw -35533.279585 + Penalty 265.395759 = -35267.883827 nChanged 10 SP:Iteration 9Q (31.259698 sec): 3 clusters Score: Raw -35536.055077 + Penalty 264.826136 = -35271.228941 nChanged 4 SP:Iteration 10F (31.261207 sec): 3 clusters Score: Raw -35537.250395 + Penalty 264.384592 = -35272.865803 nChanged 4 SP:Iteration 11Q (31.262706 sec): 3 clusters Score: Raw -35537.874041 + Penalty 263.551604 = -35274.322437 nChanged 5 SP:Iteration 12Q (31.264272 sec): 3 clusters Score: Raw -35538.423548 + Penalty 263.474804 = -35274.948744 nChanged 1 SP:Iteration 13Q (31.265818 sec): 3 clusters Score: Raw -35538.448218 + Penalty 263.474804 = -35274.973414 nChanged 0 SP:Iteration 14F (31.267469 sec): 3 clusters Score: Raw -35538.448218 + Penalty 263.474804 = -35274.973414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.269790 sec): 2 clusters Score: Raw -12177.097379 + Penalty 145.103941 = -12031.993438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.270499 sec): 3 clusters Score: Raw -12046.338188 + Penalty 325.669405 = -11720.668782 nChanged 99 SP:Iteration 1F (31.271199 sec): 3 clusters Score: Raw -12157.228951 + Penalty 366.472145 = -11790.756806 nChanged 28 SP:Iteration 2F (31.271893 sec): 3 clusters Score: Raw -12198.251695 + Penalty 389.625019 = -11808.626676 nChanged 8 SP:Iteration 3Q (31.272542 sec): 3 clusters Score: Raw -12208.635053 + Penalty 395.269194 = -11813.365859 nChanged 2 SP:Iteration 4Q (31.273167 sec): 3 clusters Score: Raw -12214.434739 + Penalty 400.546717 = -11813.888021 nChanged 2 SP:Iteration 5Q (31.273786 sec): 3 clusters Score: Raw -12216.790371 + Penalty 404.057783 = -11812.732587 nChanged 1 SP:Iteration 6F (31.274476 sec): 3 clusters Score: Raw -12217.082842 + Penalty 404.057783 = -11813.025059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.276827 sec): 2 clusters Score: Raw -26763.009466 + Penalty 129.554035 = -26633.455431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.278050 sec): 3 clusters Score: Raw -26434.006751 + Penalty 262.852559 = -26171.154192 nChanged 243 SP:Iteration 1F (31.279271 sec): 3 clusters Score: Raw -26581.023956 + Penalty 264.118720 = -26316.905235 nChanged 60 SP:Iteration 2F (31.280490 sec): 3 clusters Score: Raw -26635.926161 + Penalty 264.507604 = -26371.418557 nChanged 37 SP:Iteration 3F (31.281714 sec): 3 clusters Score: Raw -26651.001165 + Penalty 266.301605 = -26384.699560 nChanged 21 SP:Iteration 4Q (31.282935 sec): 3 clusters Score: Raw -26660.756774 + Penalty 267.613176 = -26393.143598 nChanged 20 SP:Iteration 5Q (31.284177 sec): 3 clusters Score: Raw -26671.192932 + Penalty 270.419932 = -26400.773000 nChanged 23 SP:Iteration 6Q (31.285398 sec): 3 clusters Score: Raw -26684.531973 + Penalty 272.604474 = -26411.927500 nChanged 17 SP:Iteration 7Q (31.286620 sec): 3 clusters Score: Raw -26693.520965 + Penalty 275.858226 = -26417.662739 nChanged 15 SP:Iteration 8Q (31.287798 sec): 3 clusters Score: Raw -26701.008343 + Penalty 280.072702 = -26420.935641 nChanged 12 SP:Iteration 9Q (31.288959 sec): 3 clusters Score: Raw -26709.227546 + Penalty 285.542247 = -26423.685299 nChanged 15 SP:Iteration 10F (31.290180 sec): 3 clusters Score: Raw -26721.235849 + Penalty 292.647031 = -26428.588818 nChanged 17 SP:Iteration 11Q (31.291322 sec): 3 clusters Score: Raw -26730.582891 + Penalty 294.805765 = -26435.777126 nChanged 7 SP:Iteration 12Q (31.292450 sec): 3 clusters Score: Raw -26734.744677 + Penalty 297.852796 = -26436.891882 nChanged 6 SP:Iteration 13Q (31.293642 sec): 3 clusters Score: Raw -26738.579132 + Penalty 300.190645 = -26438.388487 nChanged 7 SP:Iteration 14Q (31.294797 sec): 3 clusters Score: Raw -26744.526885 + Penalty 306.781035 = -26437.745850 nChanged 9 SP:Iteration 15F (31.296056 sec): 3 clusters Score: Raw -26753.057713 + Penalty 313.699029 = -26439.358684 nChanged 8 SP:Iteration 16Q (31.297177 sec): 3 clusters Score: Raw -26757.085100 + Penalty 316.029140 = -26441.055961 nChanged 3 SP:Iteration 17Q (31.298286 sec): 3 clusters Score: Raw -26758.405324 + Penalty 317.344604 = -26441.060721 nChanged 3 SP:Iteration 18Q (31.299372 sec): 3 clusters Score: Raw -26760.158117 + Penalty 319.056569 = -26441.101548 nChanged 2 SP:Iteration 19Q (31.300424 sec): 3 clusters Score: Raw -26762.228353 + Penalty 320.526054 = -26441.702298 nChanged 1 SP:Iteration 20F (31.301622 sec): 3 clusters Score: Raw -26762.714510 + Penalty 323.927692 = -26438.786818 nChanged 3 SP:Iteration 21F (31.302843 sec): 3 clusters Score: Raw -26764.729935 + Penalty 323.913842 = -26440.816093 nChanged 4 SP:Iteration 22Q (31.303889 sec): 3 clusters Score: Raw -26767.245136 + Penalty 324.960437 = -26442.284699 nChanged 1 SP:Iteration 23Q (31.304928 sec): 3 clusters Score: Raw -26767.419623 + Penalty 324.960437 = -26442.459186 nChanged 0 SP:Iteration 24F (31.306132 sec): 3 clusters Score: Raw -26767.419623 + Penalty 324.960437 = -26442.459186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.307560 sec): 2 clusters Score: Raw -8170.200230 + Penalty 155.860878 = -8014.339352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.308097 sec): 3 clusters Score: Raw -8123.704610 + Penalty 336.551881 = -7787.152729 nChanged 62 SP:Iteration 1F (31.308625 sec): 3 clusters Score: Raw -8273.425238 + Penalty 360.592820 = -7912.832418 nChanged 18 SP:Iteration 2F (31.309151 sec): 3 clusters Score: Raw -8307.481342 + Penalty 368.006515 = -7939.474827 nChanged 4 SP:Iteration 3Q (31.309643 sec): 3 clusters Score: Raw -8313.699400 + Penalty 368.006515 = -7945.692886 nChanged 0 SP:Iteration 4F (31.310168 sec): 3 clusters Score: Raw -8313.699400 + Penalty 368.006515 = -7945.692886 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 10 (2923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.323354 sec): 2 clusters Score: Raw -134270.369273 + Penalty 192.955161 = -134077.414112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.328867 sec): 3 clusters Score: Raw -132407.256998 + Penalty 377.326774 = -132029.930224 nChanged 1308 SP:Iteration 1F (31.334257 sec): 3 clusters Score: Raw -133514.764180 + Penalty 369.696704 = -133145.067476 nChanged 361 SP:Iteration 2F (31.339506 sec): 3 clusters Score: Raw -133736.596343 + Penalty 365.128092 = -133371.468251 nChanged 182 SP:Iteration 3F (31.344770 sec): 3 clusters Score: Raw -133875.105088 + Penalty 360.547395 = -133514.557693 nChanged 138 SP:Iteration 4Q (31.350041 sec): 3 clusters Score: Raw -133982.075187 + Penalty 356.237552 = -133625.837636 nChanged 114 SP:Iteration 5Q (31.355258 sec): 3 clusters Score: Raw -134075.460182 + Penalty 358.133323 = -133717.326859 nChanged 110 SP:Iteration 6Q (31.360358 sec): 3 clusters Score: Raw -134155.982369 + Penalty 351.925173 = -133804.057195 nChanged 72 SP:Iteration 7Q (31.365317 sec): 3 clusters Score: Raw -134201.168820 + Penalty 351.474365 = -133849.694455 nChanged 47 SP:Iteration 8Q (31.370205 sec): 3 clusters Score: Raw -134224.465307 + Penalty 351.547582 = -133872.917725 nChanged 31 SP:Iteration 9Q (31.374979 sec): 3 clusters Score: Raw -134235.158189 + Penalty 357.731383 = -133877.426806 nChanged 22 SP:Iteration 10F (31.380254 sec): 3 clusters Score: Raw -134241.820434 + Penalty 360.121651 = -133881.698783 nChanged 19 SP:Iteration 11Q (31.385137 sec): 3 clusters Score: Raw -134246.658128 + Penalty 357.714188 = -133888.943940 nChanged 15 SP:Iteration 12Q (31.389897 sec): 3 clusters Score: Raw -134251.805706 + Penalty 358.480386 = -133893.325320 nChanged 18 SP:Iteration 13Q (31.394764 sec): 3 clusters Score: Raw -134258.515503 + Penalty 363.806064 = -133894.709439 nChanged 22 SP:Iteration 14Q (31.399779 sec): 3 clusters Score: Raw -134271.582042 + Penalty 375.989196 = -133895.592846 nChanged 19 SP:Iteration 15Q (31.404482 sec): 3 clusters Score: Raw -134281.691649 + Penalty 385.725643 = -133895.966006 nChanged 15 SP:Iteration 16Q (31.409238 sec): 3 clusters Score: Raw -134290.555888 + Penalty 389.248533 = -133901.307355 nChanged 6 SP:Iteration 17Q (31.413840 sec): 3 clusters Score: Raw -134292.264803 + Penalty 393.493769 = -133898.771035 nChanged 4 SP:Iteration 18F (31.419088 sec): 3 clusters Score: Raw -134292.982865 + Penalty 397.321542 = -133895.661323 nChanged 4 SP:Iteration 19F (31.424319 sec): 3 clusters Score: Raw -134293.556697 + Penalty 399.876356 = -133893.680341 nChanged 2 SP:Iteration 20F (31.429552 sec): 3 clusters Score: Raw -134293.909039 + Penalty 402.100622 = -133891.808417 nChanged 3 SP:Iteration 21F (31.434824 sec): 3 clusters Score: Raw -134294.707936 + Penalty 410.674883 = -133884.033053 nChanged 7 SP:Iteration 22F (31.440058 sec): 3 clusters Score: Raw -134296.462137 + Penalty 421.048290 = -133875.413846 nChanged 5 SP:Iteration 23F (31.445328 sec): 3 clusters Score: Raw -134298.102914 + Penalty 433.696997 = -133864.405918 nChanged 6 SP:Iteration 24F (31.450572 sec): 3 clusters Score: Raw -134300.677186 + Penalty 456.800695 = -133843.876491 nChanged 10 SP:Iteration 25F (31.455946 sec): 3 clusters Score: Raw -134304.769048 + Penalty 478.269441 = -133826.499607 nChanged 7 SP:Iteration 26F (31.461186 sec): 3 clusters Score: Raw -134309.636019 + Penalty 488.687956 = -133820.948063 nChanged 4 SP:Iteration 27F (31.466418 sec): 3 clusters Score: Raw -134312.355929 + Penalty 496.648354 = -133815.707575 nChanged 4 SP:Iteration 28F (31.471648 sec): 3 clusters Score: Raw -134317.251448 + Penalty 501.033306 = -133816.218142 nChanged 2 SP:Iteration 29Q (31.475943 sec): 3 clusters Score: Raw -134319.726952 + Penalty 506.194360 = -133813.532592 nChanged 1 SP:Iteration 30F (31.481168 sec): 3 clusters Score: Raw -134320.886526 + Penalty 513.023914 = -133807.862613 nChanged 1 SP:Iteration 31F (31.486439 sec): 3 clusters Score: Raw -134321.684624 + Penalty 513.023914 = -133808.660710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.494410 sec): 2 clusters Score: Raw -49559.554636 + Penalty 226.237405 = -49333.317230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.496536 sec): 3 clusters Score: Raw -48910.197897 + Penalty 442.990847 = -48467.207050 nChanged 483 SP:Iteration 1F (31.498779 sec): 3 clusters Score: Raw -49291.202178 + Penalty 437.894122 = -48853.308056 nChanged 196 SP:Iteration 2F (31.500914 sec): 3 clusters Score: Raw -49445.680054 + Penalty 439.158987 = -49006.521067 nChanged 81 SP:Iteration 3F (31.502958 sec): 3 clusters Score: Raw -49510.927699 + Penalty 442.274690 = -49068.653008 nChanged 55 SP:Iteration 4F (31.504994 sec): 3 clusters Score: Raw -49553.645658 + Penalty 454.961381 = -49098.684278 nChanged 35 SP:Iteration 5Q (31.507077 sec): 3 clusters Score: Raw -49584.235127 + Penalty 473.146004 = -49111.089123 nChanged 30 SP:Iteration 6Q (31.509165 sec): 3 clusters Score: Raw -49609.328874 + Penalty 490.419046 = -49118.909828 nChanged 22 SP:Iteration 7Q (31.511230 sec): 3 clusters Score: Raw -49623.752218 + Penalty 496.467010 = -49127.285208 nChanged 8 SP:Iteration 8Q (31.513261 sec): 3 clusters Score: Raw -49627.475443 + Penalty 514.266912 = -49113.208531 nChanged 8 SP:Iteration 9F (31.515294 sec): 3 clusters Score: Raw -49634.915613 + Penalty 517.764738 = -49117.150875 nChanged 3 SP:Iteration 10F (31.517328 sec): 3 clusters Score: Raw -49636.648132 + Penalty 526.918834 = -49109.729298 nChanged 3 SP:Iteration 11F (31.519359 sec): 3 clusters Score: Raw -49638.300201 + Penalty 533.546009 = -49104.754192 nChanged 2 SP:Iteration 12F (31.521387 sec): 3 clusters Score: Raw -49638.956170 + Penalty 536.332105 = -49102.624065 nChanged 1 SP:Iteration 13F (31.523417 sec): 3 clusters Score: Raw -49639.242323 + Penalty 539.992438 = -49099.249886 nChanged 1 SP:Iteration 14F (31.525455 sec): 3 clusters Score: Raw -49639.434739 + Penalty 544.392829 = -49095.041910 nChanged 2 SP:Iteration 15F (31.527489 sec): 3 clusters Score: Raw -49640.351077 + Penalty 545.754618 = -49094.596459 nChanged 1 SP:Iteration 16F (31.529616 sec): 3 clusters Score: Raw -49640.917382 + Penalty 545.109090 = -49095.808292 nChanged 1 SP:Iteration 17Q (31.531623 sec): 3 clusters Score: Raw -49641.160184 + Penalty 545.109090 = -49096.051094 nChanged 0 SP:Iteration 18F (31.533657 sec): 3 clusters Score: Raw -49641.160184 + Penalty 545.109090 = -49096.051094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.541273 sec): 2 clusters Score: Raw -104618.129521 + Penalty 144.273810 = -104473.855712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.545426 sec): 3 clusters Score: Raw -103185.733512 + Penalty 329.943880 = -102855.789632 nChanged 1010 SP:Iteration 1F (31.549466 sec): 3 clusters Score: Raw -104259.444680 + Penalty 376.600578 = -103882.844102 nChanged 240 SP:Iteration 2F (31.553495 sec): 3 clusters Score: Raw -104486.547545 + Penalty 407.277836 = -104079.269709 nChanged 112 SP:Iteration 3Q (31.557540 sec): 3 clusters Score: Raw -104589.208110 + Penalty 425.848735 = -104163.359375 nChanged 48 SP:Iteration 4Q (31.561590 sec): 3 clusters Score: Raw -104635.332873 + Penalty 438.363884 = -104196.968989 nChanged 26 SP:Iteration 5Q (31.565627 sec): 3 clusters Score: Raw -104660.316463 + Penalty 441.347193 = -104218.969270 nChanged 15 SP:Iteration 6Q (31.569440 sec): 3 clusters Score: Raw -104669.926603 + Penalty 442.347835 = -104227.578768 nChanged 7 SP:Iteration 7Q (31.573097 sec): 3 clusters Score: Raw -104673.795465 + Penalty 442.658999 = -104231.136466 nChanged 8 SP:Iteration 8Q (31.576672 sec): 3 clusters Score: Raw -104678.196026 + Penalty 444.335318 = -104233.860709 nChanged 6 SP:Iteration 9Q (31.580189 sec): 3 clusters Score: Raw -104680.637962 + Penalty 443.475459 = -104237.162504 nChanged 3 SP:Iteration 10F (31.584241 sec): 3 clusters Score: Raw -104681.757817 + Penalty 443.988952 = -104237.768865 nChanged 6 SP:Iteration 11Q (31.587744 sec): 3 clusters Score: Raw -104683.639426 + Penalty 445.303151 = -104238.336275 nChanged 2 SP:Iteration 12Q (31.591269 sec): 3 clusters Score: Raw -104686.903323 + Penalty 445.303151 = -104241.600172 nChanged 0 SP:Iteration 13F (31.595359 sec): 3 clusters Score: Raw -104686.903323 + Penalty 445.303151 = -104241.600172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 13 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.599893 sec): 2 clusters Score: Raw -39108.599064 + Penalty 149.001285 = -38959.597778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.601680 sec): 3 clusters Score: Raw -38599.170423 + Penalty 310.455155 = -38288.715268 nChanged 371 SP:Iteration 1F (31.603441 sec): 3 clusters Score: Raw -38866.017253 + Penalty 332.206814 = -38533.810439 nChanged 110 SP:Iteration 2F (31.605140 sec): 3 clusters Score: Raw -38961.520659 + Penalty 357.978269 = -38603.542390 nChanged 71 SP:Iteration 3F (31.606771 sec): 3 clusters Score: Raw -39038.981753 + Penalty 388.036507 = -38650.945246 nChanged 41 SP:Iteration 4Q (31.608476 sec): 3 clusters Score: Raw -39083.159848 + Penalty 420.227870 = -38662.931978 nChanged 24 SP:Iteration 5Q (31.610139 sec): 3 clusters Score: Raw -39111.681386 + Penalty 449.954588 = -38661.726798 nChanged 23 SP:Iteration 6F (31.611795 sec): 3 clusters Score: Raw -39138.193682 + Penalty 467.632157 = -38670.561525 nChanged 11 SP:Iteration 7Q (31.613342 sec): 3 clusters Score: Raw -39153.912307 + Penalty 496.762084 = -38657.150223 nChanged 7 SP:Iteration 8F (31.614968 sec): 3 clusters Score: Raw -39163.685414 + Penalty 501.140306 = -38662.545108 nChanged 1 SP:Iteration 9Q (31.616392 sec): 3 clusters Score: Raw -39164.379048 + Penalty 501.140306 = -38663.238742 nChanged 0 SP:Iteration 10F (31.618050 sec): 3 clusters Score: Raw -39164.379048 + Penalty 501.140306 = -38663.238742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.620479 sec): 2 clusters Score: Raw -20076.483099 + Penalty 359.263376 = -19717.219723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.621401 sec): 3 clusters Score: Raw -19904.664252 + Penalty 722.246578 = -19182.417674 nChanged 124 SP:Iteration 1F (31.622295 sec): 3 clusters Score: Raw -19996.437243 + Penalty 735.056665 = -19261.380578 nChanged 47 SP:Iteration 2F (31.623187 sec): 3 clusters Score: Raw -20057.767636 + Penalty 752.704466 = -19305.063170 nChanged 34 SP:Iteration 3F (31.624077 sec): 3 clusters Score: Raw -20099.926423 + Penalty 764.360571 = -19335.565852 nChanged 20 SP:Iteration 4Q (31.624958 sec): 3 clusters Score: Raw -20139.242442 + Penalty 776.940502 = -19362.301940 nChanged 17 SP:Iteration 5Q (31.625816 sec): 3 clusters Score: Raw -20163.193352 + Penalty 780.990942 = -19382.202410 nChanged 9 SP:Iteration 6Q (31.626654 sec): 3 clusters Score: Raw -20175.467833 + Penalty 784.601753 = -19390.866080 nChanged 3 SP:Iteration 7Q (31.627478 sec): 3 clusters Score: Raw -20177.100261 + Penalty 784.746798 = -19392.353464 nChanged 1 SP:Iteration 8Q (31.628295 sec): 3 clusters Score: Raw -20177.564326 + Penalty 784.746798 = -19392.817528 nChanged 0 SP:Iteration 9F (31.629183 sec): 3 clusters Score: Raw -20177.564326 + Penalty 784.746798 = -19392.817528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.632174 sec): 2 clusters Score: Raw -41552.673021 + Penalty 289.956498 = -41262.716523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.633941 sec): 3 clusters Score: Raw -41068.538314 + Penalty 592.971541 = -40475.566773 nChanged 341 SP:Iteration 1F (31.635699 sec): 3 clusters Score: Raw -41347.897141 + Penalty 621.648095 = -40726.249047 nChanged 131 SP:Iteration 2F (31.637442 sec): 3 clusters Score: Raw -41482.561116 + Penalty 665.407255 = -40817.153861 nChanged 80 SP:Iteration 3F (31.639171 sec): 3 clusters Score: Raw -41572.012827 + Penalty 706.004107 = -40866.008720 nChanged 37 SP:Iteration 4Q (31.640866 sec): 3 clusters Score: Raw -41610.496654 + Penalty 744.848348 = -40865.648307 nChanged 29 SP:Iteration 5F (31.642725 sec): 3 clusters Score: Raw -41641.991767 + Penalty 777.488377 = -40864.503389 nChanged 16 SP:Iteration 6F (31.644554 sec): 3 clusters Score: Raw -41668.635027 + Penalty 800.176601 = -40868.458426 nChanged 9 SP:Iteration 7Q (31.646130 sec): 3 clusters Score: Raw -41687.420612 + Penalty 821.423730 = -40865.996882 nChanged 8 SP:Iteration 8F (31.647834 sec): 3 clusters Score: Raw -41706.485789 + Penalty 829.593835 = -40876.891954 nChanged 5 SP:Iteration 9Q (31.649297 sec): 3 clusters Score: Raw -41715.996943 + Penalty 830.372339 = -40885.624603 nChanged 2 SP:Iteration 10F (31.651012 sec): 3 clusters Score: Raw -41718.999058 + Penalty 830.699973 = -40888.299085 nChanged 1 SP:Iteration 11Q (31.652497 sec): 3 clusters Score: Raw -41720.968424 + Penalty 830.699973 = -40890.268452 nChanged 0 SP:Iteration 12F (31.654317 sec): 3 clusters Score: Raw -41720.968424 + Penalty 830.699973 = -40890.268452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.655624 sec): 2 clusters Score: Raw -15518.338057 + Penalty 491.854336 = -15026.483721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.656384 sec): 3 clusters Score: Raw -15428.167586 + Penalty 982.627507 = -14445.540080 nChanged 80 SP:Iteration 1F (31.657110 sec): 3 clusters Score: Raw -15507.761593 + Penalty 979.658780 = -14528.102813 nChanged 21 SP:Iteration 2F (31.657853 sec): 3 clusters Score: Raw -15525.661337 + Penalty 977.683857 = -14547.977480 nChanged 8 SP:Iteration 3Q (31.658582 sec): 3 clusters Score: Raw -15532.056870 + Penalty 974.964502 = -14557.092368 nChanged 8 SP:Iteration 4Q (31.659310 sec): 3 clusters Score: Raw -15538.331052 + Penalty 973.526231 = -14564.804821 nChanged 6 SP:Iteration 5Q (31.660072 sec): 3 clusters Score: Raw -15543.281232 + Penalty 971.699915 = -14571.581318 nChanged 7 SP:Iteration 6Q (31.660792 sec): 3 clusters Score: Raw -15549.473654 + Penalty 970.855181 = -14578.618472 nChanged 7 SP:Iteration 7Q (31.661493 sec): 3 clusters Score: Raw -15557.400041 + Penalty 974.424793 = -14582.975248 nChanged 5 SP:Iteration 8Q (31.662192 sec): 3 clusters Score: Raw -15562.324965 + Penalty 979.218116 = -14583.106850 nChanged 5 SP:Iteration 9Q (31.662891 sec): 3 clusters Score: Raw -15574.341213 + Penalty 980.444774 = -14593.896439 nChanged 4 SP:Iteration 10F (31.663606 sec): 3 clusters Score: Raw -15582.931421 + Penalty 983.072574 = -14599.858848 nChanged 1 SP:Iteration 11Q (31.664307 sec): 3 clusters Score: Raw -15583.147265 + Penalty 983.072574 = -14600.074691 nChanged 0 SP:Iteration 12F (31.665024 sec): 3 clusters Score: Raw -15583.147265 + Penalty 983.072574 = -14600.074691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.667365 sec): 2 clusters Score: Raw -20269.107677 + Penalty 409.867596 = -19859.240081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.668303 sec): 3 clusters Score: Raw -20096.500656 + Penalty 840.387138 = -19256.113518 nChanged 139 SP:Iteration 1F (31.669226 sec): 3 clusters Score: Raw -20243.570637 + Penalty 879.881254 = -19363.689383 nChanged 49 SP:Iteration 2F (31.670147 sec): 3 clusters Score: Raw -20316.830660 + Penalty 929.072523 = -19387.758137 nChanged 37 SP:Iteration 3F (31.671067 sec): 3 clusters Score: Raw -20399.952814 + Penalty 958.203388 = -19441.749426 nChanged 24 SP:Iteration 4F (31.671986 sec): 3 clusters Score: Raw -20441.478421 + Penalty 973.936002 = -19467.542419 nChanged 9 SP:Iteration 5Q (31.672861 sec): 3 clusters Score: Raw -20454.215277 + Penalty 984.479739 = -19469.735538 nChanged 4 SP:Iteration 6Q (31.673711 sec): 3 clusters Score: Raw -20460.580534 + Penalty 993.697995 = -19466.882539 nChanged 2 SP:Iteration 7F (31.674630 sec): 3 clusters Score: Raw -20464.374381 + Penalty 993.697995 = -19470.676386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.675583 sec): 2 clusters Score: Raw -7531.965428 + Penalty 488.765439 = -7043.199989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.676048 sec): 3 clusters Score: Raw -7555.052196 + Penalty 968.663378 = -6586.388819 nChanged 28 SP:Iteration 1F (31.676507 sec): 3 clusters Score: Raw -7608.368666 + Penalty 966.435646 = -6641.933020 nChanged 4 SP:Iteration 2Q (31.676950 sec): 3 clusters Score: Raw -7614.535580 + Penalty 964.146146 = -6650.389434 nChanged 7 SP:Iteration 3Q (31.677393 sec): 3 clusters Score: Raw -7650.921207 + Penalty 964.510011 = -6686.411195 nChanged 2 SP:Iteration 4Q (31.677828 sec): 3 clusters Score: Raw -7653.631989 + Penalty 964.433043 = -6689.198946 nChanged 3 SP:Iteration 5Q (31.678262 sec): 3 clusters Score: Raw -7657.410454 + Penalty 963.661730 = -6693.748724 nChanged 1 SP:Iteration 6Q (31.678694 sec): 3 clusters Score: Raw -7658.797493 + Penalty 963.661730 = -6695.135763 nChanged 0 SP:Iteration 7F (31.679148 sec): 3 clusters Score: Raw -7658.797493 + Penalty 963.661730 = -6695.135763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.680103 sec): 2 clusters Score: Raw -9670.543130 + Penalty 477.341107 = -9193.202022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.680657 sec): 3 clusters Score: Raw -9651.045399 + Penalty 958.473558 = -8692.571841 nChanged 48 SP:Iteration 1F (31.681202 sec): 3 clusters Score: Raw -9727.871297 + Penalty 971.146201 = -8756.725096 nChanged 19 SP:Iteration 2F (31.681746 sec): 3 clusters Score: Raw -9762.043826 + Penalty 982.803545 = -8779.240281 nChanged 13 SP:Iteration 3F (31.682321 sec): 3 clusters Score: Raw -9798.317469 + Penalty 988.493544 = -8809.823925 nChanged 2 SP:Iteration 4Q (31.682848 sec): 3 clusters Score: Raw -9800.111059 + Penalty 989.599619 = -8810.511440 nChanged 1 SP:Iteration 5Q (31.683376 sec): 3 clusters Score: Raw -9802.248243 + Penalty 989.599619 = -8812.648624 nChanged 0 SP:Iteration 6F (31.683918 sec): 3 clusters Score: Raw -9802.248243 + Penalty 989.599619 = -8812.648624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.684840 sec): 2 clusters Score: Raw -6937.154508 + Penalty 333.342443 = -6603.812065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.685382 sec): 3 clusters Score: Raw -6930.363990 + Penalty 666.167944 = -6264.196047 nChanged 36 SP:Iteration 1F (31.685925 sec): 3 clusters Score: Raw -6986.774531 + Penalty 662.163893 = -6324.610638 nChanged 12 SP:Iteration 2F (31.686455 sec): 3 clusters Score: Raw -7004.835891 + Penalty 664.142301 = -6340.693590 nChanged 5 SP:Iteration 3Q (31.686972 sec): 3 clusters Score: Raw -7013.695472 + Penalty 664.619739 = -6349.075733 nChanged 3 SP:Iteration 4Q (31.687484 sec): 3 clusters Score: Raw -7024.519690 + Penalty 667.042766 = -6357.476924 nChanged 5 SP:Iteration 5Q (31.687996 sec): 3 clusters Score: Raw -7043.238745 + Penalty 668.126261 = -6375.112485 nChanged 4 SP:Iteration 6Q (31.688504 sec): 3 clusters Score: Raw -7054.754656 + Penalty 668.126261 = -6386.628395 nChanged 0 SP:Iteration 7F (31.689035 sec): 3 clusters Score: Raw -7054.754656 + Penalty 668.126261 = -6386.628395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.690173 sec): 2 clusters Score: Raw -10216.203063 + Penalty 593.883229 = -9622.319834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.690830 sec): 3 clusters Score: Raw -10184.108663 + Penalty 1181.654678 = -9002.453985 nChanged 50 SP:Iteration 1F (31.691478 sec): 3 clusters Score: Raw -10274.473040 + Penalty 1179.362849 = -9095.110191 nChanged 23 SP:Iteration 2F (31.692127 sec): 3 clusters Score: Raw -10335.798077 + Penalty 1177.817372 = -9157.980705 nChanged 14 SP:Iteration 3F (31.692774 sec): 3 clusters Score: Raw -10358.306164 + Penalty 1177.765417 = -9180.540748 nChanged 2 SP:Iteration 4Q (31.693390 sec): 3 clusters Score: Raw -10364.862316 + Penalty 1178.266149 = -9186.596167 nChanged 1 SP:Iteration 5Q (31.694000 sec): 3 clusters Score: Raw -10365.123310 + Penalty 1179.114770 = -9186.008540 nChanged 1 SP:Iteration 6F (31.694645 sec): 3 clusters Score: Raw -10366.125322 + Penalty 1177.887464 = -9188.237858 nChanged 1 SP:Iteration 7Q (31.695256 sec): 3 clusters Score: Raw -10368.316175 + Penalty 1177.887464 = -9190.428711 nChanged 0 SP:Iteration 8F (31.695902 sec): 3 clusters Score: Raw -10368.316175 + Penalty 1177.887464 = -9190.428711 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 68 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.700704 sec): 2 clusters Score: Raw -67278.530317 + Penalty 61.623579 = -67216.906738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.703669 sec): 3 clusters Score: Raw -66333.284530 + Penalty 127.835128 = -66205.449402 nChanged 679 SP:Iteration 1F (31.706612 sec): 3 clusters Score: Raw -66792.036457 + Penalty 131.768054 = -66660.268403 nChanged 138 SP:Iteration 2F (31.709329 sec): 3 clusters Score: Raw -66885.715194 + Penalty 140.426482 = -66745.288711 nChanged 122 SP:Iteration 3F (31.712046 sec): 3 clusters Score: Raw -67018.476154 + Penalty 152.238196 = -66866.237958 nChanged 136 SP:Iteration 4F (31.714741 sec): 3 clusters Score: Raw -67174.231707 + Penalty 161.575365 = -67012.656342 nChanged 76 SP:Iteration 5F (31.717486 sec): 3 clusters Score: Raw -67247.981590 + Penalty 174.150399 = -67073.831191 nChanged 33 SP:Iteration 6Q (31.720192 sec): 3 clusters Score: Raw -67276.051364 + Penalty 186.620483 = -67089.430880 nChanged 17 SP:Iteration 7Q (31.722898 sec): 3 clusters Score: Raw -67289.309220 + Penalty 205.307672 = -67084.001548 nChanged 8 SP:Iteration 8F (31.725590 sec): 3 clusters Score: Raw -67294.956699 + Penalty 214.097303 = -67080.859397 nChanged 3 SP:Iteration 9F (31.728286 sec): 3 clusters Score: Raw -67299.473847 + Penalty 212.738757 = -67086.735090 nChanged 4 SP:Iteration 10F (31.730988 sec): 3 clusters Score: Raw -67304.659858 + Penalty 215.015002 = -67089.644856 nChanged 1 SP:Iteration 11Q (31.733232 sec): 3 clusters Score: Raw -67305.200052 + Penalty 213.200951 = -67091.999101 nChanged 1 SP:Iteration 12Q (31.735470 sec): 3 clusters Score: Raw -67305.599738 + Penalty 201.172456 = -67104.427282 nChanged 1 SP:Iteration 13Q (31.737692 sec): 3 clusters Score: Raw -67306.022809 + Penalty 201.172456 = -67104.850353 nChanged 0 SP:Iteration 14F (31.740386 sec): 3 clusters Score: Raw -67306.022809 + Penalty 201.172456 = -67104.850353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.742488 sec): 2 clusters Score: Raw -2474.465872 + Penalty 110.914551 = -2363.551321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.742805 sec): 3 clusters Score: Raw -2461.236074 + Penalty 223.002788 = -2238.233286 nChanged 15 SP:Iteration 1F (31.743121 sec): 3 clusters Score: Raw -2474.697041 + Penalty 230.246655 = -2244.450386 nChanged 5 SP:Iteration 2F (31.743426 sec): 3 clusters Score: Raw -2482.320828 + Penalty 236.840433 = -2245.480395 nChanged 2 SP:Iteration 3Q (31.743727 sec): 3 clusters Score: Raw -2484.197677 + Penalty 241.106235 = -2243.091443 nChanged 1 SP:Iteration 4F (31.744029 sec): 3 clusters Score: Raw -2487.383447 + Penalty 251.796266 = -2235.587181 nChanged 2 SP:Iteration 5F (31.744331 sec): 3 clusters Score: Raw -2489.979282 + Penalty 251.796266 = -2238.183016 nChanged 0 Time taken for this iteration:31.272962 seconds. 300->23 Clusters: Score -737872.636319, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 165 (time per iteration =192.519091 ms) Total iterations: 1512 (time per iteration =21.009028 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2437749375.000000 (time per metric unit =13.030728ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 60943734375.000000 (time per metric unit=521.229136ps) That took 31.765650 seconds. FileBase PeterP-2013-09-04_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 0.21 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23155 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 23155 points ------ Starting initial clusters from distinct float masks Not enough masks (189) to generate starting clusters (300), so starting with (190) clusters instead. Assigned 190 initial classes from 189 unique masks. Deleting Class 178 (1 points): Lose 3.845615 but Gain 1574.834282 Iteration 0F (2.683348 sec): 189 clusters Score: Raw -1134556.525149 + Penalty 174991.659965 = -959564.865183 nChanged 4186 Deleting Class 180 (1 points): Lose 4.229086 but Gain 1563.044322 Iteration 1F (4.623906 sec): 183 clusters Score: Raw -1144346.540346 + Penalty 172870.232744 = -971476.307602 nChanged 1438 Deleting Class 168 (4 points): Lose 32.485676 but Gain 1571.884535 Iteration 2F (6.548352 sec): 181 clusters Score: Raw -1148365.129846 + Penalty 170596.600670 = -977768.529176 nChanged 830 Deleting Class 140 (1 points): Lose 26.027115 but Gain 1543.963215 Iteration 3Q (6.747550 sec): 179 clusters Score: Raw -1150202.279116 + Penalty 168248.380911 = -981953.898205 nChanged 576 Deleting Class 148 (1 points): Lose 16.997805 but Gain 1469.844988 Iteration 4Q (6.923180 sec): 178 clusters Score: Raw -1151425.775264 + Penalty 166573.392830 = -984852.382433 nChanged 411 Deleting Class 44 (2 points): Lose 35.813478 but Gain 1479.885934 Iteration 5Q (7.079324 sec): 177 clusters Score: Raw -1152197.368831 + Penalty 165126.094667 = -987071.274164 nChanged 302 Deleting Class 137 (1 points): Lose 1.239123 but Gain 1407.593011 Iteration 6Q (7.225254 sec): 176 clusters Score: Raw -1152556.001446 + Penalty 163701.428316 = -988854.573130 nChanged 258 Deleting Class 120 (4 points): Lose 124.487151 but Gain 1520.272655 Iteration 7Q (7.366202 sec): 175 clusters Score: Raw -1152701.778459 + Penalty 162526.475272 = -990175.303187 nChanged 276 Deleting Class 169 (2 points): Lose 41.625164 but Gain 1428.850726 Iteration 8Q (7.508014 sec): 174 clusters Score: Raw -1153047.081893 + Penalty 161053.989206 = -991993.092687 nChanged 269 Deleting Class 121 (8 points): Lose 198.342151 but Gain 1581.113356 Iteration 9Q (7.649949 sec): 173 clusters Score: Raw -1153157.807717 + Penalty 159490.890435 = -993666.917281 nChanged 257 Deleting Class 130 (2 points): Lose 49.784397 but Gain 1446.038669 Iteration 10F (9.491850 sec): 172 clusters Score: Raw -1153612.479520 + Penalty 158137.916076 = -995474.563444 nChanged 277 Deleting Class 108 (5 points): Lose 86.489659 but Gain 1459.630873 Iteration 11Q (9.634629 sec): 171 clusters Score: Raw -1153964.412421 + Penalty 156791.199629 = -997173.212792 nChanged 234 Deleting Class 177 (1 points): Lose 4.848999 but Gain 1373.995131 Iteration 12Q (9.772186 sec): 170 clusters Score: Raw -1154264.071150 + Penalty 155492.665411 = -998771.405738 nChanged 170 Deleting Class 114 (2 points): Lose 19.576295 but Gain 1385.755500 Iteration 13Q (9.906136 sec): 169 clusters Score: Raw -1154428.836919 + Penalty 154109.843982 = -1000318.992937 nChanged 139 Deleting Class 128 (5 points): Lose 52.765886 but Gain 1418.758166 Iteration 14Q (10.035263 sec): 168 clusters Score: Raw -1154457.398841 + Penalty 152739.339005 = -1001718.059836 nChanged 119 Deleting Class 133 (2 points): Lose 64.560307 but Gain 1426.668622 Iteration 15Q (10.162489 sec): 167 clusters Score: Raw -1154468.848694 + Penalty 151407.125940 = -1003061.722754 nChanged 105 Deleting Class 153 (3 points): Lose 38.178849 but Gain 1397.393059 Iteration 16Q (10.287411 sec): 166 clusters Score: Raw -1154535.426470 + Penalty 150023.363630 = -1004512.062840 nChanged 101 Deleting Class 170 (2 points): Lose 63.790911 but Gain 1418.873472 Iteration 17Q (10.411097 sec): 165 clusters Score: Raw -1154541.964602 + Penalty 148599.248953 = -1005942.715649 nChanged 80 Deleting Class 184 (1 points): Lose 38.696255 but Gain 1392.029281 Iteration 18Q (10.533918 sec): 164 clusters Score: Raw -1154570.292040 + Penalty 147229.780368 = -1007340.511672 nChanged 71 Deleting Class 107 (15 points): Lose 173.543587 but Gain 1522.531680 Iteration 19Q (10.656339 sec): 163 clusters Score: Raw -1154455.822049 + Penalty 145772.974656 = -1008682.847393 nChanged 71 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 -1154455.822049 + Penalty 145772.974656 = -1008682.847393Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (3505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.754365 sec): 2 clusters Score: Raw -185025.753133 + Penalty 135.415204 = -184890.337929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.760900 sec): 3 clusters Score: Raw -182747.194179 + Penalty 290.909418 = -182456.284761 nChanged 1639 SP:Iteration 1F (10.767134 sec): 3 clusters Score: Raw -184112.488913 + Penalty 294.188572 = -183818.300341 nChanged 341 SP:Iteration 2F (10.773374 sec): 3 clusters Score: Raw -184335.577646 + Penalty 299.621677 = -184035.955969 nChanged 226 SP:Iteration 3F (10.779570 sec): 3 clusters Score: Raw -184492.416185 + Penalty 306.647551 = -184185.768633 nChanged 187 SP:Iteration 4F (10.785755 sec): 3 clusters Score: Raw -184631.101851 + Penalty 314.129172 = -184316.972679 nChanged 137 SP:Iteration 5Q (10.792117 sec): 3 clusters Score: Raw -184739.460701 + Penalty 324.405951 = -184415.054750 nChanged 113 SP:Iteration 6Q (10.798346 sec): 3 clusters Score: Raw -184829.172382 + Penalty 320.376593 = -184508.795789 nChanged 86 SP:Iteration 7Q (10.804575 sec): 3 clusters Score: Raw -184912.672210 + Penalty 326.325193 = -184586.347017 nChanged 55 SP:Iteration 8Q (10.810758 sec): 3 clusters Score: Raw -184980.233949 + Penalty 325.671419 = -184654.562530 nChanged 24 SP:Iteration 9Q (10.816419 sec): 3 clusters Score: Raw -185035.238193 + Penalty 313.941061 = -184721.297133 nChanged 21 SP:Iteration 10F (10.822744 sec): 3 clusters Score: Raw -185060.708787 + Penalty 315.420106 = -184745.288681 nChanged 13 SP:Iteration 11Q (10.828245 sec): 3 clusters Score: Raw -185071.037454 + Penalty 315.597266 = -184755.440188 nChanged 2 SP:Iteration 12Q (10.833487 sec): 3 clusters Score: Raw -185074.657464 + Penalty 315.853029 = -184758.804434 nChanged 3 SP:Iteration 13Q (10.838637 sec): 3 clusters Score: Raw -185079.248556 + Penalty 311.519275 = -184767.729281 nChanged 4 SP:Iteration 14Q (10.843635 sec): 3 clusters Score: Raw -185083.824872 + Penalty 309.884665 = -184773.940207 nChanged 4 SP:Iteration 15Q (10.848576 sec): 3 clusters Score: Raw -185088.060767 + Penalty 306.850359 = -184781.210408 nChanged 5 SP:Iteration 16Q (10.853507 sec): 3 clusters Score: Raw -185090.109800 + Penalty 304.517599 = -184785.592201 nChanged 2 SP:Iteration 17Q (10.858424 sec): 3 clusters Score: Raw -185090.424869 + Penalty 304.517599 = -184785.907270 nChanged 0 SP:Iteration 18F (10.864653 sec): 3 clusters Score: Raw -185090.424869 + Penalty 304.517599 = -184785.907270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.872651 sec): 2 clusters Score: Raw -138379.449777 + Penalty 166.450482 = -138212.999295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.877707 sec): 3 clusters Score: Raw -136675.487469 + Penalty 332.027449 = -136343.460020 nChanged 1242 SP:Iteration 1F (10.882467 sec): 3 clusters Score: Raw -137514.522147 + Penalty 339.638873 = -137174.883273 nChanged 338 SP:Iteration 2F (10.887190 sec): 3 clusters Score: Raw -137790.094765 + Penalty 354.502152 = -137435.592613 nChanged 265 SP:Iteration 3F (10.891904 sec): 3 clusters Score: Raw -138039.200123 + Penalty 377.677826 = -137661.522297 nChanged 166 SP:Iteration 4F (10.896614 sec): 3 clusters Score: Raw -138188.402496 + Penalty 401.588443 = -137786.814053 nChanged 102 SP:Iteration 5Q (10.901358 sec): 3 clusters Score: Raw -138277.049090 + Penalty 430.050749 = -137846.998342 nChanged 71 SP:Iteration 6Q (10.906095 sec): 3 clusters Score: Raw -138339.259250 + Penalty 447.855027 = -137891.404223 nChanged 35 SP:Iteration 7Q (10.910819 sec): 3 clusters Score: Raw -138371.571204 + Penalty 473.090197 = -137898.481007 nChanged 23 SP:Iteration 8Q (10.915512 sec): 3 clusters Score: Raw -138403.356401 + Penalty 496.953267 = -137906.403134 nChanged 26 SP:Iteration 9Q (10.919853 sec): 3 clusters Score: Raw -138436.536441 + Penalty 510.228140 = -137926.308301 nChanged 19 SP:Iteration 10F (10.924700 sec): 3 clusters Score: Raw -138459.463489 + Penalty 517.167065 = -137942.296424 nChanged 11 SP:Iteration 11Q (10.928961 sec): 3 clusters Score: Raw -138471.653320 + Penalty 521.547454 = -137950.105867 nChanged 4 SP:Iteration 12Q (10.932843 sec): 3 clusters Score: Raw -138479.429487 + Penalty 524.311457 = -137955.118030 nChanged 1 SP:Iteration 13Q (10.936751 sec): 3 clusters Score: Raw -138480.130412 + Penalty 524.311457 = -137955.818955 nChanged 0 SP:Iteration 14F (10.941461 sec): 3 clusters Score: Raw -138480.130412 + Penalty 524.311457 = -137955.818955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.942805 sec): 2 clusters Score: Raw -126.099231 + Penalty 82.344981 = -43.754250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.943022 sec): 2 clusters Score: Raw -126.099231 + Penalty 82.344981 = -43.754250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.944353 sec): 2 clusters Score: Raw -10567.745968 + Penalty 144.098821 = -10423.647147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.944925 sec): 3 clusters Score: Raw -10459.903895 + Penalty 289.548060 = -10170.355835 nChanged 71 SP:Iteration 1F (10.945487 sec): 3 clusters Score: Raw -10504.516121 + Penalty 288.197642 = -10216.318478 nChanged 16 SP:Iteration 2F (10.946049 sec): 3 clusters Score: Raw -10515.843544 + Penalty 287.077108 = -10228.766436 nChanged 12 SP:Iteration 3F (10.946609 sec): 3 clusters Score: Raw -10525.058480 + Penalty 286.924639 = -10238.133841 nChanged 9 SP:Iteration 4Q (10.947151 sec): 3 clusters Score: Raw -10529.462189 + Penalty 286.158253 = -10243.303936 nChanged 8 SP:Iteration 5Q (10.947693 sec): 3 clusters Score: Raw -10535.916450 + Penalty 286.376692 = -10249.539758 nChanged 11 SP:Iteration 6F (10.948239 sec): 3 clusters Score: Raw -10543.003523 + Penalty 287.437584 = -10255.565939 nChanged 11 SP:Iteration 7F (10.948785 sec): 3 clusters Score: Raw -10551.519644 + Penalty 290.165715 = -10261.353929 nChanged 7 SP:Iteration 8Q (10.949328 sec): 3 clusters Score: Raw -10556.459239 + Penalty 292.091857 = -10264.367382 nChanged 4 SP:Iteration 9Q (10.949866 sec): 3 clusters Score: Raw -10559.258103 + Penalty 294.522261 = -10264.735842 nChanged 3 SP:Iteration 10F (10.950442 sec): 3 clusters Score: Raw -10560.707010 + Penalty 296.488440 = -10264.218570 nChanged 3 SP:Iteration 11F (10.950987 sec): 3 clusters Score: Raw -10562.196443 + Penalty 299.427365 = -10262.769078 nChanged 3 SP:Iteration 12F (10.951533 sec): 3 clusters Score: Raw -10563.823206 + Penalty 300.633547 = -10263.189658 nChanged 2 SP:Iteration 13Q (10.952067 sec): 3 clusters Score: Raw -10564.489269 + Penalty 302.113000 = -10262.376269 nChanged 1 SP:Iteration 14F (10.952611 sec): 3 clusters Score: Raw -10564.546024 + Penalty 302.113000 = -10262.433024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.957104 sec): 2 clusters Score: Raw -47157.565662 + Penalty 753.493130 = -46404.072532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.958656 sec): 3 clusters Score: Raw -46818.611705 + Penalty 1506.963499 = -45311.648207 nChanged 247 SP:Iteration 1F (10.960179 sec): 3 clusters Score: Raw -46995.554798 + Penalty 1511.054652 = -45484.500146 nChanged 83 SP:Iteration 2F (10.961677 sec): 3 clusters Score: Raw -47096.226994 + Penalty 1520.897090 = -45575.329904 nChanged 55 SP:Iteration 3F (10.963189 sec): 3 clusters Score: Raw -47162.189771 + Penalty 1528.275072 = -45633.914698 nChanged 41 SP:Iteration 4F (10.964705 sec): 3 clusters Score: Raw -47200.057783 + Penalty 1533.395608 = -45666.662175 nChanged 25 SP:Iteration 5Q (10.966230 sec): 3 clusters Score: Raw -47236.152725 + Penalty 1537.751345 = -45698.401380 nChanged 30 SP:Iteration 6Q (10.967737 sec): 3 clusters Score: Raw -47262.988198 + Penalty 1540.420481 = -45722.567717 nChanged 11 SP:Iteration 7Q (10.969233 sec): 3 clusters Score: Raw -47272.484115 + Penalty 1541.481459 = -45731.002656 nChanged 8 SP:Iteration 8Q (10.970706 sec): 3 clusters Score: Raw -47278.078322 + Penalty 1541.912977 = -45736.165345 nChanged 1 SP:Iteration 9Q (10.972213 sec): 3 clusters Score: Raw -47278.555835 + Penalty 1541.825155 = -45736.730680 nChanged 1 SP:Iteration 10F (10.973730 sec): 3 clusters Score: Raw -47279.084974 + Penalty 1541.825155 = -45737.259819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.979753 sec): 2 clusters Score: Raw -53269.388522 + Penalty 286.275206 = -52983.113316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.981679 sec): 3 clusters Score: Raw -52699.288742 + Penalty 556.760434 = -52142.528308 nChanged 377 SP:Iteration 1F (10.983548 sec): 3 clusters Score: Raw -52937.246354 + Penalty 541.985551 = -52395.260804 nChanged 122 SP:Iteration 2F (10.985414 sec): 3 clusters Score: Raw -53020.330549 + Penalty 529.443047 = -52490.887502 nChanged 67 SP:Iteration 3F (10.987279 sec): 3 clusters Score: Raw -53064.585471 + Penalty 517.329212 = -52547.256259 nChanged 45 SP:Iteration 4Q (10.989131 sec): 3 clusters Score: Raw -53089.145263 + Penalty 503.225441 = -52585.919822 nChanged 37 SP:Iteration 5Q (10.990969 sec): 3 clusters Score: Raw -53110.151886 + Penalty 490.388377 = -52619.763509 nChanged 45 SP:Iteration 6Q (10.992914 sec): 3 clusters Score: Raw -53138.340340 + Penalty 468.190448 = -52670.149892 nChanged 59 SP:Iteration 7F (10.994817 sec): 3 clusters Score: Raw -53180.612172 + Penalty 461.176996 = -52719.435176 nChanged 50 SP:Iteration 8F (10.996685 sec): 3 clusters Score: Raw -53215.276646 + Penalty 458.823222 = -52756.453424 nChanged 35 SP:Iteration 9Q (10.998485 sec): 3 clusters Score: Raw -53237.511682 + Penalty 457.300074 = -52780.211608 nChanged 23 SP:Iteration 10F (11.000346 sec): 3 clusters Score: Raw -53258.166342 + Penalty 459.887131 = -52798.279210 nChanged 15 SP:Iteration 11Q (11.002106 sec): 3 clusters Score: Raw -53271.826752 + Penalty 465.048021 = -52806.778731 nChanged 7 SP:Iteration 12Q (11.003834 sec): 3 clusters Score: Raw -53279.695953 + Penalty 474.493150 = -52805.202802 nChanged 3 SP:Iteration 13F (11.005726 sec): 3 clusters Score: Raw -53287.506874 + Penalty 475.140307 = -52812.366566 nChanged 2 SP:Iteration 14Q (11.007300 sec): 3 clusters Score: Raw -53290.943986 + Penalty 475.140307 = -52815.803678 nChanged 0 SP:Iteration 15F (11.009164 sec): 3 clusters Score: Raw -53290.943986 + Penalty 475.140307 = -52815.803678 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.019461 sec): 2 clusters Score: Raw -84018.285440 + Penalty 123.743101 = -83894.542339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.022519 sec): 3 clusters Score: Raw -82995.361849 + Penalty 278.163661 = -82717.198189 nChanged 727 SP:Iteration 1F (11.025514 sec): 3 clusters Score: Raw -83688.640282 + Penalty 307.114749 = -83381.525534 nChanged 184 SP:Iteration 2F (11.028686 sec): 3 clusters Score: Raw -83894.253896 + Penalty 312.824578 = -83581.429318 nChanged 85 SP:Iteration 3F (11.031934 sec): 3 clusters Score: Raw -83993.622373 + Penalty 330.100067 = -83663.522307 nChanged 40 SP:Iteration 4Q (11.034879 sec): 3 clusters Score: Raw -84035.021087 + Penalty 326.770948 = -83708.250139 nChanged 10 SP:Iteration 5Q (11.037689 sec): 3 clusters Score: Raw -84039.758088 + Penalty 332.298408 = -83707.459680 nChanged 2 SP:Iteration 6F (11.040700 sec): 3 clusters Score: Raw -84040.874746 + Penalty 333.026536 = -83707.848209 nChanged 1 SP:Iteration 7Q (11.043375 sec): 3 clusters Score: Raw -84041.898930 + Penalty 333.026536 = -83708.872394 nChanged 0 SP:Iteration 8F (11.046350 sec): 3 clusters Score: Raw -84041.898930 + Penalty 333.026536 = -83708.872394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.051600 sec): 2 clusters Score: Raw -84450.307192 + Penalty 151.533051 = -84298.774141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.054613 sec): 3 clusters Score: Raw -83425.664741 + Penalty 302.059255 = -83123.605486 nChanged 706 SP:Iteration 1F (11.057563 sec): 3 clusters Score: Raw -83897.343504 + Penalty 304.894779 = -83592.448725 nChanged 163 SP:Iteration 2F (11.060514 sec): 3 clusters Score: Raw -83958.070209 + Penalty 305.671560 = -83652.398649 nChanged 82 SP:Iteration 3F (11.063457 sec): 3 clusters Score: Raw -83984.104729 + Penalty 305.465278 = -83678.639452 nChanged 64 SP:Iteration 4Q (11.066410 sec): 3 clusters Score: Raw -84004.663305 + Penalty 305.295717 = -83699.367588 nChanged 46 SP:Iteration 5Q (11.069336 sec): 3 clusters Score: Raw -84014.907471 + Penalty 304.567559 = -83710.339912 nChanged 33 SP:Iteration 6Q (11.072263 sec): 3 clusters Score: Raw -84024.422551 + Penalty 304.096113 = -83720.326438 nChanged 30 SP:Iteration 7Q (11.075180 sec): 3 clusters Score: Raw -84032.008478 + Penalty 303.883079 = -83728.125398 nChanged 20 SP:Iteration 8Q (11.078129 sec): 3 clusters Score: Raw -84035.673692 + Penalty 303.654660 = -83732.019032 nChanged 17 SP:Iteration 9Q (11.081106 sec): 3 clusters Score: Raw -84038.056420 + Penalty 303.443784 = -83734.612636 nChanged 12 SP:Iteration 10F (11.084088 sec): 3 clusters Score: Raw -84039.271274 + Penalty 303.308366 = -83735.962908 nChanged 12 SP:Iteration 11Q (11.086995 sec): 3 clusters Score: Raw -84040.224086 + Penalty 303.178791 = -83737.045295 nChanged 10 SP:Iteration 12Q (11.089903 sec): 3 clusters Score: Raw -84041.351760 + Penalty 303.112217 = -83738.239543 nChanged 9 SP:Iteration 13Q (11.092806 sec): 3 clusters Score: Raw -84042.559995 + Penalty 303.066101 = -83739.493894 nChanged 9 SP:Iteration 14Q (11.095706 sec): 3 clusters Score: Raw -84043.928317 + Penalty 303.030248 = -83740.898069 nChanged 10 SP:Iteration 15Q (11.098606 sec): 3 clusters Score: Raw -84045.619943 + Penalty 303.026552 = -83742.593391 nChanged 9 SP:Iteration 16Q (11.101506 sec): 3 clusters Score: Raw -84046.569931 + Penalty 303.029227 = -83743.540704 nChanged 11 SP:Iteration 17Q (11.104436 sec): 3 clusters Score: Raw -84047.855095 + Penalty 303.122199 = -83744.732896 nChanged 20 SP:Iteration 18Q (11.107334 sec): 3 clusters Score: Raw -84051.057127 + Penalty 303.291059 = -83747.766067 nChanged 23 SP:Iteration 19Q (11.110237 sec): 3 clusters Score: Raw -84055.637084 + Penalty 303.817945 = -83751.819139 nChanged 31 SP:Iteration 20F (11.113179 sec): 3 clusters Score: Raw -84065.642647 + Penalty 304.800965 = -83760.841682 nChanged 38 SP:Iteration 21Q (11.116065 sec): 3 clusters Score: Raw -84079.775926 + Penalty 307.198740 = -83772.577186 nChanged 58 SP:Iteration 22Q (11.118936 sec): 3 clusters Score: Raw -84111.181007 + Penalty 311.268418 = -83799.912590 nChanged 77 SP:Iteration 23Q (11.121796 sec): 3 clusters Score: Raw -84161.392289 + Penalty 317.359711 = -83844.032578 nChanged 86 SP:Iteration 24F (11.124730 sec): 3 clusters Score: Raw -84223.262144 + Penalty 324.167550 = -83899.094594 nChanged 72 SP:Iteration 25Q (11.127603 sec): 3 clusters Score: Raw -84268.561309 + Penalty 331.347579 = -83937.213730 nChanged 69 SP:Iteration 26Q (11.130502 sec): 3 clusters Score: Raw -84311.378511 + Penalty 338.753392 = -83972.625119 nChanged 59 SP:Iteration 27Q (11.133405 sec): 3 clusters Score: Raw -84346.937115 + Penalty 341.934407 = -84005.002708 nChanged 42 SP:Iteration 28Q (11.136089 sec): 3 clusters Score: Raw -84367.949677 + Penalty 346.681174 = -84021.268503 nChanged 33 SP:Iteration 29Q (11.138690 sec): 3 clusters Score: Raw -84381.302525 + Penalty 354.128390 = -84027.174134 nChanged 24 SP:Iteration 30F (11.141681 sec): 3 clusters Score: Raw -84389.921868 + Penalty 360.987608 = -84028.934259 nChanged 21 SP:Iteration 31Q (11.144181 sec): 3 clusters Score: Raw -84398.399818 + Penalty 369.962585 = -84028.437232 nChanged 18 SP:Iteration 32F (11.147105 sec): 3 clusters Score: Raw -84406.388260 + Penalty 373.829499 = -84032.558761 nChanged 17 SP:Iteration 33Q (11.149571 sec): 3 clusters Score: Raw -84414.836316 + Penalty 378.411261 = -84036.425055 nChanged 13 SP:Iteration 34Q (11.152022 sec): 3 clusters Score: Raw -84421.330042 + Penalty 390.430985 = -84030.899057 nChanged 9 SP:Iteration 35F (11.154950 sec): 3 clusters Score: Raw -84424.477233 + Penalty 401.390791 = -84023.086443 nChanged 11 SP:Iteration 36F (11.157876 sec): 3 clusters Score: Raw -84430.568468 + Penalty 417.038966 = -84013.529503 nChanged 11 SP:Iteration 37F (11.160803 sec): 3 clusters Score: Raw -84438.298681 + Penalty 442.276433 = -83996.022248 nChanged 10 SP:Iteration 38F (11.163727 sec): 3 clusters Score: Raw -84444.718294 + Penalty 464.869475 = -83979.848819 nChanged 8 SP:Iteration 39F (11.166714 sec): 3 clusters Score: Raw -84450.311269 + Penalty 479.247670 = -83971.063599 nChanged 7 SP:Iteration 40F (11.169692 sec): 3 clusters Score: Raw -84454.320295 + Penalty 491.863132 = -83962.457163 nChanged 6 SP:Iteration 41F (11.172615 sec): 3 clusters Score: Raw -84457.822060 + Penalty 490.107913 = -83967.714146 nChanged 2 SP:Iteration 42Q (11.175323 sec): 3 clusters Score: Raw -84459.049238 + Penalty 490.107913 = -83968.941325 nChanged 0 SP:Iteration 43F (11.178641 sec): 3 clusters Score: Raw -84459.049238 + Penalty 490.107913 = -83968.941325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.181251 sec): 2 clusters Score: Raw -24230.914158 + Penalty 258.743920 = -23972.170238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.182243 sec): 3 clusters Score: Raw -23994.317994 + Penalty 510.844763 = -23483.473231 nChanged 153 SP:Iteration 1F (11.183206 sec): 3 clusters Score: Raw -24103.336019 + Penalty 507.433964 = -23595.902055 nChanged 56 SP:Iteration 2F (11.184183 sec): 3 clusters Score: Raw -24161.969980 + Penalty 504.798856 = -23657.171124 nChanged 29 SP:Iteration 3F (11.185154 sec): 3 clusters Score: Raw -24182.853106 + Penalty 503.641734 = -23679.211372 nChanged 14 SP:Iteration 4Q (11.186107 sec): 3 clusters Score: Raw -24192.378044 + Penalty 503.274295 = -23689.103749 nChanged 12 SP:Iteration 5Q (11.187089 sec): 3 clusters Score: Raw -24198.362697 + Penalty 503.864660 = -23694.498037 nChanged 6 SP:Iteration 6Q (11.188029 sec): 3 clusters Score: Raw -24201.653472 + Penalty 501.557617 = -23700.095855 nChanged 5 SP:Iteration 7Q (11.188964 sec): 3 clusters Score: Raw -24204.323346 + Penalty 501.430571 = -23702.892775 nChanged 2 SP:Iteration 8Q (11.189897 sec): 3 clusters Score: Raw -24204.844431 + Penalty 501.501676 = -23703.342756 nChanged 1 SP:Iteration 9Q (11.190830 sec): 3 clusters Score: Raw -24206.547344 + Penalty 501.112720 = -23705.434624 nChanged 1 SP:Iteration 10F (11.191797 sec): 3 clusters Score: Raw -24206.660342 + Penalty 501.112720 = -23705.547622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.192895 sec): 2 clusters Score: Raw -6265.859552 + Penalty 350.689274 = -5915.170278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.193326 sec): 3 clusters Score: Raw -6280.433820 + Penalty 699.745635 = -5580.688186 nChanged 23 SP:Iteration 1F (11.193753 sec): 3 clusters Score: Raw -6312.792077 + Penalty 699.785894 = -5613.006183 nChanged 8 SP:Iteration 2F (11.194179 sec): 3 clusters Score: Raw -6322.296359 + Penalty 701.378549 = -5620.917811 nChanged 4 SP:Iteration 3Q (11.194590 sec): 3 clusters Score: Raw -6326.636659 + Penalty 702.437334 = -5624.199325 nChanged 4 SP:Iteration 4Q (11.194995 sec): 3 clusters Score: Raw -6337.097047 + Penalty 704.668948 = -5632.428099 nChanged 4 SP:Iteration 5Q (11.195399 sec): 3 clusters Score: Raw -6339.802914 + Penalty 704.529795 = -5635.273118 nChanged 2 SP:Iteration 6Q (11.195805 sec): 3 clusters Score: Raw -6348.805109 + Penalty 704.529795 = -5644.275314 nChanged 0 SP:Iteration 7F (11.196225 sec): 3 clusters Score: Raw -6348.805109 + Penalty 704.529795 = -5644.275314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.199718 sec): 2 clusters Score: Raw -52262.196712 + Penalty 304.217176 = -51957.979536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.201611 sec): 3 clusters Score: Raw -51725.695212 + Penalty 611.187060 = -51114.508152 nChanged 398 SP:Iteration 1F (11.203458 sec): 3 clusters Score: Raw -52129.112348 + Penalty 607.529357 = -51521.582991 nChanged 130 SP:Iteration 2F (11.205302 sec): 3 clusters Score: Raw -52233.683709 + Penalty 599.154817 = -51634.528892 nChanged 53 SP:Iteration 3F (11.207146 sec): 3 clusters Score: Raw -52261.822618 + Penalty 592.566132 = -51669.256486 nChanged 20 SP:Iteration 4Q (11.208987 sec): 3 clusters Score: Raw -52272.708697 + Penalty 590.278529 = -51682.430169 nChanged 8 SP:Iteration 5Q (11.210825 sec): 3 clusters Score: Raw -52275.273946 + Penalty 589.707007 = -51685.566939 nChanged 7 SP:Iteration 6Q (11.212660 sec): 3 clusters Score: Raw -52276.896613 + Penalty 589.288944 = -51687.607670 nChanged 4 SP:Iteration 7Q (11.214494 sec): 3 clusters Score: Raw -52278.556227 + Penalty 588.380384 = -51690.175842 nChanged 6 SP:Iteration 8Q (11.216330 sec): 3 clusters Score: Raw -52280.356718 + Penalty 586.423066 = -51693.933652 nChanged 4 SP:Iteration 9Q (11.218162 sec): 3 clusters Score: Raw -52283.601224 + Penalty 585.681521 = -51697.919703 nChanged 6 SP:Iteration 10F (11.220006 sec): 3 clusters Score: Raw -52285.432569 + Penalty 585.662857 = -51699.769712 nChanged 1 SP:Iteration 11Q (11.221834 sec): 3 clusters Score: Raw -52286.569222 + Penalty 585.898091 = -51700.671131 nChanged 2 SP:Iteration 12Q (11.223663 sec): 3 clusters Score: Raw -52286.763983 + Penalty 586.114318 = -51700.649665 nChanged 2 SP:Iteration 13F (11.225504 sec): 3 clusters Score: Raw -52287.238243 + Penalty 585.823990 = -51701.414253 nChanged 1 SP:Iteration 14Q (11.227331 sec): 3 clusters Score: Raw -52287.412350 + Penalty 585.960193 = -51701.452157 nChanged 1 SP:Iteration 15Q (11.229221 sec): 3 clusters Score: Raw -52287.542062 + Penalty 585.960193 = -51701.581869 nChanged 0 SP:Iteration 16F (11.231108 sec): 3 clusters Score: Raw -52287.542062 + Penalty 585.960193 = -51701.581869 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.234022 sec): 2 clusters Score: Raw -34279.929011 + Penalty 167.774177 = -34112.154835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.235400 sec): 3 clusters Score: Raw -33894.023276 + Penalty 336.391840 = -33557.631436 nChanged 290 SP:Iteration 1F (11.236732 sec): 3 clusters Score: Raw -34080.603026 + Penalty 337.779028 = -33742.823997 nChanged 72 SP:Iteration 2F (11.238059 sec): 3 clusters Score: Raw -34131.536532 + Penalty 339.194559 = -33792.341973 nChanged 53 SP:Iteration 3F (11.239390 sec): 3 clusters Score: Raw -34170.186186 + Penalty 341.427391 = -33828.758795 nChanged 40 SP:Iteration 4F (11.240718 sec): 3 clusters Score: Raw -34195.269549 + Penalty 343.225423 = -33852.044126 nChanged 30 SP:Iteration 5Q (11.242034 sec): 3 clusters Score: Raw -34214.714694 + Penalty 344.455422 = -33870.259272 nChanged 23 SP:Iteration 6Q (11.243334 sec): 3 clusters Score: Raw -34232.532591 + Penalty 347.445974 = -33885.086616 nChanged 22 SP:Iteration 7Q (11.244623 sec): 3 clusters Score: Raw -34250.761210 + Penalty 350.769626 = -33899.991584 nChanged 19 SP:Iteration 8Q (11.245904 sec): 3 clusters Score: Raw -34267.352246 + Penalty 350.449575 = -33916.902671 nChanged 18 SP:Iteration 9Q (11.247173 sec): 3 clusters Score: Raw -34281.186367 + Penalty 354.142108 = -33927.044259 nChanged 15 SP:Iteration 10F (11.248501 sec): 3 clusters Score: Raw -34291.477424 + Penalty 355.448725 = -33936.028699 nChanged 11 SP:Iteration 11Q (11.249719 sec): 3 clusters Score: Raw -34296.415755 + Penalty 357.315634 = -33939.100121 nChanged 7 SP:Iteration 12Q (11.250925 sec): 3 clusters Score: Raw -34299.729878 + Penalty 357.848113 = -33941.881765 nChanged 3 SP:Iteration 13Q (11.252158 sec): 3 clusters Score: Raw -34300.712337 + Penalty 354.681336 = -33946.031001 nChanged 4 SP:Iteration 14Q (11.253369 sec): 3 clusters Score: Raw -34302.460291 + Penalty 354.585435 = -33947.874856 nChanged 2 SP:Iteration 15Q (11.254575 sec): 3 clusters Score: Raw -34303.221291 + Penalty 354.585435 = -33948.635856 nChanged 0 SP:Iteration 16F (11.255906 sec): 3 clusters Score: Raw -34303.221291 + Penalty 354.585435 = -33948.635856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.257562 sec): 2 clusters Score: Raw -8726.204791 + Penalty 211.567384 = -8514.637408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.258057 sec): 3 clusters Score: Raw -8668.826281 + Penalty 423.769972 = -8245.056310 nChanged 55 SP:Iteration 1F (11.258542 sec): 3 clusters Score: Raw -8718.095550 + Penalty 423.266800 = -8294.828751 nChanged 13 SP:Iteration 2F (11.259027 sec): 3 clusters Score: Raw -8731.539124 + Penalty 423.029262 = -8308.509863 nChanged 8 SP:Iteration 3Q (11.259508 sec): 3 clusters Score: Raw -8744.997278 + Penalty 423.335034 = -8321.662244 nChanged 4 SP:Iteration 4Q (11.259982 sec): 3 clusters Score: Raw -8750.753456 + Penalty 422.828968 = -8327.924488 nChanged 3 SP:Iteration 5Q (11.260456 sec): 3 clusters Score: Raw -8751.944664 + Penalty 422.828968 = -8329.115696 nChanged 0 SP:Iteration 6F (11.260939 sec): 3 clusters Score: Raw -8751.944664 + Penalty 422.828968 = -8329.115696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.261996 sec): 2 clusters Score: Raw -3796.515158 + Penalty 656.842844 = -3139.672315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.262337 sec): 3 clusters Score: Raw -3923.666341 + Penalty 1313.976995 = -2609.689346 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.264821 sec): 2 clusters Score: Raw -33140.561572 + Penalty 171.162510 = -32969.399062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.266172 sec): 3 clusters Score: Raw -32797.264693 + Penalty 344.233092 = -32453.031601 nChanged 243 SP:Iteration 1F (11.267459 sec): 3 clusters Score: Raw -32956.283309 + Penalty 348.057245 = -32608.226064 nChanged 71 SP:Iteration 2F (11.268727 sec): 3 clusters Score: Raw -33013.282335 + Penalty 353.013455 = -32660.268880 nChanged 49 SP:Iteration 3F (11.270000 sec): 3 clusters Score: Raw -33056.306574 + Penalty 358.700204 = -32697.606371 nChanged 38 SP:Iteration 4F (11.271260 sec): 3 clusters Score: Raw -33093.560286 + Penalty 363.445509 = -32730.114777 nChanged 28 SP:Iteration 5Q (11.272524 sec): 3 clusters Score: Raw -33122.759041 + Penalty 362.893441 = -32759.865599 nChanged 15 SP:Iteration 6Q (11.273754 sec): 3 clusters Score: Raw -33133.086253 + Penalty 366.489893 = -32766.596360 nChanged 14 SP:Iteration 7Q (11.274957 sec): 3 clusters Score: Raw -33143.793629 + Penalty 366.356713 = -32777.436916 nChanged 11 SP:Iteration 8Q (11.276148 sec): 3 clusters Score: Raw -33153.237657 + Penalty 364.552507 = -32788.685150 nChanged 8 SP:Iteration 9Q (11.277320 sec): 3 clusters Score: Raw -33158.795667 + Penalty 366.213394 = -32792.582273 nChanged 2 SP:Iteration 10F (11.278582 sec): 3 clusters Score: Raw -33159.683373 + Penalty 369.106597 = -32790.576776 nChanged 3 SP:Iteration 11F (11.279852 sec): 3 clusters Score: Raw -33160.877663 + Penalty 373.044502 = -32787.833161 nChanged 3 SP:Iteration 12F (11.281112 sec): 3 clusters Score: Raw -33162.859631 + Penalty 374.986911 = -32787.872720 nChanged 2 SP:Iteration 13Q (11.282236 sec): 3 clusters Score: Raw -33163.383791 + Penalty 374.986911 = -32788.396880 nChanged 0 SP:Iteration 14F (11.283479 sec): 3 clusters Score: Raw -33163.383791 + Penalty 374.986911 = -32788.396880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.284666 sec): 2 clusters Score: Raw -4123.461944 + Penalty 525.135503 = -3598.326441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.285019 sec): 3 clusters Score: Raw -4226.881701 + Penalty 1052.403463 = -3174.478238 nChanged 4 SP:Iteration 1F (11.285371 sec): 3 clusters Score: Raw -4240.146015 + Penalty 1052.403463 = -3187.742552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 17 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.288940 sec): 2 clusters Score: Raw -54292.141922 + Penalty 190.487753 = -54101.654169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.290953 sec): 3 clusters Score: Raw -53669.870000 + Penalty 374.584213 = -53295.285787 nChanged 430 SP:Iteration 1F (11.292895 sec): 3 clusters Score: Raw -54077.833442 + Penalty 382.356858 = -53695.476584 nChanged 116 SP:Iteration 2F (11.294830 sec): 3 clusters Score: Raw -54158.564181 + Penalty 388.785349 = -53769.778832 nChanged 60 SP:Iteration 3F (11.296763 sec): 3 clusters Score: Raw -54210.826172 + Penalty 395.697049 = -53815.129123 nChanged 37 SP:Iteration 4Q (11.298701 sec): 3 clusters Score: Raw -54251.846932 + Penalty 393.088535 = -53858.758397 nChanged 30 SP:Iteration 5Q (11.300643 sec): 3 clusters Score: Raw -54282.447226 + Penalty 387.956632 = -53894.490594 nChanged 22 SP:Iteration 6Q (11.302540 sec): 3 clusters Score: Raw -54304.923278 + Penalty 375.412905 = -53929.510374 nChanged 15 SP:Iteration 7Q (11.304367 sec): 3 clusters Score: Raw -54322.141058 + Penalty 370.147083 = -53951.993976 nChanged 9 SP:Iteration 8Q (11.306137 sec): 3 clusters Score: Raw -54330.026528 + Penalty 367.266838 = -53962.759691 nChanged 4 SP:Iteration 9Q (11.307902 sec): 3 clusters Score: Raw -54336.123104 + Penalty 367.562011 = -53968.561093 nChanged 4 SP:Iteration 10F (11.309839 sec): 3 clusters Score: Raw -54342.621037 + Penalty 366.411089 = -53976.209948 nChanged 9 SP:Iteration 11Q (11.311533 sec): 3 clusters Score: Raw -54352.639226 + Penalty 365.602821 = -53987.036404 nChanged 7 SP:Iteration 12Q (11.313206 sec): 3 clusters Score: Raw -54362.901682 + Penalty 364.612015 = -53998.289667 nChanged 5 SP:Iteration 13Q (11.314898 sec): 3 clusters Score: Raw -54364.844516 + Penalty 363.283040 = -54001.561476 nChanged 2 SP:Iteration 14Q (11.316578 sec): 3 clusters Score: Raw -54365.117069 + Penalty 363.624255 = -54001.492814 nChanged 3 SP:Iteration 15F (11.318503 sec): 3 clusters Score: Raw -54366.222623 + Penalty 364.177310 = -54002.045313 nChanged 1 SP:Iteration 16Q (11.320170 sec): 3 clusters Score: Raw -54366.801425 + Penalty 365.119001 = -54001.682424 nChanged 1 SP:Iteration 17F (11.322104 sec): 3 clusters Score: Raw -54367.198358 + Penalty 366.063694 = -54001.134664 nChanged 1 SP:Iteration 18F (11.324035 sec): 3 clusters Score: Raw -54367.318140 + Penalty 366.063694 = -54001.254446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.325375 sec): 2 clusters Score: Raw -5768.381975 + Penalty 250.184859 = -5518.197115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.325790 sec): 3 clusters Score: Raw -5759.818938 + Penalty 498.235714 = -5261.583224 nChanged 23 SP:Iteration 1F (11.326197 sec): 3 clusters Score: Raw -5787.371443 + Penalty 498.070496 = -5289.300946 nChanged 6 SP:Iteration 2F (11.326603 sec): 3 clusters Score: Raw -5805.566118 + Penalty 498.654009 = -5306.912110 nChanged 6 SP:Iteration 3F (11.327008 sec): 3 clusters Score: Raw -5813.601791 + Penalty 499.463423 = -5314.138367 nChanged 6 SP:Iteration 4F (11.327412 sec): 3 clusters Score: Raw -5829.393899 + Penalty 500.163112 = -5329.230787 nChanged 3 SP:Iteration 5Q (11.327802 sec): 3 clusters Score: Raw -5835.219685 + Penalty 500.125123 = -5335.094562 nChanged 1 SP:Iteration 6Q (11.328190 sec): 3 clusters Score: Raw -5836.632184 + Penalty 500.114151 = -5336.518033 nChanged 1 SP:Iteration 7Q (11.328576 sec): 3 clusters Score: Raw -5837.143935 + Penalty 500.114151 = -5337.029784 nChanged 0 SP:Iteration 8F (11.328981 sec): 3 clusters Score: Raw -5837.143935 + Penalty 500.114151 = -5337.029784 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.331344 sec): 2 clusters Score: Raw -33680.853098 + Penalty 596.147039 = -33084.706059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.332540 sec): 3 clusters Score: Raw -33447.151151 + Penalty 1205.245970 = -32241.905181 nChanged 167 SP:Iteration 1F (11.333714 sec): 3 clusters Score: Raw -33590.493464 + Penalty 1215.354353 = -32375.139111 nChanged 52 SP:Iteration 2F (11.334965 sec): 3 clusters Score: Raw -33642.987759 + Penalty 1220.402199 = -32422.585560 nChanged 28 SP:Iteration 3Q (11.336196 sec): 3 clusters Score: Raw -33671.839155 + Penalty 1223.528901 = -32448.310254 nChanged 18 SP:Iteration 4Q (11.337424 sec): 3 clusters Score: Raw -33691.120305 + Penalty 1224.376812 = -32466.743493 nChanged 13 SP:Iteration 5Q (11.338581 sec): 3 clusters Score: Raw -33701.354180 + Penalty 1226.851740 = -32474.502440 nChanged 11 SP:Iteration 6Q (11.339730 sec): 3 clusters Score: Raw -33709.502090 + Penalty 1227.030603 = -32482.471487 nChanged 6 SP:Iteration 7Q (11.340866 sec): 3 clusters Score: Raw -33713.247648 + Penalty 1227.423473 = -32485.824175 nChanged 5 SP:Iteration 8Q (11.342001 sec): 3 clusters Score: Raw -33719.187418 + Penalty 1226.675419 = -32492.511999 nChanged 4 SP:Iteration 9Q (11.343139 sec): 3 clusters Score: Raw -33723.893343 + Penalty 1225.882243 = -32498.011100 nChanged 4 SP:Iteration 10F (11.344342 sec): 3 clusters Score: Raw -33727.679672 + Penalty 1226.540458 = -32501.139214 nChanged 4 SP:Iteration 11Q (11.345471 sec): 3 clusters Score: Raw -33733.699091 + Penalty 1225.485606 = -32508.213485 nChanged 4 SP:Iteration 12Q (11.346593 sec): 3 clusters Score: Raw -33737.242530 + Penalty 1225.846694 = -32511.395836 nChanged 3 SP:Iteration 13Q (11.347716 sec): 3 clusters Score: Raw -33741.505740 + Penalty 1226.293638 = -32515.212102 nChanged 1 SP:Iteration 14Q (11.348827 sec): 3 clusters Score: Raw -33742.289377 + Penalty 1226.293638 = -32515.995739 nChanged 0 SP:Iteration 15F (11.350003 sec): 3 clusters Score: Raw -33742.289377 + Penalty 1226.293638 = -32515.995739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.351069 sec): 2 clusters Score: Raw -2576.309920 + Penalty 232.365146 = -2343.944775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.351375 sec): 3 clusters Score: Raw -2591.937270 + Penalty 469.633047 = -2122.304223 nChanged 5 SP:Iteration 1F (11.351671 sec): 3 clusters Score: Raw -2600.297295 + Penalty 469.633047 = -2130.664247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.353965 sec): 2 clusters Score: Raw -31833.692579 + Penalty 538.915320 = -31294.777259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.355187 sec): 3 clusters Score: Raw -31600.611500 + Penalty 1076.021515 = -30524.589984 nChanged 212 SP:Iteration 1F (11.356390 sec): 3 clusters Score: Raw -31770.470003 + Penalty 1067.944637 = -30702.525366 nChanged 68 SP:Iteration 2F (11.357571 sec): 3 clusters Score: Raw -31869.473058 + Penalty 1052.894662 = -30816.578396 nChanged 60 SP:Iteration 3F (11.358756 sec): 3 clusters Score: Raw -31978.650889 + Penalty 1032.455547 = -30946.195341 nChanged 53 SP:Iteration 4F (11.359976 sec): 3 clusters Score: Raw -32126.819097 + Penalty 1011.412514 = -31115.406583 nChanged 35 SP:Iteration 5F (11.361175 sec): 3 clusters Score: Raw -32251.741632 + Penalty 1000.396635 = -31251.344997 nChanged 21 SP:Iteration 6Q (11.362338 sec): 3 clusters Score: Raw -32289.734609 + Penalty 992.823899 = -31296.910710 nChanged 11 SP:Iteration 7Q (11.363486 sec): 3 clusters Score: Raw -32302.100054 + Penalty 986.834176 = -31315.265878 nChanged 3 SP:Iteration 8Q (11.364625 sec): 3 clusters Score: Raw -32305.548371 + Penalty 986.834176 = -31318.714195 nChanged 0 SP:Iteration 9F (11.365833 sec): 3 clusters Score: Raw -32305.548371 + Penalty 986.834176 = -31318.714195 nChanged 0 Score: Raw -1172351.742424 + Penalty 146480.623647 = -1025871.118777 Splitting cluster 21 changes total score from -1008682.847393 to -1025871.118777 So it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.098298 sec): 2 clusters Score: Raw -10484.259733 + Penalty 145.018801 = -10339.240932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.098850 sec): 3 clusters Score: Raw -10383.393699 + Penalty 291.136796 = -10092.256903 nChanged 65 SP:Iteration 1F (13.099392 sec): 3 clusters Score: Raw -10444.439186 + Penalty 291.003557 = -10153.435629 nChanged 25 SP:Iteration 2F (13.099935 sec): 3 clusters Score: Raw -10479.388650 + Penalty 293.270539 = -10186.118111 nChanged 14 SP:Iteration 3F (13.100474 sec): 3 clusters Score: Raw -10492.198914 + Penalty 292.186660 = -10200.012254 nChanged 4 SP:Iteration 4Q (13.101005 sec): 3 clusters Score: Raw -10496.817852 + Penalty 292.255968 = -10204.561884 nChanged 4 SP:Iteration 5Q (13.101534 sec): 3 clusters Score: Raw -10501.108073 + Penalty 292.322123 = -10208.785951 nChanged 4 SP:Iteration 6Q (13.102060 sec): 3 clusters Score: Raw -10502.550801 + Penalty 293.487983 = -10209.062818 nChanged 2 SP:Iteration 7Q (13.102617 sec): 3 clusters Score: Raw -10503.507342 + Penalty 294.105321 = -10209.402020 nChanged 1 SP:Iteration 8Q (13.103141 sec): 3 clusters Score: Raw -10503.793610 + Penalty 294.703164 = -10209.090445 nChanged 1 SP:Iteration 9F (13.103681 sec): 3 clusters Score: Raw -10504.061853 + Penalty 294.703164 = -10209.358689 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.110066 sec): 2 clusters Score: Raw -73004.008131 + Penalty 139.875864 = -72864.132267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.112797 sec): 3 clusters Score: Raw -72084.046755 + Penalty 280.595488 = -71803.451267 nChanged 645 SP:Iteration 1F (13.115581 sec): 3 clusters Score: Raw -72617.798387 + Penalty 270.459464 = -72347.338923 nChanged 203 SP:Iteration 2F (13.118260 sec): 3 clusters Score: Raw -72709.475078 + Penalty 265.925707 = -72443.549371 nChanged 53 SP:Iteration 3Q (13.120910 sec): 3 clusters Score: Raw -72735.333589 + Penalty 261.903520 = -72473.430070 nChanged 22 SP:Iteration 4Q (13.123556 sec): 3 clusters Score: Raw -72753.514068 + Penalty 257.777725 = -72495.736343 nChanged 20 SP:Iteration 5Q (13.126197 sec): 3 clusters Score: Raw -72766.490766 + Penalty 255.830454 = -72510.660312 nChanged 19 SP:Iteration 6Q (13.128837 sec): 3 clusters Score: Raw -72779.373795 + Penalty 253.240198 = -72526.133597 nChanged 17 SP:Iteration 7Q (13.131478 sec): 3 clusters Score: Raw -72813.751653 + Penalty 250.508597 = -72563.243056 nChanged 27 SP:Iteration 8Q (13.134109 sec): 3 clusters Score: Raw -72913.594542 + Penalty 249.849882 = -72663.744660 nChanged 13 SP:Iteration 9Q (13.136596 sec): 3 clusters Score: Raw -72950.507635 + Penalty 248.713419 = -72701.794215 nChanged 15 SP:Iteration 10F (13.139229 sec): 3 clusters Score: Raw -72957.268321 + Penalty 249.492253 = -72707.776068 nChanged 11 SP:Iteration 11Q (13.141556 sec): 3 clusters Score: Raw -72960.578632 + Penalty 249.879818 = -72710.698814 nChanged 7 SP:Iteration 12Q (13.143862 sec): 3 clusters Score: Raw -72965.289010 + Penalty 248.137176 = -72717.151835 nChanged 7 SP:Iteration 13Q (13.146159 sec): 3 clusters Score: Raw -72970.060970 + Penalty 248.147863 = -72721.913108 nChanged 6 SP:Iteration 14Q (13.148445 sec): 3 clusters Score: Raw -72971.407301 + Penalty 247.584604 = -72723.822696 nChanged 3 SP:Iteration 15Q (13.150719 sec): 3 clusters Score: Raw -72971.794515 + Penalty 247.633163 = -72724.161353 nChanged 3 SP:Iteration 16Q (13.152992 sec): 3 clusters Score: Raw -72972.350061 + Penalty 247.128741 = -72725.221320 nChanged 6 SP:Iteration 17Q (13.155260 sec): 3 clusters Score: Raw -72973.836494 + Penalty 245.453015 = -72728.383480 nChanged 5 SP:Iteration 18Q (13.157524 sec): 3 clusters Score: Raw -72975.458196 + Penalty 244.266349 = -72731.191847 nChanged 8 SP:Iteration 19Q (13.159782 sec): 3 clusters Score: Raw -72978.812779 + Penalty 243.686951 = -72735.125828 nChanged 7 SP:Iteration 20F (13.162408 sec): 3 clusters Score: Raw -72981.303850 + Penalty 244.852076 = -72736.451774 nChanged 6 SP:Iteration 21Q (13.164681 sec): 3 clusters Score: Raw -72982.949019 + Penalty 245.411314 = -72737.537705 nChanged 6 SP:Iteration 22Q (13.166985 sec): 3 clusters Score: Raw -72983.878972 + Penalty 245.297679 = -72738.581293 nChanged 2 SP:Iteration 23Q (13.169255 sec): 3 clusters Score: Raw -72984.016607 + Penalty 244.964676 = -72739.051931 nChanged 3 SP:Iteration 24Q (13.171489 sec): 3 clusters Score: Raw -72984.371727 + Penalty 245.276518 = -72739.095210 nChanged 1 SP:Iteration 25Q (13.173772 sec): 3 clusters Score: Raw -72984.407496 + Penalty 245.276518 = -72739.130978 nChanged 0 SP:Iteration 26F (13.176456 sec): 3 clusters Score: Raw -72984.407496 + Penalty 245.276518 = -72739.130978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.178059 sec): 2 clusters Score: Raw -8484.647002 + Penalty 445.934385 = -8038.712617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.178592 sec): 3 clusters Score: Raw -8467.392921 + Penalty 893.227138 = -7574.165783 nChanged 32 SP:Iteration 1F (13.179080 sec): 3 clusters Score: Raw -8511.610752 + Penalty 892.872133 = -7618.738619 nChanged 5 SP:Iteration 2Q (13.179559 sec): 3 clusters Score: Raw -8524.710564 + Penalty 892.441794 = -7632.268770 nChanged 2 SP:Iteration 3Q (13.180034 sec): 3 clusters Score: Raw -8528.119295 + Penalty 892.441794 = -7635.677501 nChanged 0 SP:Iteration 4F (13.180516 sec): 3 clusters Score: Raw -8528.119295 + Penalty 892.441794 = -7635.677501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.181056 sec): 2 clusters Score: Raw -1942.888519 + Penalty 415.902322 = -1526.986197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.181325 sec): 3 clusters Score: Raw -2007.722210 + Penalty 850.590309 = -1157.131901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.182098 sec): 2 clusters Score: Raw -5337.151342 + Penalty 409.821609 = -4927.329733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.182517 sec): 3 clusters Score: Raw -5367.841749 + Penalty 856.464807 = -4511.376942 nChanged 20 SP:Iteration 1F (13.182931 sec): 3 clusters Score: Raw -5429.210071 + Penalty 866.291574 = -4562.918497 nChanged 4 SP:Iteration 2Q (13.183316 sec): 3 clusters Score: Raw -5446.880189 + Penalty 869.492112 = -4577.388077 nChanged 1 SP:Iteration 3Q (13.183693 sec): 3 clusters Score: Raw -5450.342151 + Penalty 869.492112 = -4580.850039 nChanged 0 SP:Iteration 4F (13.184105 sec): 3 clusters Score: Raw -5450.342151 + Penalty 869.492112 = -4580.850039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.186907 sec): 2 clusters Score: Raw -46294.021006 + Penalty 638.916899 = -45655.104107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.188550 sec): 3 clusters Score: Raw -45936.643108 + Penalty 1279.759232 = -44656.883876 nChanged 289 SP:Iteration 1F (13.190155 sec): 3 clusters Score: Raw -46136.479094 + Penalty 1283.707274 = -44852.771821 nChanged 57 SP:Iteration 2F (13.191733 sec): 3 clusters Score: Raw -46177.201762 + Penalty 1289.585299 = -44887.616463 nChanged 38 SP:Iteration 3Q (13.193306 sec): 3 clusters Score: Raw -46204.514149 + Penalty 1294.522320 = -44909.991829 nChanged 34 SP:Iteration 4Q (13.194878 sec): 3 clusters Score: Raw -46232.407785 + Penalty 1301.590408 = -44930.817377 nChanged 28 SP:Iteration 5Q (13.196490 sec): 3 clusters Score: Raw -46255.848791 + Penalty 1317.755178 = -44938.093613 nChanged 33 SP:Iteration 6Q (13.198086 sec): 3 clusters Score: Raw -46285.548275 + Penalty 1331.564784 = -44953.983491 nChanged 28 SP:Iteration 7Q (13.199700 sec): 3 clusters Score: Raw -46313.046073 + Penalty 1344.067170 = -44968.978903 nChanged 22 SP:Iteration 8Q (13.201284 sec): 3 clusters Score: Raw -46336.568968 + Penalty 1363.298378 = -44973.270590 nChanged 13 SP:Iteration 9Q (13.202852 sec): 3 clusters Score: Raw -46350.788030 + Penalty 1372.752176 = -44978.035854 nChanged 8 SP:Iteration 10F (13.204485 sec): 3 clusters Score: Raw -46361.647705 + Penalty 1381.211324 = -44980.436381 nChanged 6 SP:Iteration 11Q (13.206040 sec): 3 clusters Score: Raw -46369.983759 + Penalty 1398.355716 = -44971.628043 nChanged 10 SP:Iteration 12F (13.207637 sec): 3 clusters Score: Raw -46382.308307 + Penalty 1407.573418 = -44974.734889 nChanged 4 SP:Iteration 13Q (13.209142 sec): 3 clusters Score: Raw -46388.092781 + Penalty 1411.810848 = -44976.281933 nChanged 3 SP:Iteration 14Q (13.210637 sec): 3 clusters Score: Raw -46393.652350 + Penalty 1424.931960 = -44968.720390 nChanged 5 SP:Iteration 15F (13.212258 sec): 3 clusters Score: Raw -46408.078055 + Penalty 1433.252185 = -44974.825870 nChanged 4 SP:Iteration 16Q (13.213722 sec): 3 clusters Score: Raw -46414.631765 + Penalty 1439.287369 = -44975.344396 nChanged 3 SP:Iteration 17Q (13.215175 sec): 3 clusters Score: Raw -46418.301241 + Penalty 1441.503695 = -44976.797547 nChanged 4 SP:Iteration 18Q (13.216652 sec): 3 clusters Score: Raw -46423.875726 + Penalty 1448.919026 = -44974.956700 nChanged 6 SP:Iteration 19F (13.218269 sec): 3 clusters Score: Raw -46431.506113 + Penalty 1451.933106 = -44979.573007 nChanged 2 SP:Iteration 20F (13.219859 sec): 3 clusters Score: Raw -46434.928468 + Penalty 1455.376949 = -44979.551518 nChanged 3 SP:Iteration 21F (13.221449 sec): 3 clusters Score: Raw -46439.881375 + Penalty 1456.247671 = -44983.633704 nChanged 1 SP:Iteration 22Q (13.222880 sec): 3 clusters Score: Raw -46441.305307 + Penalty 1460.931190 = -44980.374118 nChanged 2 SP:Iteration 23F (13.224520 sec): 3 clusters Score: Raw -46445.247305 + Penalty 1466.727411 = -44978.519895 nChanged 2 SP:Iteration 24F (13.226139 sec): 3 clusters Score: Raw -46450.106407 + Penalty 1473.980206 = -44976.126202 nChanged 4 SP:Iteration 25F (13.227733 sec): 3 clusters Score: Raw -46459.187620 + Penalty 1475.504347 = -44983.683273 nChanged 1 SP:Iteration 26Q (13.229139 sec): 3 clusters Score: Raw -46460.868329 + Penalty 1475.504347 = -44985.363982 nChanged 0 SP:Iteration 27F (13.230731 sec): 3 clusters Score: Raw -46460.868329 + Penalty 1475.504347 = -44985.363982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.233187 sec): 2 clusters Score: Raw -24773.046542 + Penalty 342.188502 = -24430.858040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.234163 sec): 3 clusters Score: Raw -24572.943829 + Penalty 684.177576 = -23888.766253 nChanged 132 SP:Iteration 1F (13.235109 sec): 3 clusters Score: Raw -24669.062932 + Penalty 684.814858 = -23984.248074 nChanged 35 SP:Iteration 2F (13.236066 sec): 3 clusters Score: Raw -24689.686587 + Penalty 687.566848 = -24002.119739 nChanged 24 SP:Iteration 3F (13.237013 sec): 3 clusters Score: Raw -24707.409289 + Penalty 695.360022 = -24012.049267 nChanged 26 SP:Iteration 4F (13.237956 sec): 3 clusters Score: Raw -24731.691461 + Penalty 707.193264 = -24024.498197 nChanged 24 SP:Iteration 5F (13.238895 sec): 3 clusters Score: Raw -24753.118291 + Penalty 714.302094 = -24038.816197 nChanged 15 SP:Iteration 6Q (13.239830 sec): 3 clusters Score: Raw -24766.631287 + Penalty 724.732537 = -24041.898750 nChanged 11 SP:Iteration 7Q (13.240763 sec): 3 clusters Score: Raw -24778.690237 + Penalty 724.973991 = -24053.716246 nChanged 4 SP:Iteration 8Q (13.241692 sec): 3 clusters Score: Raw -24782.208888 + Penalty 726.454472 = -24055.754416 nChanged 5 SP:Iteration 9Q (13.242620 sec): 3 clusters Score: Raw -24786.220998 + Penalty 725.187272 = -24061.033727 nChanged 3 SP:Iteration 10F (13.243555 sec): 3 clusters Score: Raw -24788.744406 + Penalty 726.976210 = -24061.768196 nChanged 3 SP:Iteration 11Q (13.244480 sec): 3 clusters Score: Raw -24789.728900 + Penalty 729.325402 = -24060.403498 nChanged 2 SP:Iteration 12F (13.245415 sec): 3 clusters Score: Raw -24790.229169 + Penalty 732.547116 = -24057.682053 nChanged 3 SP:Iteration 13F (13.246352 sec): 3 clusters Score: Raw -24793.410797 + Penalty 734.197493 = -24059.213304 nChanged 1 SP:Iteration 14Q (13.247279 sec): 3 clusters Score: Raw -24794.369911 + Penalty 736.185110 = -24058.184801 nChanged 1 SP:Iteration 15F (13.248214 sec): 3 clusters Score: Raw -24795.111732 + Penalty 737.016552 = -24058.095181 nChanged 1 SP:Iteration 16F (13.249149 sec): 3 clusters Score: Raw -24797.078156 + Penalty 738.660132 = -24058.418024 nChanged 1 SP:Iteration 17Q (13.250070 sec): 3 clusters Score: Raw -24798.462755 + Penalty 742.831402 = -24055.631354 nChanged 2 SP:Iteration 18F (13.251024 sec): 3 clusters Score: Raw -24801.920726 + Penalty 748.030303 = -24053.890423 nChanged 2 SP:Iteration 19F (13.252008 sec): 3 clusters Score: Raw -24803.670007 + Penalty 751.105282 = -24052.564725 nChanged 1 SP:Iteration 20F (13.252962 sec): 3 clusters Score: Raw -24804.077559 + Penalty 751.105282 = -24052.972277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.254779 sec): 2 clusters Score: Raw -18356.367247 + Penalty 284.457596 = -18071.909650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.255583 sec): 3 clusters Score: Raw -18205.331559 + Penalty 568.966713 = -17636.364845 nChanged 109 SP:Iteration 1F (13.256374 sec): 3 clusters Score: Raw -18305.715252 + Penalty 568.891712 = -17736.823540 nChanged 56 SP:Iteration 2F (13.257164 sec): 3 clusters Score: Raw -18392.491748 + Penalty 568.876490 = -17823.615258 nChanged 22 SP:Iteration 3F (13.257949 sec): 3 clusters Score: Raw -18415.887475 + Penalty 568.839642 = -17847.047833 nChanged 12 SP:Iteration 4Q (13.258711 sec): 3 clusters Score: Raw -18433.955841 + Penalty 568.260293 = -17865.695547 nChanged 8 SP:Iteration 5Q (13.259470 sec): 3 clusters Score: Raw -18443.287075 + Penalty 568.057193 = -17875.229882 nChanged 8 SP:Iteration 6Q (13.260231 sec): 3 clusters Score: Raw -18449.522035 + Penalty 568.117867 = -17881.404168 nChanged 5 SP:Iteration 7Q (13.260986 sec): 3 clusters Score: Raw -18453.989208 + Penalty 568.240615 = -17885.748593 nChanged 2 SP:Iteration 8Q (13.261740 sec): 3 clusters Score: Raw -18456.094434 + Penalty 568.439813 = -17887.654621 nChanged 2 SP:Iteration 9Q (13.262493 sec): 3 clusters Score: Raw -18459.264153 + Penalty 568.506501 = -17890.757653 nChanged 1 SP:Iteration 10F (13.263278 sec): 3 clusters Score: Raw -18459.555108 + Penalty 568.506501 = -17891.048608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.264285 sec): 2 clusters Score: Raw -1993.771613 + Penalty 603.136564 = -1390.635049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.264572 sec): 3 clusters Score: Raw -2239.310430 + Penalty 1206.366140 = -1032.944289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.266154 sec): 2 clusters Score: Raw -17796.734986 + Penalty 679.352324 = -17117.382661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.266919 sec): 3 clusters Score: Raw -17740.963325 + Penalty 1349.521484 = -16391.441841 nChanged 62 SP:Iteration 1F (13.267672 sec): 3 clusters Score: Raw -17840.460881 + Penalty 1341.567087 = -16498.893794 nChanged 21 SP:Iteration 2F (13.268426 sec): 3 clusters Score: Raw -17886.988426 + Penalty 1337.174287 = -16549.814138 nChanged 12 SP:Iteration 3Q (13.269127 sec): 3 clusters Score: Raw -17932.557770 + Penalty 1336.840810 = -16595.716960 nChanged 7 SP:Iteration 4Q (13.269806 sec): 3 clusters Score: Raw -17970.459932 + Penalty 1342.417531 = -16628.042401 nChanged 10 SP:Iteration 5Q (13.270485 sec): 3 clusters Score: Raw -17983.778006 + Penalty 1344.538484 = -16639.239522 nChanged 6 SP:Iteration 6Q (13.271157 sec): 3 clusters Score: Raw -18004.556899 + Penalty 1345.147379 = -16659.409520 nChanged 5 SP:Iteration 7Q (13.271828 sec): 3 clusters Score: Raw -18013.211236 + Penalty 1346.882091 = -16666.329146 nChanged 3 SP:Iteration 8Q (13.272498 sec): 3 clusters Score: Raw -18017.571847 + Penalty 1348.588706 = -16668.983141 nChanged 3 SP:Iteration 9Q (13.273169 sec): 3 clusters Score: Raw -18022.083959 + Penalty 1350.757556 = -16671.326403 nChanged 4 SP:Iteration 10F (13.273892 sec): 3 clusters Score: Raw -18028.443446 + Penalty 1353.106414 = -16675.337032 nChanged 4 SP:Iteration 11Q (13.274566 sec): 3 clusters Score: Raw -18033.108534 + Penalty 1355.037649 = -16678.070885 nChanged 3 SP:Iteration 12Q (13.275264 sec): 3 clusters Score: Raw -18036.103867 + Penalty 1355.037649 = -16681.066218 nChanged 0 SP:Iteration 13F (13.276010 sec): 3 clusters Score: Raw -18036.103867 + Penalty 1355.037649 = -16681.066218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.277777 sec): 2 clusters Score: Raw -9631.141938 + Penalty 341.063841 = -9290.078097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.278328 sec): 3 clusters Score: Raw -9596.861502 + Penalty 682.127681 = -8914.733821 nChanged 37 SP:Iteration 1F (13.278868 sec): 3 clusters Score: Raw -9646.734761 + Penalty 682.385534 = -8964.349227 nChanged 12 SP:Iteration 2F (13.279408 sec): 3 clusters Score: Raw -9659.846289 + Penalty 682.571199 = -8977.275090 nChanged 7 SP:Iteration 3Q (13.279944 sec): 3 clusters Score: Raw -9665.920583 + Penalty 683.374007 = -8982.546576 nChanged 3 SP:Iteration 4Q (13.280475 sec): 3 clusters Score: Raw -9668.267797 + Penalty 683.874212 = -8984.393585 nChanged 2 SP:Iteration 5Q (13.281005 sec): 3 clusters Score: Raw -9669.739169 + Penalty 683.874212 = -8985.864956 nChanged 0 SP:Iteration 6F (13.281545 sec): 3 clusters Score: Raw -9669.739169 + Penalty 683.874212 = -8985.864956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.282576 sec): 2 clusters Score: Raw -3323.340872 + Penalty 249.711851 = -3073.629021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.282901 sec): 3 clusters Score: Raw -3326.068759 + Penalty 503.906703 = -2822.162056 nChanged 7 SP:Iteration 1F (13.283216 sec): 3 clusters Score: Raw -3338.551787 + Penalty 503.950764 = -2834.601024 nChanged 1 SP:Iteration 2Q (13.283529 sec): 3 clusters Score: Raw -3339.437235 + Penalty 504.857533 = -2834.579702 nChanged 1 SP:Iteration 3F (13.283844 sec): 3 clusters Score: Raw -3340.574890 + Penalty 514.927735 = -2825.647155 nChanged 1 SP:Iteration 4F (13.284160 sec): 3 clusters Score: Raw -3342.335046 + Penalty 514.927735 = -2827.407311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.285172 sec): 2 clusters Score: Raw -5373.814169 + Penalty 605.210562 = -4768.603607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.285558 sec): 3 clusters Score: Raw -5457.240050 + Penalty 1208.499095 = -4248.740955 nChanged 4 SP:Iteration 1Q (13.285922 sec): 3 clusters Score: Raw -5471.269095 + Penalty 1208.499095 = -4262.770000 nChanged 0 SP:Iteration 2F (13.286299 sec): 3 clusters Score: Raw -5471.269095 + Penalty 1208.499095 = -4262.770000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.287289 sec): 2 clusters Score: Raw -5256.709798 + Penalty 672.488817 = -4584.220982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287679 sec): 3 clusters Score: Raw -5369.321499 + Penalty 1341.402811 = -4027.918688 nChanged 4 SP:Iteration 1Q (13.288043 sec): 3 clusters Score: Raw -5385.139672 + Penalty 1341.402811 = -4043.736861 nChanged 0 SP:Iteration 2F (13.288424 sec): 3 clusters Score: Raw -5385.139672 + Penalty 1341.402811 = -4043.736861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.289379 sec): 2 clusters Score: Raw -4259.550483 + Penalty 440.966704 = -3818.583779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.289735 sec): 3 clusters Score: Raw -4295.667369 + Penalty 880.384687 = -3415.282682 nChanged 3 SP:Iteration 1Q (13.290080 sec): 3 clusters Score: Raw -4303.815491 + Penalty 881.262897 = -3422.552594 nChanged 1 SP:Iteration 2Q (13.290442 sec): 3 clusters Score: Raw -4304.618525 + Penalty 881.262897 = -3423.355629 nChanged 0 SP:Iteration 3F (13.290792 sec): 3 clusters Score: Raw -4304.618525 + Penalty 881.262897 = -3423.355629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.291891 sec): 2 clusters Score: Raw -7201.358266 + Penalty 307.830888 = -6893.527377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.292340 sec): 3 clusters Score: Raw -7175.884089 + Penalty 611.847882 = -6564.036207 nChanged 24 SP:Iteration 1F (13.292785 sec): 3 clusters Score: Raw -7201.936430 + Penalty 610.550469 = -6591.385961 nChanged 6 SP:Iteration 2Q (13.293222 sec): 3 clusters Score: Raw -7207.221721 + Penalty 608.573121 = -6598.648600 nChanged 3 SP:Iteration 3Q (13.293661 sec): 3 clusters Score: Raw -7210.458209 + Penalty 608.763967 = -6601.694241 nChanged 1 SP:Iteration 4Q (13.294100 sec): 3 clusters Score: Raw -7211.023767 + Penalty 608.772806 = -6602.250962 nChanged 1 SP:Iteration 5Q (13.294539 sec): 3 clusters Score: Raw -7211.362568 + Penalty 609.416818 = -6601.945749 nChanged 1 SP:Iteration 6F (13.294984 sec): 3 clusters Score: Raw -7211.655781 + Penalty 610.876862 = -6600.778920 nChanged 2 SP:Iteration 7F (13.295429 sec): 3 clusters Score: Raw -7217.407396 + Penalty 610.876862 = -6606.530535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.296244 sec): 2 clusters Score: Raw -792.581129 + Penalty 300.281414 = -492.299715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.296475 sec): 3 clusters Score: Raw -826.051947 + Penalty 609.840170 = -216.211777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.297395 sec): 2 clusters Score: Raw -3626.832937 + Penalty 574.888711 = -3051.944227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.297741 sec): 3 clusters Score: Raw -3763.463889 + Penalty 1153.416101 = -2610.047789 nChanged 1 SP:Iteration 1Q (13.298059 sec): 3 clusters Score: Raw -3767.930530 + Penalty 1153.416101 = -2614.514429 nChanged 0 SP:Iteration 2F (13.298395 sec): 3 clusters Score: Raw -3767.930530 + Penalty 1153.416101 = -2614.514429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.299153 sec): 2 clusters Score: Raw -355.897814 + Penalty 166.919051 = -188.978764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.299370 sec): 3 clusters Score: Raw -356.744565 + Penalty 317.081159 = -39.663406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.300109 sec): 2 clusters Score: Raw -249.903231 + Penalty 140.069257 = -109.833974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.300322 sec): 3 clusters Score: Raw -242.509637 + Penalty 305.901660 = 63.392023 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 (13.301084 sec): 2 clusters Score: Raw -674.496860 + Penalty 97.914921 = -576.581939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.301316 sec): 3 clusters Score: Raw -681.885751 + Penalty 193.244278 = -488.641473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.302055 sec): 2 clusters Score: Raw -114.843403 + Penalty 40.322544 = -74.520859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.302278 sec): 3 clusters Score: Raw -108.839275 + Penalty 80.645087 = -28.194188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.303756 sec): 2 clusters Score: Raw -15125.575066 + Penalty 411.837754 = -14713.737312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.304451 sec): 3 clusters Score: Raw -15020.742336 + Penalty 838.621530 = -14182.120806 nChanged 74 SP:Iteration 1F (13.305136 sec): 3 clusters Score: Raw -15081.739345 + Penalty 857.867632 = -14223.871713 nChanged 24 SP:Iteration 2F (13.305829 sec): 3 clusters Score: Raw -15110.130862 + Penalty 870.575118 = -14239.555744 nChanged 16 SP:Iteration 3F (13.306500 sec): 3 clusters Score: Raw -15144.188299 + Penalty 892.283369 = -14251.904931 nChanged 17 SP:Iteration 4F (13.307166 sec): 3 clusters Score: Raw -15167.538580 + Penalty 908.449071 = -14259.089509 nChanged 9 SP:Iteration 5Q (13.307823 sec): 3 clusters Score: Raw -15185.866387 + Penalty 916.373928 = -14269.492459 nChanged 6 SP:Iteration 6Q (13.308469 sec): 3 clusters Score: Raw -15205.138932 + Penalty 920.653939 = -14284.484994 nChanged 1 SP:Iteration 7Q (13.309093 sec): 3 clusters Score: Raw -15207.687166 + Penalty 920.653939 = -14287.033227 nChanged 0 SP:Iteration 8F (13.309755 sec): 3 clusters Score: Raw -15207.687166 + Penalty 920.653939 = -14287.033227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.310618 sec): 2 clusters Score: Raw -399.735321 + Penalty 139.401526 = -260.333794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.310844 sec): 3 clusters Score: Raw -401.124630 + Penalty 280.829155 = -120.295476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.311595 sec): 2 clusters Score: Raw -269.698993 + Penalty 187.849150 = -81.849844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.311809 sec): 3 clusters Score: Raw -256.185022 + Penalty 375.698300 = 119.513278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.312569 sec): 2 clusters Score: Raw -879.593185 + Penalty 301.755691 = -577.837495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.312803 sec): 3 clusters Score: Raw -877.884917 + Penalty 602.994408 = -274.890509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.313838 sec): 2 clusters Score: Raw -6209.597283 + Penalty 458.557643 = -5751.039640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.314266 sec): 3 clusters Score: Raw -6238.600085 + Penalty 915.811693 = -5322.788393 nChanged 15 SP:Iteration 1F (13.314685 sec): 3 clusters Score: Raw -6265.194078 + Penalty 915.711005 = -5349.483073 nChanged 2 SP:Iteration 2Q (13.315092 sec): 3 clusters Score: Raw -6267.334744 + Penalty 914.939373 = -5352.395372 nChanged 1 SP:Iteration 3Q (13.315496 sec): 3 clusters Score: Raw -6270.065447 + Penalty 914.939373 = -5355.126074 nChanged 0 SP:Iteration 4F (13.315915 sec): 3 clusters Score: Raw -6270.065447 + Penalty 914.939373 = -5355.126074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.316790 sec): 2 clusters Score: Raw -2104.169687 + Penalty 135.781210 = -1968.388477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.317075 sec): 3 clusters Score: Raw -2109.686188 + Penalty 283.501723 = -1826.184466 nChanged 9 SP:Iteration 1F (13.317354 sec): 3 clusters Score: Raw -2128.660061 + Penalty 276.826096 = -1851.833965 nChanged 3 SP:Iteration 2F (13.317656 sec): 3 clusters Score: Raw -2134.196439 + Penalty 278.359688 = -1855.836750 nChanged 1 SP:Iteration 3Q (13.317925 sec): 3 clusters Score: Raw -2135.018384 + Penalty 278.359688 = -1856.658696 nChanged 0 SP:Iteration 4F (13.318202 sec): 3 clusters Score: Raw -2135.018384 + Penalty 278.359688 = -1856.658696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.319085 sec): 2 clusters Score: Raw -2685.930112 + Penalty 255.570198 = -2430.359914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.319391 sec): 3 clusters Score: Raw -2701.058836 + Penalty 509.847136 = -2191.211701 nChanged 3 SP:Iteration 1F (13.319692 sec): 3 clusters Score: Raw -2706.814989 + Penalty 509.847136 = -2196.967854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.320711 sec): 2 clusters Score: Raw -5559.764216 + Penalty 445.298997 = -5114.465218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.321117 sec): 3 clusters Score: Raw -5632.769381 + Penalty 892.622538 = -4740.146844 nChanged 17 SP:Iteration 1F (13.321515 sec): 3 clusters Score: Raw -5669.200375 + Penalty 895.571542 = -4773.628833 nChanged 5 SP:Iteration 2Q (13.321895 sec): 3 clusters Score: Raw -5691.033422 + Penalty 894.943511 = -4796.089911 nChanged 2 SP:Iteration 3Q (13.322272 sec): 3 clusters Score: Raw -5705.755249 + Penalty 894.943511 = -4810.811738 nChanged 0 SP:Iteration 4F (13.322669 sec): 3 clusters Score: Raw -5705.755249 + Penalty 894.943511 = -4810.811738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.323438 sec): 2 clusters Score: Raw -254.469212 + Penalty 146.546602 = -107.922611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.323651 sec): 3 clusters Score: Raw -247.016513 + Penalty 284.227486 = 37.210974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.324453 sec): 2 clusters Score: Raw -1697.826115 + Penalty 308.655624 = -1389.170491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.324714 sec): 3 clusters Score: Raw -1722.435056 + Penalty 629.941317 = -1092.493739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.325596 sec): 2 clusters Score: Raw -3494.181440 + Penalty 374.629824 = -3119.551615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.325911 sec): 3 clusters Score: Raw -3525.713301 + Penalty 741.479830 = -2784.233471 nChanged 2 SP:Iteration 1Q (13.326211 sec): 3 clusters Score: Raw -3531.260383 + Penalty 741.064822 = -2790.195562 nChanged 1 SP:Iteration 2Q (13.326510 sec): 3 clusters Score: Raw -3532.615051 + Penalty 741.064822 = -2791.550230 nChanged 0 SP:Iteration 3F (13.326818 sec): 3 clusters Score: Raw -3532.615051 + Penalty 741.064822 = -2791.550230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.327559 sec): 2 clusters Score: Raw -119.296131 + Penalty 59.614513 = -59.681618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.327766 sec): 3 clusters Score: Raw -111.833213 + Penalty 119.229026 = 7.395812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.328518 sec): 2 clusters Score: Raw -617.714895 + Penalty 174.350121 = -443.364774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.328763 sec): 3 clusters Score: Raw -611.162379 + Penalty 350.999339 = -260.163040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.329500 sec): 2 clusters Score: Raw -226.434223 + Penalty 77.635413 = -148.798811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.329711 sec): 3 clusters Score: Raw -222.236342 + Penalty 176.537875 = -45.698467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.330446 sec): 2 clusters Score: Raw -240.268835 + Penalty 114.041863 = -126.226972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.330656 sec): 3 clusters Score: Raw -235.373109 + Penalty 208.207927 = -27.165182 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 (13.331408 sec): 2 clusters Score: Raw -733.054274 + Penalty 254.707747 = -478.346527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.331635 sec): 3 clusters Score: Raw -718.020566 + Penalty 525.802555 = -192.218010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.332369 sec): 2 clusters Score: Raw -254.529238 + Penalty 156.139646 = -98.389592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.332583 sec): 3 clusters Score: Raw -246.316044 + Penalty 312.279292 = 65.963248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333342 sec): 2 clusters Score: Raw -761.942982 + Penalty 266.534585 = -495.408396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.333576 sec): 3 clusters Score: Raw -800.012544 + Penalty 532.325618 = -267.686926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.334315 sec): 2 clusters Score: Raw -268.234023 + Penalty 94.486036 = -173.747987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334530 sec): 3 clusters Score: Raw -272.449627 + Penalty 199.064020 = -73.385607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335294 sec): 2 clusters Score: Raw -902.223786 + Penalty 234.741113 = -667.482673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.335528 sec): 3 clusters Score: Raw -927.241139 + Penalty 464.085709 = -463.155430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.336268 sec): 2 clusters Score: Raw -284.115798 + Penalty 98.297031 = -185.818767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336481 sec): 3 clusters Score: Raw -280.762651 + Penalty 198.551804 = -82.210847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337231 sec): 2 clusters Score: Raw -654.309104 + Penalty 320.868627 = -333.440477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.337456 sec): 3 clusters Score: Raw -657.423556 + Penalty 635.429828 = -21.993728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338235 sec): 2 clusters Score: Raw -1359.203409 + Penalty 273.297053 = -1085.906356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338503 sec): 3 clusters Score: Raw -1395.350101 + Penalty 548.041919 = -847.308182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339284 sec): 2 clusters Score: Raw -958.516237 + Penalty 157.386976 = -801.129261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339527 sec): 3 clusters Score: Raw -972.267726 + Penalty 305.289256 = -666.978470 nChanged 2 SP:Iteration 1F (13.339764 sec): 3 clusters Score: Raw -985.943273 + Penalty 305.289256 = -680.654017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.340512 sec): 2 clusters Score: Raw -351.107289 + Penalty 144.112611 = -206.994678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340729 sec): 3 clusters Score: Raw -348.512370 + Penalty 272.393020 = -76.119349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341525 sec): 2 clusters Score: Raw -1635.338948 + Penalty 312.199457 = -1323.139492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341786 sec): 3 clusters Score: Raw -1657.960426 + Penalty 623.850239 = -1034.110187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.342630 sec): 2 clusters Score: Raw -2533.260890 + Penalty 116.969697 = -2416.291193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.342913 sec): 3 clusters Score: Raw -2520.714796 + Penalty 233.651304 = -2287.063493 nChanged 9 SP:Iteration 1F (13.343192 sec): 3 clusters Score: Raw -2533.815188 + Penalty 235.192039 = -2298.623149 nChanged 4 SP:Iteration 2F (13.343471 sec): 3 clusters Score: Raw -2537.843171 + Penalty 237.055926 = -2300.787245 nChanged 1 SP:Iteration 3Q (13.343749 sec): 3 clusters Score: Raw -2539.578839 + Penalty 237.055926 = -2302.522913 nChanged 0 SP:Iteration 4F (13.344027 sec): 3 clusters Score: Raw -2539.578839 + Penalty 237.055926 = -2302.522913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.344777 sec): 2 clusters Score: Raw -283.327561 + Penalty 108.556159 = -174.771402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.344975 sec): 2 clusters Score: Raw -283.327561 + Penalty 108.556159 = -174.771402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.345814 sec): 2 clusters Score: Raw -2531.826622 + Penalty 503.939735 = -2027.886886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.346099 sec): 3 clusters Score: Raw -2603.087076 + Penalty 1008.093128 = -1594.993947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.346849 sec): 2 clusters Score: Raw -367.887829 + Penalty 169.122642 = -198.765187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.347066 sec): 3 clusters Score: Raw -364.755472 + Penalty 356.460524 = -8.294947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.347804 sec): 2 clusters Score: Raw -340.131578 + Penalty 220.498053 = -119.633525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.348018 sec): 3 clusters Score: Raw -330.063234 + Penalty 444.658166 = 114.594932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.348787 sec): 2 clusters Score: Raw -540.629768 + Penalty 194.036281 = -346.593488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.349009 sec): 3 clusters Score: Raw -547.122262 + Penalty 391.477246 = -155.645016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.349748 sec): 2 clusters Score: Raw -326.630882 + Penalty 122.170689 = -204.460193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.349969 sec): 3 clusters Score: Raw -330.730914 + Penalty 244.341378 = -86.389536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.350784 sec): 2 clusters Score: Raw -2025.539618 + Penalty 366.623772 = -1658.915846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.351057 sec): 3 clusters Score: Raw -2079.638078 + Penalty 732.534465 = -1347.103613 nChanged 1 SP:Iteration 1Q (13.351316 sec): 3 clusters Score: Raw -2082.349819 + Penalty 732.534465 = -1349.815354 nChanged 0 SP:Iteration 2F (13.351583 sec): 3 clusters Score: Raw -2082.349819 + Penalty 732.534465 = -1349.815354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.352320 sec): 2 clusters Score: Raw -116.718547 + Penalty 63.976136 = -52.742412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.352513 sec): 2 clusters Score: Raw -116.718547 + Penalty 63.976136 = -52.742412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.353247 sec): 2 clusters Score: Raw -184.520709 + Penalty 109.740044 = -74.780665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.353458 sec): 3 clusters Score: Raw -177.467164 + Penalty 222.268391 = 44.801227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.354219 sec): 2 clusters Score: Raw -831.145625 + Penalty 196.043844 = -635.101781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.354454 sec): 3 clusters Score: Raw -836.051218 + Penalty 418.330609 = -417.720609 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 (13.355197 sec): 2 clusters Score: Raw -430.142889 + Penalty 171.430532 = -258.712358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.355417 sec): 3 clusters Score: Raw -423.750275 + Penalty 342.799437 = -80.950838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.356150 sec): 2 clusters Score: Raw -257.596502 + Penalty 152.909315 = -104.687187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.356360 sec): 3 clusters Score: Raw -249.455448 + Penalty 296.209576 = 46.754128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.357119 sec): 2 clusters Score: Raw -808.167286 + Penalty 330.752719 = -477.414567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.357348 sec): 3 clusters Score: Raw -816.633220 + Penalty 661.505438 = -155.127783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.358100 sec): 2 clusters Score: Raw -274.488266 + Penalty 193.907938 = -80.580329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.358313 sec): 3 clusters Score: Raw -262.631545 + Penalty 383.709458 = 121.077913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.359048 sec): 2 clusters Score: Raw -189.820093 + Penalty 111.199853 = -78.620240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.359259 sec): 3 clusters Score: Raw -180.109057 + Penalty 225.911320 = 45.802263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.360027 sec): 2 clusters Score: Raw -914.652619 + Penalty 195.581116 = -719.071503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.360266 sec): 3 clusters Score: Raw -931.234902 + Penalty 417.395372 = -513.839530 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 (13.361000 sec): 2 clusters Score: Raw -178.941140 + Penalty 85.437385 = -93.503755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.361207 sec): 3 clusters Score: Raw -171.968010 + Penalty 185.029716 = 13.061706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.362001 sec): 2 clusters Score: Raw -1412.378878 + Penalty 75.262670 = -1337.116208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.362260 sec): 3 clusters Score: Raw -1409.222342 + Penalty 186.767283 = -1222.455059 nChanged 6 SP:Iteration 1F (13.362515 sec): 3 clusters Score: Raw -1425.513807 + Penalty 186.767283 = -1238.746524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.363263 sec): 2 clusters Score: Raw -432.481449 + Penalty 179.855710 = -252.625739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.363482 sec): 3 clusters Score: Raw -434.429922 + Penalty 367.200094 = -67.229828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.364222 sec): 2 clusters Score: Raw -292.245921 + Penalty 92.093630 = -200.152290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.364435 sec): 3 clusters Score: Raw -288.851209 + Penalty 185.942308 = -102.908900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.365177 sec): 2 clusters Score: Raw -467.555693 + Penalty 263.787777 = -203.767916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.365396 sec): 3 clusters Score: Raw -467.019329 + Penalty 527.581459 = 60.562130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.366121 sec): 2 clusters Score: Raw -55.180867 + Penalty 0.000000 = -55.180867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.366311 sec): 2 clusters Score: Raw -55.180867 + Penalty 0.000000 = -55.180867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.367042 sec): 2 clusters Score: Raw -158.291116 + Penalty 42.784080 = -115.507036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.367240 sec): 3 clusters Score: Raw -157.717811 + Penalty 115.830421 = -41.887390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.368014 sec): 2 clusters Score: Raw -657.447770 + Penalty 336.399992 = -321.047778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.368238 sec): 3 clusters Score: Raw -674.227074 + Penalty 663.525549 = -10.701525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.368993 sec): 2 clusters Score: Raw -689.843089 + Penalty 198.651157 = -491.191933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.369224 sec): 3 clusters Score: Raw -703.395732 + Penalty 397.302313 = -306.093418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.369962 sec): 2 clusters Score: Raw -329.767786 + Penalty 202.498061 = -127.269725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.370177 sec): 3 clusters Score: Raw -320.315115 + Penalty 395.975330 = 75.660215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.370906 sec): 2 clusters Score: Raw -124.555256 + Penalty 77.206411 = -47.348845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.371098 sec): 2 clusters Score: Raw -124.555256 + Penalty 77.206411 = -47.348845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.371831 sec): 2 clusters Score: Raw -196.651384 + Penalty 137.666281 = -58.985103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.372040 sec): 3 clusters Score: Raw -186.381281 + Penalty 266.144236 = 79.762955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.372835 sec): 2 clusters Score: Raw -1700.999166 + Penalty 421.827463 = -1279.171703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.373091 sec): 3 clusters Score: Raw -1743.085448 + Penalty 842.511621 = -900.573827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 103 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.373851 sec): 2 clusters Score: Raw -622.480601 + Penalty 215.492425 = -406.988176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.374078 sec): 3 clusters Score: Raw -641.103859 + Penalty 406.657311 = -234.446549 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 (13.374857 sec): 2 clusters Score: Raw -1139.820197 + Penalty 341.243662 = -798.576535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.375104 sec): 3 clusters Score: Raw -1223.955090 + Penalty 683.199478 = -540.755611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.375848 sec): 2 clusters Score: Raw -238.687995 + Penalty 116.137397 = -122.550598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.376061 sec): 3 clusters Score: Raw -235.632645 + Penalty 232.274795 = -3.357850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.376788 sec): 2 clusters Score: Raw -58.836682 + Penalty 0.000000 = -58.836682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.376979 sec): 2 clusters Score: Raw -58.836682 + Penalty 0.000000 = -58.836682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.377731 sec): 2 clusters Score: Raw -174.470420 + Penalty 81.836151 = -92.634269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.377927 sec): 2 clusters Score: Raw -174.470420 + Penalty 81.836151 = -92.634269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.378660 sec): 2 clusters Score: Raw -173.787862 + Penalty 93.246994 = -80.540867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.378869 sec): 3 clusters Score: Raw -167.570994 + Penalty 198.553095 = 30.982100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.379598 sec): 2 clusters Score: Raw -118.511455 + Penalty 59.684531 = -58.826924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.379801 sec): 3 clusters Score: Raw -112.303653 + Penalty 119.369062 = 7.065409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.380541 sec): 2 clusters Score: Raw -378.558167 + Penalty 207.955730 = -170.602437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.380761 sec): 3 clusters Score: Raw -378.163816 + Penalty 415.911461 = 37.747645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.381504 sec): 2 clusters Score: Raw -450.289697 + Penalty 234.089236 = -216.200461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.381723 sec): 3 clusters Score: Raw -444.323757 + Penalty 468.069427 = 23.745670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.382464 sec): 2 clusters Score: Raw -323.735631 + Penalty 195.757356 = -127.978276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.382661 sec): 2 clusters Score: Raw -323.735631 + Penalty 195.757356 = -127.978276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.383423 sec): 2 clusters Score: Raw -561.852610 + Penalty 227.303980 = -334.548631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.383649 sec): 3 clusters Score: Raw -565.786908 + Penalty 447.946359 = -117.840549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.384386 sec): 2 clusters Score: Raw -183.446367 + Penalty 105.217013 = -78.229353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.384583 sec): 2 clusters Score: Raw -183.446367 + Penalty 105.217013 = -78.229353 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 (13.385333 sec): 2 clusters Score: Raw -407.187551 + Penalty 69.406401 = -337.781150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.385554 sec): 3 clusters Score: Raw -413.006528 + Penalty 143.048554 = -269.957974 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 (13.386286 sec): 2 clusters Score: Raw -185.481043 + Penalty 85.450684 = -100.030359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.386505 sec): 3 clusters Score: Raw -176.222417 + Penalty 178.808868 = 2.586451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.387254 sec): 2 clusters Score: Raw -549.231274 + Penalty 251.929571 = -297.301704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.387476 sec): 3 clusters Score: Raw -537.448409 + Penalty 507.655778 = -29.792630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.388207 sec): 2 clusters Score: Raw -198.159348 + Penalty 154.012840 = -44.146508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.388417 sec): 3 clusters Score: Raw -187.434131 + Penalty 313.643034 = 126.208903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.389195 sec): 2 clusters Score: Raw -1099.098312 + Penalty 287.771839 = -811.326473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.389439 sec): 3 clusters Score: Raw -1111.903098 + Penalty 568.461975 = -543.441123 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 (13.390188 sec): 2 clusters Score: Raw -519.418004 + Penalty 286.975924 = -232.442080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.390412 sec): 3 clusters Score: Raw -526.843157 + Penalty 569.649924 = 42.806767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.391140 sec): 2 clusters Score: Raw -116.823870 + Penalty 58.427206 = -58.396663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.391347 sec): 3 clusters Score: Raw -110.582551 + Penalty 116.854412 = 6.271862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.392077 sec): 2 clusters Score: Raw -128.499066 + Penalty 84.773273 = -43.725793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.392282 sec): 3 clusters Score: Raw -118.017238 + Penalty 169.546547 = 51.529308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.393004 sec): 2 clusters Score: Raw -58.574587 + Penalty 0.000000 = -58.574587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.393196 sec): 2 clusters Score: Raw -58.574587 + Penalty 0.000000 = -58.574587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.393936 sec): 2 clusters Score: Raw -371.748600 + Penalty 201.704946 = -170.043654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.394153 sec): 3 clusters Score: Raw -372.914418 + Penalty 411.631814 = 38.717396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.394883 sec): 2 clusters Score: Raw -185.553158 + Penalty 98.146194 = -87.406964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.395092 sec): 3 clusters Score: Raw -177.068166 + Penalty 207.370135 = 30.301969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.396713 sec): 2 clusters Score: Raw -15864.248979 + Penalty 124.219995 = -15740.028984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.397592 sec): 3 clusters Score: Raw -15702.425422 + Penalty 269.132336 = -15433.293087 nChanged 131 SP:Iteration 1F (13.398434 sec): 3 clusters Score: Raw -15854.289311 + Penalty 276.280889 = -15578.008422 nChanged 32 SP:Iteration 2F (13.399276 sec): 3 clusters Score: Raw -15886.862918 + Penalty 277.828260 = -15609.034658 nChanged 10 SP:Iteration 3Q (13.400097 sec): 3 clusters Score: Raw -15893.784822 + Penalty 279.729257 = -15614.055565 nChanged 5 SP:Iteration 4Q (13.400909 sec): 3 clusters Score: Raw -15898.590795 + Penalty 281.883070 = -15616.707724 nChanged 6 SP:Iteration 5Q (13.401719 sec): 3 clusters Score: Raw -15902.159747 + Penalty 281.883070 = -15620.276677 nChanged 0 SP:Iteration 6F (13.402561 sec): 3 clusters Score: Raw -15902.159747 + Penalty 281.883070 = -15620.276677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.403441 sec): 2 clusters Score: Raw -478.013658 + Penalty 156.410282 = -321.603376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.403660 sec): 3 clusters Score: Raw -475.222885 + Penalty 310.080908 = -165.141977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.404414 sec): 2 clusters Score: Raw -483.544772 + Penalty 184.265368 = -299.279404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.404635 sec): 3 clusters Score: Raw -486.936596 + Penalty 368.530735 = -118.405860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.405376 sec): 2 clusters Score: Raw -292.691840 + Penalty 143.201295 = -149.490545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.405591 sec): 3 clusters Score: Raw -292.624098 + Penalty 286.338403 = -6.285695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.406328 sec): 2 clusters Score: Raw -320.242703 + Penalty 192.278107 = -127.964596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.406543 sec): 3 clusters Score: Raw -316.609045 + Penalty 388.329685 = 71.720640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.407268 sec): 2 clusters Score: Raw -58.663762 + Penalty 0.000000 = -58.663762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.407458 sec): 2 clusters Score: Raw -58.663762 + Penalty 0.000000 = -58.663762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.408192 sec): 2 clusters Score: Raw -238.753082 + Penalty 124.162564 = -114.590518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.408403 sec): 3 clusters Score: Raw -234.048421 + Penalty 285.959816 = 51.911395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.409148 sec): 2 clusters Score: Raw -402.979212 + Penalty 107.763725 = -295.215487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.409368 sec): 3 clusters Score: Raw -416.914112 + Penalty 215.527450 = -201.386661 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 (13.410102 sec): 2 clusters Score: Raw -192.061424 + Penalty 138.236640 = -53.824784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.410312 sec): 3 clusters Score: Raw -183.151872 + Penalty 285.388740 = 102.236868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.411061 sec): 2 clusters Score: Raw -123.692901 + Penalty 87.439061 = -36.253840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.411268 sec): 3 clusters Score: Raw -116.456701 + Penalty 174.878122 = 58.421421 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 (13.412002 sec): 2 clusters Score: Raw -191.460045 + Penalty 141.136578 = -50.323467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.412196 sec): 2 clusters Score: Raw -191.460045 + Penalty 141.136578 = -50.323467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.412925 sec): 2 clusters Score: Raw -195.018642 + Penalty 132.142232 = -62.876410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.413134 sec): 3 clusters Score: Raw -184.609746 + Penalty 272.212191 = 87.602445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.413864 sec): 2 clusters Score: Raw -228.641362 + Penalty 97.389279 = -131.252083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.414074 sec): 3 clusters Score: Raw -225.648026 + Penalty 194.778557 = -30.869469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.414800 sec): 2 clusters Score: Raw -123.591036 + Penalty 72.877851 = -50.713186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.414993 sec): 2 clusters Score: Raw -123.591036 + Penalty 72.877851 = -50.713186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.415729 sec): 2 clusters Score: Raw -302.559512 + Penalty 128.528502 = -174.031009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.415944 sec): 3 clusters Score: Raw -295.719816 + Penalty 258.896186 = -36.823630 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 (13.416672 sec): 2 clusters Score: Raw -121.123200 + Penalty 59.446895 = -61.676305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.416878 sec): 3 clusters Score: Raw -112.057295 + Penalty 118.893790 = 6.836495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.417608 sec): 2 clusters Score: Raw -57.507504 + Penalty 0.000000 = -57.507504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.417798 sec): 2 clusters Score: Raw -57.507504 + Penalty 0.000000 = -57.507504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.418528 sec): 2 clusters Score: Raw -126.922898 + Penalty 87.302804 = -39.620094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.418734 sec): 3 clusters Score: Raw -116.744446 + Penalty 174.605607 = 57.861162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.419462 sec): 2 clusters Score: Raw -118.846666 + Penalty 55.883298 = -62.963368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.419654 sec): 2 clusters Score: Raw -118.846666 + Penalty 55.883298 = -62.963368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.420409 sec): 2 clusters Score: Raw -248.991250 + Penalty 150.727040 = -98.264209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.420622 sec): 3 clusters Score: Raw -241.574534 + Penalty 336.260918 = 94.686384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.421360 sec): 2 clusters Score: Raw -303.671117 + Penalty 124.855781 = -178.815336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.421573 sec): 3 clusters Score: Raw -299.219889 + Penalty 241.504899 = -57.714991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.422300 sec): 2 clusters Score: Raw -117.574365 + Penalty 63.141563 = -54.432802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.422506 sec): 3 clusters Score: Raw -112.326020 + Penalty 126.283126 = 13.957106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.423228 sec): 2 clusters Score: Raw -58.608180 + Penalty 0.000000 = -58.608180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.423416 sec): 2 clusters Score: Raw -58.608180 + Penalty 0.000000 = -58.608180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.424147 sec): 2 clusters Score: Raw -196.498563 + Penalty 142.560701 = -53.937862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.424356 sec): 3 clusters Score: Raw -187.588630 + Penalty 274.017115 = 86.428485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.425082 sec): 2 clusters Score: Raw -128.161931 + Penalty 81.891044 = -46.270887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.425275 sec): 2 clusters Score: Raw -128.161931 + Penalty 81.891044 = -46.270887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.425996 sec): 2 clusters Score: Raw -59.081048 + Penalty 0.000000 = -59.081048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.426186 sec): 2 clusters Score: Raw -59.081048 + Penalty 0.000000 = -59.081048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.426909 sec): 2 clusters Score: Raw -115.543430 + Penalty 35.500032 = -80.043398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.427102 sec): 2 clusters Score: Raw -115.543430 + Penalty 35.500032 = -80.043398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.427969 sec): 2 clusters Score: Raw -2650.445748 + Penalty 88.570981 = -2561.874767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.428285 sec): 3 clusters Score: Raw -2648.947730 + Penalty 178.337283 = -2470.610447 nChanged 7 SP:Iteration 1F (13.428593 sec): 3 clusters Score: Raw -2666.875314 + Penalty 178.929309 = -2487.946004 nChanged 1 SP:Iteration 2Q (13.428904 sec): 3 clusters Score: Raw -2668.263307 + Penalty 180.076711 = -2488.186596 nChanged 1 SP:Iteration 3Q (13.429215 sec): 3 clusters Score: Raw -2670.004476 + Penalty 183.589615 = -2486.414860 nChanged 2 SP:Iteration 4F (13.429546 sec): 3 clusters Score: Raw -2676.488129 + Penalty 184.143451 = -2492.344678 nChanged 2 SP:Iteration 5Q (13.429851 sec): 3 clusters Score: Raw -2679.690566 + Penalty 184.143451 = -2495.547115 nChanged 0 SP:Iteration 6F (13.430163 sec): 3 clusters Score: Raw -2679.690566 + Penalty 184.143451 = -2495.547115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.430906 sec): 2 clusters Score: Raw -59.401795 + Penalty 0.000000 = -59.401795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.431096 sec): 2 clusters Score: Raw -59.401795 + Penalty 0.000000 = -59.401795 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 (13.431827 sec): 2 clusters Score: Raw -191.112996 + Penalty 130.981272 = -60.131724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.432037 sec): 3 clusters Score: Raw -181.497239 + Penalty 253.414405 = 71.917166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 176 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.432776 sec): 2 clusters Score: Raw -366.450362 + Penalty 209.585092 = -156.865270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.432992 sec): 3 clusters Score: Raw -367.147175 + Penalty 411.621899 = 44.474723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.433710 sec): 2 clusters Score: Raw -105.339105 + Penalty 9.704061 = -95.635045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.433892 sec): 2 clusters Score: Raw -105.339105 + Penalty 9.704061 = -95.635045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.434618 sec): 2 clusters Score: Raw -115.356285 + Penalty 57.281386 = -58.074899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.434811 sec): 2 clusters Score: Raw -115.356285 + Penalty 57.281386 = -58.074899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.435533 sec): 2 clusters Score: Raw -57.121640 + Penalty 0.000000 = -57.121640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.435722 sec): 2 clusters Score: Raw -57.121640 + Penalty 0.000000 = -57.121640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.436443 sec): 2 clusters Score: Raw -58.126328 + Penalty 0.000000 = -58.126328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.436634 sec): 2 clusters Score: Raw -58.126328 + Penalty 0.000000 = -58.126328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.437361 sec): 2 clusters Score: Raw -123.596836 + Penalty 69.911578 = -53.685258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.437565 sec): 3 clusters Score: Raw -114.761652 + Penalty 139.823156 = 25.061504 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 (13.438299 sec): 2 clusters Score: Raw -181.210863 + Penalty 99.647178 = -81.563685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.438492 sec): 2 clusters Score: Raw -181.210863 + Penalty 99.647178 = -81.563685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.439234 sec): 2 clusters Score: Raw -57.849866 + Penalty 0.000000 = -57.849866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.439424 sec): 2 clusters Score: Raw -57.849866 + Penalty 0.000000 = -57.849866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.440150 sec): 2 clusters Score: Raw -58.009394 + Penalty 0.000000 = -58.009394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.440339 sec): 2 clusters Score: Raw -58.009394 + Penalty 0.000000 = -58.009394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.441064 sec): 2 clusters Score: Raw -58.672836 + Penalty 0.000000 = -58.672836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.441253 sec): 2 clusters Score: Raw -58.672836 + Penalty 0.000000 = -58.672836 nChanged 0 Deleting Class 123 (3 points): Lose 61.178204 but Gain 1408.889946 Iteration 20F (15.197683 sec): 163 clusters Score: Raw -1155019.235237 + Penalty 145107.136704 = -1009912.098533 nChanged 71 Deleting Class 87 (4 points): Lose 71.657260 but Gain 1405.739098 Iteration 21Q (15.321104 sec): 162 clusters Score: Raw -1155016.779247 + Penalty 143728.456873 = -1011288.322374 nChanged 54 Deleting Class 97 (10 points): Lose 140.874729 but Gain 1468.266472 Iteration 22Q (15.442876 sec): 161 clusters Score: Raw -1154916.745869 + Penalty 142300.227539 = -1012616.518330 nChanged 51 Deleting Class 47 (4 points): Lose 59.302439 but Gain 1361.815806 Iteration 23Q (15.565304 sec): 160 clusters Score: Raw -1154907.488358 + Penalty 141063.146998 = -1013844.341359 nChanged 38 Deleting Class 106 (1 points): Lose 6.254167 but Gain 1299.801453 Iteration 24Q (15.685063 sec): 159 clusters Score: Raw -1154942.958155 + Penalty 139819.738562 = -1015123.219593 nChanged 29 Deleting Class 94 (7 points): Lose 85.030675 but Gain 1362.374410 Iteration 25Q (15.803923 sec): 158 clusters Score: Raw -1154878.578006 + Penalty 138496.206123 = -1016382.371883 nChanged 33 Deleting Class 183 (1 points): Lose 8.344930 but Gain 1283.187557 Iteration 26Q (15.924745 sec): 157 clusters Score: Raw -1154895.562742 + Penalty 137271.077964 = -1017624.484779 nChanged 19 Deleting Class 163 (3 points): Lose 34.181227 but Gain 1304.127225 Iteration 27Q (16.042743 sec): 156 clusters Score: Raw -1154883.295318 + Penalty 135971.713903 = -1018911.581415 nChanged 16 Deleting Class 76 (5 points): Lose 120.508922 but Gain 1376.876937 Iteration 28Q (16.160388 sec): 155 clusters Score: Raw -1154775.779464 + Penalty 134650.331447 = -1020125.448017 nChanged 17 Deleting Class 146 (3 points): Lose 35.500583 but Gain 1291.099536 Iteration 29Q (16.277158 sec): 154 clusters Score: Raw -1154802.318414 + Penalty 133374.299703 = -1021428.018711 nChanged 12 Deleting Class 172 (1 points): Lose 6.935144 but Gain 1262.281224 Iteration 30F (17.902539 sec): 153 clusters Score: Raw -1154807.225794 + Penalty 132117.293622 = -1022689.932172 nChanged 9 Deleting Class 157 (2 points): Lose 13.967899 but Gain 1265.806505 Iteration 31Q (18.019888 sec): 152 clusters Score: Raw -1154796.742489 + Penalty 130902.945948 = -1023893.796542 nChanged 4 Deleting Class 141 (1 points): Lose 25.509272 but Gain 1262.063908 Iteration 32Q (18.134745 sec): 151 clusters Score: Raw -1154780.214019 + Penalty 129705.687484 = -1025074.526535 nChanged 2 Deleting Class 125 (8 points): Lose 152.553246 but Gain 1386.958096 Iteration 33Q (18.249795 sec): 150 clusters Score: Raw -1154653.285864 + Penalty 128346.433153 = -1026306.852711 nChanged 8 Deleting Class 144 (3 points): Lose 31.902173 but Gain 1264.571268 Iteration 34Q (18.365003 sec): 149 clusters Score: Raw -1154649.098781 + Penalty 127126.341041 = -1027522.757740 nChanged 4 Deleting Class 145 (2 points): Lose 40.775204 but Gain 1267.782105 Iteration 35Q (18.479402 sec): 148 clusters Score: Raw -1154619.765522 + Penalty 125880.951878 = -1028738.813644 nChanged 2 Deleting Class 86 (12 points): Lose 110.696297 but Gain 1337.697569 Iteration 36Q (18.594514 sec): 147 clusters Score: Raw -1154530.250766 + Penalty 124596.526506 = -1029933.724261 nChanged 13 Deleting Class 127 (2 points): Lose 12.096537 but Gain 1229.130753 Iteration 37Q (18.709964 sec): 146 clusters Score: Raw -1154550.680995 + Penalty 123372.057079 = -1031178.623915 nChanged 4 Deleting Class 101 (3 points): Lose 51.214921 but Gain 1259.353696 Iteration 38Q (18.823479 sec): 145 clusters Score: Raw -1154505.720930 + Penalty 122199.117185 = -1032306.603745 nChanged 5 Deleting Class 66 (10 points): Lose 198.369116 but Gain 1400.477578 Iteration 39Q (18.937108 sec): 144 clusters Score: Raw -1154349.395173 + Penalty 120908.550833 = -1033440.844340 nChanged 10 Deleting Class 99 (5 points): Lose 78.302263 but Gain 1264.477876 Iteration 40F (20.464101 sec): 143 clusters Score: Raw -1154355.435904 + Penalty 119707.086935 = -1034648.348969 nChanged 11 Deleting Class 3 (2 points): Lose 15.114961 but Gain 1193.922858 Iteration 41Q (20.577669 sec): 142 clusters Score: Raw -1154369.141139 + Penalty 118530.505224 = -1035838.635914 nChanged 5 Deleting Class 73 (41 points): Lose 186.619670 but Gain 1363.802055 Iteration 42Q (20.690192 sec): 141 clusters Score: Raw -1154187.211928 + Penalty 117200.983828 = -1036986.228100 nChanged 41 Deleting Class 165 (2 points): Lose 12.726541 but Gain 1187.341201 Iteration 43Q (20.805004 sec): 140 clusters Score: Raw -1154251.377217 + Penalty 116079.092607 = -1038172.284609 nChanged 11 Deleting Class 149 (3 points): Lose 35.947901 but Gain 1208.820393 Iteration 44Q (20.918613 sec): 139 clusters Score: Raw -1154242.516318 + Penalty 114870.477156 = -1039372.039163 nChanged 6 Deleting Class 189 (1 points): Lose 10.752976 but Gain 1178.422739 Iteration 45Q (21.030978 sec): 138 clusters Score: Raw -1154247.712089 + Penalty 113693.172517 = -1040554.539572 nChanged 3 Deleting Class 115 (5 points): Lose 59.569971 but Gain 1222.386249 Iteration 46Q (21.142108 sec): 137 clusters Score: Raw -1154197.188812 + Penalty 112477.336985 = -1041719.851828 nChanged 5 Deleting Class 122 (8 points): Lose 55.987085 but Gain 1217.578650 Iteration 47Q (21.252126 sec): 136 clusters Score: Raw -1154151.953281 + Penalty 111263.358452 = -1042888.594829 nChanged 8 Deleting Class 113 (9 points): Lose 77.238861 but Gain 1237.613361 Iteration 48Q (21.362634 sec): 135 clusters Score: Raw -1154086.458373 + Penalty 110051.718690 = -1044034.739683 nChanged 9 Deleting Class 175 (3 points): Lose 38.916897 but Gain 1198.200082 Iteration 49Q (21.473037 sec): 134 clusters Score: Raw -1154065.058186 + Penalty 108898.467666 = -1045166.590520 nChanged 6 Deleting Class 131 (8 points): Lose 81.574121 but Gain 1201.934655 Iteration 50F (22.892075 sec): 133 clusters Score: Raw -1154009.891002 + Penalty 107723.600846 = -1046286.290156 nChanged 9 Deleting Class 176 (6 points): Lose 55.925508 but Gain 1175.561279 Iteration 51Q (23.002097 sec): 132 clusters Score: Raw -1153972.197027 + Penalty 106698.930544 = -1047273.266483 nChanged 8 Deleting Class 100 (3 points): Lose 54.951620 but Gain 1174.008214 Iteration 52Q (23.112285 sec): 131 clusters Score: Raw -1153953.216437 + Penalty 105544.990880 = -1048408.225557 nChanged 4 Deleting Class 139 (5 points): Lose 90.432719 but Gain 1200.660443 Iteration 53Q (23.220905 sec): 130 clusters Score: Raw -1153882.003104 + Penalty 104453.576259 = -1049428.426844 nChanged 6 Deleting Class 48 (13 points): Lose 90.911269 but Gain 1182.336964 Iteration 54Q (23.329660 sec): 129 clusters Score: Raw -1153831.362687 + Penalty 103276.876974 = -1050554.485713 nChanged 16 Deleting Class 166 (1 points): Lose 10.055567 but Gain 1098.957785 Iteration 55Q (23.438984 sec): 128 clusters Score: Raw -1153845.488446 + Penalty 102188.842256 = -1051656.646191 nChanged 4 Deleting Class 162 (1 points): Lose 3.487083 but Gain 1090.607913 Iteration 56Q (23.547646 sec): 127 clusters Score: Raw -1153850.209999 + Penalty 101103.804144 = -1052746.405855 nChanged 2 Deleting Class 129 (1 points): Lose 1.212122 but Gain 1084.487420 Iteration 57Q (23.655587 sec): 126 clusters Score: Raw -1153855.140356 + Penalty 100066.666185 = -1053788.474172 nChanged 2 Deleting Class 61 (4 points): Lose 51.314293 but Gain 1131.937185 Iteration 58Q (23.763311 sec): 125 clusters Score: Raw -1153822.309901 + Penalty 98910.517173 = -1054911.792728 nChanged 5 Deleting Class 102 (27 points): Lose 226.021910 but Gain 1290.736936 Iteration 59Q (23.870268 sec): 124 clusters Score: Raw -1153638.470712 + Penalty 97661.869096 = -1055976.601615 nChanged 31 Deleting Class 187 (1 points): Lose 2.903017 but Gain 1067.128966 Iteration 60F (25.196241 sec): 123 clusters Score: Raw -1153694.733021 + Penalty 96599.886497 = -1057094.846524 nChanged 6 Deleting Class 85 (4 points): Lose 49.526769 but Gain 1108.518845 Iteration 61Q (25.303874 sec): 122 clusters Score: Raw -1153652.635616 + Penalty 95506.659445 = -1058145.976170 nChanged 7 Deleting Class 159 (4 points): Lose 40.452544 but Gain 1092.698403 Iteration 62Q (25.410689 sec): 121 clusters Score: Raw -1153624.578981 + Penalty 94419.032553 = -1059205.546428 nChanged 6 Deleting Class 112 (7 points): Lose 132.903810 but Gain 1182.833374 Iteration 63Q (25.518450 sec): 120 clusters Score: Raw -1153501.211473 + Penalty 93250.306108 = -1060250.905365 nChanged 8 Deleting Class 151 (2 points): Lose 10.654808 but Gain 1056.658590 Iteration 64Q (25.624086 sec): 119 clusters Score: Raw -1153525.602134 + Penalty 92194.550132 = -1061331.052001 nChanged 4 Deleting Class 25 (33 points): Lose 179.220617 but Gain 1214.312416 Iteration 65Q (25.730194 sec): 118 clusters Score: Raw -1153351.117293 + Penalty 91022.986341 = -1062328.130952 nChanged 35 Deleting Class 38 (14 points): Lose 141.658671 but Gain 1174.813008 Iteration 66Q (25.837596 sec): 117 clusters Score: Raw -1153270.646812 + Penalty 89916.613658 = -1063354.033155 nChanged 21 Deleting Class 53 (4 points): Lose 33.037004 but Gain 1062.392238 Iteration 67Q (25.943151 sec): 116 clusters Score: Raw -1153283.651809 + Penalty 88930.784011 = -1064352.867798 nChanged 15 Deleting Class 60 (11 points): Lose 49.912038 but Gain 1067.521268 Iteration 68Q (26.049128 sec): 115 clusters Score: Raw -1153255.454250 + Penalty 87890.140523 = -1065365.313726 nChanged 17 Deleting Class 188 (2 points): Lose 26.706954 but Gain 1034.833843 Iteration 69Q (26.154079 sec): 114 clusters Score: Raw -1153249.679265 + Penalty 86884.257419 = -1066365.421846 nChanged 11 Deleting Class 185 (2 points): Lose 8.756125 but Gain 1013.650499 Iteration 70F (27.373352 sec): 113 clusters Score: Raw -1153261.235472 + Penalty 85893.069374 = -1067368.166098 nChanged 7 Deleting Class 41 (4 points): Lose 23.073209 but Gain 1015.434608 Iteration 71Q (27.476964 sec): 112 clusters Score: Raw -1153248.507986 + Penalty 84909.672025 = -1068338.835961 nChanged 13 Deleting Class 88 (3 points): Lose 28.986942 but Gain 1017.242167 Iteration 72Q (27.580783 sec): 111 clusters Score: Raw -1153228.814015 + Penalty 83937.505457 = -1069291.308557 nChanged 14 Deleting Class 156 (1 points): Lose 2.137688 but Gain 970.069908 Iteration 73Q (27.684938 sec): 110 clusters Score: Raw -1153238.210000 + Penalty 82995.702021 = -1070242.507979 nChanged 10 Deleting Class 81 (3 points): Lose 51.095359 but Gain 1003.888019 Iteration 74Q (27.787782 sec): 109 clusters Score: Raw -1153195.117294 + Penalty 82065.899395 = -1071129.217899 nChanged 11 Deleting Class 40 (7 points): Lose 41.809055 but Gain 990.337445 Iteration 75Q (27.890376 sec): 108 clusters Score: Raw -1153181.117330 + Penalty 81291.822566 = -1071889.294764 nChanged 19 Deleting Class 116 (9 points): Lose 93.983772 but Gain 1039.674003 Iteration 76Q (27.993363 sec): 107 clusters Score: Raw -1153128.010799 + Penalty 80292.911879 = -1072835.098921 nChanged 15 Deleting Class 34 (87 points): Lose 394.446555 but Gain 1329.835468 Iteration 77Q (28.095899 sec): 106 clusters Score: Raw -1152771.035067 + Penalty 79041.856918 = -1073729.178149 nChanged 93 Deleting Class 104 (23 points): Lose 223.972352 but Gain 1158.502109 Iteration 78Q (28.201835 sec): 105 clusters Score: Raw -1152780.172030 + Penalty 77931.339504 = -1074848.832525 nChanged 40 Deleting Class 117 (3 points): Lose 34.155690 but Gain 962.511908 Iteration 79Q (28.304004 sec): 104 clusters Score: Raw -1152859.200204 + Penalty 76981.158406 = -1075878.041797 nChanged 14 Deleting Class 16 (68 points): Lose 321.255333 but Gain 1249.832131 Iteration 80F (29.409910 sec): 103 clusters Score: Raw -1152552.746911 + Penalty 75826.065982 = -1076726.680929 nChanged 74 Deleting Class 124 (25 points): Lose 129.674270 but Gain 1056.533414 Iteration 81Q (29.513948 sec): 102 clusters Score: Raw -1152640.281164 + Penalty 74922.019716 = -1077718.261448 nChanged 48 Deleting Class 132 (4 points): Lose 31.838780 but Gain 944.493567 Iteration 82Q (29.616155 sec): 101 clusters Score: Raw -1152690.943997 + Penalty 74010.246048 = -1078680.697949 nChanged 22 Deleting Class 79 (38 points): Lose 162.742127 but Gain 1053.410215 Iteration 83Q (29.717021 sec): 100 clusters Score: Raw -1152571.025020 + Penalty 73008.055245 = -1079562.969776 nChanged 48 Deleting Class 80 (2 points): Lose 39.473568 but Gain 927.592303 Iteration 84Q (29.818517 sec): 99 clusters Score: Raw -1152606.901982 + Penalty 72139.712280 = -1080467.189702 nChanged 15 Deleting Class 161 (2 points): Lose 27.540324 but Gain 915.491804 Iteration 85Q (29.918988 sec): 98 clusters Score: Raw -1152605.507436 + Penalty 71249.621598 = -1081355.885838 nChanged 12 Deleting Class 92 (7 points): Lose 46.932732 but Gain 928.893750 Iteration 86Q (30.018254 sec): 97 clusters Score: Raw -1152580.738120 + Penalty 70336.516357 = -1082244.221763 nChanged 17 Deleting Class 74 (7 points): Lose 104.826001 but Gain 979.544180 Iteration 87Q (30.117505 sec): 96 clusters Score: Raw -1152512.891179 + Penalty 69458.422311 = -1083054.468868 nChanged 18 Deleting Class 138 (5 points): Lose 24.030412 but Gain 894.205445 Iteration 88Q (30.216872 sec): 95 clusters Score: Raw -1152531.918545 + Penalty 68568.716802 = -1083963.201743 nChanged 9 Deleting Class 77 (10 points): Lose 58.891738 but Gain 926.647557 Iteration 89Q (30.314662 sec): 94 clusters Score: Raw -1152492.273981 + Penalty 67672.066806 = -1084820.207175 nChanged 21 Deleting Class 14 (81 points): Lose 661.535777 but Gain 1529.799734 Iteration 90F (31.311010 sec): 93 clusters Score: Raw -1151890.843019 + Penalty 66386.323726 = -1085504.519293 nChanged 90 Deleting Class 186 (3 points): Lose 47.272223 but Gain 911.559763 Iteration 91Q (31.411668 sec): 92 clusters Score: Raw -1152242.042538 + Penalty 65492.512484 = -1086749.530055 nChanged 25 Deleting Class 142 (4 points): Lose 36.988076 but Gain 900.118754 Iteration 92Q (31.509625 sec): 91 clusters Score: Raw -1152260.583820 + Penalty 64600.607252 = -1087659.976568 nChanged 8 Deleting Class 62 (20 points): Lose 213.354041 but Gain 1072.563800 Iteration 93Q (31.605706 sec): 90 clusters Score: Raw -1152067.543659 + Penalty 63569.531277 = -1088498.012383 nChanged 21 Deleting Class 182 (1 points): Lose 0.115950 but Gain 857.885291 Iteration 94Q (31.702439 sec): 89 clusters Score: Raw -1152132.087108 + Penalty 62716.999627 = -1089415.087481 nChanged 8 Deleting Class 103 (10 points): Lose 72.775473 but Gain 926.835973 Iteration 95Q (31.798296 sec): 88 clusters Score: Raw -1152070.173626 + Penalty 61887.047210 = -1090183.126416 nChanged 12 Deleting Class 154 (2 points): Lose 9.363649 but Gain 861.922678 Iteration 96Q (31.893737 sec): 87 clusters Score: Raw -1152098.118451 + Penalty 61033.518627 = -1091064.599823 nChanged 6 Deleting Class 160 (7 points): Lose 43.064350 but Gain 895.611653 Iteration 97Q (31.988699 sec): 86 clusters Score: Raw -1152065.170409 + Penalty 60281.952689 = -1091783.217721 nChanged 10 Deleting Class 90 (4 points): Lose 23.179756 but Gain 905.822130 Iteration 98Q (32.084579 sec): 85 clusters Score: Raw -1152064.283132 + Penalty 59407.868503 = -1092656.414629 nChanged 4 Deleting Class 69 (8 points): Lose 67.024600 but Gain 915.458992 Iteration 99Q (32.179121 sec): 84 clusters Score: Raw -1152005.111823 + Penalty 58530.602660 = -1093474.509163 nChanged 8 Deleting Class 84 (7 points): Lose 37.092378 but Gain 885.380559 Iteration 100F (33.075231 sec): 83 clusters Score: Raw -1151992.853056 + Penalty 57653.900293 = -1094338.952763 nChanged 8 Deleting Class 56 (2 points): Lose 16.577158 but Gain 864.352976 Iteration 101Q (33.169896 sec): 82 clusters Score: Raw -1151996.421016 + Penalty 56800.825026 = -1095195.595990 nChanged 4 Deleting Class 181 (3 points): Lose 32.613706 but Gain 876.306948 Iteration 102Q (33.266616 sec): 81 clusters Score: Raw -1151977.795102 + Penalty 55948.435070 = -1096029.360032 nChanged 7 Deleting Class 111 (2 points): Lose 27.622501 but Gain 865.368172 Iteration 103Q (33.362947 sec): 80 clusters Score: Raw -1151974.193829 + Penalty 55078.661070 = -1096895.532759 nChanged 6 Deleting Class 70 (34 points): Lose 167.036181 but Gain 1003.017304 Iteration 104Q (33.458548 sec): 79 clusters Score: Raw -1151819.845172 + Penalty 54125.612825 = -1097694.232347 nChanged 36 Deleting Class 110 (3 points): Lose 17.457503 but Gain 853.011690 Iteration 105Q (33.554820 sec): 78 clusters Score: Raw -1151870.609083 + Penalty 53272.641450 = -1098597.967634 nChanged 9 Deleting Class 126 (2 points): Lose 18.199576 but Gain 847.138174 Iteration 106Q (33.650049 sec): 77 clusters Score: Raw -1151858.539130 + Penalty 52416.197915 = -1099442.341215 nChanged 5 Deleting Class 54 (29 points): Lose 109.079893 but Gain 921.207606 Iteration 107Q (33.744836 sec): 76 clusters Score: Raw -1151760.636266 + Penalty 51520.387887 = -1100240.248380 nChanged 30 Deleting Class 98 (17 points): Lose 127.150545 but Gain 937.042314 Iteration 108Q (33.838258 sec): 75 clusters Score: Raw -1151678.478766 + Penalty 50622.634722 = -1101055.844044 nChanged 23 Deleting Class 105 (4 points): Lose 32.726920 but Gain 841.940160 Iteration 109Q (33.930929 sec): 74 clusters Score: Raw -1151689.675818 + Penalty 49792.094229 = -1101897.581589 nChanged 12 Deleting Class 64 (15 points): Lose 71.017671 but Gain 871.158226 Iteration 110F (34.719779 sec): 73 clusters Score: Raw -1151628.745499 + Penalty 48942.326347 = -1102686.419152 nChanged 22 Deleting Class 55 (54 points): Lose 176.063086 but Gain 970.421642 Iteration 111Q (34.811628 sec): 72 clusters Score: Raw -1151486.329948 + Penalty 48011.373395 = -1103474.956553 nChanged 64 Deleting Class 158 (2 points): Lose 22.067462 but Gain 810.253954 Iteration 112Q (34.903837 sec): 71 clusters Score: Raw -1151558.237242 + Penalty 47238.920618 = -1104319.316624 nChanged 13 Deleting Class 136 (9 points): Lose 95.729632 but Gain 882.969512 Iteration 113Q (34.994447 sec): 70 clusters Score: Raw -1151480.979166 + Penalty 46372.659502 = -1105108.319664 nChanged 18 Deleting Class 57 (12 points): Lose 75.911443 but Gain 860.128545 Iteration 114Q (35.084289 sec): 69 clusters Score: Raw -1151431.655169 + Penalty 45526.291465 = -1105905.363704 nChanged 17 Deleting Class 152 (5 points): Lose 22.922056 but Gain 802.582735 Iteration 115Q (35.174063 sec): 68 clusters Score: Raw -1151426.050836 + Penalty 44735.397092 = -1106690.653745 nChanged 11 Deleting Class 59 (5 points): Lose 40.738069 but Gain 815.793876 Iteration 116Q (35.264069 sec): 67 clusters Score: Raw -1151394.463620 + Penalty 43921.893458 = -1107472.570162 nChanged 11 Deleting Class 67 (24 points): Lose 110.037440 but Gain 878.606078 Iteration 117Q (35.352892 sec): 66 clusters Score: Raw -1151293.795113 + Penalty 43068.006699 = -1108225.788414 nChanged 30 Deleting Class 119 (3 points): Lose 21.254300 but Gain 781.692032 Iteration 118Q (35.442099 sec): 65 clusters Score: Raw -1151327.595700 + Penalty 42286.415302 = -1109041.180399 nChanged 12 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 -1151327.595700 + Penalty 42286.415302 = -1109041.180399Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (3336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.500984 sec): 2 clusters Score: Raw -176408.373547 + Penalty 134.408481 = -176273.965066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.507553 sec): 3 clusters Score: Raw -174214.565866 + Penalty 266.901173 = -173947.664694 nChanged 1584 SP:Iteration 1F (35.513474 sec): 3 clusters Score: Raw -175441.077673 + Penalty 272.985122 = -175168.092551 nChanged 294 SP:Iteration 2F (35.519374 sec): 3 clusters Score: Raw -175577.955283 + Penalty 281.070719 = -175296.884564 nChanged 212 SP:Iteration 3F (35.525258 sec): 3 clusters Score: Raw -175730.499155 + Penalty 290.067698 = -175440.431457 nChanged 201 SP:Iteration 4F (35.531143 sec): 3 clusters Score: Raw -175898.624991 + Penalty 296.706181 = -175601.918811 nChanged 175 SP:Iteration 5F (35.537073 sec): 3 clusters Score: Raw -176064.112501 + Penalty 305.412510 = -175758.699992 nChanged 141 SP:Iteration 6Q (35.542991 sec): 3 clusters Score: Raw -176198.944578 + Penalty 305.074045 = -175893.870533 nChanged 90 SP:Iteration 7Q (35.548911 sec): 3 clusters Score: Raw -176275.475818 + Penalty 276.732792 = -175998.743026 nChanged 60 SP:Iteration 8Q (35.554866 sec): 3 clusters Score: Raw -176337.883831 + Penalty 290.287711 = -176047.596120 nChanged 39 SP:Iteration 9Q (35.560829 sec): 3 clusters Score: Raw -176381.501347 + Penalty 323.924120 = -176057.577227 nChanged 17 SP:Iteration 10F (35.566813 sec): 3 clusters Score: Raw -176405.046226 + Penalty 347.669864 = -176057.376362 nChanged 4 SP:Iteration 11F (35.572797 sec): 3 clusters Score: Raw -176409.316601 + Penalty 353.653250 = -176055.663351 nChanged 1 SP:Iteration 12F (35.578809 sec): 3 clusters Score: Raw -176410.936595 + Penalty 360.033245 = -176050.903350 nChanged 1 SP:Iteration 13F (35.584695 sec): 3 clusters Score: Raw -176411.987398 + Penalty 365.887899 = -176046.099500 nChanged 1 SP:Iteration 14F (35.590580 sec): 3 clusters Score: Raw -176412.307258 + Penalty 365.887899 = -176046.419359 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.600665 sec): 2 clusters Score: Raw -146473.755478 + Penalty 171.493201 = -146302.262276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.606149 sec): 3 clusters Score: Raw -144687.216314 + Penalty 350.268532 = -144336.947782 nChanged 1296 SP:Iteration 1F (35.611355 sec): 3 clusters Score: Raw -145757.841769 + Penalty 356.788081 = -145401.053688 nChanged 356 SP:Iteration 2F (35.616351 sec): 3 clusters Score: Raw -146054.685866 + Penalty 362.737477 = -145691.948389 nChanged 241 SP:Iteration 3F (35.621347 sec): 3 clusters Score: Raw -146249.347302 + Penalty 367.365713 = -145881.981589 nChanged 139 SP:Iteration 4Q (35.626286 sec): 3 clusters Score: Raw -146361.917872 + Penalty 369.907991 = -145992.009880 nChanged 99 SP:Iteration 5Q (35.631135 sec): 3 clusters Score: Raw -146414.487210 + Penalty 372.758349 = -146041.728861 nChanged 52 SP:Iteration 6Q (35.636053 sec): 3 clusters Score: Raw -146436.120300 + Penalty 374.354831 = -146061.765469 nChanged 27 SP:Iteration 7Q (35.640908 sec): 3 clusters Score: Raw -146448.302279 + Penalty 375.497756 = -146072.804523 nChanged 23 SP:Iteration 8Q (35.645606 sec): 3 clusters Score: Raw -146456.470333 + Penalty 376.055793 = -146080.414540 nChanged 21 SP:Iteration 9Q (35.650271 sec): 3 clusters Score: Raw -146461.813245 + Penalty 377.858691 = -146083.954554 nChanged 19 SP:Iteration 10F (35.655291 sec): 3 clusters Score: Raw -146465.186881 + Penalty 378.778059 = -146086.408822 nChanged 17 SP:Iteration 11Q (35.660036 sec): 3 clusters Score: Raw -146467.228501 + Penalty 379.720686 = -146087.507815 nChanged 14 SP:Iteration 12Q (35.664667 sec): 3 clusters Score: Raw -146469.975829 + Penalty 380.744448 = -146089.231381 nChanged 11 SP:Iteration 13Q (35.669285 sec): 3 clusters Score: Raw -146472.404139 + Penalty 381.960297 = -146090.443842 nChanged 16 SP:Iteration 14Q (35.673947 sec): 3 clusters Score: Raw -146475.793498 + Penalty 383.634319 = -146092.159180 nChanged 17 SP:Iteration 15Q (35.678549 sec): 3 clusters Score: Raw -146478.489186 + Penalty 384.418543 = -146094.070643 nChanged 16 SP:Iteration 16Q (35.683175 sec): 3 clusters Score: Raw -146480.966998 + Penalty 384.619391 = -146096.347607 nChanged 19 SP:Iteration 17Q (35.687758 sec): 3 clusters Score: Raw -146485.119238 + Penalty 385.766245 = -146099.352993 nChanged 16 SP:Iteration 18Q (35.692316 sec): 3 clusters Score: Raw -146489.189588 + Penalty 386.781892 = -146102.407696 nChanged 14 SP:Iteration 19Q (35.696863 sec): 3 clusters Score: Raw -146493.596122 + Penalty 388.490541 = -146105.105580 nChanged 21 SP:Iteration 20F (35.702004 sec): 3 clusters Score: Raw -146498.596485 + Penalty 390.524428 = -146108.072056 nChanged 24 SP:Iteration 21Q (35.706729 sec): 3 clusters Score: Raw -146505.312551 + Penalty 391.738720 = -146113.573831 nChanged 25 SP:Iteration 22Q (35.711477 sec): 3 clusters Score: Raw -146512.445113 + Penalty 394.119909 = -146118.325205 nChanged 24 SP:Iteration 23Q (35.715969 sec): 3 clusters Score: Raw -146520.132113 + Penalty 396.056992 = -146124.075121 nChanged 21 SP:Iteration 24Q (35.720443 sec): 3 clusters Score: Raw -146526.143273 + Penalty 398.605494 = -146127.537779 nChanged 21 SP:Iteration 25Q (35.725053 sec): 3 clusters Score: Raw -146532.814081 + Penalty 401.362633 = -146131.451448 nChanged 17 SP:Iteration 26Q (35.729491 sec): 3 clusters Score: Raw -146536.983881 + Penalty 402.927674 = -146134.056206 nChanged 14 SP:Iteration 27Q (35.733910 sec): 3 clusters Score: Raw -146540.863181 + Penalty 401.382466 = -146139.480715 nChanged 11 SP:Iteration 28Q (35.738395 sec): 3 clusters Score: Raw -146543.263552 + Penalty 402.643320 = -146140.620232 nChanged 14 SP:Iteration 29Q (35.742823 sec): 3 clusters Score: Raw -146545.413846 + Penalty 403.844412 = -146141.569434 nChanged 8 SP:Iteration 30F (35.747803 sec): 3 clusters Score: Raw -146547.082589 + Penalty 404.623984 = -146142.458605 nChanged 8 SP:Iteration 31Q (35.752190 sec): 3 clusters Score: Raw -146549.857191 + Penalty 403.952624 = -146145.904567 nChanged 12 SP:Iteration 32Q (35.756552 sec): 3 clusters Score: Raw -146553.334430 + Penalty 404.664604 = -146148.669826 nChanged 11 SP:Iteration 33Q (35.760896 sec): 3 clusters Score: Raw -146556.237219 + Penalty 407.099458 = -146149.137761 nChanged 11 SP:Iteration 34Q (35.765228 sec): 3 clusters Score: Raw -146558.233461 + Penalty 408.090068 = -146150.143393 nChanged 6 SP:Iteration 35Q (35.769556 sec): 3 clusters Score: Raw -146559.016302 + Penalty 409.022232 = -146149.994070 nChanged 5 SP:Iteration 36F (35.774527 sec): 3 clusters Score: Raw -146559.534517 + Penalty 409.586840 = -146149.947677 nChanged 3 SP:Iteration 37F (35.779501 sec): 3 clusters Score: Raw -146559.838833 + Penalty 410.304570 = -146149.534263 nChanged 4 SP:Iteration 38F (35.784469 sec): 3 clusters Score: Raw -146560.738728 + Penalty 410.002060 = -146150.736668 nChanged 5 SP:Iteration 39Q (35.788770 sec): 3 clusters Score: Raw -146561.560056 + Penalty 410.378226 = -146151.181830 nChanged 2 SP:Iteration 40F (35.793741 sec): 3 clusters Score: Raw -146561.698000 + Penalty 410.378226 = -146151.319774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.796363 sec): 2 clusters Score: Raw -10549.035177 + Penalty 153.347817 = -10395.687361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.796930 sec): 3 clusters Score: Raw -10451.490579 + Penalty 315.707271 = -10135.783307 nChanged 61 SP:Iteration 1F (35.797482 sec): 3 clusters Score: Raw -10498.573540 + Penalty 341.040227 = -10157.533313 nChanged 26 SP:Iteration 2F (35.798030 sec): 3 clusters Score: Raw -10533.759307 + Penalty 406.187000 = -10127.572307 nChanged 20 SP:Iteration 3F (35.798575 sec): 3 clusters Score: Raw -10567.915349 + Penalty 437.975212 = -10129.940137 nChanged 4 SP:Iteration 4Q (35.799107 sec): 3 clusters Score: Raw -10573.114762 + Penalty 444.288751 = -10128.826011 nChanged 1 SP:Iteration 5F (35.799649 sec): 3 clusters Score: Raw -10573.313411 + Penalty 444.288751 = -10129.024660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.802953 sec): 2 clusters Score: Raw -52238.559120 + Penalty 773.929209 = -51464.629910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.804676 sec): 3 clusters Score: Raw -51885.548258 + Penalty 1548.736201 = -50336.812056 nChanged 274 SP:Iteration 1F (35.806368 sec): 3 clusters Score: Raw -52074.635571 + Penalty 1549.962236 = -50524.673334 nChanged 66 SP:Iteration 2F (35.808060 sec): 3 clusters Score: Raw -52129.888101 + Penalty 1552.252877 = -50577.635224 nChanged 42 SP:Iteration 3Q (35.809825 sec): 3 clusters Score: Raw -52161.149740 + Penalty 1558.024066 = -50603.125674 nChanged 41 SP:Iteration 4Q (35.811587 sec): 3 clusters Score: Raw -52193.293985 + Penalty 1561.446975 = -50631.847011 nChanged 19 SP:Iteration 5Q (35.813337 sec): 3 clusters Score: Raw -52208.790943 + Penalty 1566.775794 = -50642.015149 nChanged 24 SP:Iteration 6Q (35.815040 sec): 3 clusters Score: Raw -52228.603832 + Penalty 1573.985752 = -50654.618080 nChanged 28 SP:Iteration 7Q (35.816667 sec): 3 clusters Score: Raw -52253.691455 + Penalty 1583.849311 = -50669.842144 nChanged 29 SP:Iteration 8Q (35.818332 sec): 3 clusters Score: Raw -52281.141132 + Penalty 1592.465056 = -50688.676076 nChanged 25 SP:Iteration 9Q (35.819978 sec): 3 clusters Score: Raw -52313.349985 + Penalty 1601.222137 = -50712.127848 nChanged 19 SP:Iteration 10F (35.821620 sec): 3 clusters Score: Raw -52336.366801 + Penalty 1610.963091 = -50725.403711 nChanged 12 SP:Iteration 11Q (35.823202 sec): 3 clusters Score: Raw -52346.933877 + Penalty 1613.639093 = -50733.294784 nChanged 5 SP:Iteration 12Q (35.824766 sec): 3 clusters Score: Raw -52352.124621 + Penalty 1618.290582 = -50733.834039 nChanged 6 SP:Iteration 13Q (35.826374 sec): 3 clusters Score: Raw -52359.558077 + Penalty 1624.758738 = -50734.799340 nChanged 7 SP:Iteration 14Q (35.827950 sec): 3 clusters Score: Raw -52371.137097 + Penalty 1630.422539 = -50740.714558 nChanged 6 SP:Iteration 15Q (35.829488 sec): 3 clusters Score: Raw -52379.217107 + Penalty 1632.244439 = -50746.972668 nChanged 3 SP:Iteration 16Q (35.831011 sec): 3 clusters Score: Raw -52381.914694 + Penalty 1632.932713 = -50748.981981 nChanged 1 SP:Iteration 17Q (35.832559 sec): 3 clusters Score: Raw -52382.649160 + Penalty 1636.258689 = -50746.390471 nChanged 2 SP:Iteration 18F (35.834330 sec): 3 clusters Score: Raw -52384.378079 + Penalty 1637.293960 = -50747.084119 nChanged 1 SP:Iteration 19Q (35.835966 sec): 3 clusters Score: Raw -52385.419567 + Penalty 1637.707003 = -50747.712564 nChanged 1 SP:Iteration 20F (35.837626 sec): 3 clusters Score: Raw -52386.087307 + Penalty 1637.707003 = -50748.380304 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.841648 sec): 2 clusters Score: Raw -56256.750068 + Penalty 306.797065 = -55949.953003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.843702 sec): 3 clusters Score: Raw -55654.058266 + Penalty 619.786320 = -55034.271946 nChanged 394 SP:Iteration 1F (35.845662 sec): 3 clusters Score: Raw -55944.188178 + Penalty 618.380488 = -55325.807690 nChanged 143 SP:Iteration 2F (35.847623 sec): 3 clusters Score: Raw -56078.273813 + Penalty 628.770307 = -55449.503506 nChanged 77 SP:Iteration 3F (35.849580 sec): 3 clusters Score: Raw -56147.839163 + Penalty 625.913162 = -55521.926000 nChanged 51 SP:Iteration 4Q (35.851504 sec): 3 clusters Score: Raw -56203.956699 + Penalty 633.089556 = -55570.867143 nChanged 30 SP:Iteration 5Q (35.853350 sec): 3 clusters Score: Raw -56230.105054 + Penalty 643.114304 = -55586.990751 nChanged 17 SP:Iteration 6Q (35.855142 sec): 3 clusters Score: Raw -56242.324757 + Penalty 664.111577 = -55578.213180 nChanged 12 SP:Iteration 7F (35.857130 sec): 3 clusters Score: Raw -56252.886156 + Penalty 687.292229 = -55565.593927 nChanged 9 SP:Iteration 8F (35.859103 sec): 3 clusters Score: Raw -56266.615602 + Penalty 694.321619 = -55572.293983 nChanged 2 SP:Iteration 9Q (35.860799 sec): 3 clusters Score: Raw -56268.315914 + Penalty 700.485464 = -55567.830451 nChanged 2 SP:Iteration 10F (35.862810 sec): 3 clusters Score: Raw -56269.297585 + Penalty 707.010820 = -55562.286764 nChanged 1 SP:Iteration 11F (35.864799 sec): 3 clusters Score: Raw -56270.000701 + Penalty 719.236895 = -55550.763806 nChanged 2 SP:Iteration 12F (35.866756 sec): 3 clusters Score: Raw -56270.854136 + Penalty 719.236895 = -55551.617241 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.876315 sec): 2 clusters Score: Raw -86320.098842 + Penalty 129.721616 = -86190.377225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.879467 sec): 3 clusters Score: Raw -85263.842152 + Penalty 258.130371 = -85005.711781 nChanged 793 SP:Iteration 1F (35.882570 sec): 3 clusters Score: Raw -85930.575608 + Penalty 258.931194 = -85671.644414 nChanged 204 SP:Iteration 2F (35.885639 sec): 3 clusters Score: Raw -86162.915650 + Penalty 268.076583 = -85894.839066 nChanged 161 SP:Iteration 3F (35.888711 sec): 3 clusters Score: Raw -86379.826102 + Penalty 278.680665 = -86101.145437 nChanged 101 SP:Iteration 4F (35.891793 sec): 3 clusters Score: Raw -86485.523139 + Penalty 281.913739 = -86203.609400 nChanged 40 SP:Iteration 5Q (35.894632 sec): 3 clusters Score: Raw -86504.197621 + Penalty 283.571477 = -86220.626144 nChanged 19 SP:Iteration 6Q (35.897407 sec): 3 clusters Score: Raw -86511.450514 + Penalty 284.846898 = -86226.603616 nChanged 13 SP:Iteration 7Q (35.900183 sec): 3 clusters Score: Raw -86517.495312 + Penalty 285.704643 = -86231.790669 nChanged 7 SP:Iteration 8Q (35.902963 sec): 3 clusters Score: Raw -86519.733422 + Penalty 286.113657 = -86233.619765 nChanged 4 SP:Iteration 9Q (35.905689 sec): 3 clusters Score: Raw -86520.228817 + Penalty 286.791724 = -86233.437093 nChanged 4 SP:Iteration 10F (35.908880 sec): 3 clusters Score: Raw -86522.127255 + Penalty 286.782065 = -86235.345190 nChanged 3 SP:Iteration 11Q (35.911742 sec): 3 clusters Score: Raw -86523.495968 + Penalty 286.964055 = -86236.531912 nChanged 2 SP:Iteration 12Q (35.914675 sec): 3 clusters Score: Raw -86523.800786 + Penalty 286.964055 = -86236.836731 nChanged 0 SP:Iteration 13F (35.917750 sec): 3 clusters Score: Raw -86523.800786 + Penalty 286.964055 = -86236.836731 nChanged 0 Score: Raw -1168404.668594 + Penalty 42498.999652 = -1125905.668943 Splitting cluster 7 changes total score from -1109041.180399 to -1125905.668943 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.632000 sec): 2 clusters Score: Raw -84904.267958 + Penalty 153.973381 = -84750.294577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.635049 sec): 3 clusters Score: Raw -83909.974259 + Penalty 302.751001 = -83607.223257 nChanged 743 SP:Iteration 1F (36.638053 sec): 3 clusters Score: Raw -84474.892636 + Penalty 301.063290 = -84173.829345 nChanged 98 SP:Iteration 2F (36.641038 sec): 3 clusters Score: Raw -84513.565046 + Penalty 299.855925 = -84213.709121 nChanged 53 SP:Iteration 3Q (36.644014 sec): 3 clusters Score: Raw -84533.840219 + Penalty 297.406806 = -84236.433414 nChanged 52 SP:Iteration 4Q (36.646998 sec): 3 clusters Score: Raw -84553.810257 + Penalty 295.329490 = -84258.480767 nChanged 45 SP:Iteration 5Q (36.649974 sec): 3 clusters Score: Raw -84570.731303 + Penalty 293.527448 = -84277.203855 nChanged 44 SP:Iteration 6Q (36.653051 sec): 3 clusters Score: Raw -84591.521116 + Penalty 293.462466 = -84298.058650 nChanged 49 SP:Iteration 7Q (36.656063 sec): 3 clusters Score: Raw -84618.344011 + Penalty 293.567818 = -84324.776193 nChanged 55 SP:Iteration 8Q (36.659068 sec): 3 clusters Score: Raw -84643.812395 + Penalty 294.703949 = -84349.108446 nChanged 52 SP:Iteration 9Q (36.662022 sec): 3 clusters Score: Raw -84676.626582 + Penalty 296.172161 = -84380.454422 nChanged 56 SP:Iteration 10F (36.664995 sec): 3 clusters Score: Raw -84705.124373 + Penalty 297.339870 = -84407.784504 nChanged 40 SP:Iteration 11Q (36.667909 sec): 3 clusters Score: Raw -84717.907109 + Penalty 298.799679 = -84419.107430 nChanged 35 SP:Iteration 12Q (36.670801 sec): 3 clusters Score: Raw -84726.013451 + Penalty 299.568568 = -84426.444884 nChanged 18 SP:Iteration 13Q (36.673715 sec): 3 clusters Score: Raw -84728.918979 + Penalty 300.161896 = -84428.757083 nChanged 14 SP:Iteration 14Q (36.676595 sec): 3 clusters Score: Raw -84732.812819 + Penalty 300.283795 = -84432.529025 nChanged 10 SP:Iteration 15Q (36.679497 sec): 3 clusters Score: Raw -84734.732476 + Penalty 300.565310 = -84434.167165 nChanged 4 SP:Iteration 16Q (36.682451 sec): 3 clusters Score: Raw -84735.164981 + Penalty 300.867442 = -84434.297538 nChanged 5 SP:Iteration 17Q (36.685373 sec): 3 clusters Score: Raw -84736.227995 + Penalty 301.119683 = -84435.108312 nChanged 6 SP:Iteration 18Q (36.688249 sec): 3 clusters Score: Raw -84736.629817 + Penalty 301.304487 = -84435.325329 nChanged 4 SP:Iteration 19Q (36.691115 sec): 3 clusters Score: Raw -84736.718564 + Penalty 301.387178 = -84435.331386 nChanged 1 SP:Iteration 20F (36.694087 sec): 3 clusters Score: Raw -84736.734273 + Penalty 301.273810 = -84435.460463 nChanged 1 SP:Iteration 21Q (36.696959 sec): 3 clusters Score: Raw -84736.908174 + Penalty 301.380821 = -84435.527354 nChanged 1 SP:Iteration 22Q (36.699828 sec): 3 clusters Score: Raw -84736.927819 + Penalty 301.380821 = -84435.546998 nChanged 0 SP:Iteration 23F (36.702817 sec): 3 clusters Score: Raw -84736.927819 + Penalty 301.380821 = -84435.546998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.705357 sec): 2 clusters Score: Raw -25258.374092 + Penalty 267.094122 = -24991.279970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.706364 sec): 3 clusters Score: Raw -25022.359310 + Penalty 539.874833 = -24482.484476 nChanged 175 SP:Iteration 1F (36.707361 sec): 3 clusters Score: Raw -25143.201079 + Penalty 542.801649 = -24600.399430 nChanged 50 SP:Iteration 2F (36.708349 sec): 3 clusters Score: Raw -25181.202600 + Penalty 544.665623 = -24636.536977 nChanged 30 SP:Iteration 3F (36.709336 sec): 3 clusters Score: Raw -25207.013159 + Penalty 550.015930 = -24656.997230 nChanged 19 SP:Iteration 4Q (36.710312 sec): 3 clusters Score: Raw -25220.011183 + Penalty 554.180186 = -24665.830996 nChanged 9 SP:Iteration 5Q (36.711281 sec): 3 clusters Score: Raw -25224.184380 + Penalty 555.395675 = -24668.788705 nChanged 6 SP:Iteration 6Q (36.712247 sec): 3 clusters Score: Raw -25227.860583 + Penalty 559.495290 = -24668.365293 nChanged 7 SP:Iteration 7F (36.713233 sec): 3 clusters Score: Raw -25231.926980 + Penalty 565.690731 = -24666.236249 nChanged 10 SP:Iteration 8F (36.714224 sec): 3 clusters Score: Raw -25243.696136 + Penalty 569.744934 = -24673.951202 nChanged 7 SP:Iteration 9Q (36.715161 sec): 3 clusters Score: Raw -25248.916967 + Penalty 573.581817 = -24675.335151 nChanged 6 SP:Iteration 10F (36.716146 sec): 3 clusters Score: Raw -25254.130180 + Penalty 580.063697 = -24674.066482 nChanged 5 SP:Iteration 11F (36.717134 sec): 3 clusters Score: Raw -25256.853439 + Penalty 586.848873 = -24670.004567 nChanged 4 SP:Iteration 12F (36.718120 sec): 3 clusters Score: Raw -25257.794277 + Penalty 588.132116 = -24669.662161 nChanged 1 SP:Iteration 13F (36.719107 sec): 3 clusters Score: Raw -25258.254208 + Penalty 587.933506 = -24670.320702 nChanged 1 SP:Iteration 14Q (36.720034 sec): 3 clusters Score: Raw -25258.658783 + Penalty 591.034439 = -24667.624344 nChanged 2 SP:Iteration 15F (36.721018 sec): 3 clusters Score: Raw -25260.030992 + Penalty 596.186994 = -24663.843998 nChanged 3 SP:Iteration 16F (36.722042 sec): 3 clusters Score: Raw -25262.282781 + Penalty 606.547234 = -24655.735546 nChanged 4 SP:Iteration 17F (36.723050 sec): 3 clusters Score: Raw -25264.620125 + Penalty 609.632079 = -24654.988046 nChanged 2 SP:Iteration 18F (36.724038 sec): 3 clusters Score: Raw -25266.116090 + Penalty 619.562429 = -24646.553661 nChanged 4 SP:Iteration 19F (36.725024 sec): 3 clusters Score: Raw -25268.322144 + Penalty 623.389003 = -24644.933140 nChanged 1 SP:Iteration 20F (36.726029 sec): 3 clusters Score: Raw -25268.426024 + Penalty 624.145540 = -24644.280484 nChanged 1 SP:Iteration 21F (36.727016 sec): 3 clusters Score: Raw -25268.486578 + Penalty 624.145540 = -24644.341038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.727958 sec): 2 clusters Score: Raw -7734.875287 + Penalty 420.496180 = -7314.379107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.728443 sec): 3 clusters Score: Raw -7769.622035 + Penalty 899.855867 = -6869.766167 nChanged 32 SP:Iteration 1F (36.728918 sec): 3 clusters Score: Raw -7845.706252 + Penalty 931.536897 = -6914.169355 nChanged 8 SP:Iteration 2F (36.729408 sec): 3 clusters Score: Raw -7866.832410 + Penalty 933.126550 = -6933.705860 nChanged 1 SP:Iteration 3Q (36.729858 sec): 3 clusters Score: Raw -7869.785998 + Penalty 933.126550 = -6936.659448 nChanged 0 SP:Iteration 4F (36.730345 sec): 3 clusters Score: Raw -7869.785998 + Penalty 933.126550 = -6936.659448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.733560 sec): 2 clusters Score: Raw -52995.082552 + Penalty 318.856133 = -52676.226420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.735599 sec): 3 clusters Score: Raw -52473.394272 + Penalty 640.633756 = -51832.760516 nChanged 412 SP:Iteration 1F (36.737519 sec): 3 clusters Score: Raw -52804.968589 + Penalty 638.485271 = -52166.483318 nChanged 99 SP:Iteration 2F (36.739379 sec): 3 clusters Score: Raw -52873.155688 + Penalty 635.283085 = -52237.872603 nChanged 62 SP:Iteration 3F (36.741236 sec): 3 clusters Score: Raw -52916.173884 + Penalty 633.452382 = -52282.721501 nChanged 23 SP:Iteration 4Q (36.743081 sec): 3 clusters Score: Raw -52927.172297 + Penalty 632.754836 = -52294.417460 nChanged 20 SP:Iteration 5Q (36.744941 sec): 3 clusters Score: Raw -52940.853406 + Penalty 632.523864 = -52308.329541 nChanged 10 SP:Iteration 6Q (36.746826 sec): 3 clusters Score: Raw -52947.824447 + Penalty 631.101834 = -52316.722613 nChanged 19 SP:Iteration 7Q (36.748708 sec): 3 clusters Score: Raw -52963.337657 + Penalty 630.598309 = -52332.739348 nChanged 22 SP:Iteration 8Q (36.750644 sec): 3 clusters Score: Raw -52988.555304 + Penalty 630.590090 = -52357.965215 nChanged 32 SP:Iteration 9Q (36.752475 sec): 3 clusters Score: Raw -53026.824923 + Penalty 631.350910 = -52395.474013 nChanged 23 SP:Iteration 10F (36.754332 sec): 3 clusters Score: Raw -53045.829966 + Penalty 631.259527 = -52414.570440 nChanged 22 SP:Iteration 11Q (36.756141 sec): 3 clusters Score: Raw -53060.454587 + Penalty 631.508627 = -52428.945960 nChanged 14 SP:Iteration 12Q (36.757958 sec): 3 clusters Score: Raw -53072.960325 + Penalty 631.199890 = -52441.760435 nChanged 8 SP:Iteration 13Q (36.759749 sec): 3 clusters Score: Raw -53081.085496 + Penalty 630.465306 = -52450.620189 nChanged 6 SP:Iteration 14Q (36.761536 sec): 3 clusters Score: Raw -53087.172677 + Penalty 630.727148 = -52456.445530 nChanged 4 SP:Iteration 15Q (36.763318 sec): 3 clusters Score: Raw -53088.029736 + Penalty 630.917647 = -52457.112090 nChanged 2 SP:Iteration 16Q (36.765099 sec): 3 clusters Score: Raw -53088.314009 + Penalty 631.166929 = -52457.147080 nChanged 2 SP:Iteration 17Q (36.766883 sec): 3 clusters Score: Raw -53088.553405 + Penalty 631.344805 = -52457.208600 nChanged 1 SP:Iteration 18Q (36.768701 sec): 3 clusters Score: Raw -53088.683652 + Penalty 631.344805 = -52457.338847 nChanged 0 SP:Iteration 19F (36.770566 sec): 3 clusters Score: Raw -53088.683652 + Penalty 631.344805 = -52457.338847 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.774015 sec): 2 clusters Score: Raw -35018.055605 + Penalty 176.838899 = -34841.216706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.775372 sec): 3 clusters Score: Raw -34619.817947 + Penalty 359.561059 = -34260.256888 nChanged 280 SP:Iteration 1F (36.776705 sec): 3 clusters Score: Raw -34815.542650 + Penalty 361.235797 = -34454.306853 nChanged 76 SP:Iteration 2F (36.778074 sec): 3 clusters Score: Raw -34874.010635 + Penalty 369.429399 = -34504.581236 nChanged 47 SP:Iteration 3F (36.779423 sec): 3 clusters Score: Raw -34922.654963 + Penalty 394.663976 = -34527.990988 nChanged 47 SP:Iteration 4F (36.780770 sec): 3 clusters Score: Raw -34987.894254 + Penalty 452.479427 = -34535.414827 nChanged 27 SP:Iteration 5Q (36.782147 sec): 3 clusters Score: Raw -35020.550472 + Penalty 514.961251 = -34505.589221 nChanged 11 SP:Iteration 6F (36.783495 sec): 3 clusters Score: Raw -35037.374091 + Penalty 576.420625 = -34460.953466 nChanged 6 SP:Iteration 7F (36.784844 sec): 3 clusters Score: Raw -35056.701036 + Penalty 608.406773 = -34448.294263 nChanged 2 SP:Iteration 8F (36.786199 sec): 3 clusters Score: Raw -35065.173160 + Penalty 608.406773 = -34456.766387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.787967 sec): 2 clusters Score: Raw -9235.518337 + Penalty 230.249445 = -9005.268892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.788475 sec): 3 clusters Score: Raw -9193.730758 + Penalty 471.092106 = -8722.638652 nChanged 50 SP:Iteration 1F (36.788974 sec): 3 clusters Score: Raw -9260.163807 + Penalty 487.002187 = -8773.161620 nChanged 19 SP:Iteration 2F (36.789471 sec): 3 clusters Score: Raw -9289.032316 + Penalty 495.660485 = -8793.371831 nChanged 6 SP:Iteration 3Q (36.789959 sec): 3 clusters Score: Raw -9305.858864 + Penalty 498.592000 = -8807.266864 nChanged 5 SP:Iteration 4Q (36.790442 sec): 3 clusters Score: Raw -9311.450903 + Penalty 502.807549 = -8808.643354 nChanged 2 SP:Iteration 5Q (36.790923 sec): 3 clusters Score: Raw -9314.201619 + Penalty 505.994933 = -8808.206686 nChanged 1 SP:Iteration 6F (36.791418 sec): 3 clusters Score: Raw -9315.658415 + Penalty 505.994933 = -8809.663482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.793845 sec): 2 clusters Score: Raw -32182.418540 + Penalty 178.162579 = -32004.255961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.795092 sec): 3 clusters Score: Raw -31852.122589 + Penalty 356.325158 = -31495.797431 nChanged 243 SP:Iteration 1F (36.796317 sec): 3 clusters Score: Raw -31998.528762 + Penalty 356.521100 = -31642.007662 nChanged 53 SP:Iteration 2F (36.797548 sec): 3 clusters Score: Raw -32028.650562 + Penalty 356.818738 = -31671.831824 nChanged 40 SP:Iteration 3F (36.798770 sec): 3 clusters Score: Raw -32054.630077 + Penalty 356.982351 = -31697.647726 nChanged 32 SP:Iteration 4F (36.799992 sec): 3 clusters Score: Raw -32081.267697 + Penalty 355.916258 = -31725.351440 nChanged 33 SP:Iteration 5F (36.801211 sec): 3 clusters Score: Raw -32105.550710 + Penalty 355.372920 = -31750.177790 nChanged 15 SP:Iteration 6Q (36.802408 sec): 3 clusters Score: Raw -32115.546221 + Penalty 355.400518 = -31760.145702 nChanged 10 SP:Iteration 7Q (36.803606 sec): 3 clusters Score: Raw -32119.546238 + Penalty 355.546996 = -31763.999242 nChanged 14 SP:Iteration 8Q (36.804847 sec): 3 clusters Score: Raw -32125.405666 + Penalty 356.018489 = -31769.387178 nChanged 13 SP:Iteration 9Q (36.806038 sec): 3 clusters Score: Raw -32131.083777 + Penalty 356.482518 = -31774.601259 nChanged 9 SP:Iteration 10F (36.807262 sec): 3 clusters Score: Raw -32133.474997 + Penalty 356.836416 = -31776.638580 nChanged 9 SP:Iteration 11Q (36.808449 sec): 3 clusters Score: Raw -32136.857784 + Penalty 357.196523 = -31779.661261 nChanged 8 SP:Iteration 12Q (36.809636 sec): 3 clusters Score: Raw -32138.783471 + Penalty 357.408507 = -31781.374965 nChanged 4 SP:Iteration 13Q (36.810817 sec): 3 clusters Score: Raw -32139.643005 + Penalty 357.569395 = -31782.073610 nChanged 3 SP:Iteration 14Q (36.811999 sec): 3 clusters Score: Raw -32140.500607 + Penalty 358.094151 = -31782.406456 nChanged 5 SP:Iteration 15Q (36.813179 sec): 3 clusters Score: Raw -32144.209860 + Penalty 358.486949 = -31785.722911 nChanged 8 SP:Iteration 16Q (36.814358 sec): 3 clusters Score: Raw -32145.654048 + Penalty 359.022543 = -31786.631505 nChanged 9 SP:Iteration 17Q (36.815560 sec): 3 clusters Score: Raw -32148.207309 + Penalty 359.063043 = -31789.144266 nChanged 2 SP:Iteration 18Q (36.816734 sec): 3 clusters Score: Raw -32148.665718 + Penalty 359.348758 = -31789.316960 nChanged 2 SP:Iteration 19Q (36.817910 sec): 3 clusters Score: Raw -32148.987967 + Penalty 359.715634 = -31789.272333 nChanged 3 SP:Iteration 20F (36.819131 sec): 3 clusters Score: Raw -32149.832824 + Penalty 359.673558 = -31790.159266 nChanged 2 SP:Iteration 21Q (36.820310 sec): 3 clusters Score: Raw -32150.461840 + Penalty 359.812428 = -31790.649412 nChanged 1 SP:Iteration 22Q (36.821488 sec): 3 clusters Score: Raw -32150.616275 + Penalty 360.062509 = -31790.553766 nChanged 2 SP:Iteration 23F (36.822709 sec): 3 clusters Score: Raw -32151.105933 + Penalty 360.236107 = -31790.869826 nChanged 5 SP:Iteration 24Q (36.823889 sec): 3 clusters Score: Raw -32152.950767 + Penalty 360.655610 = -31792.295157 nChanged 5 SP:Iteration 25Q (36.825067 sec): 3 clusters Score: Raw -32154.253769 + Penalty 361.243617 = -31793.010153 nChanged 5 SP:Iteration 26Q (36.826243 sec): 3 clusters Score: Raw -32155.538682 + Penalty 362.392098 = -31793.146584 nChanged 7 SP:Iteration 27Q (36.827415 sec): 3 clusters Score: Raw -32157.345924 + Penalty 362.539765 = -31794.806158 nChanged 7 SP:Iteration 28Q (36.828608 sec): 3 clusters Score: Raw -32160.003549 + Penalty 363.742829 = -31796.260720 nChanged 7 SP:Iteration 29Q (36.829775 sec): 3 clusters Score: Raw -32162.740792 + Penalty 364.984890 = -31797.755902 nChanged 6 SP:Iteration 30F (36.830994 sec): 3 clusters Score: Raw -32164.859600 + Penalty 366.177822 = -31798.681778 nChanged 5 SP:Iteration 31Q (36.832163 sec): 3 clusters Score: Raw -32165.805051 + Penalty 367.489314 = -31798.315737 nChanged 6 SP:Iteration 32F (36.833497 sec): 3 clusters Score: Raw -32167.303928 + Penalty 368.255245 = -31799.048684 nChanged 5 SP:Iteration 33Q (36.834722 sec): 3 clusters Score: Raw -32168.965290 + Penalty 370.281043 = -31798.684247 nChanged 7 SP:Iteration 34F (36.836003 sec): 3 clusters Score: Raw -32171.517185 + Penalty 371.770734 = -31799.746451 nChanged 6 SP:Iteration 35Q (36.837220 sec): 3 clusters Score: Raw -32175.345963 + Penalty 373.879315 = -31801.466648 nChanged 12 SP:Iteration 36Q (36.838429 sec): 3 clusters Score: Raw -32180.860521 + Penalty 374.905668 = -31805.954853 nChanged 5 SP:Iteration 37Q (36.839575 sec): 3 clusters Score: Raw -32182.519265 + Penalty 377.547286 = -31804.971979 nChanged 7 SP:Iteration 38F (36.840797 sec): 3 clusters Score: Raw -32185.010776 + Penalty 380.617669 = -31804.393108 nChanged 7 SP:Iteration 39F (36.842018 sec): 3 clusters Score: Raw -32188.760294 + Penalty 381.808170 = -31806.952123 nChanged 6 SP:Iteration 40F (36.843238 sec): 3 clusters Score: Raw -32191.828809 + Penalty 382.763055 = -31809.065755 nChanged 3 SP:Iteration 41Q (36.844376 sec): 3 clusters Score: Raw -32192.533945 + Penalty 382.763055 = -31809.770891 nChanged 0 SP:Iteration 42F (36.845599 sec): 3 clusters Score: Raw -32192.533945 + Penalty 382.763055 = -31809.770891 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 17 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.849318 sec): 2 clusters Score: Raw -55391.200521 + Penalty 196.481358 = -55194.719163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.851354 sec): 3 clusters Score: Raw -54788.197381 + Penalty 398.396123 = -54389.801257 nChanged 435 SP:Iteration 1F (36.853356 sec): 3 clusters Score: Raw -55218.486711 + Penalty 403.344836 = -54815.141875 nChanged 109 SP:Iteration 2F (36.855375 sec): 3 clusters Score: Raw -55283.964803 + Penalty 407.736035 = -54876.228768 nChanged 52 SP:Iteration 3Q (36.857368 sec): 3 clusters Score: Raw -55330.596959 + Penalty 406.924940 = -54923.672019 nChanged 30 SP:Iteration 4Q (36.859336 sec): 3 clusters Score: Raw -55360.264818 + Penalty 407.135317 = -54953.129501 nChanged 22 SP:Iteration 5Q (36.861306 sec): 3 clusters Score: Raw -55383.398927 + Penalty 401.083406 = -54982.315521 nChanged 22 SP:Iteration 6Q (36.863253 sec): 3 clusters Score: Raw -55410.715281 + Penalty 396.041629 = -55014.673652 nChanged 21 SP:Iteration 7Q (36.865175 sec): 3 clusters Score: Raw -55440.132316 + Penalty 384.361417 = -55055.770899 nChanged 18 SP:Iteration 8Q (36.867031 sec): 3 clusters Score: Raw -55458.072411 + Penalty 381.012231 = -55077.060181 nChanged 5 SP:Iteration 9Q (36.868827 sec): 3 clusters Score: Raw -55459.926353 + Penalty 378.374302 = -55081.552050 nChanged 4 SP:Iteration 10F (36.870846 sec): 3 clusters Score: Raw -55460.749939 + Penalty 377.996976 = -55082.752964 nChanged 2 SP:Iteration 11Q (36.872660 sec): 3 clusters Score: Raw -55461.406058 + Penalty 376.233491 = -55085.172567 nChanged 3 SP:Iteration 12Q (36.874435 sec): 3 clusters Score: Raw -55462.961997 + Penalty 374.466326 = -55088.495672 nChanged 4 SP:Iteration 13Q (36.876201 sec): 3 clusters Score: Raw -55464.543739 + Penalty 375.508815 = -55089.034924 nChanged 2 SP:Iteration 14Q (36.877964 sec): 3 clusters Score: Raw -55464.882956 + Penalty 376.445286 = -55088.437670 nChanged 2 SP:Iteration 15F (36.879936 sec): 3 clusters Score: Raw -55465.140269 + Penalty 377.088921 = -55088.051348 nChanged 1 SP:Iteration 16F (36.881945 sec): 3 clusters Score: Raw -55465.175318 + Penalty 377.088921 = -55088.086397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.883283 sec): 2 clusters Score: Raw -7034.581697 + Penalty 307.023119 = -6727.558577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.883738 sec): 3 clusters Score: Raw -7021.344975 + Penalty 618.641111 = -6402.703864 nChanged 29 SP:Iteration 1F (36.884183 sec): 3 clusters Score: Raw -7055.900764 + Penalty 626.754560 = -6429.146204 nChanged 8 SP:Iteration 2F (36.884627 sec): 3 clusters Score: Raw -7069.304322 + Penalty 656.801633 = -6412.502689 nChanged 8 SP:Iteration 3F (36.885071 sec): 3 clusters Score: Raw -7086.435028 + Penalty 690.123842 = -6396.311187 nChanged 7 SP:Iteration 4F (36.885514 sec): 3 clusters Score: Raw -7098.867804 + Penalty 692.981681 = -6405.886123 nChanged 2 SP:Iteration 5Q (36.885929 sec): 3 clusters Score: Raw -7101.916176 + Penalty 692.981681 = -6408.934495 nChanged 0 SP:Iteration 6F (36.886371 sec): 3 clusters Score: Raw -7101.916176 + Penalty 692.981681 = -6408.934495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.888772 sec): 2 clusters Score: Raw -34892.521688 + Penalty 620.229631 = -34272.292058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.890015 sec): 3 clusters Score: Raw -34602.350528 + Penalty 1239.577786 = -33362.772742 nChanged 192 SP:Iteration 1F (36.891237 sec): 3 clusters Score: Raw -34717.725612 + Penalty 1240.280239 = -33477.445373 nChanged 57 SP:Iteration 2F (36.892489 sec): 3 clusters Score: Raw -34772.331957 + Penalty 1241.985027 = -33530.346930 nChanged 47 SP:Iteration 3F (36.893717 sec): 3 clusters Score: Raw -34822.924588 + Penalty 1245.268337 = -33577.656252 nChanged 41 SP:Iteration 4F (36.894935 sec): 3 clusters Score: Raw -34879.943694 + Penalty 1246.154508 = -33633.789186 nChanged 30 SP:Iteration 5F (36.896154 sec): 3 clusters Score: Raw -34913.989038 + Penalty 1247.908509 = -33666.080529 nChanged 19 SP:Iteration 6Q (36.897349 sec): 3 clusters Score: Raw -34937.458428 + Penalty 1248.708386 = -33688.750042 nChanged 16 SP:Iteration 7Q (36.898534 sec): 3 clusters Score: Raw -34953.273215 + Penalty 1249.623233 = -33703.649982 nChanged 10 SP:Iteration 8Q (36.899761 sec): 3 clusters Score: Raw -34961.015542 + Penalty 1248.977771 = -33712.037771 nChanged 2 SP:Iteration 9Q (36.900980 sec): 3 clusters Score: Raw -34962.833758 + Penalty 1250.033846 = -33712.799911 nChanged 4 SP:Iteration 10F (36.902200 sec): 3 clusters Score: Raw -34964.474237 + Penalty 1250.033846 = -33714.440391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.903308 sec): 2 clusters Score: Raw -3056.477655 + Penalty 270.136667 = -2786.340988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.903631 sec): 3 clusters Score: Raw -3093.575110 + Penalty 540.273333 = -2553.301777 nChanged 4 SP:Iteration 1F (36.903948 sec): 3 clusters Score: Raw -3101.611957 + Penalty 540.273333 = -2561.338624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 21 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.905026 sec): 2 clusters Score: Raw -5695.294623 + Penalty 294.055038 = -5401.239585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.905448 sec): 3 clusters Score: Raw -5694.204603 + Penalty 595.624073 = -5098.580530 nChanged 19 SP:Iteration 1F (36.905862 sec): 3 clusters Score: Raw -5724.619610 + Penalty 598.456687 = -5126.162923 nChanged 4 SP:Iteration 2Q (36.906266 sec): 3 clusters Score: Raw -5737.690382 + Penalty 600.590414 = -5137.099968 nChanged 4 SP:Iteration 3Q (36.906668 sec): 3 clusters Score: Raw -5745.166666 + Penalty 600.112844 = -5145.053822 nChanged 3 SP:Iteration 4Q (36.907070 sec): 3 clusters Score: Raw -5751.479181 + Penalty 602.958846 = -5148.520335 nChanged 2 SP:Iteration 5Q (36.907467 sec): 3 clusters Score: Raw -5755.717667 + Penalty 602.958846 = -5152.758821 nChanged 0 SP:Iteration 6F (36.907880 sec): 3 clusters Score: Raw -5755.717667 + Penalty 602.958846 = -5152.758821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.909527 sec): 2 clusters Score: Raw -10699.903929 + Penalty 146.792513 = -10553.111416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.910081 sec): 3 clusters Score: Raw -10620.728993 + Penalty 292.387177 = -10328.341816 nChanged 52 SP:Iteration 1F (36.910624 sec): 3 clusters Score: Raw -10650.040963 + Penalty 291.019222 = -10359.021741 nChanged 14 SP:Iteration 2F (36.911180 sec): 3 clusters Score: Raw -10656.949955 + Penalty 289.891023 = -10367.058932 nChanged 7 SP:Iteration 3Q (36.911718 sec): 3 clusters Score: Raw -10658.627375 + Penalty 289.590579 = -10369.036796 nChanged 3 SP:Iteration 4Q (36.912254 sec): 3 clusters Score: Raw -10659.710978 + Penalty 289.607836 = -10370.103142 nChanged 4 SP:Iteration 5Q (36.912789 sec): 3 clusters Score: Raw -10663.512375 + Penalty 290.151796 = -10373.360578 nChanged 9 SP:Iteration 6Q (36.913301 sec): 3 clusters Score: Raw -10670.775107 + Penalty 291.834327 = -10378.940780 nChanged 12 SP:Iteration 7F (36.913825 sec): 3 clusters Score: Raw -10679.519584 + Penalty 292.434079 = -10387.085505 nChanged 8 SP:Iteration 8Q (36.914342 sec): 3 clusters Score: Raw -10684.275751 + Penalty 294.006202 = -10390.269549 nChanged 8 SP:Iteration 9Q (36.914885 sec): 3 clusters Score: Raw -10688.800920 + Penalty 294.903468 = -10393.897452 nChanged 2 SP:Iteration 10F (36.915424 sec): 3 clusters Score: Raw -10690.470238 + Penalty 294.500803 = -10395.969435 nChanged 1 SP:Iteration 11Q (36.915935 sec): 3 clusters Score: Raw -10691.660675 + Penalty 292.622592 = -10399.038083 nChanged 4 SP:Iteration 12Q (36.916452 sec): 3 clusters Score: Raw -10695.202005 + Penalty 291.607857 = -10403.594148 nChanged 2 SP:Iteration 13Q (36.916966 sec): 3 clusters Score: Raw -10696.741454 + Penalty 290.043977 = -10406.697477 nChanged 3 SP:Iteration 14Q (36.917478 sec): 3 clusters Score: Raw -10699.717338 + Penalty 288.305233 = -10411.412105 nChanged 3 SP:Iteration 15Q (36.917988 sec): 3 clusters Score: Raw -10702.976358 + Penalty 287.701306 = -10415.275052 nChanged 3 SP:Iteration 16Q (36.918498 sec): 3 clusters Score: Raw -10703.724893 + Penalty 287.139896 = -10416.584997 nChanged 1 SP:Iteration 17Q (36.919009 sec): 3 clusters Score: Raw -10703.738336 + Penalty 287.139896 = -10416.598440 nChanged 0 SP:Iteration 18F (36.919529 sec): 3 clusters Score: Raw -10703.738336 + Penalty 287.139896 = -10416.598440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.924505 sec): 2 clusters Score: Raw -74067.107678 + Penalty 147.907138 = -73919.200540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.927249 sec): 3 clusters Score: Raw -73165.321841 + Penalty 290.257017 = -72875.064824 nChanged 636 SP:Iteration 1F (36.929920 sec): 3 clusters Score: Raw -73623.843210 + Penalty 286.723270 = -73337.119940 nChanged 149 SP:Iteration 2F (36.932679 sec): 3 clusters Score: Raw -73743.251729 + Penalty 286.591911 = -73456.659818 nChanged 92 SP:Iteration 3F (36.935485 sec): 3 clusters Score: Raw -73797.509561 + Penalty 287.633062 = -73509.876500 nChanged 52 SP:Iteration 4Q (36.938358 sec): 3 clusters Score: Raw -73835.242322 + Penalty 291.041152 = -73544.201171 nChanged 55 SP:Iteration 5Q (36.940970 sec): 3 clusters Score: Raw -73880.141285 + Penalty 294.015420 = -73586.125865 nChanged 47 SP:Iteration 6Q (36.943566 sec): 3 clusters Score: Raw -73923.760733 + Penalty 295.049176 = -73628.711557 nChanged 41 SP:Iteration 7Q (36.946137 sec): 3 clusters Score: Raw -73956.000227 + Penalty 296.000588 = -73659.999639 nChanged 24 SP:Iteration 8Q (36.948676 sec): 3 clusters Score: Raw -73964.869317 + Penalty 296.599738 = -73668.269579 nChanged 15 SP:Iteration 9Q (36.951198 sec): 3 clusters Score: Raw -73969.541035 + Penalty 297.090950 = -73672.450085 nChanged 18 SP:Iteration 10F (36.953892 sec): 3 clusters Score: Raw -73977.010057 + Penalty 297.942618 = -73679.067439 nChanged 17 SP:Iteration 11Q (36.956444 sec): 3 clusters Score: Raw -73980.897909 + Penalty 298.529071 = -73682.368839 nChanged 8 SP:Iteration 12Q (36.958984 sec): 3 clusters Score: Raw -73982.068016 + Penalty 299.297802 = -73682.770214 nChanged 7 SP:Iteration 13Q (36.961468 sec): 3 clusters Score: Raw -73983.445673 + Penalty 299.762018 = -73683.683656 nChanged 5 SP:Iteration 14Q (36.963948 sec): 3 clusters Score: Raw -73983.986657 + Penalty 300.035276 = -73683.951381 nChanged 2 SP:Iteration 15Q (36.966461 sec): 3 clusters Score: Raw -73984.324170 + Penalty 300.303190 = -73684.020980 nChanged 2 SP:Iteration 16Q (36.969011 sec): 3 clusters Score: Raw -73984.643681 + Penalty 300.450041 = -73684.193640 nChanged 2 SP:Iteration 17Q (36.971516 sec): 3 clusters Score: Raw -73984.796215 + Penalty 300.596828 = -73684.199387 nChanged 1 SP:Iteration 18Q (36.973986 sec): 3 clusters Score: Raw -73984.918656 + Penalty 300.596828 = -73684.321828 nChanged 0 SP:Iteration 19F (36.976647 sec): 3 clusters Score: Raw -73984.918656 + Penalty 300.596828 = -73684.321828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.978310 sec): 2 clusters Score: Raw -9193.512651 + Penalty 514.792604 = -8678.720047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.978804 sec): 3 clusters Score: Raw -9198.653717 + Penalty 1030.157494 = -8168.496223 nChanged 24 SP:Iteration 1F (36.979321 sec): 3 clusters Score: Raw -9232.498577 + Penalty 1030.405221 = -8202.093356 nChanged 9 SP:Iteration 2F (36.979808 sec): 3 clusters Score: Raw -9257.903165 + Penalty 1030.734256 = -8227.168909 nChanged 2 SP:Iteration 3Q (36.980278 sec): 3 clusters Score: Raw -9261.286988 + Penalty 1030.869889 = -8230.417098 nChanged 2 SP:Iteration 4Q (36.980750 sec): 3 clusters Score: Raw -9265.026041 + Penalty 1032.032977 = -8232.993064 nChanged 2 SP:Iteration 5Q (36.981218 sec): 3 clusters Score: Raw -9271.299161 + Penalty 1032.605866 = -8238.693295 nChanged 2 SP:Iteration 6Q (36.981684 sec): 3 clusters Score: Raw -9273.755482 + Penalty 1032.605866 = -8241.149616 nChanged 0 SP:Iteration 7F (36.982169 sec): 3 clusters Score: Raw -9273.755482 + Penalty 1032.605866 = -8241.149616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.983029 sec): 2 clusters Score: Raw -7250.874800 + Penalty 521.432174 = -6729.442626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.983512 sec): 3 clusters Score: Raw -7263.320034 + Penalty 1043.646007 = -6219.674027 nChanged 21 SP:Iteration 1F (36.983987 sec): 3 clusters Score: Raw -7307.886223 + Penalty 1046.693455 = -6261.192768 nChanged 9 SP:Iteration 2F (36.984461 sec): 3 clusters Score: Raw -7341.552459 + Penalty 1049.864481 = -6291.687978 nChanged 4 SP:Iteration 3Q (36.984919 sec): 3 clusters Score: Raw -7353.173892 + Penalty 1056.885482 = -6296.288410 nChanged 4 SP:Iteration 4Q (36.985369 sec): 3 clusters Score: Raw -7363.077503 + Penalty 1059.295899 = -6303.781604 nChanged 1 SP:Iteration 5Q (36.985816 sec): 3 clusters Score: Raw -7369.219986 + Penalty 1065.938963 = -6303.281023 nChanged 3 SP:Iteration 6F (36.986290 sec): 3 clusters Score: Raw -7380.998686 + Penalty 1070.391109 = -6310.607577 nChanged 2 SP:Iteration 7Q (36.986736 sec): 3 clusters Score: Raw -7384.125878 + Penalty 1070.391109 = -6313.734769 nChanged 0 SP:Iteration 8F (36.987212 sec): 3 clusters Score: Raw -7384.125878 + Penalty 1070.391109 = -6313.734769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.990072 sec): 2 clusters Score: Raw -50430.884526 + Penalty 653.940424 = -49776.944102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.991792 sec): 3 clusters Score: Raw -50018.381815 + Penalty 1309.255719 = -48709.126096 nChanged 330 SP:Iteration 1F (36.993462 sec): 3 clusters Score: Raw -50213.061029 + Penalty 1310.048820 = -48903.012209 nChanged 73 SP:Iteration 2F (36.995120 sec): 3 clusters Score: Raw -50252.131001 + Penalty 1309.430368 = -48942.700633 nChanged 37 SP:Iteration 3Q (36.996777 sec): 3 clusters Score: Raw -50274.991110 + Penalty 1308.522734 = -48966.468376 nChanged 29 SP:Iteration 4Q (36.998547 sec): 3 clusters Score: Raw -50296.979783 + Penalty 1307.641029 = -48989.338754 nChanged 34 SP:Iteration 5Q (37.000229 sec): 3 clusters Score: Raw -50320.557958 + Penalty 1307.042173 = -49013.515785 nChanged 23 SP:Iteration 6Q (37.001875 sec): 3 clusters Score: Raw -50334.730149 + Penalty 1306.106245 = -49028.623904 nChanged 19 SP:Iteration 7Q (37.003523 sec): 3 clusters Score: Raw -50346.958391 + Penalty 1304.787771 = -49042.170621 nChanged 19 SP:Iteration 8Q (37.005171 sec): 3 clusters Score: Raw -50355.199344 + Penalty 1303.653214 = -49051.546130 nChanged 13 SP:Iteration 9Q (37.006818 sec): 3 clusters Score: Raw -50362.954634 + Penalty 1302.252082 = -49060.702553 nChanged 15 SP:Iteration 10F (37.008529 sec): 3 clusters Score: Raw -50369.369357 + Penalty 1300.088937 = -49069.280420 nChanged 16 SP:Iteration 11Q (37.010249 sec): 3 clusters Score: Raw -50378.603578 + Penalty 1299.184121 = -49079.419457 nChanged 13 SP:Iteration 12Q (37.011895 sec): 3 clusters Score: Raw -50385.915173 + Penalty 1298.145919 = -49087.769254 nChanged 12 SP:Iteration 13Q (37.013546 sec): 3 clusters Score: Raw -50395.555510 + Penalty 1297.916566 = -49097.638944 nChanged 11 SP:Iteration 14Q (37.015194 sec): 3 clusters Score: Raw -50403.206725 + Penalty 1297.062142 = -49106.144583 nChanged 10 SP:Iteration 15Q (37.016863 sec): 3 clusters Score: Raw -50407.779149 + Penalty 1296.799560 = -49110.979589 nChanged 9 SP:Iteration 16Q (37.018552 sec): 3 clusters Score: Raw -50419.027838 + Penalty 1296.619118 = -49122.408720 nChanged 11 SP:Iteration 17Q (37.020233 sec): 3 clusters Score: Raw -50425.252535 + Penalty 1296.929649 = -49128.322886 nChanged 7 SP:Iteration 18Q (37.021870 sec): 3 clusters Score: Raw -50431.118375 + Penalty 1296.862673 = -49134.255702 nChanged 8 SP:Iteration 19Q (37.023511 sec): 3 clusters Score: Raw -50435.219006 + Penalty 1296.210543 = -49139.008463 nChanged 3 SP:Iteration 20F (37.025166 sec): 3 clusters Score: Raw -50436.144077 + Penalty 1296.640038 = -49139.504040 nChanged 1 SP:Iteration 21Q (37.026810 sec): 3 clusters Score: Raw -50436.676219 + Penalty 1296.640038 = -49140.036181 nChanged 0 SP:Iteration 22F (37.028519 sec): 3 clusters Score: Raw -50436.676219 + Penalty 1296.640038 = -49140.036181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.030171 sec): 2 clusters Score: Raw -24699.636808 + Penalty 353.598392 = -24346.038416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.031117 sec): 3 clusters Score: Raw -24516.267549 + Penalty 724.382365 = -23791.885184 nChanged 144 SP:Iteration 1F (37.032048 sec): 3 clusters Score: Raw -24670.905503 + Penalty 748.000442 = -23922.905061 nChanged 46 SP:Iteration 2F (37.032998 sec): 3 clusters Score: Raw -24724.551020 + Penalty 772.505203 = -23952.045817 nChanged 22 SP:Iteration 3F (37.033932 sec): 3 clusters Score: Raw -24748.971987 + Penalty 785.880244 = -23963.091743 nChanged 8 SP:Iteration 4Q (37.034849 sec): 3 clusters Score: Raw -24756.168438 + Penalty 785.960506 = -23970.207932 nChanged 1 SP:Iteration 5Q (37.035760 sec): 3 clusters Score: Raw -24757.552242 + Penalty 785.553071 = -23971.999171 nChanged 1 SP:Iteration 6Q (37.036673 sec): 3 clusters Score: Raw -24760.147191 + Penalty 783.892275 = -23976.254916 nChanged 2 SP:Iteration 7Q (37.037641 sec): 3 clusters Score: Raw -24764.307620 + Penalty 788.348334 = -23975.959287 nChanged 3 SP:Iteration 8F (37.038614 sec): 3 clusters Score: Raw -24770.091219 + Penalty 786.763759 = -23983.327460 nChanged 3 SP:Iteration 9Q (37.039567 sec): 3 clusters Score: Raw -24771.081698 + Penalty 786.763759 = -23984.317938 nChanged 0 SP:Iteration 10F (37.040537 sec): 3 clusters Score: Raw -24771.081698 + Penalty 786.763759 = -23984.317938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.041941 sec): 2 clusters Score: Raw -19939.204966 + Penalty 297.370440 = -19641.834526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.042803 sec): 3 clusters Score: Raw -19768.526339 + Penalty 592.230459 = -19176.295880 nChanged 129 SP:Iteration 1F (37.043631 sec): 3 clusters Score: Raw -19873.619991 + Penalty 592.124876 = -19281.495114 nChanged 44 SP:Iteration 2F (37.044454 sec): 3 clusters Score: Raw -19965.237005 + Penalty 593.638146 = -19371.598860 nChanged 34 SP:Iteration 3F (37.045275 sec): 3 clusters Score: Raw -20012.086746 + Penalty 593.025013 = -19419.061733 nChanged 14 SP:Iteration 4Q (37.046055 sec): 3 clusters Score: Raw -20024.018604 + Penalty 592.832492 = -19431.186112 nChanged 3 SP:Iteration 5Q (37.046827 sec): 3 clusters Score: Raw -20026.540955 + Penalty 592.888303 = -19433.652651 nChanged 2 SP:Iteration 6Q (37.047624 sec): 3 clusters Score: Raw -20029.238605 + Penalty 592.201395 = -19437.037210 nChanged 5 SP:Iteration 7Q (37.048388 sec): 3 clusters Score: Raw -20035.458808 + Penalty 591.811221 = -19443.647587 nChanged 5 SP:Iteration 8Q (37.049148 sec): 3 clusters Score: Raw -20039.739684 + Penalty 592.103578 = -19447.636107 nChanged 3 SP:Iteration 9Q (37.049904 sec): 3 clusters Score: Raw -20043.008559 + Penalty 592.471142 = -19450.537417 nChanged 3 SP:Iteration 10F (37.050724 sec): 3 clusters Score: Raw -20045.375768 + Penalty 592.473550 = -19452.902217 nChanged 1 SP:Iteration 11Q (37.051480 sec): 3 clusters Score: Raw -20045.620297 + Penalty 592.473550 = -19453.146747 nChanged 0 SP:Iteration 12F (37.052299 sec): 3 clusters Score: Raw -20045.620297 + Penalty 592.473550 = -19453.146747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.052879 sec): 2 clusters Score: Raw -1925.599993 + Penalty 593.166681 = -1332.433312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.053162 sec): 3 clusters Score: Raw -2153.757011 + Penalty 1185.368802 = -968.388209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.054975 sec): 2 clusters Score: Raw -17761.887046 + Penalty 704.714852 = -17057.172194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.055694 sec): 3 clusters Score: Raw -17709.287276 + Penalty 1407.142637 = -16302.144640 nChanged 60 SP:Iteration 1F (37.056400 sec): 3 clusters Score: Raw -17776.048552 + Penalty 1405.214788 = -16370.833764 nChanged 14 SP:Iteration 2Q (37.057101 sec): 3 clusters Score: Raw -17794.978654 + Penalty 1405.204483 = -16389.774171 nChanged 3 SP:Iteration 3Q (37.057796 sec): 3 clusters Score: Raw -17798.840171 + Penalty 1405.218454 = -16393.621717 nChanged 3 SP:Iteration 4Q (37.058491 sec): 3 clusters Score: Raw -17803.017284 + Penalty 1405.375495 = -16397.641789 nChanged 3 SP:Iteration 5Q (37.059185 sec): 3 clusters Score: Raw -17807.277977 + Penalty 1405.417087 = -16401.860890 nChanged 3 SP:Iteration 6Q (37.059878 sec): 3 clusters Score: Raw -17810.244018 + Penalty 1405.480699 = -16404.763319 nChanged 1 SP:Iteration 7Q (37.060570 sec): 3 clusters Score: Raw -17811.488610 + Penalty 1405.449405 = -16406.039206 nChanged 1 SP:Iteration 8Q (37.061262 sec): 3 clusters Score: Raw -17816.530953 + Penalty 1405.449405 = -16411.081549 nChanged 0 SP:Iteration 9F (37.061966 sec): 3 clusters Score: Raw -17816.530953 + Penalty 1405.449405 = -16411.081549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.063517 sec): 2 clusters Score: Raw -11437.351132 + Penalty 369.374531 = -11067.976601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.064111 sec): 3 clusters Score: Raw -11389.859415 + Penalty 738.094202 = -10651.765214 nChanged 61 SP:Iteration 1F (37.064693 sec): 3 clusters Score: Raw -11469.626923 + Penalty 738.583543 = -10731.043380 nChanged 15 SP:Iteration 2F (37.065274 sec): 3 clusters Score: Raw -11481.701835 + Penalty 738.940356 = -10742.761479 nChanged 2 SP:Iteration 3Q (37.065838 sec): 3 clusters Score: Raw -11484.077888 + Penalty 739.552732 = -10744.525156 nChanged 3 SP:Iteration 4Q (37.066401 sec): 3 clusters Score: Raw -11485.175733 + Penalty 740.101163 = -10745.074570 nChanged 3 SP:Iteration 5Q (37.066968 sec): 3 clusters Score: Raw -11487.151188 + Penalty 740.363270 = -10746.787918 nChanged 1 SP:Iteration 6Q (37.067566 sec): 3 clusters Score: Raw -11487.955805 + Penalty 740.528041 = -10747.427764 nChanged 1 SP:Iteration 7Q (37.068146 sec): 3 clusters Score: Raw -11489.015425 + Penalty 740.818972 = -10748.196453 nChanged 2 SP:Iteration 8Q (37.068727 sec): 3 clusters Score: Raw -11495.455682 + Penalty 741.913880 = -10753.541802 nChanged 4 SP:Iteration 9Q (37.069335 sec): 3 clusters Score: Raw -11501.289907 + Penalty 742.565822 = -10758.724085 nChanged 7 SP:Iteration 10F (37.069932 sec): 3 clusters Score: Raw -11508.615455 + Penalty 743.224401 = -10765.391054 nChanged 3 SP:Iteration 11Q (37.070513 sec): 3 clusters Score: Raw -11511.780458 + Penalty 744.014028 = -10767.766431 nChanged 5 SP:Iteration 12Q (37.071084 sec): 3 clusters Score: Raw -11515.826229 + Penalty 743.732813 = -10772.093416 nChanged 2 SP:Iteration 13Q (37.071645 sec): 3 clusters Score: Raw -11517.533384 + Penalty 745.179363 = -10772.354021 nChanged 3 SP:Iteration 14Q (37.072207 sec): 3 clusters Score: Raw -11519.926735 + Penalty 745.237485 = -10774.689250 nChanged 2 SP:Iteration 15Q (37.072769 sec): 3 clusters Score: Raw -11522.131413 + Penalty 745.627138 = -10776.504275 nChanged 2 SP:Iteration 16Q (37.073329 sec): 3 clusters Score: Raw -11523.890330 + Penalty 744.676793 = -10779.213536 nChanged 1 SP:Iteration 17Q (37.073890 sec): 3 clusters Score: Raw -11526.123769 + Penalty 744.676793 = -10781.446976 nChanged 0 SP:Iteration 18F (37.074469 sec): 3 clusters Score: Raw -11526.123769 + Penalty 744.676793 = -10781.446976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.075460 sec): 2 clusters Score: Raw -3404.619592 + Penalty 270.647002 = -3133.972589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.075787 sec): 3 clusters Score: Raw -3422.291027 + Penalty 533.442903 = -2888.848124 nChanged 2 SP:Iteration 1Q (37.076102 sec): 3 clusters Score: Raw -3426.337398 + Penalty 533.571386 = -2892.766012 nChanged 1 SP:Iteration 2Q (37.076416 sec): 3 clusters Score: Raw -3426.886962 + Penalty 535.380240 = -2891.506722 nChanged 2 SP:Iteration 3F (37.076736 sec): 3 clusters Score: Raw -3430.986992 + Penalty 533.623635 = -2897.363357 nChanged 2 SP:Iteration 4Q (37.077063 sec): 3 clusters Score: Raw -3434.064727 + Penalty 537.600750 = -2896.463977 nChanged 2 SP:Iteration 5F (37.077387 sec): 3 clusters Score: Raw -3437.842113 + Penalty 537.600750 = -2900.241363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.078443 sec): 2 clusters Score: Raw -6135.437440 + Penalty 686.129510 = -5449.307930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.078864 sec): 3 clusters Score: Raw -6230.866942 + Penalty 1372.428447 = -4858.438496 nChanged 1 SP:Iteration 1Q (37.079257 sec): 3 clusters Score: Raw -6234.583323 + Penalty 1372.088931 = -4862.494392 nChanged 1 SP:Iteration 2Q (37.079647 sec): 3 clusters Score: Raw -6236.998547 + Penalty 1372.438198 = -4864.560348 nChanged 1 SP:Iteration 3Q (37.080037 sec): 3 clusters Score: Raw -6241.240073 + Penalty 1372.438198 = -4868.801875 nChanged 0 SP:Iteration 4F (37.080449 sec): 3 clusters Score: Raw -6241.240073 + Penalty 1372.438198 = -4868.801875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.081543 sec): 2 clusters Score: Raw -6782.423004 + Penalty 526.365982 = -6256.057022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.081988 sec): 3 clusters Score: Raw -6801.654215 + Penalty 1051.837780 = -5749.816435 nChanged 20 SP:Iteration 1F (37.082427 sec): 3 clusters Score: Raw -6831.760048 + Penalty 1050.192738 = -5781.567310 nChanged 4 SP:Iteration 2Q (37.082853 sec): 3 clusters Score: Raw -6840.788464 + Penalty 1049.478381 = -5791.310082 nChanged 4 SP:Iteration 3Q (37.083276 sec): 3 clusters Score: Raw -6846.507850 + Penalty 1049.478381 = -5797.029469 nChanged 0 SP:Iteration 4F (37.083712 sec): 3 clusters Score: Raw -6846.507850 + Penalty 1049.478381 = -5797.029469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.084824 sec): 2 clusters Score: Raw -7252.953961 + Penalty 334.994296 = -6917.959664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.085272 sec): 3 clusters Score: Raw -7235.345990 + Penalty 668.648516 = -6566.697474 nChanged 25 SP:Iteration 1F (37.085714 sec): 3 clusters Score: Raw -7274.929693 + Penalty 669.519041 = -6605.410652 nChanged 4 SP:Iteration 2Q (37.086147 sec): 3 clusters Score: Raw -7285.321973 + Penalty 669.519041 = -6615.802932 nChanged 0 SP:Iteration 3F (37.086585 sec): 3 clusters Score: Raw -7285.321973 + Penalty 669.519041 = -6615.802932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.087685 sec): 2 clusters Score: Raw -5998.266833 + Penalty 671.469988 = -5326.796846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.088115 sec): 3 clusters Score: Raw -6071.245554 + Penalty 1343.032968 = -4728.212587 nChanged 9 SP:Iteration 1F (37.088538 sec): 3 clusters Score: Raw -6091.526986 + Penalty 1342.888782 = -4748.638205 nChanged 4 SP:Iteration 2Q (37.088943 sec): 3 clusters Score: Raw -6104.334492 + Penalty 1343.090347 = -4761.244145 nChanged 1 SP:Iteration 3Q (37.089345 sec): 3 clusters Score: Raw -6114.095463 + Penalty 1343.330566 = -4770.764898 nChanged 3 SP:Iteration 4Q (37.089744 sec): 3 clusters Score: Raw -6119.899746 + Penalty 1344.622201 = -4775.277545 nChanged 5 SP:Iteration 5Q (37.090144 sec): 3 clusters Score: Raw -6131.223574 + Penalty 1345.202087 = -4786.021487 nChanged 3 SP:Iteration 6Q (37.090541 sec): 3 clusters Score: Raw -6137.589289 + Penalty 1345.320451 = -4792.268838 nChanged 2 SP:Iteration 7Q (37.090937 sec): 3 clusters Score: Raw -6142.992041 + Penalty 1346.660394 = -4796.331647 nChanged 1 SP:Iteration 8Q (37.091332 sec): 3 clusters Score: Raw -6146.809911 + Penalty 1346.660394 = -4800.149516 nChanged 0 SP:Iteration 9F (37.091752 sec): 3 clusters Score: Raw -6146.809911 + Penalty 1346.660394 = -4800.149516 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 (37.092559 sec): 2 clusters Score: Raw -674.496860 + Penalty 97.914921 = -576.581939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.092797 sec): 3 clusters Score: Raw -685.522876 + Penalty 193.079167 = -492.443710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.093531 sec): 2 clusters Score: Raw -114.843403 + Penalty 40.322544 = -74.520859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.093725 sec): 2 clusters Score: Raw -114.843403 + Penalty 40.322544 = -74.520859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.095800 sec): 2 clusters Score: Raw -27785.494616 + Penalty 560.684775 = -27224.809841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.096854 sec): 3 clusters Score: Raw -27632.244363 + Penalty 1128.366319 = -26503.878043 nChanged 131 SP:Iteration 1F (37.097890 sec): 3 clusters Score: Raw -27730.509914 + Penalty 1137.390527 = -26593.119387 nChanged 33 SP:Iteration 2F (37.098923 sec): 3 clusters Score: Raw -27757.369372 + Penalty 1145.977512 = -26611.391860 nChanged 27 SP:Iteration 3F (37.099953 sec): 3 clusters Score: Raw -27779.194683 + Penalty 1155.317038 = -26623.877645 nChanged 18 SP:Iteration 4Q (37.100967 sec): 3 clusters Score: Raw -27794.388788 + Penalty 1164.193103 = -26630.195684 nChanged 15 SP:Iteration 5Q (37.101978 sec): 3 clusters Score: Raw -27817.549900 + Penalty 1172.969805 = -26644.580095 nChanged 14 SP:Iteration 6Q (37.102991 sec): 3 clusters Score: Raw -27833.506389 + Penalty 1190.118526 = -26643.387864 nChanged 16 SP:Iteration 7F (37.104038 sec): 3 clusters Score: Raw -27858.023411 + Penalty 1206.469009 = -26651.554402 nChanged 15 SP:Iteration 8Q (37.105052 sec): 3 clusters Score: Raw -27884.677060 + Penalty 1220.016881 = -26664.660179 nChanged 11 SP:Iteration 9Q (37.106051 sec): 3 clusters Score: Raw -27903.178985 + Penalty 1223.899082 = -26679.279903 nChanged 5 SP:Iteration 10F (37.107084 sec): 3 clusters Score: Raw -27910.348288 + Penalty 1229.862030 = -26680.486258 nChanged 6 SP:Iteration 11Q (37.108064 sec): 3 clusters Score: Raw -27918.788835 + Penalty 1231.890099 = -26686.898736 nChanged 3 SP:Iteration 12Q (37.109037 sec): 3 clusters Score: Raw -27921.777109 + Penalty 1235.856282 = -26685.920827 nChanged 3 SP:Iteration 13F (37.110065 sec): 3 clusters Score: Raw -27927.637492 + Penalty 1238.060918 = -26689.576574 nChanged 3 SP:Iteration 14Q (37.111030 sec): 3 clusters Score: Raw -27931.570434 + Penalty 1242.023576 = -26689.546858 nChanged 4 SP:Iteration 15F (37.112059 sec): 3 clusters Score: Raw -27935.453575 + Penalty 1242.023576 = -26693.429998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.113918 sec): 2 clusters Score: Raw -20366.287177 + Penalty 462.042939 = -19904.244238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.114761 sec): 3 clusters Score: Raw -20210.757778 + Penalty 923.584795 = -19287.172983 nChanged 116 SP:Iteration 1F (37.115611 sec): 3 clusters Score: Raw -20279.458001 + Penalty 925.989884 = -19353.468117 nChanged 34 SP:Iteration 2F (37.116441 sec): 3 clusters Score: Raw -20307.340031 + Penalty 929.919730 = -19377.420301 nChanged 17 SP:Iteration 3Q (37.117265 sec): 3 clusters Score: Raw -20324.795244 + Penalty 934.061905 = -19390.733339 nChanged 12 SP:Iteration 4Q (37.118087 sec): 3 clusters Score: Raw -20335.852683 + Penalty 941.150685 = -19394.701998 nChanged 13 SP:Iteration 5Q (37.118904 sec): 3 clusters Score: Raw -20347.240584 + Penalty 947.778352 = -19399.462232 nChanged 13 SP:Iteration 6Q (37.119719 sec): 3 clusters Score: Raw -20359.859640 + Penalty 958.106497 = -19401.753143 nChanged 15 SP:Iteration 7Q (37.120530 sec): 3 clusters Score: Raw -20374.456363 + Penalty 967.592053 = -19406.864310 nChanged 12 SP:Iteration 8Q (37.121334 sec): 3 clusters Score: Raw -20386.872968 + Penalty 986.168464 = -19400.704504 nChanged 22 SP:Iteration 9F (37.122158 sec): 3 clusters Score: Raw -20416.474387 + Penalty 996.110342 = -19420.364045 nChanged 10 SP:Iteration 10F (37.122984 sec): 3 clusters Score: Raw -20432.237799 + Penalty 1004.822538 = -19427.415261 nChanged 2 SP:Iteration 11Q (37.123768 sec): 3 clusters Score: Raw -20434.060367 + Penalty 1005.267759 = -19428.792608 nChanged 1 SP:Iteration 12Q (37.124549 sec): 3 clusters Score: Raw -20436.835472 + Penalty 1005.267759 = -19431.567714 nChanged 0 SP:Iteration 13F (37.125373 sec): 3 clusters Score: Raw -20436.835472 + Penalty 1005.267759 = -19431.567714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.126269 sec): 2 clusters Score: Raw -516.123428 + Penalty 178.031331 = -338.092098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.126500 sec): 3 clusters Score: Raw -522.348044 + Penalty 353.249386 = -169.098658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.127659 sec): 2 clusters Score: Raw -8796.312847 + Penalty 522.850865 = -8273.461982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.128157 sec): 3 clusters Score: Raw -8792.284330 + Penalty 1046.991177 = -7745.293154 nChanged 25 SP:Iteration 1F (37.128646 sec): 3 clusters Score: Raw -8825.357506 + Penalty 1046.837014 = -7778.520492 nChanged 2 SP:Iteration 2Q (37.129150 sec): 3 clusters Score: Raw -8830.422904 + Penalty 1047.248603 = -7783.174302 nChanged 1 SP:Iteration 3Q (37.129627 sec): 3 clusters Score: Raw -8833.272934 + Penalty 1047.104377 = -7786.168557 nChanged 1 SP:Iteration 4Q (37.130103 sec): 3 clusters Score: Raw -8834.466097 + Penalty 1047.121068 = -7787.345029 nChanged 1 SP:Iteration 5Q (37.130579 sec): 3 clusters Score: Raw -8836.043708 + Penalty 1047.121068 = -7788.922640 nChanged 0 SP:Iteration 6F (37.131064 sec): 3 clusters Score: Raw -8836.043708 + Penalty 1047.121068 = -7788.922640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.131971 sec): 2 clusters Score: Raw -2262.919807 + Penalty 151.904782 = -2111.015024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.132265 sec): 3 clusters Score: Raw -2263.209942 + Penalty 330.427617 = -1932.782325 nChanged 8 SP:Iteration 1F (37.132547 sec): 3 clusters Score: Raw -2284.150799 + Penalty 323.336213 = -1960.814586 nChanged 2 SP:Iteration 2Q (37.132820 sec): 3 clusters Score: Raw -2286.816639 + Penalty 323.336213 = -1963.480426 nChanged 0 SP:Iteration 3F (37.133101 sec): 3 clusters Score: Raw -2286.816639 + Penalty 323.336213 = -1963.480426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.133994 sec): 2 clusters Score: Raw -2780.077969 + Penalty 322.499076 = -2457.578893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.134305 sec): 3 clusters Score: Raw -2813.289303 + Penalty 628.051124 = -2185.238179 nChanged 2 SP:Iteration 1Q (37.134603 sec): 3 clusters Score: Raw -2817.805504 + Penalty 622.933022 = -2194.872482 nChanged 2 SP:Iteration 2Q (37.134899 sec): 3 clusters Score: Raw -2822.999508 + Penalty 622.933022 = -2200.066486 nChanged 0 SP:Iteration 3F (37.135205 sec): 3 clusters Score: Raw -2822.999508 + Penalty 622.933022 = -2200.066486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.136265 sec): 2 clusters Score: Raw -6131.478938 + Penalty 512.191524 = -5619.287414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.136696 sec): 3 clusters Score: Raw -6200.644826 + Penalty 1026.854504 = -5173.790322 nChanged 19 SP:Iteration 1F (37.137128 sec): 3 clusters Score: Raw -6256.394500 + Penalty 1031.922279 = -5224.472221 nChanged 4 SP:Iteration 2Q (37.137526 sec): 3 clusters Score: Raw -6270.535795 + Penalty 1033.738161 = -5236.797634 nChanged 2 SP:Iteration 3Q (37.137924 sec): 3 clusters Score: Raw -6282.384923 + Penalty 1036.141393 = -5246.243530 nChanged 2 SP:Iteration 4Q (37.138319 sec): 3 clusters Score: Raw -6285.914000 + Penalty 1036.141393 = -5249.772606 nChanged 0 SP:Iteration 5F (37.138739 sec): 3 clusters Score: Raw -6285.914000 + Penalty 1036.141393 = -5249.772606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.139534 sec): 2 clusters Score: Raw -284.379876 + Penalty 103.796870 = -180.583007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.139751 sec): 3 clusters Score: Raw -282.888634 + Penalty 211.430212 = -71.458421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.140508 sec): 2 clusters Score: Raw -321.723707 + Penalty 106.844106 = -214.879601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.140725 sec): 3 clusters Score: Raw -326.561713 + Penalty 200.884719 = -125.676994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.141492 sec): 2 clusters Score: Raw -284.115798 + Penalty 98.297031 = -185.818767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.141708 sec): 3 clusters Score: Raw -280.021342 + Penalty 202.649433 = -77.371909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.142491 sec): 2 clusters Score: Raw -964.628624 + Penalty 166.939568 = -797.689056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.142733 sec): 3 clusters Score: Raw -979.689196 + Penalty 336.154849 = -643.534348 nChanged 1 SP:Iteration 1F (37.142970 sec): 3 clusters Score: Raw -983.197196 + Penalty 336.154849 = -647.042348 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 (37.143820 sec): 2 clusters Score: Raw -2589.304160 + Penalty 122.959522 = -2466.344639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.144113 sec): 3 clusters Score: Raw -2569.917583 + Penalty 245.919043 = -2323.998539 nChanged 6 SP:Iteration 1F (37.144400 sec): 3 clusters Score: Raw -2577.299948 + Penalty 246.207770 = -2331.092178 nChanged 3 SP:Iteration 2F (37.144686 sec): 3 clusters Score: Raw -2583.025730 + Penalty 247.089507 = -2335.936223 nChanged 2 SP:Iteration 3Q (37.144972 sec): 3 clusters Score: Raw -2585.961652 + Penalty 249.788868 = -2336.172784 nChanged 3 SP:Iteration 4F (37.145258 sec): 3 clusters Score: Raw -2590.046360 + Penalty 251.507099 = -2338.539260 nChanged 2 SP:Iteration 5Q (37.145544 sec): 3 clusters Score: Raw -2593.345565 + Penalty 251.507099 = -2341.838466 nChanged 0 SP:Iteration 6F (37.145829 sec): 3 clusters Score: Raw -2593.345565 + Penalty 251.507099 = -2341.838466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.146586 sec): 2 clusters Score: Raw -458.399400 + Penalty 149.933143 = -308.466257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.146809 sec): 3 clusters Score: Raw -456.873788 + Penalty 299.891805 = -156.981983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.147553 sec): 2 clusters Score: Raw -380.016259 + Penalty 135.115969 = -244.900291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.147774 sec): 3 clusters Score: Raw -390.818494 + Penalty 268.652427 = -122.166068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.148547 sec): 2 clusters Score: Raw -1061.245859 + Penalty 242.438608 = -818.807251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.148790 sec): 3 clusters Score: Raw -1078.300872 + Penalty 483.873165 = -594.427707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.149564 sec): 2 clusters Score: Raw -1010.860856 + Penalty 251.709917 = -759.150939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.149807 sec): 3 clusters Score: Raw -1035.416503 + Penalty 504.860172 = -530.556331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.150576 sec): 2 clusters Score: Raw -928.323274 + Penalty 223.965016 = -704.358258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.150816 sec): 3 clusters Score: Raw -953.253748 + Penalty 448.615816 = -504.637933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.151569 sec): 2 clusters Score: Raw -292.245921 + Penalty 92.093630 = -200.152290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.151777 sec): 3 clusters Score: Raw -289.815520 + Penalty 156.519190 = -133.296331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.152505 sec): 2 clusters Score: Raw -55.180867 + Penalty 0.000000 = -55.180867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.152696 sec): 2 clusters Score: Raw -55.180867 + Penalty 0.000000 = -55.180867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.153428 sec): 2 clusters Score: Raw -158.291116 + Penalty 42.784080 = -115.507036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.153625 sec): 2 clusters Score: Raw -158.291116 + Penalty 42.784080 = -115.507036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.154355 sec): 2 clusters Score: Raw -174.470420 + Penalty 81.836151 = -92.634269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.154564 sec): 3 clusters Score: Raw -168.772802 + Penalty 177.659676 = 8.886874 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 (37.155306 sec): 2 clusters Score: Raw -407.187551 + Penalty 69.406401 = -337.781150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.155527 sec): 3 clusters Score: Raw -411.587697 + Penalty 138.812803 = -272.774895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.157345 sec): 2 clusters Score: Raw -19368.425879 + Penalty 132.663163 = -19235.762715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.158273 sec): 3 clusters Score: Raw -19167.739338 + Penalty 285.391307 = -18882.348031 nChanged 158 SP:Iteration 1F (37.159185 sec): 3 clusters Score: Raw -19362.068232 + Penalty 310.254050 = -19051.814182 nChanged 46 SP:Iteration 2F (37.160101 sec): 3 clusters Score: Raw -19438.052173 + Penalty 324.213277 = -19113.838895 nChanged 13 SP:Iteration 3Q (37.160963 sec): 3 clusters Score: Raw -19450.887340 + Penalty 329.860434 = -19121.026906 nChanged 4 SP:Iteration 4Q (37.161795 sec): 3 clusters Score: Raw -19455.425904 + Penalty 329.860434 = -19125.565471 nChanged 0 SP:Iteration 5F (37.162705 sec): 3 clusters Score: Raw -19455.425904 + Penalty 329.860434 = -19125.565471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.163643 sec): 2 clusters Score: Raw -541.186709 + Penalty 176.455570 = -364.731140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.163873 sec): 3 clusters Score: Raw -547.876896 + Penalty 335.837884 = -212.039012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.164637 sec): 2 clusters Score: Raw -500.506751 + Penalty 127.705857 = -372.800894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.164863 sec): 3 clusters Score: Raw -518.078408 + Penalty 255.411715 = -262.666694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.165598 sec): 2 clusters Score: Raw -228.641362 + Penalty 97.389279 = -131.252083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.165818 sec): 2 clusters Score: Raw -228.641362 + Penalty 97.389279 = -131.252083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.166550 sec): 2 clusters Score: Raw -115.543430 + Penalty 35.500032 = -80.043398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.166752 sec): 3 clusters Score: Raw -109.086134 + Penalty 71.000064 = -38.086070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.167676 sec): 2 clusters Score: Raw -3308.150521 + Penalty 101.613675 = -3206.536846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.168018 sec): 3 clusters Score: Raw -3301.240552 + Penalty 201.780052 = -3099.460500 nChanged 14 SP:Iteration 1F (37.168354 sec): 3 clusters Score: Raw -3334.055008 + Penalty 204.962320 = -3129.092688 nChanged 6 SP:Iteration 2F (37.168688 sec): 3 clusters Score: Raw -3344.160955 + Penalty 204.767703 = -3139.393252 nChanged 1 SP:Iteration 3Q (37.169009 sec): 3 clusters Score: Raw -3348.096893 + Penalty 204.480277 = -3143.616617 nChanged 1 SP:Iteration 4Q (37.169327 sec): 3 clusters Score: Raw -3348.627130 + Penalty 204.480277 = -3144.146854 nChanged 0 SP:Iteration 5F (37.169661 sec): 3 clusters Score: Raw -3348.627130 + Penalty 204.480277 = -3144.146854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.170404 sec): 2 clusters Score: Raw -105.339105 + Penalty 9.704061 = -95.635045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.170587 sec): 2 clusters Score: Raw -105.339105 + Penalty 9.704061 = -95.635045 nChanged 0 Deleting Class 135 (9 points): Lose 52.757413 but Gain 807.096596 Iteration 119Q (37.313023 sec): 65 clusters Score: Raw -1151515.401353 + Penalty 41724.135777 = -1109791.265576 nChanged 69 Deleting Class 46 (9 points): Lose 68.017733 but Gain 814.304028 Iteration 120F (38.013056 sec): 64 clusters Score: Raw -1151508.629152 + Penalty 40957.694937 = -1110550.934215 nChanged 66 Deleting Class 109 (3 points): Lose 12.359702 but Gain 748.626740 Iteration 121Q (38.102496 sec): 63 clusters Score: Raw -1151544.545853 + Penalty 40207.695586 = -1111336.850267 nChanged 36 Deleting Class 82 (19 points): Lose 99.889334 but Gain 827.492024 Iteration 122Q (38.190859 sec): 62 clusters Score: Raw -1151462.255022 + Penalty 39397.704842 = -1112064.550179 nChanged 42 Deleting Class 89 (20 points): Lose 139.973995 but Gain 858.086673 Iteration 123Q (38.278281 sec): 61 clusters Score: Raw -1151365.125183 + Penalty 38661.926854 = -1112703.198329 nChanged 36 Deleting Class 95 (1 points): Lose 9.339364 but Gain 688.270627 Iteration 124Q (38.364995 sec): 60 clusters Score: Raw -1151417.022373 + Penalty 37941.282224 = -1113475.740149 nChanged 18 Deleting Class 72 (8 points): Lose 51.454417 but Gain 724.628687 Iteration 125Q (38.451177 sec): 59 clusters Score: Raw -1151379.432870 + Penalty 37226.474918 = -1114152.957952 nChanged 19 Deleting Class 91 (25 points): Lose 151.225013 but Gain 817.171264 Iteration 126Q (38.537065 sec): 58 clusters Score: Raw -1151248.572964 + Penalty 36453.379993 = -1114795.192970 nChanged 33 Deleting Class 63 (9 points): Lose 90.403543 but Gain 794.088426 Iteration 127Q (38.622495 sec): 57 clusters Score: Raw -1151216.902426 + Penalty 35750.880780 = -1115466.021645 nChanged 27 Deleting Class 150 (4 points): Lose 76.829417 but Gain 706.025335 Iteration 128Q (38.708482 sec): 56 clusters Score: Raw -1151170.749787 + Penalty 35067.706081 = -1116103.043706 nChanged 21 Deleting Class 58 (5 points): Lose 47.784716 but Gain 648.148652 Iteration 129Q (38.792065 sec): 55 clusters Score: Raw -1151148.231325 + Penalty 34511.745703 = -1116636.485621 nChanged 20 Deleting Class 78 (8 points): Lose 103.363497 but Gain 707.872971 Iteration 130F (39.393379 sec): 54 clusters Score: Raw -1151086.308496 + Penalty 33771.647207 = -1117314.661289 nChanged 24 Deleting Class 43 (2 points): Lose 4.898618 but Gain 584.638016 Iteration 131Q (39.477425 sec): 53 clusters Score: Raw -1151126.615885 + Penalty 33195.641772 = -1117930.974113 nChanged 17 Deleting Class 35 (113 points): Lose 880.085169 but Gain 1458.644505 Iteration 132Q (39.561039 sec): 52 clusters Score: Raw -1150273.158042 + Penalty 31959.266602 = -1118313.891439 nChanged 128 Deleting Class 93 (5 points): Lose 10.262668 but Gain 575.069002 Iteration 133Q (39.648241 sec): 51 clusters Score: Raw -1150762.203393 + Penalty 31432.467398 = -1119329.735996 nChanged 31 Deleting Class 65 (10 points): Lose 95.391773 but Gain 624.395740 Iteration 134Q (39.731416 sec): 50 clusters Score: Raw -1150711.414470 + Penalty 30830.457616 = -1119880.956854 nChanged 23 Deleting Class 167 (2 points): Lose 9.478155 but Gain 514.716248 Iteration 135Q (39.814856 sec): 49 clusters Score: Raw -1150727.224886 + Penalty 30321.935547 = -1120405.289340 nChanged 7 Deleting Class 51 (59 points): Lose 313.165012 but Gain 817.987078 Iteration 136Q (39.896075 sec): 48 clusters Score: Raw -1150421.387672 + Penalty 29553.807042 = -1120867.580630 nChanged 63 Deleting Class 68 (18 points): Lose 80.558935 but Gain 580.457161 Iteration 137Q (39.978223 sec): 47 clusters Score: Raw -1150459.163371 + Penalty 29007.666319 = -1121451.497052 nChanged 34 Deleting Class 33 (64 points): Lose 162.491635 but Gain 654.020111 Iteration 138Q (40.059223 sec): 46 clusters Score: Raw -1150336.899411 + Penalty 28415.426937 = -1121921.472474 nChanged 80 Deleting Class 36 (139 points): Lose 655.191206 but Gain 1108.783579 Iteration 139Q (40.140165 sec): 45 clusters Score: Raw -1149797.650449 + Penalty 27495.060796 = -1122302.589652 nChanged 154 Deleting Class 30 (39 points): Lose 1173.596512 but Gain 1627.188393 Iteration 140F (40.626166 sec): 44 clusters Score: Raw -1149007.588932 + Penalty 26668.530054 = -1122339.058878 nChanged 90 Deleting Class 37 (122 points): Lose 384.501362 but Gain 827.119588 Iteration 141Q (40.708305 sec): 43 clusters Score: Raw -1148792.138298 + Penalty 25972.606332 = -1122819.531967 nChanged 154 Deleting Class 143 (11 points): Lose 116.545889 but Gain 636.643043 Iteration 142Q (40.790444 sec): 42 clusters Score: Raw -1148911.112958 + Penalty 25454.698406 = -1123456.414552 nChanged 62 Deleting Class 20 (67 points): Lose 310.985528 but Gain 699.641843 Iteration 143Q (40.870393 sec): 41 clusters Score: Raw -1148676.795572 + Penalty 24903.143665 = -1123773.651907 nChanged 107 Deleting Class 96 (3 points): Lose 14.746419 but Gain 391.383342 Iteration 144Q (40.950792 sec): 40 clusters Score: Raw -1148850.071958 + Penalty 24562.187949 = -1124287.884009 nChanged 44 Deleting Class 118 (21 points): Lose 180.494890 but Gain 518.712403 Iteration 145Q (41.029225 sec): 39 clusters Score: Raw -1148706.877551 + Penalty 24064.166508 = -1124642.711042 nChanged 46 Deleting Class 71 (20 points): Lose 62.879674 but Gain 387.494762 Iteration 146Q (41.107703 sec): 38 clusters Score: Raw -1148732.623075 + Penalty 23690.635613 = -1125041.987462 nChanged 40 Deleting Class 50 (44 points): Lose 222.590376 but Gain 405.348316 Iteration 147Q (41.185185 sec): 37 clusters Score: Raw -1148556.539893 + Penalty 23233.912298 = -1125322.627595 nChanged 55 Deleting Class 179 (2 points): Lose 41.477072 but Gain 140.699524 Iteration 148Q (41.262396 sec): 36 clusters Score: Raw -1148623.430916 + Penalty 23093.025926 = -1125530.404990 nChanged 22 Deleting Class 24 (165 points): Lose 957.924230 but Gain 1040.464470 Iteration 149Q (41.339190 sec): 35 clusters Score: Raw -1147695.278942 + Penalty 22048.226411 = -1125647.052532 nChanged 180 Deleting Class 39 (168 points): Lose 1280.924800 but Gain 1434.398102 Iteration 150F (41.724383 sec): 34 clusters Score: Raw -1147041.900745 + Penalty 20897.596927 = -1126144.303818 nChanged 219 Deleting Class 42 (13 points): Lose 310.489145 but Gain 383.649537 Iteration 151Q (41.804456 sec): 33 clusters Score: Raw -1147667.208278 + Penalty 20548.159194 = -1127119.049084 nChanged 89 Deleting Class 52 (164 points): Lose 1202.244745 but Gain 1229.961058 Iteration 152Q (41.881145 sec): 32 clusters Score: Raw -1146725.354133 + Penalty 19506.923548 = -1127218.430586 nChanged 229 Iteration 153Q (41.958740 sec): 32 clusters Score: Raw -1147515.443315 + Penalty 19547.163512 = -1127968.279803 nChanged 76 Iteration 154Q (42.033674 sec): 32 clusters Score: Raw -1147601.875962 + Penalty 19596.900249 = -1128004.975713 nChanged 42 Iteration 155Q (42.108600 sec): 32 clusters Score: Raw -1147664.914450 + Penalty 19626.603885 = -1128038.310566 nChanged 39 Iteration 156Q (42.183903 sec): 32 clusters Score: Raw -1147713.102325 + Penalty 19652.371874 = -1128060.730451 nChanged 33 Iteration 157Q (42.258503 sec): 32 clusters Score: Raw -1147742.305042 + Penalty 19665.794362 = -1128076.510679 nChanged 18 Iteration 158Q (42.333404 sec): 32 clusters Score: Raw -1147756.031368 + Penalty 19672.351898 = -1128083.679470 nChanged 14 Iteration 159Q (42.408599 sec): 32 clusters Score: Raw -1147762.790694 + Penalty 19675.153897 = -1128087.636797 nChanged 5 Deleting Class 10 (225 points): Lose 1047.818221 but Gain 1094.631083 Iteration 160F (42.763631 sec): 31 clusters Score: Raw -1146729.159652 + Penalty 18757.891039 = -1127971.268613 nChanged 241 Iteration 161F (43.106951 sec): 31 clusters Score: Raw -1147427.169329 + Penalty 18778.019561 = -1128649.149767 nChanged 57 Iteration 162Q (43.181982 sec): 31 clusters Score: Raw -1147485.301359 + Penalty 18777.108045 = -1128708.193314 nChanged 27 Iteration 163Q (43.256515 sec): 31 clusters Score: Raw -1147513.605434 + Penalty 18776.845363 = -1128736.760071 nChanged 8 Iteration 164Q (43.331044 sec): 31 clusters Score: Raw -1147517.995359 + Penalty 18775.286832 = -1128742.708526 nChanged 5 Iteration 165Q (43.405994 sec): 31 clusters Score: Raw -1147522.283435 + Penalty 18775.896302 = -1128746.387133 nChanged 6 Iteration 166Q (43.479868 sec): 31 clusters Score: Raw -1147527.392468 + Penalty 18777.008740 = -1128750.383728 nChanged 4 Iteration 167Q (43.554142 sec): 31 clusters Score: Raw -1147531.041243 + Penalty 18778.394135 = -1128752.647108 nChanged 5 Iteration 168Q (43.628294 sec): 31 clusters Score: Raw -1147534.073145 + Penalty 18778.402237 = -1128755.670908 nChanged 5 Iteration 169Q (43.702726 sec): 31 clusters Score: Raw -1147535.604082 + Penalty 18779.112503 = -1128756.491579 nChanged 7 Iteration 170F (44.045824 sec): 31 clusters Score: Raw -1147537.879350 + Penalty 18781.767995 = -1128756.111355 nChanged 4 Iteration 171F (44.389318 sec): 31 clusters Score: Raw -1147541.356300 + Penalty 18785.386777 = -1128755.969523 nChanged 7 Iteration 172F (44.733531 sec): 31 clusters Score: Raw -1147545.320358 + Penalty 18785.550746 = -1128759.769612 nChanged 3 Iteration 173Q (44.807761 sec): 31 clusters Score: Raw -1147546.320347 + Penalty 18785.942657 = -1128760.377690 nChanged 3 Iteration 174Q (44.882412 sec): 31 clusters Score: Raw -1147547.027627 + Penalty 18786.052895 = -1128760.974732 nChanged 1 Iteration 175Q (44.957173 sec): 31 clusters Score: Raw -1147547.305879 + Penalty 18785.574313 = -1128761.731566 nChanged 1 Iteration 176Q (45.031825 sec): 31 clusters Score: Raw -1147547.515738 + Penalty 18785.574313 = -1128761.941425 nChanged 0 Iteration 177F (45.374671 sec): 31 clusters Score: Raw -1147547.515738 + Penalty 18785.574313 = -1128761.941425 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 -1147547.515738 + Penalty 18785.574313 = -1128761.941425Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.432341 sec): 2 clusters Score: Raw -174999.368062 + Penalty 133.204036 = -174866.164026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.438880 sec): 3 clusters Score: Raw -172830.192900 + Penalty 277.612576 = -172552.580323 nChanged 1553 SP:Iteration 1F (45.444850 sec): 3 clusters Score: Raw -174286.498979 + Penalty 288.977548 = -173997.521431 nChanged 362 SP:Iteration 2F (45.450844 sec): 3 clusters Score: Raw -174601.176121 + Penalty 301.353900 = -174299.822220 nChanged 189 SP:Iteration 3F (45.456786 sec): 3 clusters Score: Raw -174776.534127 + Penalty 300.583101 = -174475.951026 nChanged 110 SP:Iteration 4Q (45.462418 sec): 3 clusters Score: Raw -174887.080888 + Penalty 297.425882 = -174589.655007 nChanged 51 SP:Iteration 5Q (45.467719 sec): 3 clusters Score: Raw -174945.350949 + Penalty 303.810026 = -174641.540924 nChanged 30 SP:Iteration 6Q (45.472832 sec): 3 clusters Score: Raw -174986.000690 + Penalty 308.987009 = -174677.013681 nChanged 11 SP:Iteration 7Q (45.477713 sec): 3 clusters Score: Raw -175003.448078 + Penalty 313.445041 = -174690.003037 nChanged 14 SP:Iteration 8Q (45.482559 sec): 3 clusters Score: Raw -175012.660093 + Penalty 315.959672 = -174696.700421 nChanged 5 SP:Iteration 9Q (45.487454 sec): 3 clusters Score: Raw -175018.666476 + Penalty 319.590581 = -174699.075895 nChanged 6 SP:Iteration 10F (45.493444 sec): 3 clusters Score: Raw -175027.156688 + Penalty 320.792615 = -174706.364073 nChanged 10 SP:Iteration 11Q (45.498201 sec): 3 clusters Score: Raw -175037.097332 + Penalty 315.803942 = -174721.293390 nChanged 8 SP:Iteration 12Q (45.502941 sec): 3 clusters Score: Raw -175041.279628 + Penalty 313.435238 = -174727.844390 nChanged 3 SP:Iteration 13Q (45.507701 sec): 3 clusters Score: Raw -175042.150917 + Penalty 308.941096 = -174733.209821 nChanged 2 SP:Iteration 14Q (45.512433 sec): 3 clusters Score: Raw -175044.261910 + Penalty 306.405930 = -174737.855980 nChanged 2 SP:Iteration 15Q (45.517132 sec): 3 clusters Score: Raw -175044.997290 + Penalty 306.405930 = -174738.591360 nChanged 0 SP:Iteration 16F (45.523088 sec): 3 clusters Score: Raw -175044.997290 + Penalty 306.405930 = -174738.591360 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.531397 sec): 2 clusters Score: Raw -147049.226983 + Penalty 172.632701 = -146876.594282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.536759 sec): 3 clusters Score: Raw -145255.417638 + Penalty 338.584309 = -144916.833329 nChanged 1277 SP:Iteration 1F (45.542115 sec): 3 clusters Score: Raw -146132.830216 + Penalty 332.318294 = -145800.511922 nChanged 384 SP:Iteration 2F (45.547157 sec): 3 clusters Score: Raw -146564.713149 + Penalty 328.916483 = -146235.796666 nChanged 269 SP:Iteration 3F (45.552213 sec): 3 clusters Score: Raw -146913.879079 + Penalty 329.756470 = -146584.122609 nChanged 166 SP:Iteration 4F (45.557239 sec): 3 clusters Score: Raw -147052.524222 + Penalty 329.953837 = -146722.570385 nChanged 77 SP:Iteration 5Q (45.562000 sec): 3 clusters Score: Raw -147090.249638 + Penalty 331.238134 = -146759.011503 nChanged 50 SP:Iteration 6Q (45.566700 sec): 3 clusters Score: Raw -147114.588225 + Penalty 332.915654 = -146781.672571 nChanged 44 SP:Iteration 7Q (45.571417 sec): 3 clusters Score: Raw -147145.000114 + Penalty 335.453767 = -146809.546347 nChanged 51 SP:Iteration 8Q (45.576454 sec): 3 clusters Score: Raw -147192.734630 + Penalty 338.000531 = -146854.734099 nChanged 37 SP:Iteration 9Q (45.581242 sec): 3 clusters Score: Raw -147241.030865 + Penalty 340.030851 = -146901.000014 nChanged 37 SP:Iteration 10F (45.586332 sec): 3 clusters Score: Raw -147278.205676 + Penalty 341.841676 = -146936.364000 nChanged 39 SP:Iteration 11Q (45.590947 sec): 3 clusters Score: Raw -147321.446465 + Penalty 343.327383 = -146978.119083 nChanged 31 SP:Iteration 12Q (45.595581 sec): 3 clusters Score: Raw -147351.870497 + Penalty 344.600898 = -147007.269599 nChanged 27 SP:Iteration 13Q (45.600119 sec): 3 clusters Score: Raw -147379.740748 + Penalty 345.714669 = -147034.026079 nChanged 30 SP:Iteration 14Q (45.604588 sec): 3 clusters Score: Raw -147403.956732 + Penalty 346.335374 = -147057.621358 nChanged 16 SP:Iteration 15Q (45.609042 sec): 3 clusters Score: Raw -147409.636367 + Penalty 346.670955 = -147062.965413 nChanged 9 SP:Iteration 16Q (45.613489 sec): 3 clusters Score: Raw -147412.368893 + Penalty 346.972032 = -147065.396861 nChanged 8 SP:Iteration 17Q (45.617881 sec): 3 clusters Score: Raw -147413.987570 + Penalty 347.220583 = -147066.766988 nChanged 6 SP:Iteration 18Q (45.622265 sec): 3 clusters Score: Raw -147414.949803 + Penalty 347.507209 = -147067.442594 nChanged 8 SP:Iteration 19Q (45.626641 sec): 3 clusters Score: Raw -147416.131217 + Penalty 347.674157 = -147068.457060 nChanged 4 SP:Iteration 20F (45.631669 sec): 3 clusters Score: Raw -147416.386490 + Penalty 347.717540 = -147068.668950 nChanged 1 SP:Iteration 21Q (45.636172 sec): 3 clusters Score: Raw -147416.414115 + Penalty 347.762517 = -147068.651598 nChanged 1 SP:Iteration 22F (45.641272 sec): 3 clusters Score: Raw -147416.444779 + Penalty 347.807607 = -147068.637172 nChanged 1 SP:Iteration 23F (45.646320 sec): 3 clusters Score: Raw -147416.470602 + Penalty 347.807607 = -147068.662995 nChanged 0 Score: Raw -1164332.691268 + Penalty 19007.293627 = -1145325.397641 Splitting cluster 2 changes total score from -1128761.941425 to -1145325.397641 So it's getting split into cluster 10. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.004791 sec): 2 clusters Score: Raw -65076.485774 + Penalty 110.328579 = -64966.157195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.007389 sec): 3 clusters Score: Raw -64294.299768 + Penalty 216.965332 = -64077.334436 nChanged 572 SP:Iteration 1F (46.009912 sec): 3 clusters Score: Raw -64697.129170 + Penalty 214.511343 = -64482.617827 nChanged 132 SP:Iteration 2F (46.012435 sec): 3 clusters Score: Raw -64813.928137 + Penalty 212.361987 = -64601.566150 nChanged 80 SP:Iteration 3F (46.014956 sec): 3 clusters Score: Raw -64870.805369 + Penalty 208.630683 = -64662.174686 nChanged 59 SP:Iteration 4Q (46.017409 sec): 3 clusters Score: Raw -64907.706748 + Penalty 204.625273 = -64703.081475 nChanged 46 SP:Iteration 5Q (46.019853 sec): 3 clusters Score: Raw -64929.005604 + Penalty 201.124171 = -64727.881432 nChanged 38 SP:Iteration 6Q (46.022292 sec): 3 clusters Score: Raw -64949.115823 + Penalty 195.231253 = -64753.884570 nChanged 39 SP:Iteration 7Q (46.024724 sec): 3 clusters Score: Raw -64975.071414 + Penalty 189.180448 = -64785.890967 nChanged 36 SP:Iteration 8Q (46.027278 sec): 3 clusters Score: Raw -64993.919476 + Penalty 186.233994 = -64807.685482 nChanged 27 SP:Iteration 9Q (46.029701 sec): 3 clusters Score: Raw -65005.438429 + Penalty 181.091271 = -64824.347158 nChanged 27 SP:Iteration 10F (46.032281 sec): 3 clusters Score: Raw -65016.924895 + Penalty 177.815506 = -64839.109389 nChanged 24 SP:Iteration 11Q (46.034648 sec): 3 clusters Score: Raw -65024.379861 + Penalty 174.998487 = -64849.381374 nChanged 18 SP:Iteration 12Q (46.037002 sec): 3 clusters Score: Raw -65029.708903 + Penalty 172.206529 = -64857.502374 nChanged 17 SP:Iteration 13Q (46.039345 sec): 3 clusters Score: Raw -65034.615291 + Penalty 169.959124 = -64864.656167 nChanged 10 SP:Iteration 14Q (46.041679 sec): 3 clusters Score: Raw -65037.973279 + Penalty 168.997322 = -64868.975957 nChanged 12 SP:Iteration 15Q (46.044000 sec): 3 clusters Score: Raw -65041.611821 + Penalty 167.965548 = -64873.646273 nChanged 10 SP:Iteration 16Q (46.046317 sec): 3 clusters Score: Raw -65045.301423 + Penalty 167.637285 = -64877.664138 nChanged 11 SP:Iteration 17Q (46.048655 sec): 3 clusters Score: Raw -65049.021297 + Penalty 166.638680 = -64882.382617 nChanged 9 SP:Iteration 18Q (46.051166 sec): 3 clusters Score: Raw -65051.771448 + Penalty 165.986117 = -64885.785331 nChanged 5 SP:Iteration 19Q (46.053494 sec): 3 clusters Score: Raw -65052.764513 + Penalty 165.902634 = -64886.861878 nChanged 4 SP:Iteration 20F (46.056094 sec): 3 clusters Score: Raw -65053.837818 + Penalty 165.238408 = -64888.599410 nChanged 5 SP:Iteration 21Q (46.058422 sec): 3 clusters Score: Raw -65055.633632 + Penalty 165.102710 = -64890.530922 nChanged 7 SP:Iteration 22Q (46.060715 sec): 3 clusters Score: Raw -65058.218131 + Penalty 164.991134 = -64893.226997 nChanged 4 SP:Iteration 23Q (46.063008 sec): 3 clusters Score: Raw -65059.268700 + Penalty 164.923595 = -64894.345105 nChanged 6 SP:Iteration 24Q (46.065295 sec): 3 clusters Score: Raw -65061.140990 + Penalty 162.835930 = -64898.305060 nChanged 6 SP:Iteration 25Q (46.067580 sec): 3 clusters Score: Raw -65062.332331 + Penalty 162.835930 = -64899.496401 nChanged 0 SP:Iteration 26F (46.070183 sec): 3 clusters Score: Raw -65062.332331 + Penalty 162.835930 = -64899.496401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.072477 sec): 2 clusters Score: Raw -11418.584771 + Penalty 159.141585 = -11259.443187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.073105 sec): 3 clusters Score: Raw -11311.770178 + Penalty 314.581527 = -10997.188652 nChanged 69 SP:Iteration 1F (46.073707 sec): 3 clusters Score: Raw -11357.928901 + Penalty 313.787667 = -11044.141235 nChanged 15 SP:Iteration 2F (46.074309 sec): 3 clusters Score: Raw -11367.282264 + Penalty 316.848034 = -11050.434230 nChanged 12 SP:Iteration 3F (46.074912 sec): 3 clusters Score: Raw -11385.846680 + Penalty 316.316047 = -11069.530634 nChanged 10 SP:Iteration 4Q (46.075509 sec): 3 clusters Score: Raw -11397.889994 + Penalty 315.860062 = -11082.029932 nChanged 8 SP:Iteration 5Q (46.076110 sec): 3 clusters Score: Raw -11402.237337 + Penalty 315.622835 = -11086.614502 nChanged 5 SP:Iteration 6Q (46.076694 sec): 3 clusters Score: Raw -11404.631070 + Penalty 315.696281 = -11088.934789 nChanged 1 SP:Iteration 7Q (46.077281 sec): 3 clusters Score: Raw -11405.856561 + Penalty 315.747729 = -11090.108832 nChanged 2 SP:Iteration 8Q (46.077868 sec): 3 clusters Score: Raw -11406.428638 + Penalty 315.782215 = -11090.646423 nChanged 1 SP:Iteration 9Q (46.078453 sec): 3 clusters Score: Raw -11406.702400 + Penalty 316.067294 = -11090.635106 nChanged 1 SP:Iteration 10F (46.079051 sec): 3 clusters Score: Raw -11406.860597 + Penalty 316.067294 = -11090.793303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.082991 sec): 2 clusters Score: Raw -53994.731389 + Penalty 783.228736 = -53211.502653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.084871 sec): 3 clusters Score: Raw -53621.994248 + Penalty 1565.008357 = -52056.985891 nChanged 284 SP:Iteration 1F (46.086736 sec): 3 clusters Score: Raw -53803.243082 + Penalty 1564.415712 = -52238.827370 nChanged 80 SP:Iteration 2F (46.088595 sec): 3 clusters Score: Raw -53858.121098 + Penalty 1564.851800 = -52293.269298 nChanged 35 SP:Iteration 3Q (46.090400 sec): 3 clusters Score: Raw -53883.416171 + Penalty 1565.611645 = -52317.804526 nChanged 28 SP:Iteration 4Q (46.092202 sec): 3 clusters Score: Raw -53898.367743 + Penalty 1566.985012 = -52331.382731 nChanged 24 SP:Iteration 5Q (46.093997 sec): 3 clusters Score: Raw -53911.932372 + Penalty 1569.868453 = -52342.063919 nChanged 31 SP:Iteration 6Q (46.095783 sec): 3 clusters Score: Raw -53930.291624 + Penalty 1574.525719 = -52355.765904 nChanged 32 SP:Iteration 7Q (46.097562 sec): 3 clusters Score: Raw -53959.012950 + Penalty 1582.649187 = -52376.363763 nChanged 41 SP:Iteration 8Q (46.099333 sec): 3 clusters Score: Raw -53995.422900 + Penalty 1594.799239 = -52400.623661 nChanged 51 SP:Iteration 9F (46.101114 sec): 3 clusters Score: Raw -54075.140122 + Penalty 1608.640515 = -52466.499606 nChanged 46 SP:Iteration 10F (46.102888 sec): 3 clusters Score: Raw -54141.473625 + Penalty 1620.938334 = -52520.535290 nChanged 47 SP:Iteration 11F (46.104708 sec): 3 clusters Score: Raw -54195.886876 + Penalty 1631.360846 = -52564.526030 nChanged 34 SP:Iteration 12Q (46.106514 sec): 3 clusters Score: Raw -54225.319262 + Penalty 1637.621519 = -52587.697743 nChanged 17 SP:Iteration 13Q (46.108255 sec): 3 clusters Score: Raw -54246.416276 + Penalty 1646.050347 = -52600.365929 nChanged 15 SP:Iteration 14Q (46.109980 sec): 3 clusters Score: Raw -54261.291159 + Penalty 1652.253317 = -52609.037842 nChanged 9 SP:Iteration 15Q (46.111703 sec): 3 clusters Score: Raw -54270.798828 + Penalty 1655.482835 = -52615.315993 nChanged 9 SP:Iteration 16Q (46.113418 sec): 3 clusters Score: Raw -54278.891743 + Penalty 1656.604244 = -52622.287499 nChanged 6 SP:Iteration 17Q (46.115127 sec): 3 clusters Score: Raw -54285.369035 + Penalty 1656.998184 = -52628.370851 nChanged 5 SP:Iteration 18Q (46.116836 sec): 3 clusters Score: Raw -54288.795402 + Penalty 1659.675151 = -52629.120251 nChanged 3 SP:Iteration 19Q (46.118582 sec): 3 clusters Score: Raw -54291.808244 + Penalty 1660.577493 = -52631.230751 nChanged 1 SP:Iteration 20F (46.120366 sec): 3 clusters Score: Raw -54292.281414 + Penalty 1660.603533 = -52631.677881 nChanged 1 SP:Iteration 21Q (46.122068 sec): 3 clusters Score: Raw -54292.613752 + Penalty 1661.225554 = -52631.388198 nChanged 1 SP:Iteration 22F (46.123821 sec): 3 clusters Score: Raw -54293.611840 + Penalty 1661.547541 = -52632.064298 nChanged 1 SP:Iteration 23Q (46.125525 sec): 3 clusters Score: Raw -54294.458429 + Penalty 1661.994225 = -52632.464203 nChanged 2 SP:Iteration 24Q (46.127225 sec): 3 clusters Score: Raw -54297.235609 + Penalty 1663.285369 = -52633.950239 nChanged 2 SP:Iteration 25Q (46.128920 sec): 3 clusters Score: Raw -54298.997860 + Penalty 1663.285369 = -52635.712490 nChanged 0 SP:Iteration 26F (46.130674 sec): 3 clusters Score: Raw -54298.997860 + Penalty 1663.285369 = -52635.712490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.135955 sec): 2 clusters Score: Raw -58432.514843 + Penalty 314.046141 = -58118.468702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.138192 sec): 3 clusters Score: Raw -57766.282023 + Penalty 636.569747 = -57129.712277 nChanged 458 SP:Iteration 1F (46.140368 sec): 3 clusters Score: Raw -58120.086272 + Penalty 662.050622 = -57458.035650 nChanged 184 SP:Iteration 2F (46.142514 sec): 3 clusters Score: Raw -58310.658883 + Penalty 680.567459 = -57630.091424 nChanged 87 SP:Iteration 3F (46.144649 sec): 3 clusters Score: Raw -58383.134034 + Penalty 700.359222 = -57682.774811 nChanged 45 SP:Iteration 4Q (46.146738 sec): 3 clusters Score: Raw -58418.656361 + Penalty 713.907687 = -57704.748674 nChanged 27 SP:Iteration 5Q (46.148839 sec): 3 clusters Score: Raw -58431.961649 + Penalty 723.476534 = -57708.485115 nChanged 21 SP:Iteration 6Q (46.150903 sec): 3 clusters Score: Raw -58440.866594 + Penalty 733.129512 = -57707.737082 nChanged 18 SP:Iteration 7F (46.153195 sec): 3 clusters Score: Raw -58450.859117 + Penalty 749.129285 = -57701.729832 nChanged 19 SP:Iteration 8F (46.155355 sec): 3 clusters Score: Raw -58463.455657 + Penalty 761.839074 = -57701.616583 nChanged 16 SP:Iteration 9F (46.157464 sec): 3 clusters Score: Raw -58474.983766 + Penalty 772.624012 = -57702.359754 nChanged 12 SP:Iteration 10F (46.159568 sec): 3 clusters Score: Raw -58482.828502 + Penalty 785.201298 = -57697.627204 nChanged 17 SP:Iteration 11F (46.161668 sec): 3 clusters Score: Raw -58493.096600 + Penalty 793.097078 = -57699.999523 nChanged 9 SP:Iteration 12Q (46.163589 sec): 3 clusters Score: Raw -58496.395771 + Penalty 798.503758 = -57697.892012 nChanged 8 SP:Iteration 13F (46.165684 sec): 3 clusters Score: Raw -58500.483925 + Penalty 803.871200 = -57696.612726 nChanged 11 SP:Iteration 14F (46.167774 sec): 3 clusters Score: Raw -58508.462383 + Penalty 810.347520 = -57698.114863 nChanged 8 SP:Iteration 15Q (46.169658 sec): 3 clusters Score: Raw -58512.639001 + Penalty 816.788686 = -57695.850316 nChanged 6 SP:Iteration 16F (46.171783 sec): 3 clusters Score: Raw -58515.522071 + Penalty 820.046074 = -57695.475997 nChanged 5 SP:Iteration 17F (46.173959 sec): 3 clusters Score: Raw -58518.870583 + Penalty 822.103615 = -57696.766968 nChanged 2 SP:Iteration 18Q (46.175847 sec): 3 clusters Score: Raw -58520.241180 + Penalty 822.103615 = -57698.137565 nChanged 0 SP:Iteration 19F (46.177941 sec): 3 clusters Score: Raw -58520.241180 + Penalty 822.103615 = -57698.137565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.181917 sec): 2 clusters Score: Raw -25051.137676 + Penalty 150.741457 = -24900.396219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.183029 sec): 3 clusters Score: Raw -24773.982789 + Penalty 317.311576 = -24456.671212 nChanged 196 SP:Iteration 1F (46.184141 sec): 3 clusters Score: Raw -24929.243304 + Penalty 342.614840 = -24586.628463 nChanged 66 SP:Iteration 2F (46.185265 sec): 3 clusters Score: Raw -25011.760234 + Penalty 392.707729 = -24619.052504 nChanged 42 SP:Iteration 3F (46.186284 sec): 3 clusters Score: Raw -25070.416604 + Penalty 430.323589 = -24640.093015 nChanged 13 SP:Iteration 4Q (46.187397 sec): 3 clusters Score: Raw -25089.354343 + Penalty 436.957412 = -24652.396931 nChanged 1 SP:Iteration 5Q (46.188428 sec): 3 clusters Score: Raw -25091.479201 + Penalty 441.138767 = -24650.340433 nChanged 1 SP:Iteration 6F (46.189557 sec): 3 clusters Score: Raw -25092.749334 + Penalty 441.138767 = -24651.610567 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.198282 sec): 2 clusters Score: Raw -84779.475391 + Penalty 152.355724 = -84627.119667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.201509 sec): 3 clusters Score: Raw -83749.050619 + Penalty 291.668043 = -83457.382577 nChanged 747 SP:Iteration 1F (46.204643 sec): 3 clusters Score: Raw -84277.938360 + Penalty 283.016565 = -83994.921795 nChanged 160 SP:Iteration 2F (46.207756 sec): 3 clusters Score: Raw -84346.167325 + Penalty 272.761667 = -84073.405658 nChanged 100 SP:Iteration 3F (46.210848 sec): 3 clusters Score: Raw -84405.325659 + Penalty 262.030212 = -84143.295447 nChanged 95 SP:Iteration 4F (46.213920 sec): 3 clusters Score: Raw -84468.998486 + Penalty 249.859005 = -84219.139481 nChanged 95 SP:Iteration 5F (46.216979 sec): 3 clusters Score: Raw -84539.875850 + Penalty 238.835304 = -84301.040546 nChanged 84 SP:Iteration 6F (46.220006 sec): 3 clusters Score: Raw -84597.258444 + Penalty 231.080244 = -84366.178200 nChanged 59 SP:Iteration 7Q (46.222771 sec): 3 clusters Score: Raw -84634.378670 + Penalty 227.135162 = -84407.243508 nChanged 36 SP:Iteration 8Q (46.225448 sec): 3 clusters Score: Raw -84653.670164 + Penalty 224.056206 = -84429.613958 nChanged 31 SP:Iteration 9Q (46.228077 sec): 3 clusters Score: Raw -84670.136703 + Penalty 216.842209 = -84453.294495 nChanged 30 SP:Iteration 10F (46.231084 sec): 3 clusters Score: Raw -84687.429056 + Penalty 215.078045 = -84472.351011 nChanged 22 SP:Iteration 11Q (46.233625 sec): 3 clusters Score: Raw -84699.467178 + Penalty 208.756652 = -84490.710525 nChanged 21 SP:Iteration 12Q (46.236128 sec): 3 clusters Score: Raw -84711.958850 + Penalty 207.453638 = -84504.505212 nChanged 20 SP:Iteration 13Q (46.238606 sec): 3 clusters Score: Raw -84724.806121 + Penalty 207.121796 = -84517.684325 nChanged 18 SP:Iteration 14Q (46.241040 sec): 3 clusters Score: Raw -84737.928506 + Penalty 207.747455 = -84530.181051 nChanged 15 SP:Iteration 15Q (46.243455 sec): 3 clusters Score: Raw -84747.349126 + Penalty 199.742888 = -84547.606238 nChanged 15 SP:Iteration 16Q (46.245815 sec): 3 clusters Score: Raw -84758.061353 + Penalty 197.973003 = -84560.088350 nChanged 14 SP:Iteration 17Q (46.248166 sec): 3 clusters Score: Raw -84769.078706 + Penalty 197.655852 = -84571.422854 nChanged 9 SP:Iteration 18Q (46.250534 sec): 3 clusters Score: Raw -84776.727000 + Penalty 200.291787 = -84576.435213 nChanged 3 SP:Iteration 19Q (46.252962 sec): 3 clusters Score: Raw -84778.885101 + Penalty 197.886847 = -84580.998254 nChanged 2 SP:Iteration 20F (46.255930 sec): 3 clusters Score: Raw -84779.287134 + Penalty 199.449903 = -84579.837231 nChanged 1 SP:Iteration 21F (46.258852 sec): 3 clusters Score: Raw -84778.567558 + Penalty 199.449903 = -84579.117655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.263395 sec): 2 clusters Score: Raw -26144.307487 + Penalty 275.712869 = -25868.594619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.264491 sec): 3 clusters Score: Raw -25898.968768 + Penalty 551.425737 = -25347.543031 nChanged 167 SP:Iteration 1F (46.265569 sec): 3 clusters Score: Raw -26034.959981 + Penalty 551.499111 = -25483.460870 nChanged 49 SP:Iteration 2F (46.266644 sec): 3 clusters Score: Raw -26082.241200 + Penalty 551.208773 = -25531.032427 nChanged 25 SP:Iteration 3F (46.267717 sec): 3 clusters Score: Raw -26100.383928 + Penalty 551.339335 = -25549.044593 nChanged 15 SP:Iteration 4Q (46.268777 sec): 3 clusters Score: Raw -26110.553408 + Penalty 551.425737 = -25559.127671 nChanged 9 SP:Iteration 5Q (46.269825 sec): 3 clusters Score: Raw -26115.695656 + Penalty 551.582107 = -25564.113549 nChanged 3 SP:Iteration 6Q (46.270868 sec): 3 clusters Score: Raw -26119.684699 + Penalty 551.617908 = -25568.066791 nChanged 3 SP:Iteration 7Q (46.271912 sec): 3 clusters Score: Raw -26120.930340 + Penalty 551.673011 = -25569.257329 nChanged 4 SP:Iteration 8Q (46.272951 sec): 3 clusters Score: Raw -26122.192504 + Penalty 551.882219 = -25570.310285 nChanged 3 SP:Iteration 9Q (46.273989 sec): 3 clusters Score: Raw -26123.593292 + Penalty 551.972767 = -25571.620524 nChanged 2 SP:Iteration 10F (46.275055 sec): 3 clusters Score: Raw -26124.683362 + Penalty 552.034552 = -25572.648810 nChanged 1 SP:Iteration 11Q (46.276081 sec): 3 clusters Score: Raw -26124.915055 + Penalty 552.110637 = -25572.804418 nChanged 1 SP:Iteration 12Q (46.277116 sec): 3 clusters Score: Raw -26124.931173 + Penalty 552.110637 = -25572.820537 nChanged 0 SP:Iteration 13F (46.278189 sec): 3 clusters Score: Raw -26124.931173 + Penalty 552.110637 = -25572.820537 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.281996 sec): 2 clusters Score: Raw -52990.825511 + Penalty 320.571166 = -52670.254344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.284025 sec): 3 clusters Score: Raw -52426.543936 + Penalty 641.426231 = -51785.117706 nChanged 419 SP:Iteration 1F (46.286012 sec): 3 clusters Score: Raw -52730.713379 + Penalty 654.035985 = -52076.677394 nChanged 143 SP:Iteration 2F (46.287979 sec): 3 clusters Score: Raw -52885.542427 + Penalty 661.982792 = -52223.559635 nChanged 68 SP:Iteration 3F (46.289941 sec): 3 clusters Score: Raw -52961.688501 + Penalty 667.095027 = -52294.593474 nChanged 67 SP:Iteration 4F (46.291902 sec): 3 clusters Score: Raw -53015.263555 + Penalty 667.593646 = -52347.669910 nChanged 38 SP:Iteration 5Q (46.293822 sec): 3 clusters Score: Raw -53032.993722 + Penalty 666.016735 = -52366.976986 nChanged 27 SP:Iteration 6Q (46.295734 sec): 3 clusters Score: Raw -53048.650131 + Penalty 664.463224 = -52384.186907 nChanged 18 SP:Iteration 7Q (46.297636 sec): 3 clusters Score: Raw -53056.212160 + Penalty 664.629382 = -52391.582778 nChanged 16 SP:Iteration 8Q (46.299534 sec): 3 clusters Score: Raw -53067.494002 + Penalty 664.521356 = -52402.972646 nChanged 12 SP:Iteration 9Q (46.301430 sec): 3 clusters Score: Raw -53072.918165 + Penalty 662.922208 = -52409.995957 nChanged 11 SP:Iteration 10F (46.303391 sec): 3 clusters Score: Raw -53078.070388 + Penalty 660.621811 = -52417.448577 nChanged 13 SP:Iteration 11Q (46.305285 sec): 3 clusters Score: Raw -53083.923149 + Penalty 658.184748 = -52425.738400 nChanged 13 SP:Iteration 12Q (46.307234 sec): 3 clusters Score: Raw -53091.932515 + Penalty 656.511799 = -52435.420717 nChanged 11 SP:Iteration 13Q (46.309163 sec): 3 clusters Score: Raw -53099.053236 + Penalty 654.361278 = -52444.691958 nChanged 14 SP:Iteration 14Q (46.311078 sec): 3 clusters Score: Raw -53109.073052 + Penalty 653.858818 = -52455.214233 nChanged 7 SP:Iteration 15Q (46.312955 sec): 3 clusters Score: Raw -53110.475312 + Penalty 653.654516 = -52456.820797 nChanged 3 SP:Iteration 16Q (46.314830 sec): 3 clusters Score: Raw -53112.259360 + Penalty 654.440001 = -52457.819358 nChanged 3 SP:Iteration 17Q (46.316704 sec): 3 clusters Score: Raw -53112.564491 + Penalty 655.389390 = -52457.175101 nChanged 4 SP:Iteration 18F (46.318669 sec): 3 clusters Score: Raw -53113.251503 + Penalty 655.918304 = -52457.333199 nChanged 2 SP:Iteration 19Q (46.320552 sec): 3 clusters Score: Raw -53113.449492 + Penalty 656.102068 = -52457.347424 nChanged 1 SP:Iteration 20F (46.322517 sec): 3 clusters Score: Raw -53113.528356 + Penalty 656.102068 = -52457.426288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.324945 sec): 2 clusters Score: Raw -34896.963207 + Penalty 173.154751 = -34723.808456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.326406 sec): 3 clusters Score: Raw -34499.851681 + Penalty 347.966382 = -34151.885298 nChanged 279 SP:Iteration 1F (46.327823 sec): 3 clusters Score: Raw -34682.459964 + Penalty 349.198292 = -34333.261672 nChanged 81 SP:Iteration 2F (46.329229 sec): 3 clusters Score: Raw -34736.762146 + Penalty 348.454833 = -34388.307313 nChanged 45 SP:Iteration 3F (46.330627 sec): 3 clusters Score: Raw -34767.271003 + Penalty 348.706606 = -34418.564397 nChanged 23 SP:Iteration 4Q (46.332018 sec): 3 clusters Score: Raw -34784.768771 + Penalty 349.955390 = -34434.813381 nChanged 23 SP:Iteration 5Q (46.333382 sec): 3 clusters Score: Raw -34795.878616 + Penalty 349.101608 = -34446.777008 nChanged 13 SP:Iteration 6Q (46.334741 sec): 3 clusters Score: Raw -34803.071724 + Penalty 347.305976 = -34455.765748 nChanged 16 SP:Iteration 7Q (46.336111 sec): 3 clusters Score: Raw -34812.209282 + Penalty 347.137143 = -34465.072139 nChanged 12 SP:Iteration 8Q (46.337449 sec): 3 clusters Score: Raw -34820.266130 + Penalty 346.439119 = -34473.827010 nChanged 12 SP:Iteration 9Q (46.338781 sec): 3 clusters Score: Raw -34826.377260 + Penalty 344.464961 = -34481.912299 nChanged 8 SP:Iteration 10F (46.340197 sec): 3 clusters Score: Raw -34831.613278 + Penalty 341.452293 = -34490.160985 nChanged 10 SP:Iteration 11Q (46.341519 sec): 3 clusters Score: Raw -34836.370045 + Penalty 340.249760 = -34496.120285 nChanged 7 SP:Iteration 12Q (46.342827 sec): 3 clusters Score: Raw -34839.260650 + Penalty 340.924823 = -34498.335828 nChanged 7 SP:Iteration 13Q (46.344152 sec): 3 clusters Score: Raw -34840.776402 + Penalty 341.586620 = -34499.189783 nChanged 7 SP:Iteration 14Q (46.345451 sec): 3 clusters Score: Raw -34842.023125 + Penalty 340.346239 = -34501.676886 nChanged 4 SP:Iteration 15Q (46.346750 sec): 3 clusters Score: Raw -34843.435369 + Penalty 339.141824 = -34504.293545 nChanged 4 SP:Iteration 16Q (46.348067 sec): 3 clusters Score: Raw -34844.806851 + Penalty 339.053039 = -34505.753812 nChanged 4 SP:Iteration 17Q (46.349360 sec): 3 clusters Score: Raw -34845.728045 + Penalty 339.932816 = -34505.795229 nChanged 6 SP:Iteration 18Q (46.350655 sec): 3 clusters Score: Raw -34847.143064 + Penalty 339.252372 = -34507.890692 nChanged 3 SP:Iteration 19Q (46.351982 sec): 3 clusters Score: Raw -34848.044598 + Penalty 339.094746 = -34508.949853 nChanged 1 SP:Iteration 20F (46.353369 sec): 3 clusters Score: Raw -34848.282109 + Penalty 339.198201 = -34509.083908 nChanged 2 SP:Iteration 21Q (46.354655 sec): 3 clusters Score: Raw -34848.979183 + Penalty 339.132590 = -34509.846593 nChanged 6 SP:Iteration 22Q (46.355970 sec): 3 clusters Score: Raw -34851.349756 + Penalty 340.229378 = -34511.120377 nChanged 4 SP:Iteration 23Q (46.357326 sec): 3 clusters Score: Raw -34852.659485 + Penalty 341.713952 = -34510.945533 nChanged 6 SP:Iteration 24F (46.358781 sec): 3 clusters Score: Raw -34854.705897 + Penalty 342.863818 = -34511.842079 nChanged 2 SP:Iteration 25Q (46.360114 sec): 3 clusters Score: Raw -34855.327682 + Penalty 344.911984 = -34510.415698 nChanged 6 SP:Iteration 26F (46.361479 sec): 3 clusters Score: Raw -34857.425340 + Penalty 344.652030 = -34512.773310 nChanged 2 SP:Iteration 27Q (46.362724 sec): 3 clusters Score: Raw -34858.381836 + Penalty 344.520681 = -34513.861155 nChanged 1 SP:Iteration 28Q (46.364006 sec): 3 clusters Score: Raw -34858.857089 + Penalty 345.076752 = -34513.780337 nChanged 2 SP:Iteration 29F (46.365385 sec): 3 clusters Score: Raw -34859.526908 + Penalty 347.061623 = -34512.465285 nChanged 3 SP:Iteration 30F (46.366766 sec): 3 clusters Score: Raw -34860.425365 + Penalty 348.786266 = -34511.639099 nChanged 5 SP:Iteration 31F (46.368164 sec): 3 clusters Score: Raw -34862.359725 + Penalty 348.427011 = -34513.932714 nChanged 4 SP:Iteration 32Q (46.369415 sec): 3 clusters Score: Raw -34863.571096 + Penalty 348.394897 = -34515.176199 nChanged 1 SP:Iteration 33Q (46.370665 sec): 3 clusters Score: Raw -34863.720091 + Penalty 348.300775 = -34515.419316 nChanged 1 SP:Iteration 34Q (46.371934 sec): 3 clusters Score: Raw -34864.085657 + Penalty 347.831320 = -34516.254336 nChanged 3 SP:Iteration 35Q (46.373179 sec): 3 clusters Score: Raw -34864.876649 + Penalty 349.138740 = -34515.737909 nChanged 3 SP:Iteration 36F (46.374560 sec): 3 clusters Score: Raw -34866.242896 + Penalty 348.644048 = -34517.598847 nChanged 3 SP:Iteration 37Q (46.375813 sec): 3 clusters Score: Raw -34867.503259 + Penalty 346.552746 = -34520.950514 nChanged 2 SP:Iteration 38Q (46.377045 sec): 3 clusters Score: Raw -34868.868933 + Penalty 345.589827 = -34523.279107 nChanged 3 SP:Iteration 39Q (46.378276 sec): 3 clusters Score: Raw -34870.062497 + Penalty 346.207717 = -34523.854780 nChanged 2 SP:Iteration 40F (46.379647 sec): 3 clusters Score: Raw -34870.791251 + Penalty 347.271165 = -34523.520086 nChanged 1 SP:Iteration 41F (46.381025 sec): 3 clusters Score: Raw -34871.198004 + Penalty 345.550002 = -34525.648002 nChanged 2 SP:Iteration 42Q (46.382252 sec): 3 clusters Score: Raw -34872.660638 + Penalty 345.550002 = -34527.110637 nChanged 0 SP:Iteration 43F (46.383629 sec): 3 clusters Score: Raw -34872.660638 + Penalty 345.550002 = -34527.110637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.384583 sec): 2 clusters Score: Raw -8930.802590 + Penalty 227.060795 = -8703.741795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.385103 sec): 3 clusters Score: Raw -8901.801622 + Penalty 469.182113 = -8432.619510 nChanged 50 SP:Iteration 1F (46.385610 sec): 3 clusters Score: Raw -8961.751680 + Penalty 474.612816 = -8487.138864 nChanged 8 SP:Iteration 2Q (46.386103 sec): 3 clusters Score: Raw -8974.773260 + Penalty 476.810545 = -8497.962716 nChanged 3 SP:Iteration 3Q (46.386588 sec): 3 clusters Score: Raw -8976.636703 + Penalty 480.318054 = -8496.318649 nChanged 2 SP:Iteration 4F (46.387088 sec): 3 clusters Score: Raw -8979.321162 + Penalty 479.695169 = -8499.625992 nChanged 1 SP:Iteration 5Q (46.387571 sec): 3 clusters Score: Raw -8981.794899 + Penalty 479.695169 = -8502.099730 nChanged 0 SP:Iteration 6F (46.388071 sec): 3 clusters Score: Raw -8981.794899 + Penalty 479.695169 = -8502.099730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.391239 sec): 2 clusters Score: Raw -32151.660363 + Penalty 184.698781 = -31966.961581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.392576 sec): 3 clusters Score: Raw -31812.991284 + Penalty 368.426477 = -31444.564807 nChanged 240 SP:Iteration 1F (46.393942 sec): 3 clusters Score: Raw -31952.857928 + Penalty 368.428558 = -31584.429370 nChanged 47 SP:Iteration 2F (46.395280 sec): 3 clusters Score: Raw -31975.609593 + Penalty 369.511320 = -31606.098274 nChanged 32 SP:Iteration 3F (46.396604 sec): 3 clusters Score: Raw -31996.591268 + Penalty 370.479919 = -31626.111350 nChanged 32 SP:Iteration 4F (46.397929 sec): 3 clusters Score: Raw -32015.942506 + Penalty 370.259188 = -31645.683318 nChanged 31 SP:Iteration 5F (46.399272 sec): 3 clusters Score: Raw -32033.551759 + Penalty 370.063041 = -31663.488717 nChanged 24 SP:Iteration 6Q (46.400613 sec): 3 clusters Score: Raw -32045.757566 + Penalty 372.046041 = -31673.711525 nChanged 20 SP:Iteration 7Q (46.401954 sec): 3 clusters Score: Raw -32061.526691 + Penalty 376.900827 = -31684.625865 nChanged 28 SP:Iteration 8Q (46.403290 sec): 3 clusters Score: Raw -32086.603848 + Penalty 384.211670 = -31702.392178 nChanged 26 SP:Iteration 9Q (46.404622 sec): 3 clusters Score: Raw -32119.586624 + Penalty 392.656613 = -31726.930011 nChanged 22 SP:Iteration 10F (46.405993 sec): 3 clusters Score: Raw -32144.543954 + Penalty 392.380526 = -31752.163428 nChanged 9 SP:Iteration 11Q (46.407256 sec): 3 clusters Score: Raw -32149.973598 + Penalty 392.918733 = -31757.054866 nChanged 3 SP:Iteration 12Q (46.408510 sec): 3 clusters Score: Raw -32150.308064 + Penalty 394.577485 = -31755.730579 nChanged 2 SP:Iteration 13F (46.409885 sec): 3 clusters Score: Raw -32151.401202 + Penalty 396.401146 = -31755.000056 nChanged 5 SP:Iteration 14F (46.411262 sec): 3 clusters Score: Raw -32152.766785 + Penalty 396.873327 = -31755.893458 nChanged 2 SP:Iteration 15Q (46.412516 sec): 3 clusters Score: Raw -32153.360702 + Penalty 396.873327 = -31756.487375 nChanged 0 SP:Iteration 16F (46.413890 sec): 3 clusters Score: Raw -32153.360702 + Penalty 396.873327 = -31756.487375 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 17 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.417772 sec): 2 clusters Score: Raw -59871.908579 + Penalty 222.091013 = -59649.817566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.420087 sec): 3 clusters Score: Raw -59182.078014 + Penalty 448.062287 = -58734.015727 nChanged 479 SP:Iteration 1F (46.422369 sec): 3 clusters Score: Raw -59550.840968 + Penalty 468.443792 = -59082.397176 nChanged 168 SP:Iteration 2F (46.424655 sec): 3 clusters Score: Raw -59696.057180 + Penalty 480.900916 = -59215.156263 nChanged 83 SP:Iteration 3F (46.426983 sec): 3 clusters Score: Raw -59757.360352 + Penalty 494.982050 = -59262.378302 nChanged 56 SP:Iteration 4Q (46.429282 sec): 3 clusters Score: Raw -59811.762396 + Penalty 510.274435 = -59301.487961 nChanged 40 SP:Iteration 5Q (46.431606 sec): 3 clusters Score: Raw -59855.806203 + Penalty 524.228341 = -59331.577862 nChanged 31 SP:Iteration 6Q (46.433947 sec): 3 clusters Score: Raw -59891.930732 + Penalty 536.426310 = -59355.504422 nChanged 26 SP:Iteration 7Q (46.436255 sec): 3 clusters Score: Raw -59909.017972 + Penalty 544.697659 = -59364.320312 nChanged 19 SP:Iteration 8Q (46.438478 sec): 3 clusters Score: Raw -59916.302968 + Penalty 548.838644 = -59367.464323 nChanged 11 SP:Iteration 9Q (46.440699 sec): 3 clusters Score: Raw -59919.111604 + Penalty 551.058536 = -59368.053067 nChanged 4 SP:Iteration 10F (46.443034 sec): 3 clusters Score: Raw -59920.171333 + Penalty 557.075639 = -59363.095695 nChanged 9 SP:Iteration 11F (46.445358 sec): 3 clusters Score: Raw -59922.935876 + Penalty 561.143407 = -59361.792469 nChanged 7 SP:Iteration 12F (46.447684 sec): 3 clusters Score: Raw -59925.353631 + Penalty 562.502638 = -59362.850993 nChanged 3 SP:Iteration 13Q (46.449877 sec): 3 clusters Score: Raw -59925.658623 + Penalty 563.267176 = -59362.391447 nChanged 1 SP:Iteration 14F (46.452208 sec): 3 clusters Score: Raw -59925.691287 + Penalty 563.267176 = -59362.424111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.453908 sec): 2 clusters Score: Raw -18601.888414 + Penalty 466.905794 = -18134.982619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.454815 sec): 3 clusters Score: Raw -18469.336469 + Penalty 937.911375 = -17531.425094 nChanged 107 SP:Iteration 1F (46.455711 sec): 3 clusters Score: Raw -18565.877737 + Penalty 941.086209 = -17624.791528 nChanged 30 SP:Iteration 2F (46.456609 sec): 3 clusters Score: Raw -18586.282506 + Penalty 942.335853 = -17643.946653 nChanged 10 SP:Iteration 3Q (46.457497 sec): 3 clusters Score: Raw -18598.117115 + Penalty 939.991640 = -17658.125476 nChanged 9 SP:Iteration 4Q (46.458380 sec): 3 clusters Score: Raw -18613.191978 + Penalty 938.962823 = -17674.229155 nChanged 8 SP:Iteration 5Q (46.459306 sec): 3 clusters Score: Raw -18631.265573 + Penalty 936.092630 = -17695.172943 nChanged 8 SP:Iteration 6Q (46.460218 sec): 3 clusters Score: Raw -18643.042848 + Penalty 934.500155 = -17708.542693 nChanged 6 SP:Iteration 7Q (46.461135 sec): 3 clusters Score: Raw -18653.997443 + Penalty 933.428601 = -17720.568843 nChanged 8 SP:Iteration 8Q (46.462040 sec): 3 clusters Score: Raw -18662.242399 + Penalty 933.101096 = -17729.141303 nChanged 6 SP:Iteration 9Q (46.462906 sec): 3 clusters Score: Raw -18667.585079 + Penalty 932.818318 = -17734.766761 nChanged 3 SP:Iteration 10F (46.463806 sec): 3 clusters Score: Raw -18671.939192 + Penalty 932.500894 = -17739.438298 nChanged 1 SP:Iteration 11Q (46.464666 sec): 3 clusters Score: Raw -18672.156957 + Penalty 932.500894 = -17739.656063 nChanged 0 SP:Iteration 12F (46.465558 sec): 3 clusters Score: Raw -18672.156957 + Penalty 932.500894 = -17739.656063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.467800 sec): 2 clusters Score: Raw -35377.860826 + Penalty 622.028947 = -34755.831879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.469128 sec): 3 clusters Score: Raw -35110.425848 + Penalty 1241.706113 = -33868.719734 nChanged 195 SP:Iteration 1F (46.470429 sec): 3 clusters Score: Raw -35245.617427 + Penalty 1240.301863 = -34005.315564 nChanged 47 SP:Iteration 2F (46.471733 sec): 3 clusters Score: Raw -35279.548796 + Penalty 1240.081059 = -34039.467736 nChanged 24 SP:Iteration 3Q (46.473022 sec): 3 clusters Score: Raw -35296.796825 + Penalty 1240.193824 = -34056.603001 nChanged 8 SP:Iteration 4Q (46.474303 sec): 3 clusters Score: Raw -35302.043527 + Penalty 1240.596846 = -34061.446681 nChanged 6 SP:Iteration 5Q (46.475585 sec): 3 clusters Score: Raw -35305.752284 + Penalty 1240.949569 = -34064.802716 nChanged 5 SP:Iteration 6Q (46.476862 sec): 3 clusters Score: Raw -35310.218927 + Penalty 1240.630767 = -34069.588161 nChanged 8 SP:Iteration 7Q (46.478137 sec): 3 clusters Score: Raw -35318.747800 + Penalty 1239.661320 = -34079.086480 nChanged 7 SP:Iteration 8Q (46.479410 sec): 3 clusters Score: Raw -35326.596127 + Penalty 1238.802011 = -34087.794116 nChanged 6 SP:Iteration 9Q (46.480681 sec): 3 clusters Score: Raw -35329.425281 + Penalty 1238.671583 = -34090.753698 nChanged 2 SP:Iteration 10F (46.482009 sec): 3 clusters Score: Raw -35330.127787 + Penalty 1238.671583 = -34091.456204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 21 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.482872 sec): 2 clusters Score: Raw -6141.096679 + Penalty 311.988066 = -5829.108613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.483338 sec): 3 clusters Score: Raw -6130.270306 + Penalty 621.968377 = -5508.301929 nChanged 24 SP:Iteration 1F (46.483776 sec): 3 clusters Score: Raw -6165.225181 + Penalty 622.460082 = -5542.765098 nChanged 11 SP:Iteration 2F (46.484211 sec): 3 clusters Score: Raw -6182.860646 + Penalty 623.976132 = -5558.884513 nChanged 2 SP:Iteration 3Q (46.484666 sec): 3 clusters Score: Raw -6185.610658 + Penalty 625.122810 = -5560.487848 nChanged 5 SP:Iteration 4Q (46.485087 sec): 3 clusters Score: Raw -6200.283123 + Penalty 629.493822 = -5570.789301 nChanged 5 SP:Iteration 5Q (46.485506 sec): 3 clusters Score: Raw -6208.904772 + Penalty 631.455522 = -5577.449249 nChanged 3 SP:Iteration 6Q (46.485924 sec): 3 clusters Score: Raw -6215.035784 + Penalty 639.779226 = -5575.256558 nChanged 5 SP:Iteration 7F (46.486361 sec): 3 clusters Score: Raw -6227.435470 + Penalty 642.974957 = -5584.460513 nChanged 2 SP:Iteration 8Q (46.486770 sec): 3 clusters Score: Raw -6229.797910 + Penalty 642.974957 = -5586.822954 nChanged 0 SP:Iteration 9F (46.487200 sec): 3 clusters Score: Raw -6229.797910 + Penalty 642.974957 = -5586.822954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.488395 sec): 2 clusters Score: Raw -13951.319222 + Penalty 180.425246 = -13770.893976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.489080 sec): 3 clusters Score: Raw -13841.036336 + Penalty 364.325538 = -13476.710798 nChanged 83 SP:Iteration 1F (46.489759 sec): 3 clusters Score: Raw -13920.101957 + Penalty 365.979364 = -13554.122593 nChanged 22 SP:Iteration 2F (46.490438 sec): 3 clusters Score: Raw -13934.266612 + Penalty 367.348936 = -13566.917676 nChanged 9 SP:Iteration 3Q (46.491109 sec): 3 clusters Score: Raw -13941.751320 + Penalty 368.256426 = -13573.494894 nChanged 9 SP:Iteration 4Q (46.491775 sec): 3 clusters Score: Raw -13948.421739 + Penalty 368.153348 = -13580.268391 nChanged 8 SP:Iteration 5Q (46.492438 sec): 3 clusters Score: Raw -13953.160856 + Penalty 368.187980 = -13584.972876 nChanged 3 SP:Iteration 6Q (46.493100 sec): 3 clusters Score: Raw -13955.005149 + Penalty 368.867173 = -13586.137976 nChanged 7 SP:Iteration 7Q (46.493762 sec): 3 clusters Score: Raw -13956.928703 + Penalty 368.357168 = -13588.571535 nChanged 1 SP:Iteration 8Q (46.494422 sec): 3 clusters Score: Raw -13957.158300 + Penalty 367.797108 = -13589.361192 nChanged 1 SP:Iteration 9Q (46.495081 sec): 3 clusters Score: Raw -13957.330175 + Penalty 366.639525 = -13590.690650 nChanged 2 SP:Iteration 10F (46.495757 sec): 3 clusters Score: Raw -13957.765356 + Penalty 365.643161 = -13592.122196 nChanged 2 SP:Iteration 11Q (46.496417 sec): 3 clusters Score: Raw -13958.556515 + Penalty 365.129927 = -13593.426589 nChanged 1 SP:Iteration 12Q (46.497076 sec): 3 clusters Score: Raw -13958.722415 + Penalty 363.988201 = -13594.734214 nChanged 2 SP:Iteration 13Q (46.497735 sec): 3 clusters Score: Raw -13959.268194 + Penalty 363.503248 = -13595.764946 nChanged 1 SP:Iteration 14Q (46.498394 sec): 3 clusters Score: Raw -13959.646057 + Penalty 362.918069 = -13596.727988 nChanged 1 SP:Iteration 15Q (46.499052 sec): 3 clusters Score: Raw -13960.036352 + Penalty 362.918069 = -13597.118283 nChanged 0 SP:Iteration 16F (46.499726 sec): 3 clusters Score: Raw -13960.036352 + Penalty 362.918069 = -13597.118283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.505098 sec): 2 clusters Score: Raw -74492.994766 + Penalty 147.793243 = -74345.201523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.508019 sec): 3 clusters Score: Raw -73552.492042 + Penalty 297.218622 = -73255.273421 nChanged 686 SP:Iteration 1F (46.510848 sec): 3 clusters Score: Raw -73997.976609 + Penalty 306.847156 = -73691.129453 nChanged 184 SP:Iteration 2F (46.513649 sec): 3 clusters Score: Raw -74072.210729 + Penalty 316.340193 = -73755.870536 nChanged 92 SP:Iteration 3F (46.516427 sec): 3 clusters Score: Raw -74120.662824 + Penalty 326.909693 = -73793.753131 nChanged 92 SP:Iteration 4F (46.519216 sec): 3 clusters Score: Raw -74192.915868 + Penalty 337.120463 = -73855.795405 nChanged 81 SP:Iteration 5F (46.521992 sec): 3 clusters Score: Raw -74268.966045 + Penalty 355.445160 = -73913.520885 nChanged 80 SP:Iteration 6F (46.524716 sec): 3 clusters Score: Raw -74344.616561 + Penalty 369.660803 = -73974.955758 nChanged 61 SP:Iteration 7Q (46.527435 sec): 3 clusters Score: Raw -74403.618981 + Penalty 369.131412 = -74034.487569 nChanged 47 SP:Iteration 8Q (46.530122 sec): 3 clusters Score: Raw -74440.794569 + Penalty 380.588668 = -74060.205901 nChanged 25 SP:Iteration 9Q (46.532743 sec): 3 clusters Score: Raw -74462.250996 + Penalty 416.803805 = -74045.447191 nChanged 25 SP:Iteration 10F (46.535523 sec): 3 clusters Score: Raw -74483.788768 + Penalty 445.043622 = -74038.745146 nChanged 8 SP:Iteration 11F (46.538226 sec): 3 clusters Score: Raw -74491.687949 + Penalty 470.998963 = -74020.688986 nChanged 4 SP:Iteration 12F (46.540908 sec): 3 clusters Score: Raw -74499.052134 + Penalty 484.143607 = -74014.908527 nChanged 2 SP:Iteration 13F (46.543589 sec): 3 clusters Score: Raw -74504.213189 + Penalty 495.730107 = -74008.483082 nChanged 2 SP:Iteration 14F (46.546270 sec): 3 clusters Score: Raw -74506.239701 + Penalty 495.730107 = -74010.509594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.548566 sec): 2 clusters Score: Raw -13764.690126 + Penalty 718.414750 = -13046.275376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.549375 sec): 3 clusters Score: Raw -13746.735578 + Penalty 1435.826066 = -12310.909513 nChanged 67 SP:Iteration 1F (46.550147 sec): 3 clusters Score: Raw -13856.728428 + Penalty 1433.139128 = -12423.589300 nChanged 29 SP:Iteration 2F (46.550915 sec): 3 clusters Score: Raw -13925.497315 + Penalty 1436.719208 = -12488.778107 nChanged 9 SP:Iteration 3Q (46.551652 sec): 3 clusters Score: Raw -13940.331717 + Penalty 1439.838941 = -12500.492776 nChanged 4 SP:Iteration 4Q (46.552379 sec): 3 clusters Score: Raw -13945.082151 + Penalty 1437.917980 = -12507.164171 nChanged 4 SP:Iteration 5Q (46.553104 sec): 3 clusters Score: Raw -13950.266872 + Penalty 1437.917980 = -12512.348892 nChanged 0 SP:Iteration 6F (46.553868 sec): 3 clusters Score: Raw -13950.266872 + Penalty 1437.917980 = -12512.348892 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.557224 sec): 2 clusters Score: Raw -54275.525476 + Penalty 657.276196 = -53618.249280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.559204 sec): 3 clusters Score: Raw -53830.750759 + Penalty 1313.283088 = -52517.467671 nChanged 326 SP:Iteration 1F (46.561233 sec): 3 clusters Score: Raw -54055.065501 + Penalty 1311.945181 = -52743.120320 nChanged 98 SP:Iteration 2F (46.563300 sec): 3 clusters Score: Raw -54149.903338 + Penalty 1311.708835 = -52838.194503 nChanged 63 SP:Iteration 3F (46.565272 sec): 3 clusters Score: Raw -54200.895197 + Penalty 1310.763804 = -52890.131393 nChanged 49 SP:Iteration 4F (46.567195 sec): 3 clusters Score: Raw -54241.280769 + Penalty 1311.160427 = -52930.120342 nChanged 35 SP:Iteration 5Q (46.569102 sec): 3 clusters Score: Raw -54262.446561 + Penalty 1311.058921 = -52951.387640 nChanged 23 SP:Iteration 6Q (46.571010 sec): 3 clusters Score: Raw -54278.331220 + Penalty 1310.403663 = -52967.927557 nChanged 21 SP:Iteration 7Q (46.572970 sec): 3 clusters Score: Raw -54290.795708 + Penalty 1309.351043 = -52981.444665 nChanged 17 SP:Iteration 8Q (46.574938 sec): 3 clusters Score: Raw -54304.562001 + Penalty 1307.803660 = -52996.758341 nChanged 19 SP:Iteration 9Q (46.576885 sec): 3 clusters Score: Raw -54320.540920 + Penalty 1306.002767 = -53014.538154 nChanged 17 SP:Iteration 10F (46.578850 sec): 3 clusters Score: Raw -54333.073159 + Penalty 1304.665230 = -53028.407929 nChanged 11 SP:Iteration 11Q (46.580802 sec): 3 clusters Score: Raw -54341.989129 + Penalty 1301.499594 = -53040.489535 nChanged 13 SP:Iteration 12Q (46.582773 sec): 3 clusters Score: Raw -54363.907891 + Penalty 1298.011266 = -53065.896625 nChanged 16 SP:Iteration 13Q (46.584662 sec): 3 clusters Score: Raw -54386.869039 + Penalty 1297.640560 = -53089.228479 nChanged 17 SP:Iteration 14Q (46.586494 sec): 3 clusters Score: Raw -54413.600642 + Penalty 1296.807599 = -53116.793043 nChanged 14 SP:Iteration 15Q (46.588298 sec): 3 clusters Score: Raw -54437.266647 + Penalty 1294.784169 = -53142.482478 nChanged 14 SP:Iteration 16Q (46.590058 sec): 3 clusters Score: Raw -54460.676690 + Penalty 1292.451037 = -53168.225653 nChanged 15 SP:Iteration 17Q (46.591806 sec): 3 clusters Score: Raw -54487.029007 + Penalty 1291.303266 = -53195.725742 nChanged 10 SP:Iteration 18Q (46.593528 sec): 3 clusters Score: Raw -54507.259159 + Penalty 1289.489322 = -53217.769838 nChanged 3 SP:Iteration 19Q (46.595235 sec): 3 clusters Score: Raw -54511.190129 + Penalty 1288.355972 = -53222.834157 nChanged 1 SP:Iteration 20F (46.597185 sec): 3 clusters Score: Raw -54514.043716 + Penalty 1288.128237 = -53225.915479 nChanged 3 SP:Iteration 21Q (46.598890 sec): 3 clusters Score: Raw -54517.022350 + Penalty 1287.775909 = -53229.246441 nChanged 2 SP:Iteration 22Q (46.600630 sec): 3 clusters Score: Raw -54518.100949 + Penalty 1287.775909 = -53230.325040 nChanged 0 SP:Iteration 23F (46.602621 sec): 3 clusters Score: Raw -54518.100949 + Penalty 1287.775909 = -53230.325040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.604369 sec): 2 clusters Score: Raw -24101.375370 + Penalty 354.990120 = -23746.385250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.605356 sec): 3 clusters Score: Raw -23898.577361 + Penalty 710.982200 = -23187.595161 nChanged 151 SP:Iteration 1F (46.606323 sec): 3 clusters Score: Raw -24033.632654 + Penalty 722.054253 = -23311.578401 nChanged 47 SP:Iteration 2F (46.607279 sec): 3 clusters Score: Raw -24097.279161 + Penalty 745.158116 = -23352.121045 nChanged 38 SP:Iteration 3F (46.608225 sec): 3 clusters Score: Raw -24144.088797 + Penalty 779.055830 = -23365.032967 nChanged 31 SP:Iteration 4F (46.609182 sec): 3 clusters Score: Raw -24192.339801 + Penalty 815.471749 = -23376.868051 nChanged 24 SP:Iteration 5F (46.610113 sec): 3 clusters Score: Raw -24220.081377 + Penalty 837.567884 = -23382.513494 nChanged 8 SP:Iteration 6Q (46.611006 sec): 3 clusters Score: Raw -24226.529304 + Penalty 844.919047 = -23381.610257 nChanged 2 SP:Iteration 7F (46.611935 sec): 3 clusters Score: Raw -24227.822925 + Penalty 844.919047 = -23382.903877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.613492 sec): 2 clusters Score: Raw -21234.160514 + Penalty 316.772345 = -20917.388169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.614419 sec): 3 clusters Score: Raw -21065.948600 + Penalty 629.772398 = -20436.176202 nChanged 140 SP:Iteration 1F (46.615322 sec): 3 clusters Score: Raw -21246.333365 + Penalty 627.472203 = -20618.861162 nChanged 41 SP:Iteration 2F (46.616223 sec): 3 clusters Score: Raw -21298.320549 + Penalty 625.297131 = -20673.023418 nChanged 21 SP:Iteration 3F (46.617123 sec): 3 clusters Score: Raw -21326.099305 + Penalty 624.574532 = -20701.524773 nChanged 15 SP:Iteration 4Q (46.617995 sec): 3 clusters Score: Raw -21339.098748 + Penalty 624.816882 = -20714.281866 nChanged 3 SP:Iteration 5Q (46.618861 sec): 3 clusters Score: Raw -21340.462074 + Penalty 625.311228 = -20715.150846 nChanged 2 SP:Iteration 6Q (46.619725 sec): 3 clusters Score: Raw -21342.037341 + Penalty 625.658169 = -20716.379172 nChanged 2 SP:Iteration 7Q (46.620590 sec): 3 clusters Score: Raw -21343.225527 + Penalty 625.618224 = -20717.607303 nChanged 1 SP:Iteration 8Q (46.621460 sec): 3 clusters Score: Raw -21343.409615 + Penalty 625.618224 = -20717.791391 nChanged 0 SP:Iteration 9F (46.622396 sec): 3 clusters Score: Raw -21343.409615 + Penalty 625.618224 = -20717.791391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.623668 sec): 2 clusters Score: Raw -17319.002418 + Penalty 706.982147 = -16612.020271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.624415 sec): 3 clusters Score: Raw -17252.931375 + Penalty 1413.894846 = -15839.036529 nChanged 51 SP:Iteration 1F (46.625148 sec): 3 clusters Score: Raw -17326.093360 + Penalty 1413.099256 = -15912.994104 nChanged 14 SP:Iteration 2Q (46.625875 sec): 3 clusters Score: Raw -17353.731586 + Penalty 1413.086875 = -15940.644711 nChanged 7 SP:Iteration 3Q (46.626595 sec): 3 clusters Score: Raw -17363.732724 + Penalty 1412.851021 = -15950.881703 nChanged 5 SP:Iteration 4Q (46.627314 sec): 3 clusters Score: Raw -17372.549390 + Penalty 1412.662409 = -15959.886981 nChanged 3 SP:Iteration 5Q (46.628028 sec): 3 clusters Score: Raw -17375.857633 + Penalty 1412.160360 = -15963.697273 nChanged 3 SP:Iteration 6Q (46.628743 sec): 3 clusters Score: Raw -17381.211711 + Penalty 1411.767031 = -15969.444680 nChanged 2 SP:Iteration 7Q (46.629457 sec): 3 clusters Score: Raw -17382.769708 + Penalty 1411.662377 = -15971.107331 nChanged 1 SP:Iteration 8Q (46.630171 sec): 3 clusters Score: Raw -17384.133176 + Penalty 1411.271264 = -15972.861911 nChanged 3 SP:Iteration 9Q (46.630887 sec): 3 clusters Score: Raw -17388.274745 + Penalty 1411.131364 = -15977.143381 nChanged 4 SP:Iteration 10F (46.631626 sec): 3 clusters Score: Raw -17394.295617 + Penalty 1409.797873 = -15984.497744 nChanged 3 SP:Iteration 11Q (46.632343 sec): 3 clusters Score: Raw -17402.868952 + Penalty 1408.824775 = -15994.044177 nChanged 5 SP:Iteration 12Q (46.633054 sec): 3 clusters Score: Raw -17412.135389 + Penalty 1407.081596 = -16005.053793 nChanged 4 SP:Iteration 13Q (46.633758 sec): 3 clusters Score: Raw -17429.755775 + Penalty 1405.936225 = -16023.819551 nChanged 4 SP:Iteration 14Q (46.634452 sec): 3 clusters Score: Raw -17437.825501 + Penalty 1406.733899 = -16031.091603 nChanged 4 SP:Iteration 15Q (46.635143 sec): 3 clusters Score: Raw -17444.887095 + Penalty 1405.865035 = -16039.022060 nChanged 3 SP:Iteration 16Q (46.635834 sec): 3 clusters Score: Raw -17470.844339 + Penalty 1404.817424 = -16066.026915 nChanged 6 SP:Iteration 17Q (46.636523 sec): 3 clusters Score: Raw -17503.485554 + Penalty 1406.044643 = -16097.440911 nChanged 7 SP:Iteration 18Q (46.637209 sec): 3 clusters Score: Raw -17528.135668 + Penalty 1407.411240 = -16120.724429 nChanged 5 SP:Iteration 19Q (46.637892 sec): 3 clusters Score: Raw -17536.438599 + Penalty 1410.171558 = -16126.267041 nChanged 8 SP:Iteration 20F (46.638626 sec): 3 clusters Score: Raw -17558.466526 + Penalty 1414.471941 = -16143.994585 nChanged 9 SP:Iteration 21Q (46.639302 sec): 3 clusters Score: Raw -17573.893080 + Penalty 1416.656757 = -16157.236323 nChanged 4 SP:Iteration 22Q (46.639975 sec): 3 clusters Score: Raw -17579.401049 + Penalty 1418.438435 = -16160.962614 nChanged 3 SP:Iteration 23Q (46.640642 sec): 3 clusters Score: Raw -17588.706113 + Penalty 1421.705055 = -16167.001058 nChanged 7 SP:Iteration 24Q (46.641311 sec): 3 clusters Score: Raw -17612.966754 + Penalty 1427.760554 = -16185.206201 nChanged 8 SP:Iteration 25Q (46.641971 sec): 3 clusters Score: Raw -17636.542551 + Penalty 1434.755138 = -16201.787414 nChanged 8 SP:Iteration 26Q (46.642616 sec): 3 clusters Score: Raw -17661.396519 + Penalty 1438.969412 = -16222.427108 nChanged 5 SP:Iteration 27Q (46.643242 sec): 3 clusters Score: Raw -17680.820219 + Penalty 1440.848877 = -16239.971342 nChanged 2 SP:Iteration 28Q (46.643857 sec): 3 clusters Score: Raw -17684.268668 + Penalty 1441.346982 = -16242.921686 nChanged 1 SP:Iteration 29Q (46.644469 sec): 3 clusters Score: Raw -17688.514471 + Penalty 1441.346982 = -16247.167489 nChanged 0 SP:Iteration 30F (46.645215 sec): 3 clusters Score: Raw -17688.514471 + Penalty 1441.346982 = -16247.167489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.646472 sec): 2 clusters Score: Raw -13887.629705 + Penalty 466.359246 = -13421.270459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.647204 sec): 3 clusters Score: Raw -13846.370132 + Penalty 934.303292 = -12912.066840 nChanged 71 SP:Iteration 1F (46.647922 sec): 3 clusters Score: Raw -13930.451625 + Penalty 937.058528 = -12993.393097 nChanged 15 SP:Iteration 2F (46.648639 sec): 3 clusters Score: Raw -13944.948980 + Penalty 938.844866 = -13006.104115 nChanged 6 SP:Iteration 3Q (46.649334 sec): 3 clusters Score: Raw -13956.086521 + Penalty 944.909434 = -13011.177087 nChanged 10 SP:Iteration 4Q (46.650027 sec): 3 clusters Score: Raw -13971.791557 + Penalty 951.216463 = -13020.575095 nChanged 8 SP:Iteration 5Q (46.650718 sec): 3 clusters Score: Raw -13984.672441 + Penalty 957.134910 = -13027.537531 nChanged 14 SP:Iteration 6Q (46.651408 sec): 3 clusters Score: Raw -14014.327605 + Penalty 967.178936 = -13047.148669 nChanged 10 SP:Iteration 7Q (46.652093 sec): 3 clusters Score: Raw -14033.827166 + Penalty 972.244392 = -13061.582774 nChanged 8 SP:Iteration 8Q (46.652773 sec): 3 clusters Score: Raw -14059.882130 + Penalty 980.171043 = -13079.711087 nChanged 5 SP:Iteration 9Q (46.653447 sec): 3 clusters Score: Raw -14065.987627 + Penalty 987.022787 = -13078.964839 nChanged 4 SP:Iteration 10F (46.654154 sec): 3 clusters Score: Raw -14071.694435 + Penalty 989.342405 = -13082.352030 nChanged 2 SP:Iteration 11Q (46.654825 sec): 3 clusters Score: Raw -14073.925837 + Penalty 995.389934 = -13078.535903 nChanged 3 SP:Iteration 12F (46.655530 sec): 3 clusters Score: Raw -14078.560592 + Penalty 1000.440374 = -13078.120218 nChanged 2 SP:Iteration 13F (46.656235 sec): 3 clusters Score: Raw -14081.137290 + Penalty 1002.881226 = -13078.256064 nChanged 1 SP:Iteration 14Q (46.656900 sec): 3 clusters Score: Raw -14083.764612 + Penalty 1009.856394 = -13073.908219 nChanged 2 SP:Iteration 15F (46.657604 sec): 3 clusters Score: Raw -14089.452117 + Penalty 1013.073244 = -13076.378872 nChanged 2 SP:Iteration 16Q (46.658262 sec): 3 clusters Score: Raw -14091.969233 + Penalty 1017.222757 = -13074.746476 nChanged 1 SP:Iteration 17F (46.658971 sec): 3 clusters Score: Raw -14093.661094 + Penalty 1017.222757 = -13076.438337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.660965 sec): 2 clusters Score: Raw -28369.150058 + Penalty 563.460225 = -27805.689833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.662119 sec): 3 clusters Score: Raw -28174.928016 + Penalty 1126.288153 = -27048.639863 nChanged 150 SP:Iteration 1F (46.663262 sec): 3 clusters Score: Raw -28297.261691 + Penalty 1128.125031 = -27169.136660 nChanged 55 SP:Iteration 2F (46.664453 sec): 3 clusters Score: Raw -28343.100584 + Penalty 1132.384486 = -27210.716099 nChanged 26 SP:Iteration 3F (46.665629 sec): 3 clusters Score: Raw -28368.523389 + Penalty 1138.858022 = -27229.665367 nChanged 23 SP:Iteration 4Q (46.666781 sec): 3 clusters Score: Raw -28396.695038 + Penalty 1149.361278 = -27247.333760 nChanged 22 SP:Iteration 5Q (46.667922 sec): 3 clusters Score: Raw -28420.135172 + Penalty 1155.698307 = -27264.436865 nChanged 19 SP:Iteration 6Q (46.669013 sec): 3 clusters Score: Raw -28444.196859 + Penalty 1160.443691 = -27283.753168 nChanged 9 SP:Iteration 7Q (46.670076 sec): 3 clusters Score: Raw -28451.572850 + Penalty 1161.912618 = -27289.660232 nChanged 5 SP:Iteration 8Q (46.671137 sec): 3 clusters Score: Raw -28455.520772 + Penalty 1163.233094 = -27292.287678 nChanged 5 SP:Iteration 9Q (46.672212 sec): 3 clusters Score: Raw -28459.157076 + Penalty 1167.047623 = -27292.109453 nChanged 7 SP:Iteration 10F (46.673339 sec): 3 clusters Score: Raw -28466.712991 + Penalty 1171.450396 = -27295.262595 nChanged 5 SP:Iteration 11Q (46.674408 sec): 3 clusters Score: Raw -28469.593116 + Penalty 1174.305481 = -27295.287635 nChanged 5 SP:Iteration 12Q (46.675473 sec): 3 clusters Score: Raw -28475.096735 + Penalty 1179.938668 = -27295.158067 nChanged 9 SP:Iteration 13F (46.676565 sec): 3 clusters Score: Raw -28486.358226 + Penalty 1183.299780 = -27303.058446 nChanged 7 SP:Iteration 14Q (46.677614 sec): 3 clusters Score: Raw -28491.655792 + Penalty 1183.674335 = -27307.981457 nChanged 3 SP:Iteration 15Q (46.678656 sec): 3 clusters Score: Raw -28495.603313 + Penalty 1187.094903 = -27308.508410 nChanged 4 SP:Iteration 16Q (46.679694 sec): 3 clusters Score: Raw -28502.313204 + Penalty 1189.442269 = -27312.870935 nChanged 2 SP:Iteration 17Q (46.680729 sec): 3 clusters Score: Raw -28502.881246 + Penalty 1189.442269 = -27313.438977 nChanged 0 SP:Iteration 18F (46.681821 sec): 3 clusters Score: Raw -28502.881246 + Penalty 1189.442269 = -27313.438977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.683543 sec): 2 clusters Score: Raw -23311.937549 + Penalty 473.747568 = -22838.189981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.684575 sec): 3 clusters Score: Raw -23147.976823 + Penalty 975.013752 = -22172.963071 nChanged 126 SP:Iteration 1F (46.685626 sec): 3 clusters Score: Raw -23308.409675 + Penalty 989.815467 = -22318.594208 nChanged 38 SP:Iteration 2F (46.686676 sec): 3 clusters Score: Raw -23351.611502 + Penalty 991.458722 = -22360.152780 nChanged 17 SP:Iteration 3Q (46.687718 sec): 3 clusters Score: Raw -23368.350304 + Penalty 995.561604 = -22372.788700 nChanged 8 SP:Iteration 4Q (46.688761 sec): 3 clusters Score: Raw -23375.173254 + Penalty 998.510906 = -22376.662348 nChanged 5 SP:Iteration 5Q (46.689800 sec): 3 clusters Score: Raw -23383.497802 + Penalty 1000.597945 = -22382.899856 nChanged 5 SP:Iteration 6Q (46.690834 sec): 3 clusters Score: Raw -23387.716894 + Penalty 1000.597945 = -22387.118949 nChanged 0 SP:Iteration 7F (46.691932 sec): 3 clusters Score: Raw -23387.716894 + Penalty 1000.597945 = -22387.118949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.693672 sec): 2 clusters Score: Raw -21848.963529 + Penalty 643.775038 = -21205.188491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.694717 sec): 3 clusters Score: Raw -21749.529123 + Penalty 1285.143958 = -20464.385165 nChanged 105 SP:Iteration 1F (46.695733 sec): 3 clusters Score: Raw -21882.192696 + Penalty 1282.656768 = -20599.535929 nChanged 35 SP:Iteration 2F (46.696743 sec): 3 clusters Score: Raw -21935.238851 + Penalty 1280.817446 = -20654.421405 nChanged 21 SP:Iteration 3F (46.697715 sec): 3 clusters Score: Raw -21957.328979 + Penalty 1279.105999 = -20678.222980 nChanged 7 SP:Iteration 4Q (46.698670 sec): 3 clusters Score: Raw -21964.838158 + Penalty 1278.637472 = -20686.200686 nChanged 7 SP:Iteration 5Q (46.699625 sec): 3 clusters Score: Raw -21972.780432 + Penalty 1276.199512 = -20696.580920 nChanged 5 SP:Iteration 6Q (46.700577 sec): 3 clusters Score: Raw -21988.127594 + Penalty 1276.351224 = -20711.776370 nChanged 5 SP:Iteration 7Q (46.701534 sec): 3 clusters Score: Raw -21997.124497 + Penalty 1275.549218 = -20721.575280 nChanged 3 SP:Iteration 8Q (46.702476 sec): 3 clusters Score: Raw -22003.950490 + Penalty 1276.368856 = -20727.581634 nChanged 4 SP:Iteration 9Q (46.703411 sec): 3 clusters Score: Raw -22009.787773 + Penalty 1275.724865 = -20734.062908 nChanged 2 SP:Iteration 10F (46.704385 sec): 3 clusters Score: Raw -22017.548275 + Penalty 1275.885779 = -20741.662496 nChanged 2 SP:Iteration 11Q (46.705311 sec): 3 clusters Score: Raw -22018.417851 + Penalty 1275.885779 = -20742.532072 nChanged 0 SP:Iteration 12F (46.706314 sec): 3 clusters Score: Raw -22018.417851 + Penalty 1275.885779 = -20742.532072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.708143 sec): 2 clusters Score: Raw -22405.915346 + Penalty 160.928135 = -22244.987211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.709254 sec): 3 clusters Score: Raw -22171.616894 + Penalty 316.751085 = -21854.865809 nChanged 202 SP:Iteration 1F (46.710352 sec): 3 clusters Score: Raw -22377.405730 + Penalty 316.592653 = -22060.813077 nChanged 54 SP:Iteration 2F (46.711451 sec): 3 clusters Score: Raw -22439.400044 + Penalty 320.053044 = -22119.347000 nChanged 28 SP:Iteration 3F (46.712540 sec): 3 clusters Score: Raw -22456.073856 + Penalty 323.711458 = -22132.362397 nChanged 11 SP:Iteration 4Q (46.713599 sec): 3 clusters Score: Raw -22459.470802 + Penalty 326.925178 = -22132.545624 nChanged 6 SP:Iteration 5Q (46.714649 sec): 3 clusters Score: Raw -22461.961561 + Penalty 328.036581 = -22133.924980 nChanged 2 SP:Iteration 6Q (46.715697 sec): 3 clusters Score: Raw -22462.998583 + Penalty 330.693812 = -22132.304771 nChanged 5 SP:Iteration 7F (46.716779 sec): 3 clusters Score: Raw -22466.113496 + Penalty 332.366704 = -22133.746792 nChanged 3 SP:Iteration 8Q (46.717826 sec): 3 clusters Score: Raw -22467.191126 + Penalty 334.794358 = -22132.396769 nChanged 4 SP:Iteration 9F (46.718907 sec): 3 clusters Score: Raw -22467.723582 + Penalty 335.433558 = -22132.290024 nChanged 1 SP:Iteration 10F (46.719989 sec): 3 clusters Score: Raw -22467.791467 + Penalty 335.753446 = -22132.038021 nChanged 1 SP:Iteration 11F (46.721060 sec): 3 clusters Score: Raw -22468.565129 + Penalty 336.765834 = -22131.799295 nChanged 2 SP:Iteration 12F (46.722128 sec): 3 clusters Score: Raw -22469.186996 + Penalty 338.613912 = -22130.573084 nChanged 3 SP:Iteration 13F (46.723210 sec): 3 clusters Score: Raw -22469.724985 + Penalty 341.821703 = -22127.903281 nChanged 5 SP:Iteration 14F (46.724288 sec): 3 clusters Score: Raw -22471.968144 + Penalty 345.133256 = -22126.834888 nChanged 5 SP:Iteration 15F (46.725364 sec): 3 clusters Score: Raw -22474.485465 + Penalty 349.070334 = -22125.415130 nChanged 6 SP:Iteration 16F (46.726439 sec): 3 clusters Score: Raw -22477.555344 + Penalty 352.588897 = -22124.966447 nChanged 5 SP:Iteration 17F (46.727512 sec): 3 clusters Score: Raw -22480.501819 + Penalty 355.672110 = -22124.829708 nChanged 5 SP:Iteration 18F (46.728586 sec): 3 clusters Score: Raw -22488.671442 + Penalty 357.896610 = -22130.774832 nChanged 4 SP:Iteration 19Q (46.729622 sec): 3 clusters Score: Raw -22490.081786 + Penalty 363.252478 = -22126.829308 nChanged 8 SP:Iteration 20F (46.730693 sec): 3 clusters Score: Raw -22493.734519 + Penalty 367.525823 = -22126.208697 nChanged 7 SP:Iteration 21F (46.731839 sec): 3 clusters Score: Raw -22497.600892 + Penalty 374.193769 = -22123.407123 nChanged 9 SP:Iteration 22F (46.732913 sec): 3 clusters Score: Raw -22504.901717 + Penalty 376.271669 = -22128.630048 nChanged 3 SP:Iteration 23Q (46.733953 sec): 3 clusters Score: Raw -22508.137859 + Penalty 378.002919 = -22130.134940 nChanged 2 SP:Iteration 24Q (46.734969 sec): 3 clusters Score: Raw -22508.942761 + Penalty 379.967972 = -22128.974789 nChanged 2 SP:Iteration 25F (46.736033 sec): 3 clusters Score: Raw -22509.638914 + Penalty 380.756273 = -22128.882641 nChanged 2 SP:Iteration 26F (46.737097 sec): 3 clusters Score: Raw -22509.969162 + Penalty 380.756273 = -22129.212889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.738284 sec): 2 clusters Score: Raw -10154.059831 + Penalty 318.259359 = -9835.800472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.738957 sec): 3 clusters Score: Raw -10117.804033 + Penalty 627.219767 = -9490.584266 nChanged 50 SP:Iteration 1F (46.739660 sec): 3 clusters Score: Raw -10208.480519 + Penalty 621.630871 = -9586.849649 nChanged 23 SP:Iteration 2F (46.740327 sec): 3 clusters Score: Raw -10269.537447 + Penalty 624.098973 = -9645.438474 nChanged 18 SP:Iteration 3F (46.740991 sec): 3 clusters Score: Raw -10321.802874 + Penalty 624.079201 = -9697.723673 nChanged 2 SP:Iteration 4Q (46.741626 sec): 3 clusters Score: Raw -10324.108734 + Penalty 622.558665 = -9701.550069 nChanged 1 SP:Iteration 5Q (46.742259 sec): 3 clusters Score: Raw -10329.195485 + Penalty 614.751542 = -9714.443942 nChanged 4 SP:Iteration 6Q (46.742890 sec): 3 clusters Score: Raw -10341.977639 + Penalty 612.421882 = -9729.555756 nChanged 1 SP:Iteration 7Q (46.743518 sec): 3 clusters Score: Raw -10346.280862 + Penalty 612.421882 = -9733.858980 nChanged 0 SP:Iteration 8F (46.744182 sec): 3 clusters Score: Raw -10346.280862 + Penalty 612.421882 = -9733.858980 nChanged 0 Iteration 178F (47.107645 sec): 32 clusters Score: Raw -1147992.774879 + Penalty 19013.397857 = -1128979.377022 nChanged 127 Iteration 179Q (47.184745 sec): 32 clusters Score: Raw -1148022.853003 + Penalty 19012.892083 = -1129009.960920 nChanged 27 Iteration 180F (47.535648 sec): 32 clusters Score: Raw -1148027.123636 + Penalty 19013.483036 = -1129013.640600 nChanged 16 Iteration 181Q (47.611541 sec): 32 clusters Score: Raw -1148028.903540 + Penalty 19014.140236 = -1129014.763304 nChanged 12 Iteration 182Q (47.686629 sec): 32 clusters Score: Raw -1148030.054738 + Penalty 19014.361115 = -1129015.693622 nChanged 10 Iteration 183Q (47.765260 sec): 32 clusters Score: Raw -1148030.857778 + Penalty 19014.412201 = -1129016.445578 nChanged 6 Iteration 184Q (47.840718 sec): 32 clusters Score: Raw -1148031.129819 + Penalty 19014.615180 = -1129016.514639 nChanged 2 Iteration 185Q (47.915923 sec): 32 clusters Score: Raw -1148031.226654 + Penalty 19014.719057 = -1129016.507597 nChanged 1 Iteration 186F (48.266568 sec): 32 clusters Score: Raw -1148031.244271 + Penalty 19014.719057 = -1129016.525213 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 -1148031.244271 + Penalty 19014.719057 = -1129016.525213Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (3371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.325134 sec): 2 clusters Score: Raw -178167.461798 + Penalty 133.114118 = -178034.347680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.331376 sec): 3 clusters Score: Raw -175998.657271 + Penalty 264.991554 = -175733.665716 nChanged 1587 SP:Iteration 1F (48.337382 sec): 3 clusters Score: Raw -177419.707700 + Penalty 273.224268 = -177146.483432 nChanged 381 SP:Iteration 2F (48.343373 sec): 3 clusters Score: Raw -177850.842913 + Penalty 280.814698 = -177570.028216 nChanged 196 SP:Iteration 3F (48.349326 sec): 3 clusters Score: Raw -178136.368444 + Penalty 280.108567 = -177856.259877 nChanged 49 SP:Iteration 4Q (48.354270 sec): 3 clusters Score: Raw -178171.743597 + Penalty 281.856441 = -177889.887157 nChanged 24 SP:Iteration 5Q (48.359080 sec): 3 clusters Score: Raw -178185.670287 + Penalty 284.697988 = -177900.972299 nChanged 11 SP:Iteration 6Q (48.363854 sec): 3 clusters Score: Raw -178192.079395 + Penalty 288.194303 = -177903.885092 nChanged 11 SP:Iteration 7Q (48.368603 sec): 3 clusters Score: Raw -178199.955048 + Penalty 288.269943 = -177911.685104 nChanged 7 SP:Iteration 8Q (48.373334 sec): 3 clusters Score: Raw -178203.733762 + Penalty 288.396570 = -177915.337191 nChanged 4 SP:Iteration 9Q (48.378113 sec): 3 clusters Score: Raw -178205.520099 + Penalty 288.396570 = -177917.123529 nChanged 0 SP:Iteration 10F (48.384182 sec): 3 clusters Score: Raw -178205.520099 + Penalty 288.396570 = -177917.123529 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.390191 sec): 2 clusters Score: Raw -76546.242400 + Penalty 135.701408 = -76410.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.392946 sec): 3 clusters Score: Raw -75635.990724 + Penalty 271.364887 = -75364.625836 nChanged 645 SP:Iteration 1F (48.395602 sec): 3 clusters Score: Raw -76177.402018 + Penalty 275.655651 = -75901.746367 nChanged 224 SP:Iteration 2F (48.398249 sec): 3 clusters Score: Raw -76348.070366 + Penalty 281.694159 = -76066.376207 nChanged 115 SP:Iteration 3F (48.400935 sec): 3 clusters Score: Raw -76446.244837 + Penalty 283.794646 = -76162.450191 nChanged 83 SP:Iteration 4F (48.403581 sec): 3 clusters Score: Raw -76497.781883 + Penalty 283.175572 = -76214.606311 nChanged 48 SP:Iteration 5Q (48.406455 sec): 3 clusters Score: Raw -76524.146498 + Penalty 281.304085 = -76242.842413 nChanged 33 SP:Iteration 6Q (48.409202 sec): 3 clusters Score: Raw -76540.834363 + Penalty 279.317714 = -76261.516649 nChanged 29 SP:Iteration 7Q (48.411787 sec): 3 clusters Score: Raw -76555.855252 + Penalty 277.068226 = -76278.787026 nChanged 28 SP:Iteration 8Q (48.414357 sec): 3 clusters Score: Raw -76570.669250 + Penalty 275.249263 = -76295.419987 nChanged 20 SP:Iteration 9Q (48.416915 sec): 3 clusters Score: Raw -76575.760959 + Penalty 274.079879 = -76301.681080 nChanged 13 SP:Iteration 10F (48.419559 sec): 3 clusters Score: Raw -76578.836033 + Penalty 273.252092 = -76305.583942 nChanged 9 SP:Iteration 11Q (48.422110 sec): 3 clusters Score: Raw -76580.246233 + Penalty 272.718887 = -76307.527346 nChanged 6 SP:Iteration 12Q (48.424655 sec): 3 clusters Score: Raw -76581.181627 + Penalty 272.104976 = -76309.076652 nChanged 7 SP:Iteration 13Q (48.427195 sec): 3 clusters Score: Raw -76582.509532 + Penalty 271.578652 = -76310.930880 nChanged 6 SP:Iteration 14Q (48.429729 sec): 3 clusters Score: Raw -76583.204658 + Penalty 271.049661 = -76312.154997 nChanged 6 SP:Iteration 15Q (48.432292 sec): 3 clusters Score: Raw -76583.952427 + Penalty 270.333498 = -76313.618929 nChanged 8 SP:Iteration 16Q (48.434943 sec): 3 clusters Score: Raw -76585.294504 + Penalty 269.531549 = -76315.762955 nChanged 9 SP:Iteration 17Q (48.437599 sec): 3 clusters Score: Raw -76587.233544 + Penalty 268.690170 = -76318.543374 nChanged 9 SP:Iteration 18Q (48.440251 sec): 3 clusters Score: Raw -76588.992192 + Penalty 267.981364 = -76321.010828 nChanged 8 SP:Iteration 19Q (48.442878 sec): 3 clusters Score: Raw -76590.071429 + Penalty 267.298937 = -76322.772492 nChanged 8 SP:Iteration 20F (48.445611 sec): 3 clusters Score: Raw -76591.106340 + Penalty 267.010270 = -76324.096070 nChanged 3 SP:Iteration 21Q (48.448256 sec): 3 clusters Score: Raw -76592.428159 + Penalty 266.422266 = -76326.005893 nChanged 7 SP:Iteration 22Q (48.450831 sec): 3 clusters Score: Raw -76594.788855 + Penalty 265.807759 = -76328.981096 nChanged 8 SP:Iteration 23Q (48.453390 sec): 3 clusters Score: Raw -76596.786370 + Penalty 265.301470 = -76331.484900 nChanged 6 SP:Iteration 24Q (48.455895 sec): 3 clusters Score: Raw -76597.694430 + Penalty 264.867449 = -76332.826980 nChanged 6 SP:Iteration 25Q (48.458399 sec): 3 clusters Score: Raw -76598.448573 + Penalty 264.572112 = -76333.876461 nChanged 4 SP:Iteration 26Q (48.460896 sec): 3 clusters Score: Raw -76599.074315 + Penalty 263.958217 = -76335.116098 nChanged 6 SP:Iteration 27Q (48.463398 sec): 3 clusters Score: Raw -76601.467317 + Penalty 263.387526 = -76338.079791 nChanged 7 SP:Iteration 28Q (48.465892 sec): 3 clusters Score: Raw -76603.290769 + Penalty 262.527400 = -76340.763369 nChanged 11 SP:Iteration 29Q (48.468385 sec): 3 clusters Score: Raw -76605.706448 + Penalty 262.033177 = -76343.673271 nChanged 7 SP:Iteration 30F (48.471022 sec): 3 clusters Score: Raw -76607.161983 + Penalty 261.628599 = -76345.533384 nChanged 6 SP:Iteration 31Q (48.473510 sec): 3 clusters Score: Raw -76608.207557 + Penalty 261.389742 = -76346.817815 nChanged 3 SP:Iteration 32Q (48.475995 sec): 3 clusters Score: Raw -76608.611404 + Penalty 261.314645 = -76347.296759 nChanged 1 SP:Iteration 33Q (48.478477 sec): 3 clusters Score: Raw -76608.756382 + Penalty 261.027436 = -76347.728946 nChanged 3 SP:Iteration 34Q (48.480984 sec): 3 clusters Score: Raw -76609.128966 + Penalty 260.621409 = -76348.507557 nChanged 5 SP:Iteration 35Q (48.483473 sec): 3 clusters Score: Raw -76609.982489 + Penalty 260.023663 = -76349.958826 nChanged 6 SP:Iteration 36Q (48.485952 sec): 3 clusters Score: Raw -76611.148922 + Penalty 259.453241 = -76351.695681 nChanged 6 SP:Iteration 37Q (48.488427 sec): 3 clusters Score: Raw -76613.227292 + Penalty 258.091920 = -76355.135371 nChanged 15 SP:Iteration 38Q (48.490903 sec): 3 clusters Score: Raw -76618.032827 + Penalty 257.330684 = -76360.702143 nChanged 11 SP:Iteration 39Q (48.493372 sec): 3 clusters Score: Raw -76620.775923 + Penalty 256.415935 = -76364.359988 nChanged 9 SP:Iteration 40F (48.496010 sec): 3 clusters Score: Raw -76622.290930 + Penalty 256.116652 = -76366.174278 nChanged 3 SP:Iteration 41Q (48.498475 sec): 3 clusters Score: Raw -76622.693123 + Penalty 255.818581 = -76366.874543 nChanged 3 SP:Iteration 42Q (48.500951 sec): 3 clusters Score: Raw -76623.228330 + Penalty 255.434070 = -76367.794259 nChanged 3 SP:Iteration 43Q (48.503456 sec): 3 clusters Score: Raw -76623.457928 + Penalty 255.136203 = -76368.321725 nChanged 3 SP:Iteration 44Q (48.505919 sec): 3 clusters Score: Raw -76623.711374 + Penalty 255.054084 = -76368.657290 nChanged 1 SP:Iteration 45Q (48.508639 sec): 3 clusters Score: Raw -76623.761391 + Penalty 254.860904 = -76368.900487 nChanged 2 SP:Iteration 46Q (48.511274 sec): 3 clusters Score: Raw -76623.857282 + Penalty 254.651251 = -76369.206031 nChanged 2 SP:Iteration 47Q (48.513741 sec): 3 clusters Score: Raw -76623.904551 + Penalty 254.554135 = -76369.350416 nChanged 1 SP:Iteration 48Q (48.516199 sec): 3 clusters Score: Raw -76624.014442 + Penalty 254.436152 = -76369.578290 nChanged 1 SP:Iteration 49Q (48.518656 sec): 3 clusters Score: Raw -76624.117834 + Penalty 254.436152 = -76369.681682 nChanged 0 SP:Iteration 50F (48.521335 sec): 3 clusters Score: Raw -76624.117834 + Penalty 254.436152 = -76369.681682 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.527096 sec): 2 clusters Score: Raw -65076.485774 + Penalty 110.328579 = -64966.157195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.529506 sec): 3 clusters Score: Raw -64279.622953 + Penalty 235.500743 = -64044.122210 nChanged 567 SP:Iteration 1F (48.531942 sec): 3 clusters Score: Raw -64659.964628 + Penalty 251.805406 = -64408.159222 nChanged 155 SP:Iteration 2F (48.534546 sec): 3 clusters Score: Raw -64797.577605 + Penalty 264.539512 = -64533.038093 nChanged 82 SP:Iteration 3F (48.537086 sec): 3 clusters Score: Raw -64846.512435 + Penalty 275.736303 = -64570.776132 nChanged 59 SP:Iteration 4Q (48.539431 sec): 3 clusters Score: Raw -64880.862598 + Penalty 288.250139 = -64592.612459 nChanged 61 SP:Iteration 5Q (48.541696 sec): 3 clusters Score: Raw -64921.788349 + Penalty 302.596106 = -64619.192243 nChanged 60 SP:Iteration 6Q (48.543925 sec): 3 clusters Score: Raw -64969.010689 + Penalty 319.457994 = -64649.552695 nChanged 53 SP:Iteration 7Q (48.546098 sec): 3 clusters Score: Raw -65007.985423 + Penalty 348.559341 = -64659.426082 nChanged 41 SP:Iteration 8Q (48.548225 sec): 3 clusters Score: Raw -65043.232518 + Penalty 388.065565 = -64655.166953 nChanged 36 SP:Iteration 9F (48.550557 sec): 3 clusters Score: Raw -65086.008293 + Penalty 410.230677 = -64675.777616 nChanged 14 SP:Iteration 10F (48.552952 sec): 3 clusters Score: Raw -65100.432059 + Penalty 400.215190 = -64700.216870 nChanged 5 SP:Iteration 11Q (48.554845 sec): 3 clusters Score: Raw -65104.477558 + Penalty 386.409556 = -64718.068002 nChanged 5 SP:Iteration 12Q (48.556724 sec): 3 clusters Score: Raw -65110.272899 + Penalty 388.288351 = -64721.984549 nChanged 5 SP:Iteration 13Q (48.558594 sec): 3 clusters Score: Raw -65114.910797 + Penalty 395.153116 = -64719.757681 nChanged 2 SP:Iteration 14F (48.560963 sec): 3 clusters Score: Raw -65117.055748 + Penalty 391.803474 = -64725.252274 nChanged 3 SP:Iteration 15Q (48.562826 sec): 3 clusters Score: Raw -65120.781959 + Penalty 405.052313 = -64715.729646 nChanged 1 SP:Iteration 16F (48.565162 sec): 3 clusters Score: Raw -65121.019153 + Penalty 405.052313 = -64715.966840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.567649 sec): 2 clusters Score: Raw -11418.584771 + Penalty 159.141585 = -11259.443187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.568238 sec): 3 clusters Score: Raw -11316.219224 + Penalty 317.612694 = -10998.606530 nChanged 69 SP:Iteration 1F (48.568816 sec): 3 clusters Score: Raw -11363.441301 + Penalty 321.291789 = -11042.149512 nChanged 26 SP:Iteration 2F (48.569393 sec): 3 clusters Score: Raw -11390.716351 + Penalty 337.764863 = -11052.951488 nChanged 17 SP:Iteration 3F (48.570001 sec): 3 clusters Score: Raw -11408.689749 + Penalty 376.991154 = -11031.698595 nChanged 10 SP:Iteration 4F (48.570587 sec): 3 clusters Score: Raw -11421.168550 + Penalty 424.344762 = -10996.823788 nChanged 5 SP:Iteration 5F (48.571169 sec): 3 clusters Score: Raw -11429.651158 + Penalty 463.765586 = -10965.885572 nChanged 2 SP:Iteration 6F (48.571750 sec): 3 clusters Score: Raw -11434.659292 + Penalty 463.765586 = -10970.893705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.575607 sec): 2 clusters Score: Raw -53994.731389 + Penalty 783.228736 = -53211.502653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.577373 sec): 3 clusters Score: Raw -53634.011359 + Penalty 1568.620670 = -52065.390690 nChanged 293 SP:Iteration 1F (48.579078 sec): 3 clusters Score: Raw -53892.492435 + Penalty 1576.952952 = -52315.539483 nChanged 101 SP:Iteration 2F (48.580785 sec): 3 clusters Score: Raw -54048.198607 + Penalty 1588.829268 = -52459.369339 nChanged 78 SP:Iteration 3F (48.582536 sec): 3 clusters Score: Raw -54169.301422 + Penalty 1599.090935 = -52570.210487 nChanged 49 SP:Iteration 4F (48.584272 sec): 3 clusters Score: Raw -54212.529009 + Penalty 1607.720571 = -52604.808438 nChanged 25 SP:Iteration 5Q (48.585943 sec): 3 clusters Score: Raw -54235.410683 + Penalty 1615.098048 = -52620.312635 nChanged 21 SP:Iteration 6Q (48.587619 sec): 3 clusters Score: Raw -54252.915707 + Penalty 1621.360510 = -52631.555197 nChanged 12 SP:Iteration 7Q (48.589294 sec): 3 clusters Score: Raw -54262.841015 + Penalty 1629.416893 = -52633.424121 nChanged 14 SP:Iteration 8Q (48.590984 sec): 3 clusters Score: Raw -54275.148282 + Penalty 1633.338216 = -52641.810067 nChanged 8 SP:Iteration 9Q (48.592696 sec): 3 clusters Score: Raw -54282.786383 + Penalty 1636.368011 = -52646.418371 nChanged 6 SP:Iteration 10F (48.594430 sec): 3 clusters Score: Raw -54287.277066 + Penalty 1640.203010 = -52647.074055 nChanged 6 SP:Iteration 11Q (48.596100 sec): 3 clusters Score: Raw -54291.085387 + Penalty 1641.409281 = -52649.676106 nChanged 3 SP:Iteration 12Q (48.597773 sec): 3 clusters Score: Raw -54293.916466 + Penalty 1641.557980 = -52652.358486 nChanged 1 SP:Iteration 13Q (48.599448 sec): 3 clusters Score: Raw -54294.688204 + Penalty 1641.662516 = -52653.025688 nChanged 1 SP:Iteration 14Q (48.601121 sec): 3 clusters Score: Raw -54295.471768 + Penalty 1642.227882 = -52653.243886 nChanged 1 SP:Iteration 15Q (48.602797 sec): 3 clusters Score: Raw -54296.135996 + Penalty 1643.075896 = -52653.060100 nChanged 2 SP:Iteration 16F (48.604541 sec): 3 clusters Score: Raw -54297.195677 + Penalty 1643.714296 = -52653.481381 nChanged 1 SP:Iteration 17Q (48.606255 sec): 3 clusters Score: Raw -54298.051076 + Penalty 1643.714296 = -52654.336780 nChanged 0 SP:Iteration 18F (48.607989 sec): 3 clusters Score: Raw -54298.051076 + Penalty 1643.714296 = -52654.336780 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.613204 sec): 2 clusters Score: Raw -58432.514843 + Penalty 314.046141 = -58118.468702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.615408 sec): 3 clusters Score: Raw -57780.483905 + Penalty 629.183497 = -57151.300407 nChanged 458 SP:Iteration 1F (48.617526 sec): 3 clusters Score: Raw -58017.213425 + Penalty 640.294824 = -57376.918601 nChanged 175 SP:Iteration 2F (48.619585 sec): 3 clusters Score: Raw -58175.980711 + Penalty 680.129049 = -57495.851662 nChanged 116 SP:Iteration 3F (48.621646 sec): 3 clusters Score: Raw -58294.175411 + Penalty 727.589321 = -57566.586090 nChanged 79 SP:Iteration 4F (48.623692 sec): 3 clusters Score: Raw -58396.153851 + Penalty 774.012505 = -57622.141346 nChanged 43 SP:Iteration 5Q (48.625715 sec): 3 clusters Score: Raw -58450.207638 + Penalty 804.075731 = -57646.131907 nChanged 20 SP:Iteration 6Q (48.627658 sec): 3 clusters Score: Raw -58473.014855 + Penalty 832.057722 = -57640.957133 nChanged 20 SP:Iteration 7F (48.629712 sec): 3 clusters Score: Raw -58488.569213 + Penalty 857.173801 = -57631.395412 nChanged 13 SP:Iteration 8F (48.631900 sec): 3 clusters Score: Raw -58503.068017 + Penalty 863.196453 = -57639.871564 nChanged 5 SP:Iteration 9Q (48.633720 sec): 3 clusters Score: Raw -58508.870290 + Penalty 865.579804 = -57643.290486 nChanged 5 SP:Iteration 10F (48.635768 sec): 3 clusters Score: Raw -58513.255613 + Penalty 865.424286 = -57647.831326 nChanged 4 SP:Iteration 11Q (48.637536 sec): 3 clusters Score: Raw -58517.778474 + Penalty 874.192245 = -57643.586229 nChanged 6 SP:Iteration 12F (48.639575 sec): 3 clusters Score: Raw -58528.379769 + Penalty 879.088650 = -57649.291119 nChanged 8 SP:Iteration 13Q (48.641327 sec): 3 clusters Score: Raw -58537.591019 + Penalty 875.565933 = -57662.025086 nChanged 1 SP:Iteration 14Q (48.643041 sec): 3 clusters Score: Raw -58537.888648 + Penalty 877.832373 = -57660.056275 nChanged 1 SP:Iteration 15F (48.645078 sec): 3 clusters Score: Raw -58539.683319 + Penalty 877.832373 = -57661.850946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.649078 sec): 2 clusters Score: Raw -25051.137676 + Penalty 150.741457 = -24900.396219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.650125 sec): 3 clusters Score: Raw -24807.027575 + Penalty 333.766046 = -24473.261528 nChanged 178 SP:Iteration 1F (48.651148 sec): 3 clusters Score: Raw -25001.586979 + Penalty 371.427760 = -24630.159219 nChanged 44 SP:Iteration 2F (48.652173 sec): 3 clusters Score: Raw -25058.941336 + Penalty 385.262859 = -24673.678477 nChanged 8 SP:Iteration 3Q (48.653101 sec): 3 clusters Score: Raw -25068.132385 + Penalty 401.319940 = -24666.812445 nChanged 10 SP:Iteration 4F (48.654122 sec): 3 clusters Score: Raw -25080.359167 + Penalty 409.271170 = -24671.087997 nChanged 5 SP:Iteration 5Q (48.655001 sec): 3 clusters Score: Raw -25089.055966 + Penalty 420.079995 = -24668.975971 nChanged 3 SP:Iteration 6F (48.656050 sec): 3 clusters Score: Raw -25094.512580 + Penalty 420.079995 = -24674.432585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.662621 sec): 2 clusters Score: Raw -84779.475391 + Penalty 152.355724 = -84627.119667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.665707 sec): 3 clusters Score: Raw -83748.683391 + Penalty 308.402161 = -83440.281230 nChanged 724 SP:Iteration 1F (48.668675 sec): 3 clusters Score: Raw -84424.014117 + Penalty 300.218939 = -84123.795179 nChanged 174 SP:Iteration 2F (48.671637 sec): 3 clusters Score: Raw -84586.261071 + Penalty 302.546582 = -84283.714489 nChanged 101 SP:Iteration 3F (48.674599 sec): 3 clusters Score: Raw -84695.344963 + Penalty 322.535961 = -84372.809002 nChanged 51 SP:Iteration 4Q (48.677613 sec): 3 clusters Score: Raw -84744.365970 + Penalty 355.624022 = -84388.741948 nChanged 27 SP:Iteration 5Q (48.680589 sec): 3 clusters Score: Raw -84771.974737 + Penalty 359.401759 = -84412.572978 nChanged 13 SP:Iteration 6Q (48.683562 sec): 3 clusters Score: Raw -84784.856946 + Penalty 371.052115 = -84413.804831 nChanged 3 SP:Iteration 7Q (48.686299 sec): 3 clusters Score: Raw -84786.191165 + Penalty 380.427362 = -84405.763803 nChanged 3 SP:Iteration 8F (48.689300 sec): 3 clusters Score: Raw -84787.655475 + Penalty 381.418073 = -84406.237402 nChanged 1 SP:Iteration 9Q (48.692205 sec): 3 clusters Score: Raw -84788.131414 + Penalty 381.418073 = -84406.713341 nChanged 0 SP:Iteration 10F (48.695350 sec): 3 clusters Score: Raw -84788.131414 + Penalty 381.418073 = -84406.713341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.699813 sec): 2 clusters Score: Raw -26144.307487 + Penalty 275.712869 = -25868.594619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.700853 sec): 3 clusters Score: Raw -25900.163036 + Penalty 553.341469 = -25346.821568 nChanged 197 SP:Iteration 1F (48.701878 sec): 3 clusters Score: Raw -26016.530730 + Penalty 566.534216 = -25449.996514 nChanged 55 SP:Iteration 2F (48.702895 sec): 3 clusters Score: Raw -26066.478891 + Penalty 584.999941 = -25481.478950 nChanged 35 SP:Iteration 3F (48.703912 sec): 3 clusters Score: Raw -26107.125025 + Penalty 607.457080 = -25499.667944 nChanged 30 SP:Iteration 4F (48.704922 sec): 3 clusters Score: Raw -26141.862061 + Penalty 652.878806 = -25488.983255 nChanged 17 SP:Iteration 5F (48.705943 sec): 3 clusters Score: Raw -26164.050584 + Penalty 662.869626 = -25501.180958 nChanged 6 SP:Iteration 6Q (48.706929 sec): 3 clusters Score: Raw -26168.693330 + Penalty 662.805005 = -25505.888324 nChanged 3 SP:Iteration 7Q (48.707877 sec): 3 clusters Score: Raw -26171.605519 + Penalty 676.669882 = -25494.935637 nChanged 3 SP:Iteration 8F (48.708895 sec): 3 clusters Score: Raw -26173.889587 + Penalty 694.461111 = -25479.428476 nChanged 2 SP:Iteration 9F (48.709909 sec): 3 clusters Score: Raw -26178.997978 + Penalty 701.741412 = -25477.256566 nChanged 1 SP:Iteration 10F (48.710923 sec): 3 clusters Score: Raw -26179.584162 + Penalty 701.741412 = -25477.842750 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.715370 sec): 2 clusters Score: Raw -68944.529555 + Penalty 185.414634 = -68759.114921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.717821 sec): 3 clusters Score: Raw -68162.573568 + Penalty 374.339989 = -67788.233579 nChanged 540 SP:Iteration 1F (48.720197 sec): 3 clusters Score: Raw -68466.216605 + Penalty 381.294366 = -68084.922240 nChanged 171 SP:Iteration 2F (48.722594 sec): 3 clusters Score: Raw -68633.086650 + Penalty 391.216701 = -68241.869948 nChanged 140 SP:Iteration 3F (48.724965 sec): 3 clusters Score: Raw -68782.535848 + Penalty 402.358246 = -68380.177602 nChanged 101 SP:Iteration 4F (48.727332 sec): 3 clusters Score: Raw -68898.470203 + Penalty 412.402824 = -68486.067378 nChanged 67 SP:Iteration 5F (48.729695 sec): 3 clusters Score: Raw -68974.828936 + Penalty 416.409314 = -68558.419622 nChanged 31 SP:Iteration 6Q (48.731973 sec): 3 clusters Score: Raw -69003.758856 + Penalty 413.853117 = -68589.905739 nChanged 15 SP:Iteration 7Q (48.734239 sec): 3 clusters Score: Raw -69015.951392 + Penalty 416.771964 = -68599.179428 nChanged 9 SP:Iteration 8Q (48.736430 sec): 3 clusters Score: Raw -69019.096246 + Penalty 418.325218 = -68600.771028 nChanged 3 SP:Iteration 9Q (48.738664 sec): 3 clusters Score: Raw -69019.942401 + Penalty 417.473071 = -68602.469330 nChanged 2 SP:Iteration 10F (48.741096 sec): 3 clusters Score: Raw -69020.938956 + Penalty 417.262810 = -68603.676146 nChanged 1 SP:Iteration 11Q (48.743280 sec): 3 clusters Score: Raw -69021.071620 + Penalty 417.285219 = -68603.786402 nChanged 1 SP:Iteration 12Q (48.745420 sec): 3 clusters Score: Raw -69021.563536 + Penalty 416.375216 = -68605.188320 nChanged 2 SP:Iteration 13Q (48.747556 sec): 3 clusters Score: Raw -69022.515813 + Penalty 415.726413 = -68606.789400 nChanged 2 SP:Iteration 14Q (48.749690 sec): 3 clusters Score: Raw -69022.923697 + Penalty 414.947590 = -68607.976106 nChanged 2 SP:Iteration 15Q (48.751829 sec): 3 clusters Score: Raw -69023.325347 + Penalty 414.088606 = -68609.236742 nChanged 2 SP:Iteration 16Q (48.753963 sec): 3 clusters Score: Raw -69023.708966 + Penalty 412.992275 = -68610.716690 nChanged 3 SP:Iteration 17Q (48.756094 sec): 3 clusters Score: Raw -69024.124138 + Penalty 412.992275 = -68611.131863 nChanged 0 SP:Iteration 18F (48.758458 sec): 3 clusters Score: Raw -69024.124138 + Penalty 412.992275 = -68611.131863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.761630 sec): 2 clusters Score: Raw -52990.825511 + Penalty 320.571166 = -52670.254344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.763566 sec): 3 clusters Score: Raw -52487.472719 + Penalty 665.129473 = -51822.343246 nChanged 393 SP:Iteration 1F (48.765431 sec): 3 clusters Score: Raw -52940.800858 + Penalty 670.727867 = -52270.072991 nChanged 107 SP:Iteration 2F (48.767292 sec): 3 clusters Score: Raw -53075.911253 + Penalty 673.351755 = -52402.559498 nChanged 48 SP:Iteration 3Q (48.769115 sec): 3 clusters Score: Raw -53115.194936 + Penalty 672.692341 = -52442.502596 nChanged 23 SP:Iteration 4Q (48.770919 sec): 3 clusters Score: Raw -53130.091081 + Penalty 670.898232 = -52459.192849 nChanged 13 SP:Iteration 5Q (48.772719 sec): 3 clusters Score: Raw -53134.581867 + Penalty 671.055616 = -52463.526251 nChanged 4 SP:Iteration 6Q (48.774516 sec): 3 clusters Score: Raw -53136.185114 + Penalty 672.020963 = -52464.164151 nChanged 3 SP:Iteration 7Q (48.776312 sec): 3 clusters Score: Raw -53138.590570 + Penalty 672.775098 = -52465.815472 nChanged 3 SP:Iteration 8Q (48.778108 sec): 3 clusters Score: Raw -53140.098799 + Penalty 673.792508 = -52466.306291 nChanged 3 SP:Iteration 9Q (48.779901 sec): 3 clusters Score: Raw -53140.877703 + Penalty 673.792508 = -52467.085194 nChanged 0 SP:Iteration 10F (48.781759 sec): 3 clusters Score: Raw -53140.877703 + Penalty 673.792508 = -52467.085194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.785410 sec): 2 clusters Score: Raw -34896.963207 + Penalty 173.154751 = -34723.808456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.786791 sec): 3 clusters Score: Raw -34493.747760 + Penalty 346.291975 = -34147.455785 nChanged 272 SP:Iteration 1F (48.788172 sec): 3 clusters Score: Raw -34659.256746 + Penalty 346.330827 = -34312.925918 nChanged 75 SP:Iteration 2F (48.789527 sec): 3 clusters Score: Raw -34705.643202 + Penalty 346.665761 = -34358.977441 nChanged 45 SP:Iteration 3F (48.790877 sec): 3 clusters Score: Raw -34748.535372 + Penalty 347.406884 = -34401.128488 nChanged 27 SP:Iteration 4Q (48.792234 sec): 3 clusters Score: Raw -34772.163289 + Penalty 347.641816 = -34424.521473 nChanged 16 SP:Iteration 5Q (48.793570 sec): 3 clusters Score: Raw -34779.467941 + Penalty 347.934125 = -34431.533815 nChanged 7 SP:Iteration 6Q (48.794897 sec): 3 clusters Score: Raw -34781.665959 + Penalty 347.918043 = -34433.747916 nChanged 7 SP:Iteration 7Q (48.796250 sec): 3 clusters Score: Raw -34784.123007 + Penalty 347.860964 = -34436.262043 nChanged 5 SP:Iteration 8Q (48.797578 sec): 3 clusters Score: Raw -34786.937918 + Penalty 347.910758 = -34439.027160 nChanged 5 SP:Iteration 9Q (48.798900 sec): 3 clusters Score: Raw -34788.487586 + Penalty 348.412590 = -34440.074996 nChanged 9 SP:Iteration 10F (48.800267 sec): 3 clusters Score: Raw -34791.750095 + Penalty 348.111429 = -34443.638666 nChanged 14 SP:Iteration 11Q (48.801577 sec): 3 clusters Score: Raw -34796.849996 + Penalty 347.219848 = -34449.630148 nChanged 11 SP:Iteration 12Q (48.802882 sec): 3 clusters Score: Raw -34800.221740 + Penalty 347.084493 = -34453.137247 nChanged 4 SP:Iteration 13Q (48.804207 sec): 3 clusters Score: Raw -34801.596713 + Penalty 347.018579 = -34454.578134 nChanged 4 SP:Iteration 14Q (48.805522 sec): 3 clusters Score: Raw -34802.449924 + Penalty 346.927902 = -34455.522022 nChanged 4 SP:Iteration 15Q (48.806837 sec): 3 clusters Score: Raw -34802.968278 + Penalty 346.931621 = -34456.036657 nChanged 6 SP:Iteration 16Q (48.808158 sec): 3 clusters Score: Raw -34804.198011 + Penalty 347.378895 = -34456.819116 nChanged 3 SP:Iteration 17Q (48.809489 sec): 3 clusters Score: Raw -34805.456917 + Penalty 347.863181 = -34457.593736 nChanged 5 SP:Iteration 18Q (48.810796 sec): 3 clusters Score: Raw -34806.781701 + Penalty 348.381451 = -34458.400250 nChanged 6 SP:Iteration 19Q (48.812104 sec): 3 clusters Score: Raw -34808.031046 + Penalty 349.078350 = -34458.952696 nChanged 6 SP:Iteration 20F (48.813457 sec): 3 clusters Score: Raw -34809.234996 + Penalty 349.824549 = -34459.410447 nChanged 8 SP:Iteration 21Q (48.814843 sec): 3 clusters Score: Raw -34811.057411 + Penalty 348.865843 = -34462.191568 nChanged 8 SP:Iteration 22Q (48.816223 sec): 3 clusters Score: Raw -34813.102288 + Penalty 349.395264 = -34463.707023 nChanged 6 SP:Iteration 23Q (48.817596 sec): 3 clusters Score: Raw -34814.665481 + Penalty 350.227330 = -34464.438151 nChanged 9 SP:Iteration 24Q (48.818934 sec): 3 clusters Score: Raw -34816.613345 + Penalty 349.941460 = -34466.671885 nChanged 8 SP:Iteration 25Q (48.820219 sec): 3 clusters Score: Raw -34818.400299 + Penalty 350.615462 = -34467.784837 nChanged 10 SP:Iteration 26Q (48.821499 sec): 3 clusters Score: Raw -34821.518259 + Penalty 353.453168 = -34468.065090 nChanged 13 SP:Iteration 27Q (48.822799 sec): 3 clusters Score: Raw -34826.326674 + Penalty 356.360005 = -34469.966669 nChanged 17 SP:Iteration 28Q (48.824116 sec): 3 clusters Score: Raw -34835.959154 + Penalty 363.756631 = -34472.202522 nChanged 20 SP:Iteration 29Q (48.825393 sec): 3 clusters Score: Raw -34850.828394 + Penalty 370.585251 = -34480.243143 nChanged 22 SP:Iteration 30F (48.826749 sec): 3 clusters Score: Raw -34868.663607 + Penalty 377.102562 = -34491.561045 nChanged 13 SP:Iteration 31Q (48.827997 sec): 3 clusters Score: Raw -34877.381009 + Penalty 387.787701 = -34489.593307 nChanged 16 SP:Iteration 32F (48.829350 sec): 3 clusters Score: Raw -34889.691543 + Penalty 393.240922 = -34496.450621 nChanged 11 SP:Iteration 33Q (48.830553 sec): 3 clusters Score: Raw -34899.124943 + Penalty 401.241472 = -34497.883471 nChanged 8 SP:Iteration 34Q (48.831732 sec): 3 clusters Score: Raw -34904.078347 + Penalty 409.050433 = -34495.027914 nChanged 6 SP:Iteration 35F (48.833086 sec): 3 clusters Score: Raw -34908.587654 + Penalty 407.293882 = -34501.293772 nChanged 5 SP:Iteration 36Q (48.834256 sec): 3 clusters Score: Raw -34913.723139 + Penalty 415.341100 = -34498.382039 nChanged 5 SP:Iteration 37F (48.835608 sec): 3 clusters Score: Raw -34917.212218 + Penalty 426.153843 = -34491.058375 nChanged 2 SP:Iteration 38F (48.836961 sec): 3 clusters Score: Raw -34919.110119 + Penalty 434.823204 = -34484.286915 nChanged 2 SP:Iteration 39F (48.838312 sec): 3 clusters Score: Raw -34920.822655 + Penalty 434.823204 = -34485.999451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.840215 sec): 2 clusters Score: Raw -8930.802590 + Penalty 227.060795 = -8703.741795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.840718 sec): 3 clusters Score: Raw -8884.847133 + Penalty 454.448951 = -8430.398182 nChanged 51 SP:Iteration 1F (48.841237 sec): 3 clusters Score: Raw -8937.007354 + Penalty 456.767820 = -8480.239534 nChanged 18 SP:Iteration 2F (48.841728 sec): 3 clusters Score: Raw -8953.323301 + Penalty 461.907707 = -8491.415595 nChanged 9 SP:Iteration 3F (48.842221 sec): 3 clusters Score: Raw -8963.827253 + Penalty 471.557457 = -8492.269796 nChanged 10 SP:Iteration 4F (48.842716 sec): 3 clusters Score: Raw -8975.424348 + Penalty 479.662731 = -8495.761617 nChanged 6 SP:Iteration 5Q (48.843199 sec): 3 clusters Score: Raw -8981.924487 + Penalty 487.722414 = -8494.202074 nChanged 5 SP:Iteration 6F (48.843689 sec): 3 clusters Score: Raw -8998.145833 + Penalty 494.938229 = -8503.207604 nChanged 4 SP:Iteration 7Q (48.844169 sec): 3 clusters Score: Raw -9002.653515 + Penalty 501.454965 = -8501.198550 nChanged 2 SP:Iteration 8F (48.844657 sec): 3 clusters Score: Raw -9006.180385 + Penalty 502.029396 = -8504.150989 nChanged 1 SP:Iteration 9Q (48.845132 sec): 3 clusters Score: Raw -9007.670919 + Penalty 502.029396 = -8505.641523 nChanged 0 SP:Iteration 10F (48.845622 sec): 3 clusters Score: Raw -9007.670919 + Penalty 502.029396 = -8505.641523 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.848058 sec): 2 clusters Score: Raw -32151.660363 + Penalty 184.698781 = -31966.961581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.849317 sec): 3 clusters Score: Raw -31815.356668 + Penalty 375.130915 = -31440.225753 nChanged 238 SP:Iteration 1F (48.850561 sec): 3 clusters Score: Raw -32010.602580 + Penalty 385.260603 = -31625.341977 nChanged 61 SP:Iteration 2F (48.851812 sec): 3 clusters Score: Raw -32074.871234 + Penalty 392.300256 = -31682.570978 nChanged 29 SP:Iteration 3Q (48.853053 sec): 3 clusters Score: Raw -32108.055548 + Penalty 404.817371 = -31703.238177 nChanged 26 SP:Iteration 4Q (48.854260 sec): 3 clusters Score: Raw -32136.278707 + Penalty 421.922122 = -31714.356585 nChanged 23 SP:Iteration 5Q (48.855435 sec): 3 clusters Score: Raw -32159.734766 + Penalty 436.473418 = -31723.261348 nChanged 19 SP:Iteration 6Q (48.856592 sec): 3 clusters Score: Raw -32173.284345 + Penalty 441.459030 = -31731.825314 nChanged 7 SP:Iteration 7Q (48.857730 sec): 3 clusters Score: Raw -32177.910791 + Penalty 454.773885 = -31723.136906 nChanged 8 SP:Iteration 8F (48.858965 sec): 3 clusters Score: Raw -32186.789165 + Penalty 467.595412 = -31719.193753 nChanged 6 SP:Iteration 9F (48.860199 sec): 3 clusters Score: Raw -32192.890339 + Penalty 472.662670 = -31720.227669 nChanged 4 SP:Iteration 10F (48.861414 sec): 3 clusters Score: Raw -32195.104054 + Penalty 473.605713 = -31721.498340 nChanged 2 SP:Iteration 11Q (48.862502 sec): 3 clusters Score: Raw -32196.758630 + Penalty 476.290549 = -31720.468082 nChanged 3 SP:Iteration 12F (48.863751 sec): 3 clusters Score: Raw -32199.774193 + Penalty 476.603405 = -31723.170788 nChanged 2 SP:Iteration 13Q (48.864838 sec): 3 clusters Score: Raw -32202.843152 + Penalty 479.756834 = -31723.086319 nChanged 3 SP:Iteration 14F (48.866079 sec): 3 clusters Score: Raw -32207.787063 + Penalty 482.128389 = -31725.658673 nChanged 2 SP:Iteration 15Q (48.867141 sec): 3 clusters Score: Raw -32209.804482 + Penalty 486.230653 = -31723.573828 nChanged 2 SP:Iteration 16F (48.868376 sec): 3 clusters Score: Raw -32210.370723 + Penalty 488.380194 = -31721.990529 nChanged 2 SP:Iteration 17F (48.869610 sec): 3 clusters Score: Raw -32210.713354 + Penalty 487.537194 = -31723.176159 nChanged 1 SP:Iteration 18Q (48.870661 sec): 3 clusters Score: Raw -32211.117646 + Penalty 487.537194 = -31723.580452 nChanged 0 SP:Iteration 19F (48.871899 sec): 3 clusters Score: Raw -32211.117646 + Penalty 487.537194 = -31723.580452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 17 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.875843 sec): 2 clusters Score: Raw -59722.025896 + Penalty 222.003756 = -59500.022140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.878060 sec): 3 clusters Score: Raw -59044.690224 + Penalty 530.756344 = -58513.933880 nChanged 487 SP:Iteration 1F (48.880200 sec): 3 clusters Score: Raw -59612.037247 + Penalty 599.178366 = -59012.858880 nChanged 97 SP:Iteration 2F (48.882345 sec): 3 clusters Score: Raw -59723.648991 + Penalty 615.310160 = -59108.338831 nChanged 20 SP:Iteration 3Q (48.884261 sec): 3 clusters Score: Raw -59741.780341 + Penalty 621.899547 = -59119.880794 nChanged 12 SP:Iteration 4Q (48.886122 sec): 3 clusters Score: Raw -59751.075587 + Penalty 640.022852 = -59111.052735 nChanged 16 SP:Iteration 5F (48.888240 sec): 3 clusters Score: Raw -59768.541389 + Penalty 653.697132 = -59114.844257 nChanged 11 SP:Iteration 6Q (48.890080 sec): 3 clusters Score: Raw -59780.266480 + Penalty 665.903814 = -59114.362666 nChanged 9 SP:Iteration 7F (48.892200 sec): 3 clusters Score: Raw -59789.271584 + Penalty 678.055545 = -59111.216039 nChanged 11 SP:Iteration 8F (48.894319 sec): 3 clusters Score: Raw -59795.355389 + Penalty 682.854013 = -59112.501376 nChanged 9 SP:Iteration 9Q (48.896136 sec): 3 clusters Score: Raw -59798.819497 + Penalty 681.634571 = -59117.184926 nChanged 4 SP:Iteration 10F (48.898251 sec): 3 clusters Score: Raw -59800.500832 + Penalty 682.874284 = -59117.626548 nChanged 4 SP:Iteration 11Q (48.900060 sec): 3 clusters Score: Raw -59801.923481 + Penalty 686.941250 = -59114.982231 nChanged 3 SP:Iteration 12F (48.902216 sec): 3 clusters Score: Raw -59803.044283 + Penalty 688.064559 = -59114.979724 nChanged 2 SP:Iteration 13F (48.904644 sec): 3 clusters Score: Raw -59805.106045 + Penalty 696.004116 = -59109.101929 nChanged 5 SP:Iteration 14F (48.907079 sec): 3 clusters Score: Raw -59808.616863 + Penalty 698.768271 = -59109.848591 nChanged 3 SP:Iteration 15Q (48.909178 sec): 3 clusters Score: Raw -59810.082771 + Penalty 698.768271 = -59111.314499 nChanged 0 SP:Iteration 16F (48.911597 sec): 3 clusters Score: Raw -59810.082771 + Penalty 698.768271 = -59111.314499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.913428 sec): 2 clusters Score: Raw -18503.165913 + Penalty 465.851737 = -18037.314176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.914298 sec): 3 clusters Score: Raw -18357.390213 + Penalty 935.939251 = -17421.450962 nChanged 103 SP:Iteration 1F (48.915145 sec): 3 clusters Score: Raw -18502.633109 + Penalty 937.117936 = -17565.515173 nChanged 43 SP:Iteration 2F (48.915997 sec): 3 clusters Score: Raw -18576.067962 + Penalty 937.186518 = -17638.881445 nChanged 22 SP:Iteration 3F (48.916891 sec): 3 clusters Score: Raw -18613.940563 + Penalty 934.198139 = -17679.742424 nChanged 5 SP:Iteration 4Q (48.917739 sec): 3 clusters Score: Raw -18619.389278 + Penalty 929.679974 = -17689.709305 nChanged 7 SP:Iteration 5Q (48.918583 sec): 3 clusters Score: Raw -18638.424212 + Penalty 922.921115 = -17715.503096 nChanged 9 SP:Iteration 6Q (48.919388 sec): 3 clusters Score: Raw -18658.772752 + Penalty 917.587464 = -17741.185288 nChanged 8 SP:Iteration 7Q (48.920182 sec): 3 clusters Score: Raw -18669.508524 + Penalty 915.728327 = -17753.780197 nChanged 4 SP:Iteration 8Q (48.920970 sec): 3 clusters Score: Raw -18672.759953 + Penalty 915.969825 = -17756.790128 nChanged 3 SP:Iteration 9Q (48.921753 sec): 3 clusters Score: Raw -18674.871504 + Penalty 917.557780 = -17757.313724 nChanged 3 SP:Iteration 10F (48.922611 sec): 3 clusters Score: Raw -18677.204490 + Penalty 917.652665 = -17759.551825 nChanged 3 SP:Iteration 11Q (48.923400 sec): 3 clusters Score: Raw -18681.585705 + Penalty 919.454450 = -17762.131255 nChanged 4 SP:Iteration 12Q (48.924185 sec): 3 clusters Score: Raw -18685.477143 + Penalty 919.454450 = -17766.022694 nChanged 0 SP:Iteration 13F (48.925027 sec): 3 clusters Score: Raw -18685.477143 + Penalty 919.454450 = -17766.022694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.927347 sec): 2 clusters Score: Raw -35377.860826 + Penalty 622.028947 = -34755.831879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.928613 sec): 3 clusters Score: Raw -35114.283793 + Penalty 1247.712838 = -33866.570955 nChanged 188 SP:Iteration 1F (48.929858 sec): 3 clusters Score: Raw -35254.456439 + Penalty 1250.867356 = -34003.589083 nChanged 45 SP:Iteration 2F (48.931103 sec): 3 clusters Score: Raw -35297.173098 + Penalty 1253.913198 = -34043.259901 nChanged 28 SP:Iteration 3Q (48.932343 sec): 3 clusters Score: Raw -35334.538321 + Penalty 1255.365186 = -34079.173135 nChanged 18 SP:Iteration 4Q (48.933570 sec): 3 clusters Score: Raw -35349.441047 + Penalty 1257.687895 = -34091.753153 nChanged 14 SP:Iteration 5Q (48.934783 sec): 3 clusters Score: Raw -35364.928070 + Penalty 1258.127909 = -34106.800161 nChanged 13 SP:Iteration 6Q (48.935992 sec): 3 clusters Score: Raw -35380.121189 + Penalty 1259.492029 = -34120.629160 nChanged 9 SP:Iteration 7Q (48.937189 sec): 3 clusters Score: Raw -35388.753053 + Penalty 1260.977780 = -34127.775272 nChanged 12 SP:Iteration 8Q (48.938385 sec): 3 clusters Score: Raw -35397.009124 + Penalty 1262.231428 = -34134.777696 nChanged 8 SP:Iteration 9Q (48.939581 sec): 3 clusters Score: Raw -35401.164295 + Penalty 1264.895511 = -34136.268784 nChanged 8 SP:Iteration 10F (48.940826 sec): 3 clusters Score: Raw -35406.672324 + Penalty 1268.211778 = -34138.460546 nChanged 9 SP:Iteration 11Q (48.942026 sec): 3 clusters Score: Raw -35412.901164 + Penalty 1271.308657 = -34141.592507 nChanged 8 SP:Iteration 12Q (48.943223 sec): 3 clusters Score: Raw -35417.159685 + Penalty 1274.713609 = -34142.446076 nChanged 11 SP:Iteration 13Q (48.944412 sec): 3 clusters Score: Raw -35423.883198 + Penalty 1276.252344 = -34147.630854 nChanged 5 SP:Iteration 14Q (48.945605 sec): 3 clusters Score: Raw -35425.720896 + Penalty 1280.208195 = -34145.512701 nChanged 6 SP:Iteration 15F (48.946847 sec): 3 clusters Score: Raw -35428.166330 + Penalty 1283.373454 = -34144.792877 nChanged 7 SP:Iteration 16F (48.948090 sec): 3 clusters Score: Raw -35434.366203 + Penalty 1285.306133 = -34149.060070 nChanged 5 SP:Iteration 17Q (48.949272 sec): 3 clusters Score: Raw -35436.833103 + Penalty 1286.266022 = -34150.567081 nChanged 3 SP:Iteration 18Q (48.950454 sec): 3 clusters Score: Raw -35438.113631 + Penalty 1291.201794 = -34146.911837 nChanged 6 SP:Iteration 19F (48.951702 sec): 3 clusters Score: Raw -35442.796123 + Penalty 1296.242993 = -34146.553130 nChanged 9 SP:Iteration 20F (48.952946 sec): 3 clusters Score: Raw -35451.036782 + Penalty 1301.583880 = -34149.452902 nChanged 8 SP:Iteration 21Q (48.954118 sec): 3 clusters Score: Raw -35454.663813 + Penalty 1307.415745 = -34147.248068 nChanged 6 SP:Iteration 22F (48.955344 sec): 3 clusters Score: Raw -35458.693727 + Penalty 1313.273623 = -34145.420103 nChanged 8 SP:Iteration 23F (48.956569 sec): 3 clusters Score: Raw -35462.730860 + Penalty 1316.708989 = -34146.021871 nChanged 6 SP:Iteration 24Q (48.957743 sec): 3 clusters Score: Raw -35465.422450 + Penalty 1320.413660 = -34145.008790 nChanged 6 SP:Iteration 25F (48.958987 sec): 3 clusters Score: Raw -35469.158727 + Penalty 1324.070212 = -34145.088515 nChanged 8 SP:Iteration 26Q (48.960139 sec): 3 clusters Score: Raw -35475.001026 + Penalty 1330.117689 = -34144.883337 nChanged 8 SP:Iteration 27F (48.961383 sec): 3 clusters Score: Raw -35480.139817 + Penalty 1333.000790 = -34147.139027 nChanged 5 SP:Iteration 28Q (48.962540 sec): 3 clusters Score: Raw -35484.210790 + Penalty 1334.604537 = -34149.606253 nChanged 3 SP:Iteration 29Q (48.963697 sec): 3 clusters Score: Raw -35487.636726 + Penalty 1334.143305 = -34153.493421 nChanged 1 SP:Iteration 30F (48.965019 sec): 3 clusters Score: Raw -35488.669390 + Penalty 1334.143305 = -34154.526085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 21 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.965880 sec): 2 clusters Score: Raw -6141.096679 + Penalty 311.988066 = -5829.108613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.966311 sec): 3 clusters Score: Raw -6142.380294 + Penalty 623.976132 = -5518.404161 nChanged 25 SP:Iteration 1F (48.966736 sec): 3 clusters Score: Raw -6182.181519 + Penalty 623.976132 = -5558.205386 nChanged 2 SP:Iteration 2Q (48.967170 sec): 3 clusters Score: Raw -6183.563390 + Penalty 625.241205 = -5558.322185 nChanged 1 SP:Iteration 3Q (48.967583 sec): 3 clusters Score: Raw -6186.665384 + Penalty 623.976132 = -5562.689252 nChanged 1 SP:Iteration 4Q (48.967995 sec): 3 clusters Score: Raw -6187.858230 + Penalty 623.976132 = -5563.882098 nChanged 0 SP:Iteration 5F (48.968417 sec): 3 clusters Score: Raw -6187.858230 + Penalty 623.976132 = -5563.882098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.969530 sec): 2 clusters Score: Raw -13951.319222 + Penalty 180.425246 = -13770.893976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.970189 sec): 3 clusters Score: Raw -13826.099502 + Penalty 363.182539 = -13462.916963 nChanged 85 SP:Iteration 1F (48.970839 sec): 3 clusters Score: Raw -13891.685896 + Penalty 367.405369 = -13524.280528 nChanged 26 SP:Iteration 2F (48.971488 sec): 3 clusters Score: Raw -13916.086757 + Penalty 373.555024 = -13542.531733 nChanged 16 SP:Iteration 3F (48.972141 sec): 3 clusters Score: Raw -13928.449453 + Penalty 379.800803 = -13548.648651 nChanged 8 SP:Iteration 4Q (48.972776 sec): 3 clusters Score: Raw -13934.780938 + Penalty 386.793483 = -13547.987455 nChanged 8 SP:Iteration 5F (48.973425 sec): 3 clusters Score: Raw -13941.814803 + Penalty 397.046278 = -13544.768525 nChanged 10 SP:Iteration 6F (48.974077 sec): 3 clusters Score: Raw -13955.351046 + Penalty 406.490636 = -13548.860410 nChanged 8 SP:Iteration 7Q (48.974706 sec): 3 clusters Score: Raw -13961.088624 + Penalty 407.960198 = -13553.128426 nChanged 1 SP:Iteration 8Q (48.975324 sec): 3 clusters Score: Raw -13961.263252 + Penalty 407.960198 = -13553.303055 nChanged 0 SP:Iteration 9F (48.975972 sec): 3 clusters Score: Raw -13961.263252 + Penalty 407.960198 = -13553.303055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.980384 sec): 2 clusters Score: Raw -74399.407479 + Penalty 147.773951 = -74251.633528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.983128 sec): 3 clusters Score: Raw -73462.499900 + Penalty 307.778481 = -73154.721419 nChanged 667 SP:Iteration 1F (48.985826 sec): 3 clusters Score: Raw -73937.843693 + Penalty 316.431682 = -73621.412011 nChanged 176 SP:Iteration 2F (48.988513 sec): 3 clusters Score: Raw -74058.126423 + Penalty 320.517825 = -73737.608598 nChanged 97 SP:Iteration 3F (48.991197 sec): 3 clusters Score: Raw -74156.813763 + Penalty 322.435677 = -73834.378086 nChanged 64 SP:Iteration 4Q (48.994163 sec): 3 clusters Score: Raw -74239.874689 + Penalty 325.130594 = -73914.744096 nChanged 33 SP:Iteration 5Q (48.997070 sec): 3 clusters Score: Raw -74273.936888 + Penalty 327.665734 = -73946.271154 nChanged 22 SP:Iteration 6Q (48.999690 sec): 3 clusters Score: Raw -74286.639602 + Penalty 325.422664 = -73961.216939 nChanged 21 SP:Iteration 7Q (49.002227 sec): 3 clusters Score: Raw -74304.249877 + Penalty 322.716887 = -73981.532990 nChanged 11 SP:Iteration 8Q (49.004674 sec): 3 clusters Score: Raw -74309.286803 + Penalty 318.771237 = -73990.515566 nChanged 12 SP:Iteration 9Q (49.007100 sec): 3 clusters Score: Raw -74314.234713 + Penalty 314.287675 = -73999.947038 nChanged 9 SP:Iteration 10F (49.009783 sec): 3 clusters Score: Raw -74319.842715 + Penalty 311.868454 = -74007.974261 nChanged 7 SP:Iteration 11Q (49.012218 sec): 3 clusters Score: Raw -74323.790221 + Penalty 306.633465 = -74017.156757 nChanged 8 SP:Iteration 12Q (49.014631 sec): 3 clusters Score: Raw -74335.851346 + Penalty 303.075473 = -74032.775873 nChanged 6 SP:Iteration 13Q (49.016994 sec): 3 clusters Score: Raw -74341.489976 + Penalty 295.338116 = -74046.151860 nChanged 7 SP:Iteration 14Q (49.019388 sec): 3 clusters Score: Raw -74344.303113 + Penalty 293.452139 = -74050.850974 nChanged 3 SP:Iteration 15Q (49.021725 sec): 3 clusters Score: Raw -74345.231881 + Penalty 293.580890 = -74051.650990 nChanged 3 SP:Iteration 16Q (49.024094 sec): 3 clusters Score: Raw -74348.382608 + Penalty 295.745651 = -74052.636957 nChanged 6 SP:Iteration 17Q (49.026517 sec): 3 clusters Score: Raw -74352.735444 + Penalty 295.150387 = -74057.585057 nChanged 3 SP:Iteration 18Q (49.028889 sec): 3 clusters Score: Raw -74353.774027 + Penalty 296.269259 = -74057.504768 nChanged 2 SP:Iteration 19F (49.031572 sec): 3 clusters Score: Raw -74355.543524 + Penalty 297.387995 = -74058.155530 nChanged 2 SP:Iteration 20F (49.034257 sec): 3 clusters Score: Raw -74356.124976 + Penalty 298.714037 = -74057.410939 nChanged 2 SP:Iteration 21F (49.036938 sec): 3 clusters Score: Raw -74356.627379 + Penalty 299.906624 = -74056.720755 nChanged 2 SP:Iteration 22F (49.039616 sec): 3 clusters Score: Raw -74356.988234 + Penalty 300.573719 = -74056.414514 nChanged 1 SP:Iteration 23F (49.042295 sec): 3 clusters Score: Raw -74357.073243 + Penalty 301.313129 = -74055.760113 nChanged 1 SP:Iteration 24F (49.044994 sec): 3 clusters Score: Raw -74357.240832 + Penalty 302.666541 = -74054.574291 nChanged 2 SP:Iteration 25F (49.047671 sec): 3 clusters Score: Raw -74357.437154 + Penalty 302.072215 = -74055.364939 nChanged 2 SP:Iteration 26Q (49.049969 sec): 3 clusters Score: Raw -74358.036343 + Penalty 302.087188 = -74055.949155 nChanged 2 SP:Iteration 27Q (49.052271 sec): 3 clusters Score: Raw -74358.681704 + Penalty 302.087188 = -74056.594515 nChanged 0 SP:Iteration 28F (49.054949 sec): 3 clusters Score: Raw -74358.681704 + Penalty 302.087188 = -74056.594515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.056369 sec): 2 clusters Score: Raw -13625.780217 + Penalty 719.114071 = -12906.666147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.057123 sec): 3 clusters Score: Raw -13620.140764 + Penalty 1436.626750 = -12183.514013 nChanged 67 SP:Iteration 1F (49.057863 sec): 3 clusters Score: Raw -13729.408686 + Penalty 1435.876066 = -12293.532620 nChanged 19 SP:Iteration 2F (49.058601 sec): 3 clusters Score: Raw -13762.823395 + Penalty 1435.424123 = -12327.399271 nChanged 8 SP:Iteration 3Q (49.059314 sec): 3 clusters Score: Raw -13778.475568 + Penalty 1435.355130 = -12343.120438 nChanged 4 SP:Iteration 4Q (49.060020 sec): 3 clusters Score: Raw -13792.309796 + Penalty 1434.287000 = -12358.022796 nChanged 6 SP:Iteration 5Q (49.060721 sec): 3 clusters Score: Raw -13810.560086 + Penalty 1433.396304 = -12377.163782 nChanged 9 SP:Iteration 6Q (49.061417 sec): 3 clusters Score: Raw -13823.306836 + Penalty 1432.852936 = -12390.453901 nChanged 4 SP:Iteration 7Q (49.062114 sec): 3 clusters Score: Raw -13834.691305 + Penalty 1432.829465 = -12401.861840 nChanged 5 SP:Iteration 8Q (49.062805 sec): 3 clusters Score: Raw -13846.912321 + Penalty 1435.093280 = -12411.819041 nChanged 5 SP:Iteration 9Q (49.063493 sec): 3 clusters Score: Raw -13855.839064 + Penalty 1435.303514 = -12420.535550 nChanged 5 SP:Iteration 10F (49.064229 sec): 3 clusters Score: Raw -13864.422326 + Penalty 1435.303514 = -12429.118812 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.067368 sec): 2 clusters Score: Raw -54275.525476 + Penalty 657.276196 = -53618.249280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.069256 sec): 3 clusters Score: Raw -53836.049261 + Penalty 1318.153087 = -52517.896174 nChanged 341 SP:Iteration 1F (49.071062 sec): 3 clusters Score: Raw -54095.715812 + Penalty 1322.516821 = -52773.198991 nChanged 75 SP:Iteration 2F (49.072873 sec): 3 clusters Score: Raw -54166.837156 + Penalty 1327.996387 = -52838.840769 nChanged 53 SP:Iteration 3F (49.074676 sec): 3 clusters Score: Raw -54221.700232 + Penalty 1331.780685 = -52889.919548 nChanged 43 SP:Iteration 4Q (49.076461 sec): 3 clusters Score: Raw -54269.310039 + Penalty 1339.394353 = -52929.915686 nChanged 42 SP:Iteration 5Q (49.078255 sec): 3 clusters Score: Raw -54311.334801 + Penalty 1346.086744 = -52965.248057 nChanged 34 SP:Iteration 6Q (49.080018 sec): 3 clusters Score: Raw -54345.945410 + Penalty 1351.602505 = -52994.342905 nChanged 29 SP:Iteration 7Q (49.081767 sec): 3 clusters Score: Raw -54375.410877 + Penalty 1360.725252 = -53014.685625 nChanged 29 SP:Iteration 8Q (49.083511 sec): 3 clusters Score: Raw -54406.748393 + Penalty 1375.462560 = -53031.285832 nChanged 36 SP:Iteration 9Q (49.085246 sec): 3 clusters Score: Raw -54440.510240 + Penalty 1391.757529 = -53048.752711 nChanged 29 SP:Iteration 10F (49.087049 sec): 3 clusters Score: Raw -54470.513553 + Penalty 1405.749317 = -53064.764236 nChanged 24 SP:Iteration 11Q (49.088758 sec): 3 clusters Score: Raw -54490.673782 + Penalty 1416.087882 = -53074.585899 nChanged 17 SP:Iteration 12Q (49.090509 sec): 3 clusters Score: Raw -54506.211747 + Penalty 1426.055654 = -53080.156092 nChanged 15 SP:Iteration 13Q (49.092232 sec): 3 clusters Score: Raw -54517.864663 + Penalty 1437.351311 = -53080.513351 nChanged 15 SP:Iteration 14Q (49.093901 sec): 3 clusters Score: Raw -54528.911955 + Penalty 1448.510083 = -53080.401872 nChanged 12 SP:Iteration 15F (49.095727 sec): 3 clusters Score: Raw -54535.581723 + Penalty 1460.736791 = -53074.844932 nChanged 14 SP:Iteration 16F (49.097531 sec): 3 clusters Score: Raw -54546.626059 + Penalty 1470.879540 = -53075.746519 nChanged 14 SP:Iteration 17Q (49.099178 sec): 3 clusters Score: Raw -54559.420592 + Penalty 1479.569642 = -53079.850951 nChanged 9 SP:Iteration 18Q (49.100814 sec): 3 clusters Score: Raw -54568.562542 + Penalty 1486.733304 = -53081.829238 nChanged 7 SP:Iteration 19Q (49.102481 sec): 3 clusters Score: Raw -54575.289004 + Penalty 1487.610195 = -53087.678809 nChanged 1 SP:Iteration 20F (49.104319 sec): 3 clusters Score: Raw -54575.702879 + Penalty 1489.039449 = -53086.663430 nChanged 2 SP:Iteration 21F (49.106113 sec): 3 clusters Score: Raw -54577.041291 + Penalty 1490.425499 = -53086.615792 nChanged 1 SP:Iteration 22F (49.107914 sec): 3 clusters Score: Raw -54578.076007 + Penalty 1490.425499 = -53087.650508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.109604 sec): 2 clusters Score: Raw -24101.375370 + Penalty 354.990120 = -23746.385250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.110543 sec): 3 clusters Score: Raw -23914.125227 + Penalty 705.758724 = -23208.366503 nChanged 127 SP:Iteration 1F (49.111464 sec): 3 clusters Score: Raw -24014.298609 + Penalty 702.357054 = -23311.941555 nChanged 33 SP:Iteration 2F (49.112391 sec): 3 clusters Score: Raw -24041.042160 + Penalty 702.987292 = -23338.054868 nChanged 20 SP:Iteration 3Q (49.113306 sec): 3 clusters Score: Raw -24057.601655 + Penalty 707.192287 = -23350.409368 nChanged 22 SP:Iteration 4F (49.114227 sec): 3 clusters Score: Raw -24076.865626 + Penalty 715.210064 = -23361.655562 nChanged 24 SP:Iteration 5F (49.115145 sec): 3 clusters Score: Raw -24091.259413 + Penalty 722.558553 = -23368.700860 nChanged 13 SP:Iteration 6Q (49.116053 sec): 3 clusters Score: Raw -24100.993282 + Penalty 731.008874 = -23369.984408 nChanged 9 SP:Iteration 7Q (49.116968 sec): 3 clusters Score: Raw -24109.317327 + Penalty 740.458748 = -23368.858579 nChanged 7 SP:Iteration 8F (49.117886 sec): 3 clusters Score: Raw -24113.399771 + Penalty 745.009724 = -23368.390047 nChanged 4 SP:Iteration 9F (49.118836 sec): 3 clusters Score: Raw -24115.081079 + Penalty 750.838988 = -23364.242092 nChanged 5 SP:Iteration 10F (49.119755 sec): 3 clusters Score: Raw -24118.090741 + Penalty 758.294111 = -23359.796629 nChanged 6 SP:Iteration 11F (49.120678 sec): 3 clusters Score: Raw -24122.887588 + Penalty 768.830423 = -23354.057164 nChanged 4 SP:Iteration 12F (49.121603 sec): 3 clusters Score: Raw -24125.359442 + Penalty 771.063689 = -23354.295753 nChanged 6 SP:Iteration 13Q (49.122507 sec): 3 clusters Score: Raw -24131.005450 + Penalty 788.680400 = -23342.325050 nChanged 7 SP:Iteration 14F (49.123427 sec): 3 clusters Score: Raw -24140.043255 + Penalty 803.171881 = -23336.871373 nChanged 4 SP:Iteration 15F (49.124345 sec): 3 clusters Score: Raw -24147.139446 + Penalty 811.555931 = -23335.583515 nChanged 2 SP:Iteration 16F (49.125268 sec): 3 clusters Score: Raw -24148.985919 + Penalty 814.586177 = -23334.399742 nChanged 2 SP:Iteration 17F (49.126217 sec): 3 clusters Score: Raw -24150.293168 + Penalty 814.586177 = -23335.706991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.127676 sec): 2 clusters Score: Raw -21341.311787 + Penalty 317.497708 = -21023.814079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.128572 sec): 3 clusters Score: Raw -21156.528120 + Penalty 634.990139 = -20521.537981 nChanged 131 SP:Iteration 1F (49.129459 sec): 3 clusters Score: Raw -21263.778439 + Penalty 635.022408 = -20628.756031 nChanged 35 SP:Iteration 2F (49.130341 sec): 3 clusters Score: Raw -21301.320955 + Penalty 635.148077 = -20666.172879 nChanged 20 SP:Iteration 3F (49.131221 sec): 3 clusters Score: Raw -21327.696626 + Penalty 635.726345 = -20691.970281 nChanged 12 SP:Iteration 4Q (49.132089 sec): 3 clusters Score: Raw -21340.644111 + Penalty 636.285415 = -20704.358696 nChanged 9 SP:Iteration 5Q (49.132951 sec): 3 clusters Score: Raw -21352.150589 + Penalty 636.516871 = -20715.633718 nChanged 8 SP:Iteration 6Q (49.133800 sec): 3 clusters Score: Raw -21357.561312 + Penalty 637.588609 = -20719.972703 nChanged 9 SP:Iteration 7Q (49.134649 sec): 3 clusters Score: Raw -21363.999013 + Penalty 638.628908 = -20725.370105 nChanged 7 SP:Iteration 8Q (49.135495 sec): 3 clusters Score: Raw -21369.169729 + Penalty 639.228343 = -20729.941386 nChanged 7 SP:Iteration 9Q (49.136340 sec): 3 clusters Score: Raw -21375.317599 + Penalty 639.427659 = -20735.889941 nChanged 9 SP:Iteration 10F (49.137223 sec): 3 clusters Score: Raw -21386.199114 + Penalty 640.053861 = -20746.145254 nChanged 7 SP:Iteration 11Q (49.138063 sec): 3 clusters Score: Raw -21394.871344 + Penalty 640.215796 = -20754.655548 nChanged 5 SP:Iteration 12Q (49.138893 sec): 3 clusters Score: Raw -21403.780388 + Penalty 640.276414 = -20763.503974 nChanged 5 SP:Iteration 13Q (49.139715 sec): 3 clusters Score: Raw -21417.869167 + Penalty 640.093934 = -20777.775233 nChanged 4 SP:Iteration 14Q (49.140527 sec): 3 clusters Score: Raw -21419.582658 + Penalty 640.832123 = -20778.750535 nChanged 2 SP:Iteration 15Q (49.141330 sec): 3 clusters Score: Raw -21419.881628 + Penalty 640.868955 = -20779.012672 nChanged 1 SP:Iteration 16Q (49.142141 sec): 3 clusters Score: Raw -21421.456515 + Penalty 640.868955 = -20780.587560 nChanged 0 SP:Iteration 17F (49.143020 sec): 3 clusters Score: Raw -21421.456515 + Penalty 640.868955 = -20780.587560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.144224 sec): 2 clusters Score: Raw -17319.002418 + Penalty 706.982147 = -16612.020271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.144944 sec): 3 clusters Score: Raw -17261.621317 + Penalty 1413.994222 = -15847.627095 nChanged 55 SP:Iteration 1F (49.145653 sec): 3 clusters Score: Raw -17322.988615 + Penalty 1413.828799 = -15909.159816 nChanged 11 SP:Iteration 2Q (49.146387 sec): 3 clusters Score: Raw -17338.652845 + Penalty 1413.849271 = -15924.803574 nChanged 5 SP:Iteration 3Q (49.147086 sec): 3 clusters Score: Raw -17345.546117 + Penalty 1413.741200 = -15931.804917 nChanged 4 SP:Iteration 4Q (49.147782 sec): 3 clusters Score: Raw -17350.393968 + Penalty 1413.654676 = -15936.739292 nChanged 1 SP:Iteration 5Q (49.148477 sec): 3 clusters Score: Raw -17351.298043 + Penalty 1413.654676 = -15937.643367 nChanged 0 SP:Iteration 6F (49.149182 sec): 3 clusters Score: Raw -17351.298043 + Penalty 1413.654676 = -15937.643367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.150364 sec): 2 clusters Score: Raw -13887.629705 + Penalty 466.359246 = -13421.270459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.151080 sec): 3 clusters Score: Raw -13839.673019 + Penalty 931.094243 = -12908.578776 nChanged 76 SP:Iteration 1F (49.151785 sec): 3 clusters Score: Raw -13922.842352 + Penalty 928.059083 = -12994.783269 nChanged 23 SP:Iteration 2F (49.152492 sec): 3 clusters Score: Raw -13971.187434 + Penalty 924.452572 = -13046.734862 nChanged 17 SP:Iteration 3F (49.153194 sec): 3 clusters Score: Raw -14002.314213 + Penalty 919.457698 = -13082.856515 nChanged 14 SP:Iteration 4Q (49.153870 sec): 3 clusters Score: Raw -14034.796384 + Penalty 917.939474 = -13116.856910 nChanged 3 SP:Iteration 5Q (49.154535 sec): 3 clusters Score: Raw -14039.018216 + Penalty 915.008889 = -13124.009327 nChanged 6 SP:Iteration 6Q (49.155199 sec): 3 clusters Score: Raw -14057.711669 + Penalty 914.499276 = -13143.212393 nChanged 10 SP:Iteration 7Q (49.155863 sec): 3 clusters Score: Raw -14071.066714 + Penalty 916.137338 = -13154.929376 nChanged 5 SP:Iteration 8Q (49.156521 sec): 3 clusters Score: Raw -14075.169920 + Penalty 919.047488 = -13156.122431 nChanged 6 SP:Iteration 9Q (49.157176 sec): 3 clusters Score: Raw -14081.918668 + Penalty 922.536846 = -13159.381822 nChanged 5 SP:Iteration 10F (49.157886 sec): 3 clusters Score: Raw -14087.504897 + Penalty 925.677626 = -13161.827271 nChanged 4 SP:Iteration 11Q (49.158543 sec): 3 clusters Score: Raw -14091.998799 + Penalty 930.832715 = -13161.166084 nChanged 6 SP:Iteration 12F (49.159246 sec): 3 clusters Score: Raw -14097.156738 + Penalty 932.718491 = -13164.438247 nChanged 2 SP:Iteration 13Q (49.159898 sec): 3 clusters Score: Raw -14098.128135 + Penalty 933.706252 = -13164.421883 nChanged 1 SP:Iteration 14F (49.160599 sec): 3 clusters Score: Raw -14098.660729 + Penalty 935.742232 = -13162.918497 nChanged 2 SP:Iteration 15F (49.161300 sec): 3 clusters Score: Raw -14100.731125 + Penalty 936.770399 = -13163.960726 nChanged 1 SP:Iteration 16Q (49.161954 sec): 3 clusters Score: Raw -14101.843986 + Penalty 937.788129 = -13164.055857 nChanged 1 SP:Iteration 17Q (49.162604 sec): 3 clusters Score: Raw -14102.878502 + Penalty 939.840633 = -13163.037869 nChanged 2 SP:Iteration 18F (49.163306 sec): 3 clusters Score: Raw -14104.648526 + Penalty 944.241893 = -13160.406634 nChanged 4 SP:Iteration 19F (49.164007 sec): 3 clusters Score: Raw -14108.250706 + Penalty 945.315207 = -13162.935499 nChanged 1 SP:Iteration 20F (49.164709 sec): 3 clusters Score: Raw -14109.304797 + Penalty 945.315207 = -13163.989591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.166555 sec): 2 clusters Score: Raw -28369.150058 + Penalty 563.460225 = -27805.689833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.167637 sec): 3 clusters Score: Raw -28187.545044 + Penalty 1139.395521 = -27048.149523 nChanged 154 SP:Iteration 1F (49.168699 sec): 3 clusters Score: Raw -28317.042399 + Penalty 1150.255303 = -27166.787096 nChanged 50 SP:Iteration 2F (49.169762 sec): 3 clusters Score: Raw -28363.387250 + Penalty 1166.657241 = -27196.730008 nChanged 36 SP:Iteration 3F (49.170856 sec): 3 clusters Score: Raw -28410.838161 + Penalty 1178.036272 = -27232.801889 nChanged 21 SP:Iteration 4Q (49.171906 sec): 3 clusters Score: Raw -28442.257104 + Penalty 1190.700721 = -27251.556384 nChanged 21 SP:Iteration 5Q (49.172945 sec): 3 clusters Score: Raw -28467.044302 + Penalty 1201.343286 = -27265.701015 nChanged 14 SP:Iteration 6Q (49.173977 sec): 3 clusters Score: Raw -28490.533846 + Penalty 1216.459353 = -27274.074493 nChanged 15 SP:Iteration 7Q (49.174993 sec): 3 clusters Score: Raw -28517.393150 + Penalty 1224.159956 = -27293.233194 nChanged 10 SP:Iteration 8Q (49.176024 sec): 3 clusters Score: Raw -28533.287990 + Penalty 1227.496266 = -27305.791724 nChanged 4 SP:Iteration 9Q (49.177012 sec): 3 clusters Score: Raw -28539.033634 + Penalty 1229.055606 = -27309.978027 nChanged 3 SP:Iteration 10F (49.178071 sec): 3 clusters Score: Raw -28544.645950 + Penalty 1229.363556 = -27315.282394 nChanged 1 SP:Iteration 11Q (49.179048 sec): 3 clusters Score: Raw -28545.648303 + Penalty 1229.363556 = -27316.284747 nChanged 0 SP:Iteration 12F (49.180104 sec): 3 clusters Score: Raw -28545.648303 + Penalty 1229.363556 = -27316.284747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.181722 sec): 2 clusters Score: Raw -23311.937549 + Penalty 473.747568 = -22838.189981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.182701 sec): 3 clusters Score: Raw -23152.163622 + Penalty 951.826552 = -22200.337070 nChanged 118 SP:Iteration 1F (49.183644 sec): 3 clusters Score: Raw -23239.223934 + Penalty 959.573236 = -22279.650698 nChanged 36 SP:Iteration 2F (49.184587 sec): 3 clusters Score: Raw -23269.909539 + Penalty 970.197468 = -22299.712071 nChanged 28 SP:Iteration 3F (49.185523 sec): 3 clusters Score: Raw -23300.912220 + Penalty 992.008869 = -22308.903351 nChanged 28 SP:Iteration 4F (49.186460 sec): 3 clusters Score: Raw -23337.037710 + Penalty 1008.290732 = -22328.746978 nChanged 19 SP:Iteration 5Q (49.187386 sec): 3 clusters Score: Raw -23359.630321 + Penalty 1017.440101 = -22342.190220 nChanged 10 SP:Iteration 6Q (49.188311 sec): 3 clusters Score: Raw -23369.373301 + Penalty 1017.256832 = -22352.116469 nChanged 4 SP:Iteration 7Q (49.189230 sec): 3 clusters Score: Raw -23376.498963 + Penalty 1018.497889 = -22358.001074 nChanged 3 SP:Iteration 8Q (49.190145 sec): 3 clusters Score: Raw -23381.404334 + Penalty 1025.185700 = -22356.218633 nChanged 4 SP:Iteration 9F (49.191081 sec): 3 clusters Score: Raw -23388.781729 + Penalty 1026.831253 = -22361.950476 nChanged 3 SP:Iteration 10F (49.192020 sec): 3 clusters Score: Raw -23391.801121 + Penalty 1026.831253 = -22364.969868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.193575 sec): 2 clusters Score: Raw -21848.963529 + Penalty 643.775038 = -21205.188491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.194506 sec): 3 clusters Score: Raw -21716.545527 + Penalty 1290.680157 = -20425.865370 nChanged 103 SP:Iteration 1F (49.195422 sec): 3 clusters Score: Raw -21840.012316 + Penalty 1297.622362 = -20542.389954 nChanged 40 SP:Iteration 2F (49.196334 sec): 3 clusters Score: Raw -21910.340792 + Penalty 1304.519009 = -20605.821783 nChanged 26 SP:Iteration 3F (49.197250 sec): 3 clusters Score: Raw -21957.297210 + Penalty 1309.322552 = -20647.974658 nChanged 17 SP:Iteration 4Q (49.198150 sec): 3 clusters Score: Raw -21980.647072 + Penalty 1316.135328 = -20664.511744 nChanged 10 SP:Iteration 5Q (49.199038 sec): 3 clusters Score: Raw -21990.267536 + Penalty 1321.819742 = -20668.447794 nChanged 8 SP:Iteration 6Q (49.199923 sec): 3 clusters Score: Raw -22000.529071 + Penalty 1325.410307 = -20675.118764 nChanged 4 SP:Iteration 7Q (49.200804 sec): 3 clusters Score: Raw -22007.224265 + Penalty 1327.003771 = -20680.220495 nChanged 1 SP:Iteration 8Q (49.201715 sec): 3 clusters Score: Raw -22009.042463 + Penalty 1327.003771 = -20682.038692 nChanged 0 SP:Iteration 9F (49.202628 sec): 3 clusters Score: Raw -22009.042463 + Penalty 1327.003771 = -20682.038692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.204412 sec): 2 clusters Score: Raw -23596.524492 + Penalty 160.250352 = -23436.274141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.205520 sec): 3 clusters Score: Raw -23306.836608 + Penalty 337.912387 = -22968.924222 nChanged 215 SP:Iteration 1F (49.206608 sec): 3 clusters Score: Raw -23535.033805 + Penalty 353.825952 = -23181.207853 nChanged 78 SP:Iteration 2F (49.207694 sec): 3 clusters Score: Raw -23623.752674 + Penalty 350.844999 = -23272.907675 nChanged 30 SP:Iteration 3F (49.208782 sec): 3 clusters Score: Raw -23656.992370 + Penalty 359.093492 = -23297.898878 nChanged 13 SP:Iteration 4Q (49.209844 sec): 3 clusters Score: Raw -23671.232787 + Penalty 360.412124 = -23310.820663 nChanged 4 SP:Iteration 5Q (49.210879 sec): 3 clusters Score: Raw -23674.277762 + Penalty 360.444461 = -23313.833301 nChanged 3 SP:Iteration 6Q (49.211912 sec): 3 clusters Score: Raw -23675.666688 + Penalty 365.317907 = -23310.348781 nChanged 2 SP:Iteration 7F (49.212991 sec): 3 clusters Score: Raw -23677.001897 + Penalty 372.968023 = -23304.033874 nChanged 3 SP:Iteration 8F (49.214070 sec): 3 clusters Score: Raw -23678.896958 + Penalty 379.421438 = -23299.475520 nChanged 2 SP:Iteration 9F (49.215156 sec): 3 clusters Score: Raw -23680.502245 + Penalty 378.376053 = -23302.126192 nChanged 1 SP:Iteration 10F (49.216241 sec): 3 clusters Score: Raw -23681.176713 + Penalty 380.890066 = -23300.286647 nChanged 1 SP:Iteration 11F (49.217329 sec): 3 clusters Score: Raw -23682.388526 + Penalty 380.890066 = -23301.498459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.218435 sec): 2 clusters Score: Raw -10113.471977 + Penalty 318.306825 = -9795.165152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.219089 sec): 3 clusters Score: Raw -10080.840016 + Penalty 647.740710 = -9433.099306 nChanged 62 SP:Iteration 1F (49.219734 sec): 3 clusters Score: Raw -10193.701407 + Penalty 677.724163 = -9515.977244 nChanged 34 SP:Iteration 2F (49.220368 sec): 3 clusters Score: Raw -10298.300837 + Penalty 676.092676 = -9622.208161 nChanged 13 SP:Iteration 3F (49.221003 sec): 3 clusters Score: Raw -10327.008883 + Penalty 691.208848 = -9635.800035 nChanged 5 SP:Iteration 4Q (49.221624 sec): 3 clusters Score: Raw -10340.813515 + Penalty 692.058149 = -9648.755365 nChanged 3 SP:Iteration 5Q (49.222222 sec): 3 clusters Score: Raw -10347.780408 + Penalty 689.481868 = -9658.298540 nChanged 3 SP:Iteration 6Q (49.222811 sec): 3 clusters Score: Raw -10358.675164 + Penalty 687.722355 = -9670.952809 nChanged 1 SP:Iteration 7Q (49.223399 sec): 3 clusters Score: Raw -10363.305182 + Penalty 687.797882 = -9675.507300 nChanged 1 SP:Iteration 8Q (49.223981 sec): 3 clusters Score: Raw -10365.311619 + Penalty 687.797882 = -9677.513737 nChanged 0 SP:Iteration 9F (49.224634 sec): 3 clusters Score: Raw -10365.311619 + Penalty 687.797882 = -9677.513737 nChanged 0 Time taken for this iteration:48.599798 seconds. 300->32 Clusters: Score -1129016.525213, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 187 (time per iteration =263.387364 ms) Total iterations: 2627 (time per iteration =18.748929 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3832345000.000000 (time per metric unit =12.852036ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 95808625000.000000 (time per metric unit=514.081451ps) That took 49.253437 seconds. FileBase PeterP-2013-09-04_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 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27396 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 27396 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 71 (2 points): Lose 29.820507 but Gain 1638.459150 Iteration 0F (3.307604 sec): 199 clusters Score: Raw -1542991.809919 + Penalty 191756.591271 = -1351235.218648 nChanged 5371 Deleting Class 199 (1 points): Lose 20.285711 but Gain 1601.252862 Iteration 1F (5.786561 sec): 197 clusters Score: Raw -1553039.011397 + Penalty 187769.384553 = -1365269.626844 nChanged 2119 Deleting Class 197 (1 points): Lose 10.014837 but Gain 1556.320820 Iteration 2F (8.233380 sec): 194 clusters Score: Raw -1556970.687893 + Penalty 186132.896107 = -1370837.791787 nChanged 1215 Deleting Class 159 (1 points): Lose 22.896280 but Gain 1538.424841 Iteration 3Q (8.527256 sec): 193 clusters Score: Raw -1558712.127964 + Penalty 184339.466789 = -1374372.661175 nChanged 862 Deleting Class 158 (2 points): Lose 38.092335 but Gain 1522.815345 Iteration 4Q (8.774586 sec): 192 clusters Score: Raw -1559839.288862 + Penalty 182949.287116 = -1376890.001746 nChanged 683 Deleting Class 120 (3 points): Lose 62.938689 but Gain 1544.889218 Iteration 5Q (9.003121 sec): 191 clusters Score: Raw -1560890.171756 + Penalty 181528.929766 = -1379361.241991 nChanged 574 Deleting Class 198 (1 points): Lose 9.811450 but Gain 1475.045123 Iteration 6Q (9.214615 sec): 190 clusters Score: Raw -1561919.083330 + Penalty 180009.491439 = -1381909.591890 nChanged 484 Deleting Class 90 (5 points): Lose 150.904589 but Gain 1588.577026 Iteration 7Q (9.417109 sec): 189 clusters Score: Raw -1562362.328926 + Penalty 178539.096520 = -1383823.232405 nChanged 396 Deleting Class 79 (3 points): Lose 53.371391 but Gain 1489.954854 Iteration 8Q (9.606354 sec): 188 clusters Score: Raw -1562614.356296 + Penalty 177112.092435 = -1385502.263861 nChanged 304 Deleting Class 194 (1 points): Lose 3.447041 but Gain 1438.164226 Iteration 9Q (9.785192 sec): 187 clusters Score: Raw -1562811.783733 + Penalty 175680.063953 = -1387131.719780 nChanged 228 Deleting Class 193 (2 points): Lose 28.033567 but Gain 1438.634030 Iteration 10F (12.114919 sec): 186 clusters Score: Raw -1563024.792261 + Penalty 174358.333386 = -1388666.458876 nChanged 223 Deleting Class 192 (1 points): Lose 38.971502 but Gain 1443.136340 Iteration 11Q (12.299269 sec): 185 clusters Score: Raw -1563199.082917 + Penalty 172973.232823 = -1390225.850093 nChanged 161 Deleting Class 144 (1 points): Lose 9.785031 but Gain 1410.372526 Iteration 12Q (12.466322 sec): 184 clusters Score: Raw -1563328.758375 + Penalty 171609.859047 = -1391718.899328 nChanged 130 Deleting Class 78 (5 points): Lose 77.997208 but Gain 1473.353177 Iteration 13Q (12.628914 sec): 183 clusters Score: Raw -1563341.098086 + Penalty 170158.838297 = -1393182.259789 nChanged 92 Deleting Class 146 (4 points): Lose 62.295654 but Gain 1431.296791 Iteration 14Q (12.789063 sec): 182 clusters Score: Raw -1563334.566341 + Penalty 168883.486434 = -1394451.079907 nChanged 86 Deleting Class 189 (1 points): Lose 28.816037 but Gain 1389.998869 Iteration 15Q (12.945969 sec): 181 clusters Score: Raw -1563402.735389 + Penalty 167504.029381 = -1395898.706008 nChanged 72 Deleting Class 134 (1 points): Lose 10.219361 but Gain 1368.035448 Iteration 16Q (13.100485 sec): 180 clusters Score: Raw -1563438.093304 + Penalty 166175.427012 = -1397262.666292 nChanged 59 Deleting Class 89 (6 points): Lose 97.758807 but Gain 1454.553816 Iteration 17Q (13.254348 sec): 179 clusters Score: Raw -1563369.364609 + Penalty 164793.396416 = -1398575.968194 nChanged 53 Deleting Class 133 (3 points): Lose 102.103457 but Gain 1456.869256 Iteration 18Q (13.408110 sec): 178 clusters Score: Raw -1563320.191650 + Penalty 164668.131600 = -1398652.060050 nChanged 34 Deleting Class 147 (3 points): Lose 55.209916 but Gain 1408.053372 Iteration 19Q (13.558924 sec): 177 clusters Score: Raw -1563296.436786 + Penalty 163307.330893 = -1399989.105894 nChanged 35 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 -1563296.436786 + Penalty 163307.330893 = -1399989.105894Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 1 (3479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.666930 sec): 2 clusters Score: Raw -212183.612770 + Penalty 263.773339 = -211919.839431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.673277 sec): 3 clusters Score: Raw -209980.026536 + Penalty 525.483251 = -209454.543285 nChanged 1573 SP:Iteration 1F (13.679639 sec): 3 clusters Score: Raw -211102.828510 + Penalty 525.783477 = -210577.045034 nChanged 468 SP:Iteration 2F (13.685866 sec): 3 clusters Score: Raw -211390.636196 + Penalty 530.632700 = -210860.003496 nChanged 260 SP:Iteration 3F (13.692046 sec): 3 clusters Score: Raw -211546.531146 + Penalty 536.946545 = -211009.584601 nChanged 185 SP:Iteration 4F (13.698228 sec): 3 clusters Score: Raw -211681.239947 + Penalty 541.540129 = -211139.699818 nChanged 175 SP:Iteration 5F (13.704396 sec): 3 clusters Score: Raw -211835.819094 + Penalty 559.373473 = -211276.445621 nChanged 157 SP:Iteration 6Q (13.710850 sec): 3 clusters Score: Raw -211984.673721 + Penalty 576.383651 = -211408.290070 nChanged 106 SP:Iteration 7Q (13.717391 sec): 3 clusters Score: Raw -212086.289477 + Penalty 629.070893 = -211457.218583 nChanged 69 SP:Iteration 8Q (13.723713 sec): 3 clusters Score: Raw -212162.178211 + Penalty 660.922787 = -211501.255424 nChanged 29 SP:Iteration 9Q (13.729813 sec): 3 clusters Score: Raw -212190.331367 + Penalty 668.241970 = -211522.089397 nChanged 10 SP:Iteration 10F (13.735984 sec): 3 clusters Score: Raw -212199.818940 + Penalty 673.970691 = -211525.848249 nChanged 7 SP:Iteration 11Q (13.741274 sec): 3 clusters Score: Raw -212207.205251 + Penalty 673.834421 = -211533.370831 nChanged 2 SP:Iteration 12Q (13.746478 sec): 3 clusters Score: Raw -212210.118772 + Penalty 665.844364 = -211544.274408 nChanged 2 SP:Iteration 13Q (13.751634 sec): 3 clusters Score: Raw -212213.460899 + Penalty 663.361573 = -211550.099326 nChanged 3 SP:Iteration 14Q (13.756752 sec): 3 clusters Score: Raw -212217.114958 + Penalty 659.564145 = -211557.550813 nChanged 2 SP:Iteration 15Q (13.761829 sec): 3 clusters Score: Raw -212219.948307 + Penalty 659.259347 = -211560.688961 nChanged 2 SP:Iteration 16Q (13.766907 sec): 3 clusters Score: Raw -212220.930706 + Penalty 659.259347 = -211561.671359 nChanged 0 SP:Iteration 17F (13.773054 sec): 3 clusters Score: Raw -212220.930706 + Penalty 659.259347 = -211561.671359 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 2 (4816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.794950 sec): 2 clusters Score: Raw -287100.295774 + Penalty 153.308000 = -286946.987774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.803905 sec): 3 clusters Score: Raw -283966.068604 + Penalty 356.923478 = -283609.145126 nChanged 2276 SP:Iteration 1F (13.812708 sec): 3 clusters Score: Raw -286986.725501 + Penalty 308.743374 = -286677.982127 nChanged 279 SP:Iteration 2F (13.821736 sec): 3 clusters Score: Raw -287271.061270 + Penalty 289.343411 = -286981.717859 nChanged 72 SP:Iteration 3Q (13.829252 sec): 3 clusters Score: Raw -287375.589781 + Penalty 281.282808 = -287094.306973 nChanged 35 SP:Iteration 4Q (13.836412 sec): 3 clusters Score: Raw -287456.050788 + Penalty 271.317596 = -287184.733192 nChanged 18 SP:Iteration 5Q (13.843344 sec): 3 clusters Score: Raw -287504.335162 + Penalty 270.203856 = -287234.131306 nChanged 9 SP:Iteration 6Q (13.850182 sec): 3 clusters Score: Raw -287506.688041 + Penalty 270.182663 = -287236.505378 nChanged 2 SP:Iteration 7Q (13.857007 sec): 3 clusters Score: Raw -287506.977531 + Penalty 269.983905 = -287236.993625 nChanged 1 SP:Iteration 8Q (13.863826 sec): 3 clusters Score: Raw -287507.119371 + Penalty 269.983905 = -287237.135466 nChanged 0 SP:Iteration 9F (13.872553 sec): 3 clusters Score: Raw -287507.119371 + Penalty 269.983905 = -287237.135466 nChanged 0 Score: Raw -1584862.058697 + Penalty 163447.926941 = -1421414.131756 Splitting cluster 2 changes total score from -1399989.105894 to -1421414.131756 So it's getting split into cluster 71. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 3 (2361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.112823 sec): 2 clusters Score: Raw -141846.790432 + Penalty 156.773905 = -141690.016527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.117353 sec): 3 clusters Score: Raw -140379.411448 + Penalty 316.392545 = -140063.018904 nChanged 1092 SP:Iteration 1F (16.121876 sec): 3 clusters Score: Raw -141338.864407 + Penalty 314.893619 = -141023.970787 nChanged 257 SP:Iteration 2F (16.126457 sec): 3 clusters Score: Raw -141637.768664 + Penalty 294.857309 = -141342.911355 nChanged 155 SP:Iteration 3F (16.131133 sec): 3 clusters Score: Raw -141822.375427 + Penalty 273.425926 = -141548.949502 nChanged 63 SP:Iteration 4Q (16.135717 sec): 3 clusters Score: Raw -141883.587276 + Penalty 257.937613 = -141625.649663 nChanged 28 SP:Iteration 5Q (16.140203 sec): 3 clusters Score: Raw -141905.104201 + Penalty 254.926736 = -141650.177465 nChanged 9 SP:Iteration 6Q (16.144370 sec): 3 clusters Score: Raw -141911.340160 + Penalty 255.241597 = -141656.098563 nChanged 5 SP:Iteration 7Q (16.148420 sec): 3 clusters Score: Raw -141913.235426 + Penalty 252.403583 = -141660.831842 nChanged 4 SP:Iteration 8Q (16.152424 sec): 3 clusters Score: Raw -141914.787373 + Penalty 251.595585 = -141663.191788 nChanged 1 SP:Iteration 9Q (16.156402 sec): 3 clusters Score: Raw -141914.856272 + Penalty 251.117543 = -141663.738728 nChanged 1 SP:Iteration 10F (16.160968 sec): 3 clusters Score: Raw -141914.877958 + Penalty 251.117543 = -141663.760415 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 4 (2790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.169681 sec): 2 clusters Score: Raw -166320.552214 + Penalty 147.517237 = -166173.034977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.174855 sec): 3 clusters Score: Raw -164511.801874 + Penalty 312.760756 = -164199.041117 nChanged 1289 SP:Iteration 1F (16.179870 sec): 3 clusters Score: Raw -165775.244605 + Penalty 319.831083 = -165455.413522 nChanged 260 SP:Iteration 2F (16.184868 sec): 3 clusters Score: Raw -165958.300244 + Penalty 321.873699 = -165636.426545 nChanged 94 SP:Iteration 3Q (16.189921 sec): 3 clusters Score: Raw -166058.869104 + Penalty 323.974435 = -165734.894668 nChanged 63 SP:Iteration 4Q (16.194861 sec): 3 clusters Score: Raw -166154.232021 + Penalty 326.925221 = -165827.306800 nChanged 67 SP:Iteration 5Q (16.199450 sec): 3 clusters Score: Raw -166213.199010 + Penalty 329.311371 = -165883.887639 nChanged 44 SP:Iteration 6Q (16.203851 sec): 3 clusters Score: Raw -166267.367649 + Penalty 328.161413 = -165939.206236 nChanged 42 SP:Iteration 7Q (16.208157 sec): 3 clusters Score: Raw -166300.374040 + Penalty 330.579990 = -165969.794050 nChanged 38 SP:Iteration 8Q (16.212475 sec): 3 clusters Score: Raw -166323.420658 + Penalty 329.290134 = -165994.130524 nChanged 28 SP:Iteration 9Q (16.216739 sec): 3 clusters Score: Raw -166342.887436 + Penalty 330.699718 = -166012.187718 nChanged 30 SP:Iteration 10F (16.221738 sec): 3 clusters Score: Raw -166361.756764 + Penalty 331.343880 = -166030.412884 nChanged 19 SP:Iteration 11Q (16.225958 sec): 3 clusters Score: Raw -166370.199723 + Penalty 333.427029 = -166036.772694 nChanged 15 SP:Iteration 12Q (16.230172 sec): 3 clusters Score: Raw -166374.559171 + Penalty 334.496408 = -166040.062763 nChanged 7 SP:Iteration 13Q (16.234367 sec): 3 clusters Score: Raw -166375.571638 + Penalty 335.375491 = -166040.196147 nChanged 4 SP:Iteration 14Q (16.238571 sec): 3 clusters Score: Raw -166376.012536 + Penalty 335.943094 = -166040.069442 nChanged 3 SP:Iteration 15F (16.243553 sec): 3 clusters Score: Raw -166376.420975 + Penalty 336.333424 = -166040.087550 nChanged 3 SP:Iteration 16Q (16.247762 sec): 3 clusters Score: Raw -166376.885275 + Penalty 336.125640 = -166040.759635 nChanged 2 SP:Iteration 17Q (16.251975 sec): 3 clusters Score: Raw -166376.947093 + Penalty 336.101665 = -166040.845428 nChanged 3 SP:Iteration 18Q (16.256218 sec): 3 clusters Score: Raw -166377.446052 + Penalty 335.647967 = -166041.798085 nChanged 3 SP:Iteration 19Q (16.260560 sec): 3 clusters Score: Raw -166377.638565 + Penalty 334.930033 = -166042.708532 nChanged 4 SP:Iteration 20F (16.265629 sec): 3 clusters Score: Raw -166377.808428 + Penalty 334.861750 = -166042.946678 nChanged 2 SP:Iteration 21Q (16.270059 sec): 3 clusters Score: Raw -166377.852670 + Penalty 334.872288 = -166042.980382 nChanged 2 SP:Iteration 22Q (16.274525 sec): 3 clusters Score: Raw -166377.974274 + Penalty 334.913442 = -166043.060832 nChanged 1 SP:Iteration 23Q (16.278759 sec): 3 clusters Score: Raw -166378.018470 + Penalty 334.913442 = -166043.105028 nChanged 0 SP:Iteration 24F (16.283776 sec): 3 clusters Score: Raw -166378.018470 + Penalty 334.913442 = -166043.105028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.287724 sec): 2 clusters Score: Raw -36499.422374 + Penalty 171.090504 = -36328.331869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.288997 sec): 3 clusters Score: Raw -36165.236705 + Penalty 346.033037 = -35819.203668 nChanged 262 SP:Iteration 1F (16.290240 sec): 3 clusters Score: Raw -36417.709672 + Penalty 350.198265 = -36067.511407 nChanged 59 SP:Iteration 2F (16.291482 sec): 3 clusters Score: Raw -36448.468717 + Penalty 354.364109 = -36094.104608 nChanged 27 SP:Iteration 3Q (16.292707 sec): 3 clusters Score: Raw -36470.942846 + Penalty 357.712869 = -36113.229977 nChanged 24 SP:Iteration 4Q (16.293932 sec): 3 clusters Score: Raw -36490.448673 + Penalty 359.074532 = -36131.374141 nChanged 12 SP:Iteration 5Q (16.295162 sec): 3 clusters Score: Raw -36499.164631 + Penalty 359.823878 = -36139.340754 nChanged 9 SP:Iteration 6Q (16.296389 sec): 3 clusters Score: Raw -36505.036213 + Penalty 360.862745 = -36144.173467 nChanged 9 SP:Iteration 7Q (16.297616 sec): 3 clusters Score: Raw -36509.445646 + Penalty 358.227411 = -36151.218235 nChanged 10 SP:Iteration 8Q (16.298844 sec): 3 clusters Score: Raw -36517.435443 + Penalty 356.843630 = -36160.591812 nChanged 8 SP:Iteration 9Q (16.300062 sec): 3 clusters Score: Raw -36523.893051 + Penalty 354.205700 = -36169.687351 nChanged 5 SP:Iteration 10F (16.301348 sec): 3 clusters Score: Raw -36530.202099 + Penalty 349.344348 = -36180.857751 nChanged 7 SP:Iteration 11Q (16.302542 sec): 3 clusters Score: Raw -36538.297331 + Penalty 349.731483 = -36188.565848 nChanged 4 SP:Iteration 12Q (16.303720 sec): 3 clusters Score: Raw -36543.219097 + Penalty 351.712016 = -36191.507081 nChanged 7 SP:Iteration 13Q (16.304875 sec): 3 clusters Score: Raw -36547.300174 + Penalty 351.610332 = -36195.689842 nChanged 4 SP:Iteration 14Q (16.306012 sec): 3 clusters Score: Raw -36548.073606 + Penalty 351.349369 = -36196.724237 nChanged 2 SP:Iteration 15Q (16.307146 sec): 3 clusters Score: Raw -36548.681075 + Penalty 351.960709 = -36196.720366 nChanged 1 SP:Iteration 16F (16.308383 sec): 3 clusters Score: Raw -36548.963844 + Penalty 352.646970 = -36196.316874 nChanged 1 SP:Iteration 17F (16.309626 sec): 3 clusters Score: Raw -36549.030450 + Penalty 352.646970 = -36196.383481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.311412 sec): 2 clusters Score: Raw -14823.234066 + Penalty 314.200841 = -14509.033225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.312018 sec): 3 clusters Score: Raw -14743.072538 + Penalty 628.094661 = -14114.977877 nChanged 68 SP:Iteration 1F (16.312612 sec): 3 clusters Score: Raw -14796.994422 + Penalty 628.436349 = -14168.558074 nChanged 18 SP:Iteration 2F (16.313206 sec): 3 clusters Score: Raw -14818.109105 + Penalty 629.355707 = -14188.753398 nChanged 12 SP:Iteration 3F (16.313799 sec): 3 clusters Score: Raw -14826.579509 + Penalty 629.747391 = -14196.832118 nChanged 5 SP:Iteration 4Q (16.314383 sec): 3 clusters Score: Raw -14831.493696 + Penalty 633.361175 = -14198.132521 nChanged 8 SP:Iteration 5Q (16.314966 sec): 3 clusters Score: Raw -14841.605922 + Penalty 633.809662 = -14207.796260 nChanged 5 SP:Iteration 6Q (16.315546 sec): 3 clusters Score: Raw -14846.438836 + Penalty 633.813376 = -14212.625460 nChanged 5 SP:Iteration 7Q (16.316127 sec): 3 clusters Score: Raw -14850.537179 + Penalty 633.743530 = -14216.793649 nChanged 2 SP:Iteration 8Q (16.316706 sec): 3 clusters Score: Raw -14853.672212 + Penalty 633.599917 = -14220.072296 nChanged 1 SP:Iteration 9Q (16.317284 sec): 3 clusters Score: Raw -14855.155803 + Penalty 633.599917 = -14221.555887 nChanged 0 SP:Iteration 10F (16.317875 sec): 3 clusters Score: Raw -14855.155803 + Penalty 633.599917 = -14221.555887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 7 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.319230 sec): 2 clusters Score: Raw -12974.225511 + Penalty 300.234363 = -12673.991147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.319798 sec): 3 clusters Score: Raw -12869.794542 + Penalty 607.751359 = -12262.043183 nChanged 49 SP:Iteration 1F (16.320358 sec): 3 clusters Score: Raw -12902.852837 + Penalty 619.785441 = -12283.067396 nChanged 28 SP:Iteration 2F (16.320917 sec): 3 clusters Score: Raw -12942.882866 + Penalty 631.209085 = -12311.673782 nChanged 18 SP:Iteration 3F (16.321477 sec): 3 clusters Score: Raw -12972.878693 + Penalty 634.778726 = -12338.099967 nChanged 8 SP:Iteration 4Q (16.322016 sec): 3 clusters Score: Raw -12993.495731 + Penalty 642.006974 = -12351.488757 nChanged 2 SP:Iteration 5Q (16.322532 sec): 3 clusters Score: Raw -12996.919730 + Penalty 638.888839 = -12358.030892 nChanged 1 SP:Iteration 6Q (16.323043 sec): 3 clusters Score: Raw -12997.524197 + Penalty 638.888839 = -12358.635359 nChanged 0 SP:Iteration 7F (16.323601 sec): 3 clusters Score: Raw -12997.524197 + Penalty 638.888839 = -12358.635359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.325390 sec): 2 clusters Score: Raw -20923.399027 + Penalty 435.878250 = -20487.520777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.326217 sec): 3 clusters Score: Raw -20810.077647 + Penalty 871.326394 = -19938.751253 nChanged 105 SP:Iteration 1F (16.327000 sec): 3 clusters Score: Raw -20899.391108 + Penalty 870.088177 = -20029.302930 nChanged 21 SP:Iteration 2F (16.327778 sec): 3 clusters Score: Raw -20921.667298 + Penalty 868.848540 = -20052.818758 nChanged 12 SP:Iteration 3Q (16.328543 sec): 3 clusters Score: Raw -20931.293992 + Penalty 867.145307 = -20064.148684 nChanged 12 SP:Iteration 4Q (16.329309 sec): 3 clusters Score: Raw -20944.553308 + Penalty 866.822751 = -20077.730558 nChanged 10 SP:Iteration 5Q (16.330069 sec): 3 clusters Score: Raw -20952.828498 + Penalty 866.456755 = -20086.371743 nChanged 7 SP:Iteration 6Q (16.330827 sec): 3 clusters Score: Raw -20958.536675 + Penalty 865.711356 = -20092.825319 nChanged 7 SP:Iteration 7Q (16.331585 sec): 3 clusters Score: Raw -20966.954523 + Penalty 865.274559 = -20101.679964 nChanged 6 SP:Iteration 8Q (16.332340 sec): 3 clusters Score: Raw -20970.033488 + Penalty 864.125487 = -20105.908001 nChanged 5 SP:Iteration 9Q (16.333097 sec): 3 clusters Score: Raw -20971.513418 + Penalty 863.191447 = -20108.321971 nChanged 4 SP:Iteration 10F (16.333872 sec): 3 clusters Score: Raw -20973.372073 + Penalty 860.747308 = -20112.624765 nChanged 7 SP:Iteration 11Q (16.334633 sec): 3 clusters Score: Raw -20977.797659 + Penalty 861.232373 = -20116.565285 nChanged 3 SP:Iteration 12Q (16.335392 sec): 3 clusters Score: Raw -20978.992973 + Penalty 861.352321 = -20117.640653 nChanged 1 SP:Iteration 13Q (16.336150 sec): 3 clusters Score: Raw -20979.341879 + Penalty 860.961691 = -20118.380189 nChanged 1 SP:Iteration 14Q (16.336910 sec): 3 clusters Score: Raw -20979.541727 + Penalty 860.450793 = -20119.090934 nChanged 1 SP:Iteration 15Q (16.337667 sec): 3 clusters Score: Raw -20979.737745 + Penalty 860.955517 = -20118.782228 nChanged 1 SP:Iteration 16F (16.338442 sec): 3 clusters Score: Raw -20980.267551 + Penalty 861.469976 = -20118.797575 nChanged 1 SP:Iteration 17Q (16.339203 sec): 3 clusters Score: Raw -20980.527533 + Penalty 861.469976 = -20119.057557 nChanged 0 SP:Iteration 18F (16.339978 sec): 3 clusters Score: Raw -20980.527533 + Penalty 861.469976 = -20119.057557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.341337 sec): 2 clusters Score: Raw -4429.786972 + Penalty 219.318013 = -4210.468959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.341687 sec): 3 clusters Score: Raw -4412.465927 + Penalty 429.838451 = -3982.627476 nChanged 18 SP:Iteration 1F (16.342031 sec): 3 clusters Score: Raw -4436.603314 + Penalty 423.973658 = -4012.629656 nChanged 4 SP:Iteration 2F (16.342368 sec): 3 clusters Score: Raw -4447.202019 + Penalty 417.835309 = -4029.366709 nChanged 3 SP:Iteration 3Q (16.342712 sec): 3 clusters Score: Raw -4450.613989 + Penalty 417.516310 = -4033.097679 nChanged 3 SP:Iteration 4Q (16.343039 sec): 3 clusters Score: Raw -4452.694629 + Penalty 419.049325 = -4033.645304 nChanged 2 SP:Iteration 5Q (16.343366 sec): 3 clusters Score: Raw -4453.202872 + Penalty 419.049325 = -4034.153547 nChanged 0 SP:Iteration 6F (16.343702 sec): 3 clusters Score: Raw -4453.202872 + Penalty 419.049325 = -4034.153547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.344656 sec): 2 clusters Score: Raw -4636.706626 + Penalty 236.658306 = -4400.048320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.345012 sec): 3 clusters Score: Raw -4642.966789 + Penalty 471.931540 = -4171.035249 nChanged 10 SP:Iteration 1F (16.345360 sec): 3 clusters Score: Raw -4664.008931 + Penalty 474.745877 = -4189.263053 nChanged 7 SP:Iteration 2F (16.345708 sec): 3 clusters Score: Raw -4672.592290 + Penalty 473.573191 = -4199.019099 nChanged 1 SP:Iteration 3Q (16.346069 sec): 3 clusters Score: Raw -4678.816935 + Penalty 472.850886 = -4205.966049 nChanged 1 SP:Iteration 4Q (16.346408 sec): 3 clusters Score: Raw -4681.442822 + Penalty 472.850886 = -4208.591936 nChanged 0 SP:Iteration 5F (16.346759 sec): 3 clusters Score: Raw -4681.442822 + Penalty 472.850886 = -4208.591936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.347623 sec): 2 clusters Score: Raw -2259.629918 + Penalty 174.436624 = -2085.193294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.347900 sec): 3 clusters Score: Raw -2256.619456 + Penalty 350.479758 = -1906.139698 nChanged 4 SP:Iteration 1F (16.348177 sec): 3 clusters Score: Raw -2270.968453 + Penalty 350.840584 = -1920.127869 nChanged 2 SP:Iteration 2F (16.348451 sec): 3 clusters Score: Raw -2277.817279 + Penalty 355.622870 = -1922.194409 nChanged 2 SP:Iteration 3F (16.348724 sec): 3 clusters Score: Raw -2285.281516 + Penalty 355.622870 = -1929.658646 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (1942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.354609 sec): 2 clusters Score: Raw -114828.543280 + Penalty 122.741786 = -114705.801495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.358526 sec): 3 clusters Score: Raw -113658.564947 + Penalty 262.700356 = -113395.864590 nChanged 878 SP:Iteration 1F (16.362362 sec): 3 clusters Score: Raw -114496.937537 + Penalty 262.807594 = -114234.129944 nChanged 142 SP:Iteration 2F (16.366071 sec): 3 clusters Score: Raw -114594.935250 + Penalty 261.362240 = -114333.573010 nChanged 96 SP:Iteration 3Q (16.369807 sec): 3 clusters Score: Raw -114656.501463 + Penalty 258.551784 = -114397.949679 nChanged 73 SP:Iteration 4Q (16.373584 sec): 3 clusters Score: Raw -114689.574321 + Penalty 256.433695 = -114433.140627 nChanged 44 SP:Iteration 5Q (16.377403 sec): 3 clusters Score: Raw -114699.234574 + Penalty 254.595599 = -114444.638974 nChanged 25 SP:Iteration 6Q (16.380968 sec): 3 clusters Score: Raw -114705.691104 + Penalty 251.659186 = -114454.031918 nChanged 32 SP:Iteration 7Q (16.384424 sec): 3 clusters Score: Raw -114713.942396 + Penalty 249.480887 = -114464.461509 nChanged 25 SP:Iteration 8Q (16.387864 sec): 3 clusters Score: Raw -114718.788567 + Penalty 247.494207 = -114471.294359 nChanged 22 SP:Iteration 9Q (16.391295 sec): 3 clusters Score: Raw -114722.439647 + Penalty 245.959391 = -114476.480256 nChanged 16 SP:Iteration 10F (16.394828 sec): 3 clusters Score: Raw -114724.598426 + Penalty 244.350180 = -114480.248246 nChanged 17 SP:Iteration 11Q (16.398258 sec): 3 clusters Score: Raw -114726.636720 + Penalty 243.124817 = -114483.511903 nChanged 13 SP:Iteration 12Q (16.401684 sec): 3 clusters Score: Raw -114728.231479 + Penalty 241.970831 = -114486.260648 nChanged 12 SP:Iteration 13Q (16.405098 sec): 3 clusters Score: Raw -114729.319280 + Penalty 241.213022 = -114488.106258 nChanged 8 SP:Iteration 14Q (16.408657 sec): 3 clusters Score: Raw -114729.967711 + Penalty 240.546527 = -114489.421183 nChanged 7 SP:Iteration 15Q (16.412112 sec): 3 clusters Score: Raw -114730.388283 + Penalty 239.988885 = -114490.399398 nChanged 6 SP:Iteration 16Q (16.415631 sec): 3 clusters Score: Raw -114730.679191 + Penalty 239.468381 = -114491.210810 nChanged 5 SP:Iteration 17Q (16.419046 sec): 3 clusters Score: Raw -114731.010508 + Penalty 238.811702 = -114492.198805 nChanged 7 SP:Iteration 18Q (16.422458 sec): 3 clusters Score: Raw -114731.356548 + Penalty 238.191621 = -114493.164927 nChanged 6 SP:Iteration 19Q (16.425868 sec): 3 clusters Score: Raw -114732.349871 + Penalty 237.845818 = -114494.504053 nChanged 4 SP:Iteration 20F (16.429432 sec): 3 clusters Score: Raw -114732.624016 + Penalty 237.657616 = -114494.966400 nChanged 2 SP:Iteration 21Q (16.432845 sec): 3 clusters Score: Raw -114732.690341 + Penalty 237.571669 = -114495.118671 nChanged 1 SP:Iteration 22Q (16.436322 sec): 3 clusters Score: Raw -114732.700981 + Penalty 237.477286 = -114495.223695 nChanged 1 SP:Iteration 23Q (16.439747 sec): 3 clusters Score: Raw -114732.730899 + Penalty 237.104230 = -114495.626669 nChanged 4 SP:Iteration 24Q (16.443167 sec): 3 clusters Score: Raw -114732.879474 + Penalty 236.755116 = -114496.124358 nChanged 4 SP:Iteration 25Q (16.446578 sec): 3 clusters Score: Raw -114733.090878 + Penalty 236.458721 = -114496.632157 nChanged 3 SP:Iteration 26Q (16.449992 sec): 3 clusters Score: Raw -114733.660449 + Penalty 235.996377 = -114497.664072 nChanged 4 SP:Iteration 27Q (16.453401 sec): 3 clusters Score: Raw -114733.913118 + Penalty 235.914685 = -114497.998433 nChanged 1 SP:Iteration 28Q (16.456808 sec): 3 clusters Score: Raw -114733.984958 + Penalty 235.657463 = -114498.327495 nChanged 3 SP:Iteration 29Q (16.460266 sec): 3 clusters Score: Raw -114734.218062 + Penalty 235.396829 = -114498.821234 nChanged 3 SP:Iteration 30F (16.463914 sec): 3 clusters Score: Raw -114734.413941 + Penalty 235.132555 = -114499.281387 nChanged 3 SP:Iteration 31Q (16.467317 sec): 3 clusters Score: Raw -114734.759992 + Penalty 234.796692 = -114499.963300 nChanged 4 SP:Iteration 32Q (16.470773 sec): 3 clusters Score: Raw -114735.026590 + Penalty 234.287232 = -114500.739358 nChanged 6 SP:Iteration 33Q (16.474232 sec): 3 clusters Score: Raw -114735.298411 + Penalty 233.861140 = -114501.437271 nChanged 5 SP:Iteration 34Q (16.477932 sec): 3 clusters Score: Raw -114735.454305 + Penalty 233.541598 = -114501.912707 nChanged 3 SP:Iteration 35Q (16.481331 sec): 3 clusters Score: Raw -114735.640179 + Penalty 233.390382 = -114502.249797 nChanged 2 SP:Iteration 36Q (16.484726 sec): 3 clusters Score: Raw -114735.664621 + Penalty 233.390382 = -114502.274239 nChanged 0 SP:Iteration 37F (16.488262 sec): 3 clusters Score: Raw -114735.664621 + Penalty 233.390382 = -114502.274239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.490716 sec): 2 clusters Score: Raw -17318.855482 + Penalty 247.091826 = -17071.763656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.491400 sec): 3 clusters Score: Raw -17201.875513 + Penalty 495.936955 = -16705.938559 nChanged 75 SP:Iteration 1F (16.492071 sec): 3 clusters Score: Raw -17252.315430 + Penalty 500.867625 = -16751.447805 nChanged 16 SP:Iteration 2F (16.492741 sec): 3 clusters Score: Raw -17263.181124 + Penalty 504.735888 = -16758.445236 nChanged 10 SP:Iteration 3Q (16.493410 sec): 3 clusters Score: Raw -17271.204607 + Penalty 507.983978 = -16763.220629 nChanged 7 SP:Iteration 4Q (16.494079 sec): 3 clusters Score: Raw -17276.368511 + Penalty 513.484007 = -16762.884503 nChanged 9 SP:Iteration 5F (16.494750 sec): 3 clusters Score: Raw -17286.057235 + Penalty 517.616132 = -16768.441103 nChanged 6 SP:Iteration 6Q (16.495418 sec): 3 clusters Score: Raw -17290.435884 + Penalty 521.741394 = -16768.694491 nChanged 5 SP:Iteration 7Q (16.496085 sec): 3 clusters Score: Raw -17295.943821 + Penalty 527.354863 = -16768.588958 nChanged 7 SP:Iteration 8F (16.496753 sec): 3 clusters Score: Raw -17304.174127 + Penalty 530.264960 = -16773.909167 nChanged 5 SP:Iteration 9Q (16.497418 sec): 3 clusters Score: Raw -17307.332652 + Penalty 536.225871 = -16771.106781 nChanged 4 SP:Iteration 10F (16.498085 sec): 3 clusters Score: Raw -17311.739995 + Penalty 540.565327 = -16771.174667 nChanged 4 SP:Iteration 11Q (16.498735 sec): 3 clusters Score: Raw -17314.640032 + Penalty 541.661211 = -16772.978821 nChanged 2 SP:Iteration 12Q (16.499388 sec): 3 clusters Score: Raw -17316.030468 + Penalty 541.661211 = -16774.369257 nChanged 0 SP:Iteration 13F (16.500055 sec): 3 clusters Score: Raw -17316.030468 + Penalty 541.661211 = -16774.369257 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 14 (2821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.508465 sec): 2 clusters Score: Raw -171140.668954 + Penalty 185.254716 = -170955.414239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.513676 sec): 3 clusters Score: Raw -169333.242545 + Penalty 375.304900 = -168957.937645 nChanged 1312 SP:Iteration 1F (16.518740 sec): 3 clusters Score: Raw -170463.885032 + Penalty 382.508701 = -170081.376332 nChanged 342 SP:Iteration 2F (16.523791 sec): 3 clusters Score: Raw -170758.371583 + Penalty 383.227925 = -170375.143658 nChanged 154 SP:Iteration 3F (16.528834 sec): 3 clusters Score: Raw -170854.380679 + Penalty 382.383874 = -170471.996805 nChanged 79 SP:Iteration 4Q (16.533778 sec): 3 clusters Score: Raw -170885.047018 + Penalty 381.501539 = -170503.545479 nChanged 46 SP:Iteration 5Q (16.538686 sec): 3 clusters Score: Raw -170895.040048 + Penalty 380.737986 = -170514.302062 nChanged 24 SP:Iteration 6Q (16.543589 sec): 3 clusters Score: Raw -170902.632798 + Penalty 380.272515 = -170522.360282 nChanged 28 SP:Iteration 7Q (16.548480 sec): 3 clusters Score: Raw -170913.019069 + Penalty 379.850520 = -170533.168549 nChanged 29 SP:Iteration 8Q (16.553367 sec): 3 clusters Score: Raw -170922.810854 + Penalty 379.120963 = -170543.689891 nChanged 34 SP:Iteration 9Q (16.558306 sec): 3 clusters Score: Raw -170930.664848 + Penalty 378.505804 = -170552.159044 nChanged 24 SP:Iteration 10F (16.563599 sec): 3 clusters Score: Raw -170934.381012 + Penalty 378.180102 = -170556.200910 nChanged 16 SP:Iteration 11Q (16.568662 sec): 3 clusters Score: Raw -170935.711846 + Penalty 377.875017 = -170557.836829 nChanged 13 SP:Iteration 12Q (16.573642 sec): 3 clusters Score: Raw -170936.470655 + Penalty 377.696461 = -170558.774194 nChanged 5 SP:Iteration 13Q (16.578840 sec): 3 clusters Score: Raw -170936.617836 + Penalty 377.651719 = -170558.966116 nChanged 1 SP:Iteration 14Q (16.583742 sec): 3 clusters Score: Raw -170936.671608 + Penalty 377.617039 = -170559.054569 nChanged 1 SP:Iteration 15Q (16.588627 sec): 3 clusters Score: Raw -170936.714385 + Penalty 377.617039 = -170559.097346 nChanged 0 SP:Iteration 16F (16.593670 sec): 3 clusters Score: Raw -170936.714385 + Penalty 377.617039 = -170559.097346 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.596711 sec): 2 clusters Score: Raw -35979.806263 + Penalty 179.534390 = -35800.271873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.597966 sec): 3 clusters Score: Raw -35655.065410 + Penalty 360.721921 = -35294.343489 nChanged 244 SP:Iteration 1F (16.599203 sec): 3 clusters Score: Raw -35808.619095 + Penalty 362.645515 = -35445.973580 nChanged 60 SP:Iteration 2F (16.600432 sec): 3 clusters Score: Raw -35850.448643 + Penalty 366.850877 = -35483.597766 nChanged 45 SP:Iteration 3F (16.601659 sec): 3 clusters Score: Raw -35883.025381 + Penalty 368.610888 = -35514.414494 nChanged 33 SP:Iteration 4F (16.602864 sec): 3 clusters Score: Raw -35907.572408 + Penalty 366.345598 = -35541.226811 nChanged 27 SP:Iteration 5Q (16.604077 sec): 3 clusters Score: Raw -35930.938784 + Penalty 358.799717 = -35572.139068 nChanged 26 SP:Iteration 6Q (16.605320 sec): 3 clusters Score: Raw -35956.183531 + Penalty 339.777135 = -35616.406396 nChanged 28 SP:Iteration 7Q (16.606545 sec): 3 clusters Score: Raw -35988.998315 + Penalty 322.427453 = -35666.570863 nChanged 28 SP:Iteration 8Q (16.607772 sec): 3 clusters Score: Raw -36019.303962 + Penalty 318.487100 = -35700.816862 nChanged 17 SP:Iteration 9Q (16.608975 sec): 3 clusters Score: Raw -36031.860129 + Penalty 318.210844 = -35713.649285 nChanged 7 SP:Iteration 10F (16.610183 sec): 3 clusters Score: Raw -36036.894096 + Penalty 314.035652 = -35722.858443 nChanged 8 SP:Iteration 11Q (16.611415 sec): 3 clusters Score: Raw -36042.247200 + Penalty 313.099713 = -35729.147487 nChanged 5 SP:Iteration 12Q (16.612619 sec): 3 clusters Score: Raw -36044.666052 + Penalty 311.692777 = -35732.973275 nChanged 3 SP:Iteration 13Q (16.613849 sec): 3 clusters Score: Raw -36046.839716 + Penalty 311.265225 = -35735.574491 nChanged 2 SP:Iteration 14Q (16.615040 sec): 3 clusters Score: Raw -36047.499919 + Penalty 311.265225 = -35736.234694 nChanged 0 SP:Iteration 15F (16.616264 sec): 3 clusters Score: Raw -36047.499919 + Penalty 311.265225 = -35736.234694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.623462 sec): 2 clusters Score: Raw -80662.132523 + Penalty 185.326361 = -80476.806161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.625974 sec): 3 clusters Score: Raw -79866.598817 + Penalty 368.778560 = -79497.820257 nChanged 583 SP:Iteration 1F (16.628378 sec): 3 clusters Score: Raw -80340.508875 + Penalty 368.166897 = -79972.341978 nChanged 174 SP:Iteration 2F (16.630817 sec): 3 clusters Score: Raw -80607.186967 + Penalty 371.456876 = -80235.730091 nChanged 137 SP:Iteration 3F (16.633253 sec): 3 clusters Score: Raw -80873.396163 + Penalty 376.367214 = -80497.028949 nChanged 91 SP:Iteration 4F (16.635712 sec): 3 clusters Score: Raw -80986.100366 + Penalty 380.539078 = -80605.561287 nChanged 40 SP:Iteration 5Q (16.637905 sec): 3 clusters Score: Raw -81019.709551 + Penalty 382.627353 = -80637.082198 nChanged 19 SP:Iteration 6Q (16.640070 sec): 3 clusters Score: Raw -81026.769734 + Penalty 384.237046 = -80642.532687 nChanged 15 SP:Iteration 7Q (16.642218 sec): 3 clusters Score: Raw -81032.754074 + Penalty 386.120758 = -80646.633316 nChanged 17 SP:Iteration 8Q (16.644355 sec): 3 clusters Score: Raw -81040.763667 + Penalty 387.130434 = -80653.633233 nChanged 11 SP:Iteration 9Q (16.646482 sec): 3 clusters Score: Raw -81046.720551 + Penalty 388.596822 = -80658.123729 nChanged 13 SP:Iteration 10F (16.648890 sec): 3 clusters Score: Raw -81053.562997 + Penalty 390.146256 = -80663.416741 nChanged 16 SP:Iteration 11Q (16.651001 sec): 3 clusters Score: Raw -81064.349633 + Penalty 391.798627 = -80672.551006 nChanged 19 SP:Iteration 12Q (16.653092 sec): 3 clusters Score: Raw -81093.609728 + Penalty 392.761750 = -80700.847978 nChanged 20 SP:Iteration 13Q (16.655151 sec): 3 clusters Score: Raw -81130.387307 + Penalty 393.242746 = -80737.144561 nChanged 21 SP:Iteration 14Q (16.657171 sec): 3 clusters Score: Raw -81160.662708 + Penalty 394.072317 = -80766.590391 nChanged 16 SP:Iteration 15Q (16.659153 sec): 3 clusters Score: Raw -81180.158884 + Penalty 394.194124 = -80785.964760 nChanged 9 SP:Iteration 16Q (16.661105 sec): 3 clusters Score: Raw -81186.798647 + Penalty 394.152901 = -80792.645746 nChanged 3 SP:Iteration 17Q (16.663042 sec): 3 clusters Score: Raw -81187.883467 + Penalty 394.208028 = -80793.675439 nChanged 1 SP:Iteration 18Q (16.664979 sec): 3 clusters Score: Raw -81188.049298 + Penalty 394.316458 = -80793.732839 nChanged 1 SP:Iteration 19Q (16.666953 sec): 3 clusters Score: Raw -81188.446751 + Penalty 394.403344 = -80794.043407 nChanged 1 SP:Iteration 20F (16.669361 sec): 3 clusters Score: Raw -81188.932418 + Penalty 394.403344 = -80794.529074 nChanged 0 Score: Raw -1585388.863162 + Penalty 163745.533253 = -1421643.329910 Splitting cluster 16 changes total score from -1399989.105894 to -1421643.329910 So it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.927481 sec): 2 clusters Score: Raw -1267.905512 + Penalty 193.528844 = -1074.376668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.927762 sec): 3 clusters Score: Raw -1292.006188 + Penalty 393.173790 = -898.832398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.929631 sec): 2 clusters Score: Raw -10453.065000 + Penalty 211.428535 = -10241.636465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.930410 sec): 3 clusters Score: Raw -10405.053229 + Penalty 425.345334 = -9979.707895 nChanged 43 SP:Iteration 1F (18.931114 sec): 3 clusters Score: Raw -10491.818611 + Penalty 427.884451 = -10063.934160 nChanged 17 SP:Iteration 2F (18.931800 sec): 3 clusters Score: Raw -10515.152187 + Penalty 439.009050 = -10076.143137 nChanged 6 SP:Iteration 3Q (18.932498 sec): 3 clusters Score: Raw -10541.029580 + Penalty 437.374887 = -10103.654692 nChanged 6 SP:Iteration 4Q (18.933166 sec): 3 clusters Score: Raw -10582.185289 + Penalty 438.274262 = -10143.911027 nChanged 3 SP:Iteration 5Q (18.933831 sec): 3 clusters Score: Raw -10596.614498 + Penalty 439.026879 = -10157.587619 nChanged 5 SP:Iteration 6Q (18.934482 sec): 3 clusters Score: Raw -10607.335362 + Penalty 439.026879 = -10168.308483 nChanged 0 SP:Iteration 7F (18.935146 sec): 3 clusters Score: Raw -10607.335362 + Penalty 439.026879 = -10168.308483 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.940099 sec): 2 clusters Score: Raw -60752.747856 + Penalty 480.764324 = -60271.983532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.942223 sec): 3 clusters Score: Raw -60298.298050 + Penalty 961.389817 = -59336.908233 nChanged 334 SP:Iteration 1F (18.944087 sec): 3 clusters Score: Raw -60611.860211 + Penalty 961.595172 = -59650.265038 nChanged 93 SP:Iteration 2F (18.945962 sec): 3 clusters Score: Raw -60672.050504 + Penalty 961.964290 = -59710.086213 nChanged 35 SP:Iteration 3Q (18.947816 sec): 3 clusters Score: Raw -60691.056980 + Penalty 962.328403 = -59728.728576 nChanged 16 SP:Iteration 4Q (18.949724 sec): 3 clusters Score: Raw -60696.095475 + Penalty 962.423903 = -59733.671572 nChanged 17 SP:Iteration 5Q (18.951639 sec): 3 clusters Score: Raw -60699.751134 + Penalty 962.497040 = -59737.254094 nChanged 9 SP:Iteration 6Q (18.953457 sec): 3 clusters Score: Raw -60701.773447 + Penalty 962.349006 = -59739.424440 nChanged 7 SP:Iteration 7Q (18.955229 sec): 3 clusters Score: Raw -60704.899338 + Penalty 962.279288 = -59742.620050 nChanged 6 SP:Iteration 8Q (18.956995 sec): 3 clusters Score: Raw -60707.000722 + Penalty 962.170500 = -59744.830222 nChanged 4 SP:Iteration 9Q (18.958762 sec): 3 clusters Score: Raw -60708.729962 + Penalty 962.063688 = -59746.666274 nChanged 3 SP:Iteration 10F (18.960576 sec): 3 clusters Score: Raw -60709.926148 + Penalty 962.022895 = -59747.903253 nChanged 5 SP:Iteration 11Q (18.962345 sec): 3 clusters Score: Raw -60710.962389 + Penalty 961.870912 = -59749.091477 nChanged 6 SP:Iteration 12Q (18.964169 sec): 3 clusters Score: Raw -60712.054762 + Penalty 961.715625 = -59750.339137 nChanged 4 SP:Iteration 13Q (18.965970 sec): 3 clusters Score: Raw -60713.577099 + Penalty 961.775965 = -59751.801135 nChanged 1 SP:Iteration 14Q (18.967729 sec): 3 clusters Score: Raw -60714.209671 + Penalty 961.680705 = -59752.528966 nChanged 3 SP:Iteration 15Q (18.969496 sec): 3 clusters Score: Raw -60715.500413 + Penalty 961.645300 = -59753.855112 nChanged 6 SP:Iteration 16Q (18.971265 sec): 3 clusters Score: Raw -60716.658470 + Penalty 961.641999 = -59755.016471 nChanged 4 SP:Iteration 17Q (18.973128 sec): 3 clusters Score: Raw -60717.271444 + Penalty 961.634346 = -59755.637098 nChanged 1 SP:Iteration 18Q (18.974895 sec): 3 clusters Score: Raw -60717.611095 + Penalty 961.638800 = -59755.972294 nChanged 2 SP:Iteration 19Q (18.976662 sec): 3 clusters Score: Raw -60718.165174 + Penalty 961.674033 = -59756.491141 nChanged 2 SP:Iteration 20F (18.978472 sec): 3 clusters Score: Raw -60718.732757 + Penalty 961.674033 = -59757.058724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.980869 sec): 2 clusters Score: Raw -11442.103289 + Penalty 117.999989 = -11324.103300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.981813 sec): 3 clusters Score: Raw -11376.621061 + Penalty 288.360864 = -11088.260197 nChanged 67 SP:Iteration 1F (18.982426 sec): 3 clusters Score: Raw -11490.922462 + Penalty 289.185046 = -11201.737416 nChanged 13 SP:Iteration 2F (18.983037 sec): 3 clusters Score: Raw -11509.743841 + Penalty 291.720040 = -11218.023801 nChanged 3 SP:Iteration 3Q (18.983611 sec): 3 clusters Score: Raw -11521.412550 + Penalty 293.327422 = -11228.085128 nChanged 2 SP:Iteration 4Q (18.984182 sec): 3 clusters Score: Raw -11532.051618 + Penalty 293.294700 = -11238.756918 nChanged 2 SP:Iteration 5Q (18.984749 sec): 3 clusters Score: Raw -11536.297226 + Penalty 293.294700 = -11243.002526 nChanged 0 SP:Iteration 6F (18.985360 sec): 3 clusters Score: Raw -11536.297226 + Penalty 293.294700 = -11243.002526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.986224 sec): 2 clusters Score: Raw -141.591938 + Penalty 81.085682 = -60.506256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.986424 sec): 2 clusters Score: Raw -141.591938 + Penalty 81.085682 = -60.506256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.987182 sec): 2 clusters Score: Raw -447.029693 + Penalty 128.222957 = -318.806735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.987402 sec): 3 clusters Score: Raw -453.773716 + Penalty 278.795869 = -174.977847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.988181 sec): 2 clusters Score: Raw -1073.040183 + Penalty 155.008606 = -918.031577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.988417 sec): 3 clusters Score: Raw -1078.728892 + Penalty 315.626281 = -763.102611 nChanged 2 SP:Iteration 1F (18.988647 sec): 3 clusters Score: Raw -1084.182131 + Penalty 315.626281 = -768.555850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.989569 sec): 2 clusters Score: Raw -3814.434758 + Penalty 456.813404 = -3357.621354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.989899 sec): 3 clusters Score: Raw -3875.124061 + Penalty 920.206217 = -2954.917844 nChanged 5 SP:Iteration 1F (18.990229 sec): 3 clusters Score: Raw -3886.941312 + Penalty 922.255563 = -2964.685750 nChanged 1 SP:Iteration 2Q (18.990546 sec): 3 clusters Score: Raw -3892.869326 + Penalty 922.255563 = -2970.613763 nChanged 0 SP:Iteration 3F (18.990876 sec): 3 clusters Score: Raw -3892.869326 + Penalty 922.255563 = -2970.613763 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 25 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.996030 sec): 2 clusters Score: Raw -76814.641136 + Penalty 132.262846 = -76682.378290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.998626 sec): 3 clusters Score: Raw -76013.521513 + Penalty 264.673036 = -75748.848477 nChanged 580 SP:Iteration 1F (19.001167 sec): 3 clusters Score: Raw -76399.122899 + Penalty 266.528895 = -76132.594005 nChanged 131 SP:Iteration 2F (19.003696 sec): 3 clusters Score: Raw -76499.726738 + Penalty 267.251110 = -76232.475629 nChanged 87 SP:Iteration 3F (19.006225 sec): 3 clusters Score: Raw -76546.607715 + Penalty 267.469479 = -76279.138236 nChanged 61 SP:Iteration 4Q (19.008740 sec): 3 clusters Score: Raw -76573.615263 + Penalty 267.364912 = -76306.250351 nChanged 45 SP:Iteration 5Q (19.011258 sec): 3 clusters Score: Raw -76599.141170 + Penalty 266.870168 = -76332.271002 nChanged 34 SP:Iteration 6Q (19.013777 sec): 3 clusters Score: Raw -76614.046035 + Penalty 266.570929 = -76347.475106 nChanged 28 SP:Iteration 7Q (19.016358 sec): 3 clusters Score: Raw -76626.609785 + Penalty 265.883678 = -76360.726107 nChanged 28 SP:Iteration 8Q (19.018874 sec): 3 clusters Score: Raw -76639.250212 + Penalty 265.260063 = -76373.990149 nChanged 29 SP:Iteration 9Q (19.021348 sec): 3 clusters Score: Raw -76651.771199 + Penalty 264.883760 = -76386.887439 nChanged 21 SP:Iteration 10F (19.023880 sec): 3 clusters Score: Raw -76660.996079 + Penalty 264.537895 = -76396.458183 nChanged 21 SP:Iteration 11Q (19.026347 sec): 3 clusters Score: Raw -76669.684475 + Penalty 264.324863 = -76405.359612 nChanged 20 SP:Iteration 12Q (19.028812 sec): 3 clusters Score: Raw -76676.576949 + Penalty 264.040790 = -76412.536159 nChanged 17 SP:Iteration 13Q (19.031351 sec): 3 clusters Score: Raw -76680.074234 + Penalty 263.983274 = -76416.090960 nChanged 10 SP:Iteration 14Q (19.033868 sec): 3 clusters Score: Raw -76681.112814 + Penalty 264.018675 = -76417.094138 nChanged 8 SP:Iteration 15Q (19.036563 sec): 3 clusters Score: Raw -76681.666544 + Penalty 264.036450 = -76417.630094 nChanged 4 SP:Iteration 16Q (19.039095 sec): 3 clusters Score: Raw -76681.935755 + Penalty 264.082016 = -76417.853739 nChanged 4 SP:Iteration 17Q (19.041560 sec): 3 clusters Score: Raw -76682.202402 + Penalty 264.093167 = -76418.109235 nChanged 2 SP:Iteration 18Q (19.044022 sec): 3 clusters Score: Raw -76682.340849 + Penalty 264.117193 = -76418.223656 nChanged 2 SP:Iteration 19Q (19.046484 sec): 3 clusters Score: Raw -76682.408758 + Penalty 264.148849 = -76418.259909 nChanged 2 SP:Iteration 20F (19.049024 sec): 3 clusters Score: Raw -76682.477824 + Penalty 264.200250 = -76418.277574 nChanged 2 SP:Iteration 21Q (19.051505 sec): 3 clusters Score: Raw -76682.621268 + Penalty 264.200250 = -76418.421018 nChanged 0 SP:Iteration 22F (19.054046 sec): 3 clusters Score: Raw -76682.621268 + Penalty 264.200250 = -76418.421018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.057023 sec): 2 clusters Score: Raw -21728.518455 + Penalty 241.588364 = -21486.930091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.057892 sec): 3 clusters Score: Raw -21574.110008 + Penalty 479.634740 = -21094.475268 nChanged 121 SP:Iteration 1F (19.058744 sec): 3 clusters Score: Raw -21674.819866 + Penalty 492.092424 = -21182.727442 nChanged 41 SP:Iteration 2F (19.059588 sec): 3 clusters Score: Raw -21728.132677 + Penalty 513.305169 = -21214.827508 nChanged 27 SP:Iteration 3F (19.060428 sec): 3 clusters Score: Raw -21762.302908 + Penalty 528.512835 = -21233.790073 nChanged 16 SP:Iteration 4Q (19.061235 sec): 3 clusters Score: Raw -21775.672600 + Penalty 537.005430 = -21238.667170 nChanged 12 SP:Iteration 5Q (19.062023 sec): 3 clusters Score: Raw -21785.104757 + Penalty 546.088548 = -21239.016209 nChanged 10 SP:Iteration 6Q (19.062796 sec): 3 clusters Score: Raw -21790.651551 + Penalty 549.693241 = -21240.958310 nChanged 4 SP:Iteration 7Q (19.063564 sec): 3 clusters Score: Raw -21792.664845 + Penalty 552.404863 = -21240.259982 nChanged 2 SP:Iteration 8F (19.064388 sec): 3 clusters Score: Raw -21793.548534 + Penalty 552.404863 = -21241.143670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.066614 sec): 2 clusters Score: Raw -23366.930677 + Penalty 385.983438 = -22980.947239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.067484 sec): 3 clusters Score: Raw -23228.175036 + Penalty 776.030372 = -22452.144664 nChanged 104 SP:Iteration 1F (19.068345 sec): 3 clusters Score: Raw -23322.682035 + Penalty 779.528933 = -22543.153102 nChanged 25 SP:Iteration 2F (19.069207 sec): 3 clusters Score: Raw -23345.294807 + Penalty 783.000083 = -22562.294725 nChanged 13 SP:Iteration 3Q (19.070070 sec): 3 clusters Score: Raw -23357.038918 + Penalty 787.801439 = -22569.237479 nChanged 11 SP:Iteration 4Q (19.070962 sec): 3 clusters Score: Raw -23363.710416 + Penalty 790.356668 = -22573.353748 nChanged 6 SP:Iteration 5Q (19.071823 sec): 3 clusters Score: Raw -23366.501520 + Penalty 793.969619 = -22572.531901 nChanged 7 SP:Iteration 6F (19.072692 sec): 3 clusters Score: Raw -23369.963025 + Penalty 796.973118 = -22572.989907 nChanged 6 SP:Iteration 7Q (19.073555 sec): 3 clusters Score: Raw -23373.336399 + Penalty 801.610084 = -22571.726315 nChanged 5 SP:Iteration 8F (19.074425 sec): 3 clusters Score: Raw -23380.307518 + Penalty 807.971047 = -22572.336472 nChanged 7 SP:Iteration 9Q (19.075291 sec): 3 clusters Score: Raw -23387.795615 + Penalty 810.818891 = -22576.976724 nChanged 5 SP:Iteration 10F (19.076163 sec): 3 clusters Score: Raw -23391.613945 + Penalty 813.714039 = -22577.899906 nChanged 2 SP:Iteration 11Q (19.077028 sec): 3 clusters Score: Raw -23393.164267 + Penalty 816.209961 = -22576.954306 nChanged 2 SP:Iteration 12F (19.077900 sec): 3 clusters Score: Raw -23394.510572 + Penalty 816.209961 = -22578.300611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.079049 sec): 2 clusters Score: Raw -1283.501979 + Penalty 182.534956 = -1100.967023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.079301 sec): 3 clusters Score: Raw -1309.116401 + Penalty 364.990020 = -944.126381 nChanged 1 SP:Iteration 1Q (19.079544 sec): 3 clusters Score: Raw -1313.948335 + Penalty 364.990020 = -948.958315 nChanged 0 SP:Iteration 2F (19.079788 sec): 3 clusters Score: Raw -1313.948335 + Penalty 364.990020 = -948.958315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.081080 sec): 2 clusters Score: Raw -9332.106060 + Penalty 389.416477 = -8942.689583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.081604 sec): 3 clusters Score: Raw -9327.598935 + Penalty 782.549035 = -8545.049900 nChanged 42 SP:Iteration 1F (19.082118 sec): 3 clusters Score: Raw -9380.613760 + Penalty 784.011099 = -8596.602661 nChanged 6 SP:Iteration 2Q (19.082621 sec): 3 clusters Score: Raw -9393.947663 + Penalty 786.951899 = -8606.995763 nChanged 6 SP:Iteration 3Q (19.083120 sec): 3 clusters Score: Raw -9400.971180 + Penalty 790.553920 = -8610.417259 nChanged 5 SP:Iteration 4Q (19.083614 sec): 3 clusters Score: Raw -9407.831103 + Penalty 791.499147 = -8616.331956 nChanged 5 SP:Iteration 5Q (19.084096 sec): 3 clusters Score: Raw -9423.163177 + Penalty 792.723827 = -8630.439350 nChanged 3 SP:Iteration 6Q (19.084572 sec): 3 clusters Score: Raw -9435.590489 + Penalty 792.723827 = -8642.866663 nChanged 0 SP:Iteration 7F (19.085069 sec): 3 clusters Score: Raw -9435.590489 + Penalty 792.723827 = -8642.866663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.085928 sec): 2 clusters Score: Raw -1308.460490 + Penalty 516.433747 = -792.026742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.086186 sec): 3 clusters Score: Raw -1565.523410 + Penalty 1032.867495 = -532.655915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.086989 sec): 2 clusters Score: Raw -1790.142932 + Penalty 496.224850 = -1293.918082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.087246 sec): 3 clusters Score: Raw -1922.209813 + Penalty 984.968024 = -937.241790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.088203 sec): 2 clusters Score: Raw -4300.957123 + Penalty 309.144110 = -3991.813013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.088574 sec): 3 clusters Score: Raw -4326.572222 + Penalty 618.589832 = -3707.982390 nChanged 10 SP:Iteration 1F (19.088915 sec): 3 clusters Score: Raw -4353.574079 + Penalty 618.074271 = -3735.499808 nChanged 4 SP:Iteration 2F (19.089253 sec): 3 clusters Score: Raw -4366.395216 + Penalty 614.796292 = -3751.598924 nChanged 5 SP:Iteration 3F (19.089594 sec): 3 clusters Score: Raw -4389.192438 + Penalty 612.026061 = -3777.166377 nChanged 1 SP:Iteration 4Q (19.089916 sec): 3 clusters Score: Raw -4393.913284 + Penalty 612.026061 = -3781.887223 nChanged 0 SP:Iteration 5F (19.090255 sec): 3 clusters Score: Raw -4393.913284 + Penalty 612.026061 = -3781.887223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.091083 sec): 2 clusters Score: Raw -354.120604 + Penalty 167.165071 = -186.955533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.091298 sec): 3 clusters Score: Raw -346.069520 + Penalty 346.376440 = 0.306920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.092138 sec): 2 clusters Score: Raw -2209.257761 + Penalty 303.967851 = -1905.289910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.092414 sec): 3 clusters Score: Raw -2237.512056 + Penalty 608.094938 = -1629.417118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.093185 sec): 2 clusters Score: Raw -443.704469 + Penalty 90.689789 = -353.014680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.093406 sec): 3 clusters Score: Raw -445.501491 + Penalty 180.476527 = -265.024964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.094252 sec): 2 clusters Score: Raw -2367.489663 + Penalty 127.577276 = -2239.912387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.094536 sec): 3 clusters Score: Raw -2380.717700 + Penalty 271.652771 = -2109.064929 nChanged 6 SP:Iteration 1F (19.094814 sec): 3 clusters Score: Raw -2394.618778 + Penalty 279.317095 = -2115.301683 nChanged 2 SP:Iteration 2Q (19.095084 sec): 3 clusters Score: Raw -2402.594074 + Penalty 279.317095 = -2123.276979 nChanged 0 SP:Iteration 3F (19.095360 sec): 3 clusters Score: Raw -2402.594074 + Penalty 279.317095 = -2123.276979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.096152 sec): 2 clusters Score: Raw -1052.532732 + Penalty 291.345303 = -761.187429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.096392 sec): 3 clusters Score: Raw -1114.799969 + Penalty 579.114649 = -535.685320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.097147 sec): 2 clusters Score: Raw -668.305323 + Penalty 211.878504 = -456.426819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.097375 sec): 3 clusters Score: Raw -680.782375 + Penalty 423.757008 = -257.025367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.098157 sec): 2 clusters Score: Raw -1366.619936 + Penalty 376.114582 = -990.505354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.098405 sec): 3 clusters Score: Raw -1448.647749 + Penalty 750.110398 = -698.537352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.099177 sec): 2 clusters Score: Raw -676.110661 + Penalty 146.784839 = -529.325821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.099394 sec): 3 clusters Score: Raw -683.819995 + Penalty 261.551715 = -422.268280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.100290 sec): 2 clusters Score: Raw -2878.020720 + Penalty 229.061301 = -2648.959419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.100595 sec): 3 clusters Score: Raw -2893.538949 + Penalty 464.406944 = -2429.132006 nChanged 5 SP:Iteration 1F (19.100893 sec): 3 clusters Score: Raw -2903.437491 + Penalty 468.562755 = -2434.874736 nChanged 1 SP:Iteration 2Q (19.101183 sec): 3 clusters Score: Raw -2906.000212 + Penalty 468.562755 = -2437.437456 nChanged 0 SP:Iteration 3F (19.101479 sec): 3 clusters Score: Raw -2906.000212 + Penalty 468.562755 = -2437.437456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.102310 sec): 2 clusters Score: Raw -1736.533321 + Penalty 362.443951 = -1374.089370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.102565 sec): 3 clusters Score: Raw -1810.254665 + Penalty 726.694863 = -1083.559802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.103441 sec): 2 clusters Score: Raw -3119.183883 + Penalty 391.463172 = -2727.720711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.103747 sec): 3 clusters Score: Raw -3200.770422 + Penalty 784.200003 = -2416.570419 nChanged 2 SP:Iteration 1Q (19.104034 sec): 3 clusters Score: Raw -3208.692141 + Penalty 785.546730 = -2423.145412 nChanged 1 SP:Iteration 2Q (19.104320 sec): 3 clusters Score: Raw -3210.145439 + Penalty 785.546730 = -2424.598709 nChanged 0 SP:Iteration 3F (19.104619 sec): 3 clusters Score: Raw -3210.145439 + Penalty 785.546730 = -2424.598709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.105389 sec): 2 clusters Score: Raw -425.212010 + Penalty 204.362426 = -220.849584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.105606 sec): 3 clusters Score: Raw -423.969932 + Penalty 399.824800 = -24.145132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.106463 sec): 2 clusters Score: Raw -3019.447643 + Penalty 338.245119 = -2681.202524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.106754 sec): 3 clusters Score: Raw -3054.166352 + Penalty 675.665520 = -2378.500833 nChanged 1 SP:Iteration 1Q (19.107033 sec): 3 clusters Score: Raw -3055.811848 + Penalty 675.665520 = -2380.146328 nChanged 0 SP:Iteration 2F (19.107320 sec): 3 clusters Score: Raw -3055.811848 + Penalty 675.665520 = -2380.146328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.108213 sec): 2 clusters Score: Raw -2972.433355 + Penalty 494.384292 = -2478.049063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.108513 sec): 3 clusters Score: Raw -3101.896491 + Penalty 990.326587 = -2111.569904 nChanged 3 SP:Iteration 1F (19.108809 sec): 3 clusters Score: Raw -3124.363991 + Penalty 990.326587 = -2134.037404 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 (19.109856 sec): 2 clusters Score: Raw -5603.243650 + Penalty 217.387002 = -5385.856648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.110265 sec): 3 clusters Score: Raw -5593.245266 + Penalty 452.009088 = -5141.236179 nChanged 13 SP:Iteration 1F (19.110650 sec): 3 clusters Score: Raw -5612.937006 + Penalty 466.914439 = -5146.022566 nChanged 7 SP:Iteration 2F (19.111033 sec): 3 clusters Score: Raw -5634.182453 + Penalty 477.833037 = -5156.349416 nChanged 4 SP:Iteration 3Q (19.111403 sec): 3 clusters Score: Raw -5647.159260 + Penalty 477.833037 = -5169.326223 nChanged 0 SP:Iteration 4F (19.111785 sec): 3 clusters Score: Raw -5647.159260 + Penalty 477.833037 = -5169.326223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.112612 sec): 2 clusters Score: Raw -410.540130 + Penalty 198.486319 = -212.053810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.112830 sec): 3 clusters Score: Raw -412.175794 + Penalty 393.766979 = -18.408815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.113583 sec): 2 clusters Score: Raw -605.616773 + Penalty 249.316946 = -356.299827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.113807 sec): 3 clusters Score: Raw -625.328396 + Penalty 502.527827 = -122.800569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.114562 sec): 2 clusters Score: Raw -785.758532 + Penalty 311.109268 = -474.649263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.114790 sec): 3 clusters Score: Raw -809.242217 + Penalty 621.201297 = -188.040921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.115835 sec): 2 clusters Score: Raw -6359.922418 + Penalty 308.336549 = -6051.585869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.116232 sec): 3 clusters Score: Raw -6373.573075 + Penalty 621.330268 = -5752.242807 nChanged 17 SP:Iteration 1F (19.116624 sec): 3 clusters Score: Raw -6402.794735 + Penalty 620.687660 = -5782.107075 nChanged 4 SP:Iteration 2Q (19.117010 sec): 3 clusters Score: Raw -6409.648248 + Penalty 624.326504 = -5785.321745 nChanged 2 SP:Iteration 3Q (19.117393 sec): 3 clusters Score: Raw -6412.976273 + Penalty 624.326504 = -5788.649769 nChanged 0 SP:Iteration 4F (19.117785 sec): 3 clusters Score: Raw -6412.976273 + Penalty 624.326504 = -5788.649769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.118767 sec): 2 clusters Score: Raw -3570.682589 + Penalty 219.363810 = -3351.318778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.119085 sec): 3 clusters Score: Raw -3566.477812 + Penalty 442.680205 = -3123.797607 nChanged 12 SP:Iteration 1F (19.119397 sec): 3 clusters Score: Raw -3589.367187 + Penalty 442.680205 = -3146.686983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.120217 sec): 2 clusters Score: Raw -1409.551676 + Penalty 453.050794 = -956.500882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.120463 sec): 3 clusters Score: Raw -1549.761800 + Penalty 901.936957 = -647.824843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.121206 sec): 2 clusters Score: Raw -273.518696 + Penalty 138.865683 = -134.653013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.121418 sec): 3 clusters Score: Raw -270.018451 + Penalty 277.731366 = 7.712915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.122194 sec): 2 clusters Score: Raw -585.439402 + Penalty 172.657865 = -412.781538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.122420 sec): 3 clusters Score: Raw -596.715608 + Penalty 344.555363 = -252.160245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.123157 sec): 2 clusters Score: Raw -266.003223 + Penalty 93.844875 = -172.158348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.123369 sec): 3 clusters Score: Raw -262.810429 + Penalty 187.689751 = -75.120678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.124123 sec): 2 clusters Score: Raw -821.276089 + Penalty 264.435468 = -556.840621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.124352 sec): 3 clusters Score: Raw -841.932479 + Penalty 539.864421 = -302.068058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.125083 sec): 2 clusters Score: Raw -135.076758 + Penalty 61.701414 = -73.375344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.125277 sec): 2 clusters Score: Raw -135.076758 + Penalty 61.701414 = -73.375344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.126021 sec): 2 clusters Score: Raw -496.924357 + Penalty 197.268150 = -299.656207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.126242 sec): 3 clusters Score: Raw -494.774849 + Penalty 401.915131 = -92.859718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.127012 sec): 2 clusters Score: Raw -1059.090298 + Penalty 207.790909 = -851.299390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.127252 sec): 3 clusters Score: Raw -1081.346133 + Penalty 414.367381 = -666.978751 nChanged 1 SP:Iteration 1F (19.127486 sec): 3 clusters Score: Raw -1084.807620 + Penalty 414.367381 = -670.440239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.128355 sec): 2 clusters Score: Raw -3046.964313 + Penalty 249.072924 = -2797.891389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.128656 sec): 3 clusters Score: Raw -3062.093010 + Penalty 498.779369 = -2563.313641 nChanged 5 SP:Iteration 1F (19.128955 sec): 3 clusters Score: Raw -3068.493345 + Penalty 497.331791 = -2571.161554 nChanged 1 SP:Iteration 2Q (19.129245 sec): 3 clusters Score: Raw -3070.062149 + Penalty 497.331791 = -2572.730358 nChanged 0 SP:Iteration 3F (19.129540 sec): 3 clusters Score: Raw -3070.062149 + Penalty 497.331791 = -2572.730358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.130345 sec): 2 clusters Score: Raw -503.674711 + Penalty 181.816293 = -321.858418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.130569 sec): 3 clusters Score: Raw -523.690674 + Penalty 358.497937 = -165.192737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.131326 sec): 2 clusters Score: Raw -659.209674 + Penalty 158.807337 = -500.402337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.131569 sec): 3 clusters Score: Raw -671.341304 + Penalty 325.191676 = -346.149629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.132407 sec): 2 clusters Score: Raw -2091.030999 + Penalty 185.834121 = -1905.196878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.132677 sec): 3 clusters Score: Raw -2105.511614 + Penalty 374.955524 = -1730.556090 nChanged 5 SP:Iteration 1F (19.132944 sec): 3 clusters Score: Raw -2116.636177 + Penalty 380.880582 = -1735.755595 nChanged 1 SP:Iteration 2Q (19.133204 sec): 3 clusters Score: Raw -2117.451850 + Penalty 380.880582 = -1736.571268 nChanged 0 SP:Iteration 3F (19.133470 sec): 3 clusters Score: Raw -2117.451850 + Penalty 380.880582 = -1736.571268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.134250 sec): 2 clusters Score: Raw -639.662188 + Penalty 209.162512 = -430.499676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.134478 sec): 3 clusters Score: Raw -659.514284 + Penalty 432.066541 = -227.447743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.135242 sec): 2 clusters Score: Raw -955.909364 + Penalty 190.057309 = -765.852055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.135477 sec): 3 clusters Score: Raw -976.629316 + Penalty 370.069725 = -606.559592 nChanged 1 SP:Iteration 1F (19.135708 sec): 3 clusters Score: Raw -983.927984 + Penalty 370.069725 = -613.858259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.136696 sec): 2 clusters Score: Raw -5068.458267 + Penalty 129.850721 = -4938.607546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.137074 sec): 3 clusters Score: Raw -5045.918785 + Penalty 264.331881 = -4781.586904 nChanged 21 SP:Iteration 1F (19.137444 sec): 3 clusters Score: Raw -5074.744136 + Penalty 269.820725 = -4804.923411 nChanged 7 SP:Iteration 2F (19.137814 sec): 3 clusters Score: Raw -5085.371889 + Penalty 269.009375 = -4816.362514 nChanged 1 SP:Iteration 3Q (19.138173 sec): 3 clusters Score: Raw -5091.792409 + Penalty 267.141208 = -4824.651201 nChanged 1 SP:Iteration 4Q (19.138529 sec): 3 clusters Score: Raw -5098.488185 + Penalty 267.141208 = -4831.346977 nChanged 0 SP:Iteration 5F (19.138898 sec): 3 clusters Score: Raw -5098.488185 + Penalty 267.141208 = -4831.346977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.139729 sec): 2 clusters Score: Raw -548.398358 + Penalty 171.676227 = -376.722131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.139955 sec): 3 clusters Score: Raw -551.244419 + Penalty 338.094699 = -213.149720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.140701 sec): 2 clusters Score: Raw -415.516084 + Penalty 72.561816 = -342.954268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.140914 sec): 3 clusters Score: Raw -419.447081 + Penalty 139.255376 = -280.191706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.141663 sec): 2 clusters Score: Raw -521.650752 + Penalty 145.515213 = -376.135538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.141883 sec): 3 clusters Score: Raw -518.250556 + Penalty 280.836170 = -237.414386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.142644 sec): 2 clusters Score: Raw -356.652434 + Penalty 179.124787 = -177.527646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.142858 sec): 3 clusters Score: Raw -349.344511 + Penalty 380.458821 = 31.114310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.143601 sec): 2 clusters Score: Raw -375.863250 + Penalty 105.546892 = -270.316357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.143814 sec): 3 clusters Score: Raw -382.662762 + Penalty 195.212375 = -187.450387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.144594 sec): 2 clusters Score: Raw -1398.538627 + Penalty 287.514928 = -1111.023699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.144840 sec): 3 clusters Score: Raw -1423.792807 + Penalty 561.561328 = -862.231479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.145578 sec): 2 clusters Score: Raw -252.129912 + Penalty 78.525100 = -173.604812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.145774 sec): 2 clusters Score: Raw -252.129912 + Penalty 78.525100 = -173.604812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.146544 sec): 2 clusters Score: Raw -1170.367495 + Penalty 327.854561 = -842.512934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.146785 sec): 3 clusters Score: Raw -1211.178676 + Penalty 656.764544 = -554.414132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.147544 sec): 2 clusters Score: Raw -757.774338 + Penalty 189.466579 = -568.307759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.147774 sec): 3 clusters Score: Raw -767.060725 + Penalty 361.974103 = -405.086621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.148540 sec): 2 clusters Score: Raw -985.030900 + Penalty 325.105012 = -659.925889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.148774 sec): 3 clusters Score: Raw -1062.982406 + Penalty 651.130169 = -411.852237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.149523 sec): 2 clusters Score: Raw -591.667879 + Penalty 285.815969 = -305.851910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.149745 sec): 3 clusters Score: Raw -591.242637 + Penalty 560.988868 = -30.253769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.150479 sec): 2 clusters Score: Raw -142.033756 + Penalty 86.022406 = -56.011350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.150686 sec): 3 clusters Score: Raw -132.352369 + Penalty 172.044811 = 39.692442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.151424 sec): 2 clusters Score: Raw -336.115359 + Penalty 126.762796 = -209.352563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.151640 sec): 3 clusters Score: Raw -331.993251 + Penalty 261.109226 = -70.884026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.152400 sec): 2 clusters Score: Raw -438.195117 + Penalty 130.032794 = -308.162323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.152617 sec): 3 clusters Score: Raw -436.094582 + Penalty 281.948653 = -154.145930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.153372 sec): 2 clusters Score: Raw -728.404974 + Penalty 224.450352 = -503.954622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.153600 sec): 3 clusters Score: Raw -745.353158 + Penalty 462.670327 = -282.682831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.154341 sec): 2 clusters Score: Raw -414.006035 + Penalty 162.578735 = -251.427300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.154559 sec): 3 clusters Score: Raw -410.445243 + Penalty 325.027198 = -85.418044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.155309 sec): 2 clusters Score: Raw -524.053888 + Penalty 191.518258 = -332.535631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.155531 sec): 3 clusters Score: Raw -537.659476 + Penalty 383.036515 = -154.622961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.156281 sec): 2 clusters Score: Raw -642.097363 + Penalty 262.139263 = -379.958099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.156505 sec): 3 clusters Score: Raw -652.801125 + Penalty 527.350410 = -125.450715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.157250 sec): 2 clusters Score: Raw -468.849995 + Penalty 165.197527 = -303.652468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.157469 sec): 3 clusters Score: Raw -475.808082 + Penalty 329.937724 = -145.870358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.158249 sec): 2 clusters Score: Raw -1214.157291 + Penalty 217.726277 = -996.431014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.158494 sec): 3 clusters Score: Raw -1244.157541 + Penalty 433.919628 = -810.237913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.159280 sec): 2 clusters Score: Raw -1434.399228 + Penalty 341.245959 = -1093.153269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.159528 sec): 3 clusters Score: Raw -1535.280156 + Penalty 687.114537 = -848.165618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.160279 sec): 2 clusters Score: Raw -410.383667 + Penalty 171.767678 = -238.615989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.160498 sec): 3 clusters Score: Raw -414.021548 + Penalty 343.535357 = -70.486191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.161241 sec): 2 clusters Score: Raw -503.972140 + Penalty 112.819533 = -391.152606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.161470 sec): 3 clusters Score: Raw -505.830557 + Penalty 193.391361 = -312.439196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.162212 sec): 2 clusters Score: Raw -382.061518 + Penalty 97.961774 = -284.099744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.162430 sec): 3 clusters Score: Raw -386.776539 + Penalty 195.923548 = -190.852991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.163182 sec): 2 clusters Score: Raw -734.030833 + Penalty 301.324386 = -432.706446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.163410 sec): 3 clusters Score: Raw -745.794571 + Penalty 610.065530 = -135.729041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.164151 sec): 2 clusters Score: Raw -455.477872 + Penalty 141.188883 = -314.288989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.164367 sec): 3 clusters Score: Raw -456.367345 + Penalty 287.096001 = -169.271344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.165094 sec): 2 clusters Score: Raw -66.072823 + Penalty 0.000000 = -66.072823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.165285 sec): 2 clusters Score: Raw -66.072823 + Penalty 0.000000 = -66.072823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.166077 sec): 2 clusters Score: Raw -1809.990851 + Penalty 383.847312 = -1426.143539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.166339 sec): 3 clusters Score: Raw -1892.307980 + Penalty 765.785815 = -1126.522164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.167076 sec): 2 clusters Score: Raw -204.363910 + Penalty 79.079517 = -125.284393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.167271 sec): 2 clusters Score: Raw -204.363910 + Penalty 79.079517 = -125.284393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.168001 sec): 2 clusters Score: Raw -220.027966 + Penalty 146.165642 = -73.862324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.168196 sec): 2 clusters Score: Raw -220.027966 + Penalty 146.165642 = -73.862324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.168948 sec): 2 clusters Score: Raw -645.751574 + Penalty 191.867881 = -453.883693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.169175 sec): 3 clusters Score: Raw -659.385036 + Penalty 390.546594 = -268.838443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.169931 sec): 2 clusters Score: Raw -740.964527 + Penalty 254.299349 = -486.665178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.170159 sec): 3 clusters Score: Raw -749.327404 + Penalty 565.945709 = -183.381695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.170892 sec): 2 clusters Score: Raw -138.515426 + Penalty 76.985227 = -61.530199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.171113 sec): 3 clusters Score: Raw -131.227678 + Penalty 153.970454 = 22.742776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.171860 sec): 2 clusters Score: Raw -453.719319 + Penalty 164.280577 = -289.438742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.172080 sec): 3 clusters Score: Raw -464.084688 + Penalty 328.771113 = -135.313575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.172805 sec): 2 clusters Score: Raw -67.206529 + Penalty 0.000000 = -67.206529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.172996 sec): 2 clusters Score: Raw -67.206529 + Penalty 0.000000 = -67.206529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.173715 sec): 2 clusters Score: Raw -64.736722 + Penalty 0.000000 = -64.736722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.173903 sec): 2 clusters Score: Raw -64.736722 + Penalty 0.000000 = -64.736722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.174643 sec): 2 clusters Score: Raw -453.121961 + Penalty 125.828767 = -327.293194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.174856 sec): 3 clusters Score: Raw -453.690012 + Penalty 226.895719 = -226.794293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.175597 sec): 2 clusters Score: Raw -422.192643 + Penalty 212.691025 = -209.501618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.175813 sec): 3 clusters Score: Raw -418.691433 + Penalty 453.844271 = 35.152838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.176560 sec): 2 clusters Score: Raw -557.396964 + Penalty 194.704908 = -362.692056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.176782 sec): 3 clusters Score: Raw -559.817366 + Penalty 389.409816 = -170.407551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.177523 sec): 2 clusters Score: Raw -450.301211 + Penalty 193.983082 = -256.318129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.177743 sec): 3 clusters Score: Raw -435.704383 + Penalty 387.966165 = -47.738218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.178479 sec): 2 clusters Score: Raw -374.936307 + Penalty 221.855611 = -153.080696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.178695 sec): 3 clusters Score: Raw -367.049242 + Penalty 453.245047 = 86.195804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.179430 sec): 2 clusters Score: Raw -281.591086 + Penalty 159.172087 = -122.419000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.179627 sec): 2 clusters Score: Raw -281.591086 + Penalty 159.172087 = -122.419000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.180364 sec): 2 clusters Score: Raw -285.400880 + Penalty 163.014124 = -122.386756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.180592 sec): 3 clusters Score: Raw -282.505789 + Penalty 292.521161 = 10.015371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.181348 sec): 2 clusters Score: Raw -733.076190 + Penalty 258.245374 = -474.830816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.181577 sec): 3 clusters Score: Raw -762.204599 + Penalty 515.327506 = -246.877093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.182312 sec): 2 clusters Score: Raw -218.351716 + Penalty 140.155878 = -78.195838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.182508 sec): 2 clusters Score: Raw -218.351716 + Penalty 140.155878 = -78.195838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.183245 sec): 2 clusters Score: Raw -333.656133 + Penalty 135.873263 = -197.782870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.183461 sec): 3 clusters Score: Raw -333.985791 + Penalty 260.358261 = -73.627529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.184190 sec): 2 clusters Score: Raw -136.253896 + Penalty 65.569598 = -70.684298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.184384 sec): 2 clusters Score: Raw -136.253896 + Penalty 65.569598 = -70.684298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.185260 sec): 2 clusters Score: Raw -2778.474244 + Penalty 299.063199 = -2479.411045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.185564 sec): 3 clusters Score: Raw -2809.736284 + Penalty 594.348168 = -2215.388116 nChanged 3 SP:Iteration 1F (19.185862 sec): 3 clusters Score: Raw -2818.475284 + Penalty 594.348168 = -2224.127116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.186628 sec): 2 clusters Score: Raw -262.405328 + Penalty 68.645931 = -193.759397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.186829 sec): 3 clusters Score: Raw -259.841657 + Penalty 121.228212 = -138.613445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.187558 sec): 2 clusters Score: Raw -140.315516 + Penalty 75.893219 = -64.422298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.187765 sec): 3 clusters Score: Raw -131.441636 + Penalty 151.786437 = 20.344802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.188502 sec): 2 clusters Score: Raw -330.734878 + Penalty 124.277040 = -206.457838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.188718 sec): 3 clusters Score: Raw -329.255899 + Penalty 253.565240 = -75.690659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.189452 sec): 2 clusters Score: Raw -207.173374 + Penalty 112.697232 = -94.476142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.189661 sec): 3 clusters Score: Raw -200.274200 + Penalty 244.030837 = 43.756636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.190410 sec): 2 clusters Score: Raw -138.673284 + Penalty 71.352211 = -67.321073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.190603 sec): 2 clusters Score: Raw -138.673284 + Penalty 71.352211 = -67.321073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.191341 sec): 2 clusters Score: Raw -351.597112 + Penalty 156.301611 = -195.295501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.191552 sec): 3 clusters Score: Raw -342.780108 + Penalty 295.233188 = -47.546920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.192288 sec): 2 clusters Score: Raw -217.165820 + Penalty 123.513900 = -93.651919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.192495 sec): 3 clusters Score: Raw -206.782962 + Penalty 260.944835 = 54.161873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.193263 sec): 2 clusters Score: Raw -1121.601325 + Penalty 332.947029 = -788.654296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.193500 sec): 3 clusters Score: Raw -1153.206735 + Penalty 668.470715 = -484.736020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.194255 sec): 2 clusters Score: Raw -666.664167 + Penalty 197.556731 = -469.107437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.194483 sec): 3 clusters Score: Raw -673.536376 + Penalty 395.113461 = -278.422915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.195207 sec): 2 clusters Score: Raw -68.499433 + Penalty 0.000000 = -68.499433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.195397 sec): 2 clusters Score: Raw -68.499433 + Penalty 0.000000 = -68.499433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.196138 sec): 2 clusters Score: Raw -477.391360 + Penalty 172.760083 = -304.631278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.196358 sec): 3 clusters Score: Raw -475.017399 + Penalty 321.952124 = -153.065276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.197095 sec): 2 clusters Score: Raw -359.256207 + Penalty 147.205671 = -212.050535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.197308 sec): 3 clusters Score: Raw -348.916883 + Penalty 291.593825 = -57.323058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.198036 sec): 2 clusters Score: Raw -139.542884 + Penalty 72.363368 = -67.179517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.198228 sec): 2 clusters Score: Raw -139.542884 + Penalty 72.363368 = -67.179517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.198960 sec): 2 clusters Score: Raw -279.296914 + Penalty 136.584350 = -142.712564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.199174 sec): 3 clusters Score: Raw -272.230840 + Penalty 257.317113 = -14.913728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.199924 sec): 2 clusters Score: Raw -294.313089 + Penalty 159.989984 = -134.323105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.200138 sec): 3 clusters Score: Raw -282.861193 + Penalty 319.979968 = 37.118774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.200884 sec): 2 clusters Score: Raw -491.029330 + Penalty 197.857572 = -293.171759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.201104 sec): 3 clusters Score: Raw -483.605225 + Penalty 403.136965 = -80.468261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.201861 sec): 2 clusters Score: Raw -689.637627 + Penalty 247.870104 = -441.767523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.202086 sec): 3 clusters Score: Raw -695.372061 + Penalty 482.433004 = -212.939057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.202831 sec): 2 clusters Score: Raw -479.839278 + Penalty 214.760277 = -265.079001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.203051 sec): 3 clusters Score: Raw -488.692932 + Penalty 430.832581 = -57.860351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.203778 sec): 2 clusters Score: Raw -67.408715 + Penalty 0.000000 = -67.408715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.203968 sec): 2 clusters Score: Raw -67.408715 + Penalty 0.000000 = -67.408715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.204691 sec): 2 clusters Score: Raw -66.434304 + Penalty 0.000000 = -66.434304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.204881 sec): 2 clusters Score: Raw -66.434304 + Penalty 0.000000 = -66.434304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.205607 sec): 2 clusters Score: Raw -138.612502 + Penalty 78.757357 = -59.855145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.205814 sec): 3 clusters Score: Raw -129.758039 + Penalty 157.514714 = 27.756675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 148 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.207101 sec): 2 clusters Score: Raw -11563.630976 + Penalty 121.116492 = -11442.514483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.207714 sec): 3 clusters Score: Raw -11472.437925 + Penalty 240.384660 = -11232.053266 nChanged 75 SP:Iteration 1F (19.208305 sec): 3 clusters Score: Raw -11561.987528 + Penalty 240.667709 = -11321.319818 nChanged 17 SP:Iteration 2F (19.208908 sec): 3 clusters Score: Raw -11578.186028 + Penalty 240.921643 = -11337.264385 nChanged 3 SP:Iteration 3Q (19.209478 sec): 3 clusters Score: Raw -11579.752717 + Penalty 240.944277 = -11338.808440 nChanged 2 SP:Iteration 4Q (19.210070 sec): 3 clusters Score: Raw -11580.360842 + Penalty 241.006493 = -11339.354349 nChanged 3 SP:Iteration 5Q (19.210639 sec): 3 clusters Score: Raw -11581.801052 + Penalty 242.095426 = -11339.705626 nChanged 4 SP:Iteration 6Q (19.211205 sec): 3 clusters Score: Raw -11584.868368 + Penalty 243.127502 = -11341.740866 nChanged 4 SP:Iteration 7Q (19.211770 sec): 3 clusters Score: Raw -11591.833582 + Penalty 244.426241 = -11347.407342 nChanged 6 SP:Iteration 8Q (19.212357 sec): 3 clusters Score: Raw -11598.570755 + Penalty 244.787386 = -11353.783370 nChanged 5 SP:Iteration 9Q (19.212919 sec): 3 clusters Score: Raw -11606.155815 + Penalty 245.948577 = -11360.207238 nChanged 7 SP:Iteration 10F (19.213494 sec): 3 clusters Score: Raw -11617.088557 + Penalty 245.616972 = -11371.471585 nChanged 8 SP:Iteration 11Q (19.214042 sec): 3 clusters Score: Raw -11625.849642 + Penalty 244.447868 = -11381.401774 nChanged 5 SP:Iteration 12Q (19.214585 sec): 3 clusters Score: Raw -11633.038514 + Penalty 242.853737 = -11390.184777 nChanged 4 SP:Iteration 13Q (19.215123 sec): 3 clusters Score: Raw -11636.835177 + Penalty 242.337402 = -11394.497776 nChanged 2 SP:Iteration 14Q (19.215659 sec): 3 clusters Score: Raw -11637.545240 + Penalty 242.337402 = -11395.207839 nChanged 0 SP:Iteration 15F (19.216237 sec): 3 clusters Score: Raw -11637.545240 + Penalty 242.337402 = -11395.207839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.217126 sec): 2 clusters Score: Raw -674.882107 + Penalty 216.963941 = -457.918166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.217359 sec): 3 clusters Score: Raw -693.663570 + Penalty 442.648484 = -251.015087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.218103 sec): 2 clusters Score: Raw -135.339791 + Penalty 66.170783 = -69.169008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.218310 sec): 3 clusters Score: Raw -129.161221 + Penalty 132.341566 = 3.180345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.219044 sec): 2 clusters Score: Raw -209.017989 + Penalty 116.562007 = -92.455982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.219239 sec): 2 clusters Score: Raw -209.017989 + Penalty 116.562007 = -92.455982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 152 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.219976 sec): 2 clusters Score: Raw -285.135703 + Penalty 179.618580 = -105.517123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.220189 sec): 3 clusters Score: Raw -276.447945 + Penalty 377.485025 = 101.037080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.220914 sec): 2 clusters Score: Raw -66.634129 + Penalty 0.000000 = -66.634129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.221103 sec): 2 clusters Score: Raw -66.634129 + Penalty 0.000000 = -66.634129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.221832 sec): 2 clusters Score: Raw -138.611077 + Penalty 80.030332 = -58.580745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.222039 sec): 3 clusters Score: Raw -130.097291 + Penalty 160.060664 = 29.963373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.222783 sec): 2 clusters Score: Raw -456.847191 + Penalty 255.134192 = -201.712999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.222999 sec): 3 clusters Score: Raw -445.174894 + Penalty 528.875153 = 83.700258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.223735 sec): 2 clusters Score: Raw -267.873589 + Penalty 111.168927 = -156.704662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.223963 sec): 3 clusters Score: Raw -265.349943 + Penalty 222.337854 = -43.012089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.224697 sec): 2 clusters Score: Raw -136.319441 + Penalty 61.529792 = -74.789650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.224889 sec): 2 clusters Score: Raw -136.319441 + Penalty 61.529792 = -74.789650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.225628 sec): 2 clusters Score: Raw -398.390733 + Penalty 160.239483 = -238.151250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.225845 sec): 3 clusters Score: Raw -404.021064 + Penalty 302.518790 = -101.502274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.226574 sec): 2 clusters Score: Raw -66.813291 + Penalty 0.000000 = -66.813291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.226763 sec): 2 clusters Score: Raw -66.813291 + Penalty 0.000000 = -66.813291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.227491 sec): 2 clusters Score: Raw -146.850570 + Penalty 92.507665 = -54.342905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.227683 sec): 2 clusters Score: Raw -146.850570 + Penalty 92.507665 = -54.342905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.228420 sec): 2 clusters Score: Raw -371.487529 + Penalty 196.103481 = -175.384048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.228633 sec): 3 clusters Score: Raw -361.321369 + Penalty 397.816950 = 36.495581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.229368 sec): 2 clusters Score: Raw -267.949630 + Penalty 109.361401 = -158.588230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.229580 sec): 3 clusters Score: Raw -265.454935 + Penalty 218.722801 = -46.732134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.230310 sec): 2 clusters Score: Raw -68.484329 + Penalty 0.000000 = -68.484329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.230500 sec): 2 clusters Score: Raw -68.484329 + Penalty 0.000000 = -68.484329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.231232 sec): 2 clusters Score: Raw -142.917018 + Penalty 85.554329 = -57.362689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.231439 sec): 3 clusters Score: Raw -133.272845 + Penalty 171.108658 = 37.835813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.232165 sec): 2 clusters Score: Raw -65.347790 + Penalty 0.000000 = -65.347790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.232354 sec): 2 clusters Score: Raw -65.347790 + Penalty 0.000000 = -65.347790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.233084 sec): 2 clusters Score: Raw -224.710457 + Penalty 140.373949 = -84.336508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.233309 sec): 3 clusters Score: Raw -211.585075 + Penalty 292.952472 = 81.367397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.234037 sec): 2 clusters Score: Raw -143.384248 + Penalty 88.253673 = -55.130575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.234244 sec): 3 clusters Score: Raw -133.082180 + Penalty 176.507346 = 43.425166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.234977 sec): 2 clusters Score: Raw -220.298341 + Penalty 126.064921 = -94.233421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.235186 sec): 3 clusters Score: Raw -209.393596 + Penalty 249.944982 = 40.551386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.235914 sec): 2 clusters Score: Raw -144.671877 + Penalty 89.079454 = -55.592423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.236106 sec): 2 clusters Score: Raw -144.671877 + Penalty 89.079454 = -55.592423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.236842 sec): 2 clusters Score: Raw -246.083302 + Penalty 80.373272 = -165.710030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.237055 sec): 3 clusters Score: Raw -245.776595 + Penalty 205.460079 = -40.316516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.237775 sec): 2 clusters Score: Raw -65.340092 + Penalty 0.000000 = -65.340092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.237963 sec): 2 clusters Score: Raw -65.340092 + Penalty 0.000000 = -65.340092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.238688 sec): 2 clusters Score: Raw -138.790511 + Penalty 69.117817 = -69.672694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.238890 sec): 3 clusters Score: Raw -130.889135 + Penalty 138.235634 = 7.346499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.239627 sec): 2 clusters Score: Raw -209.498440 + Penalty 109.497097 = -100.001342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.239837 sec): 3 clusters Score: Raw -199.983674 + Penalty 228.170006 = 28.186332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.240578 sec): 2 clusters Score: Raw -67.322840 + Penalty 0.000000 = -67.322840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.240770 sec): 2 clusters Score: Raw -67.322840 + Penalty 0.000000 = -67.322840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.241500 sec): 2 clusters Score: Raw -66.470066 + Penalty 0.000000 = -66.470066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.241690 sec): 2 clusters Score: Raw -66.470066 + Penalty 0.000000 = -66.470066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.242425 sec): 2 clusters Score: Raw -207.390092 + Penalty 99.049566 = -108.340526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.242648 sec): 3 clusters Score: Raw -199.407304 + Penalty 200.358742 = 0.951438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.243379 sec): 2 clusters Score: Raw -132.767706 + Penalty 69.377953 = -63.389754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.243572 sec): 2 clusters Score: Raw -132.767706 + Penalty 69.377953 = -63.389754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.244297 sec): 2 clusters Score: Raw -67.448143 + Penalty 0.000000 = -67.448143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.244486 sec): 2 clusters Score: Raw -67.448143 + Penalty 0.000000 = -67.448143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.245208 sec): 2 clusters Score: Raw -67.801697 + Penalty 0.000000 = -67.801697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.245399 sec): 2 clusters Score: Raw -67.801697 + Penalty 0.000000 = -67.801697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.246123 sec): 2 clusters Score: Raw -65.704016 + Penalty 0.000000 = -65.704016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.246312 sec): 2 clusters Score: Raw -65.704016 + Penalty 0.000000 = -65.704016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.247033 sec): 2 clusters Score: Raw -67.253278 + Penalty 0.000000 = -67.253278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.247222 sec): 2 clusters Score: Raw -67.253278 + Penalty 0.000000 = -67.253278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.247949 sec): 2 clusters Score: Raw -138.058738 + Penalty 70.365351 = -67.693387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.248155 sec): 3 clusters Score: Raw -130.658955 + Penalty 140.730702 = 10.071747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.248877 sec): 2 clusters Score: Raw -65.718613 + Penalty 0.000000 = -65.718613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.249064 sec): 2 clusters Score: Raw -65.718613 + Penalty 0.000000 = -65.718613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.249791 sec): 2 clusters Score: Raw -138.805367 + Penalty 71.413020 = -67.392347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.249986 sec): 2 clusters Score: Raw -138.805367 + Penalty 71.413020 = -67.392347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.250709 sec): 2 clusters Score: Raw -67.535198 + Penalty 0.000000 = -67.535198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.250897 sec): 2 clusters Score: Raw -67.535198 + Penalty 0.000000 = -67.535198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.251623 sec): 2 clusters Score: Raw -138.823175 + Penalty 95.087209 = -43.735966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.251842 sec): 3 clusters Score: Raw -131.608525 + Penalty 190.174418 = 58.565894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.252568 sec): 2 clusters Score: Raw -65.627664 + Penalty 0.000000 = -65.627664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.252757 sec): 2 clusters Score: Raw -65.627664 + Penalty 0.000000 = -65.627664 nChanged 0 Deleting Class 191 (2 points): Lose 53.260283 but Gain 1401.744985 Iteration 20F (21.500063 sec): 178 clusters Score: Raw -1564296.019324 + Penalty 162375.090707 = -1401920.928616 nChanged 138 Deleting Class 163 (2 points): Lose 18.936891 but Gain 1363.718181 Iteration 21Q (21.660819 sec): 177 clusters Score: Raw -1564347.157982 + Penalty 161082.486327 = -1403264.671655 nChanged 70 Deleting Class 183 (1 points): Lose 6.433168 but Gain 1335.773739 Iteration 22Q (21.814635 sec): 176 clusters Score: Raw -1564380.400071 + Penalty 159762.749742 = -1404617.650329 nChanged 54 Deleting Class 190 (1 points): Lose 3.952350 but Gain 1329.125334 Iteration 23Q (21.966114 sec): 175 clusters Score: Raw -1564399.653642 + Penalty 158447.857946 = -1405951.795696 nChanged 42 Deleting Class 155 (6 points): Lose 135.525988 but Gain 1454.994418 Iteration 24Q (22.117122 sec): 174 clusters Score: Raw -1564277.828012 + Penalty 157104.646542 = -1407173.181470 nChanged 37 Deleting Class 102 (3 points): Lose 43.606839 but Gain 1359.481236 Iteration 25Q (22.267232 sec): 173 clusters Score: Raw -1564290.484321 + Penalty 155780.971529 = -1408509.512792 nChanged 31 Deleting Class 185 (1 points): Lose 7.847229 but Gain 1318.878004 Iteration 26Q (22.417067 sec): 172 clusters Score: Raw -1564306.281144 + Penalty 154548.928524 = -1409757.352620 nChanged 25 Deleting Class 131 (1 points): Lose 14.617505 but Gain 1324.656118 Iteration 27Q (22.565590 sec): 171 clusters Score: Raw -1564312.081719 + Penalty 153226.766882 = -1411085.314838 nChanged 19 Deleting Class 107 (1 points): Lose 4.438849 but Gain 1306.249003 Iteration 28Q (22.712352 sec): 170 clusters Score: Raw -1564317.328580 + Penalty 151959.051501 = -1412358.277079 nChanged 22 Deleting Class 113 (5 points): Lose 108.123816 but Gain 1408.537977 Iteration 29Q (22.859803 sec): 169 clusters Score: Raw -1564221.885686 + Penalty 150703.749780 = -1413518.135906 nChanged 19 Deleting Class 172 (2 points): Lose 17.954236 but Gain 1313.180595 Iteration 30F (25.001650 sec): 168 clusters Score: Raw -1564252.005731 + Penalty 149412.133640 = -1414839.872092 nChanged 15 Deleting Class 142 (1 points): Lose 2.651318 but Gain 1287.880104 Iteration 31Q (25.148723 sec): 167 clusters Score: Raw -1564257.311895 + Penalty 148126.055576 = -1416131.256319 nChanged 10 Deleting Class 166 (1 points): Lose 38.004908 but Gain 1319.875521 Iteration 32Q (25.294110 sec): 166 clusters Score: Raw -1564221.942242 + Penalty 146828.659954 = -1417393.282288 nChanged 6 Deleting Class 182 (1 points): Lose 18.527241 but Gain 1295.708787 Iteration 33Q (25.441435 sec): 165 clusters Score: Raw -1564226.782827 + Penalty 145599.037181 = -1418627.745646 nChanged 7 Deleting Class 178 (1 points): Lose 9.618727 but Gain 1280.006801 Iteration 34Q (25.586929 sec): 164 clusters Score: Raw -1564244.321072 + Penalty 144328.562559 = -1419915.758513 nChanged 5 Deleting Class 170 (2 points): Lose 35.931244 but Gain 1301.007201 Iteration 35Q (25.731337 sec): 163 clusters Score: Raw -1564214.651471 + Penalty 143089.308788 = -1421125.342683 nChanged 6 Deleting Class 81 (8 points): Lose 139.573712 but Gain 1404.468959 Iteration 36Q (25.875227 sec): 162 clusters Score: Raw -1564103.538436 + Penalty 141865.139459 = -1422238.398977 nChanged 11 Deleting Class 117 (3 points): Lose 50.342667 but Gain 1303.584639 Iteration 37Q (26.019885 sec): 161 clusters Score: Raw -1564119.919546 + Penalty 140626.951394 = -1423492.968152 nChanged 5 Deleting Class 31 (26 points): Lose 304.899416 but Gain 1556.277117 Iteration 38Q (26.163988 sec): 160 clusters Score: Raw -1563845.905885 + Penalty 139384.675379 = -1424461.230506 nChanged 27 Deleting Class 152 (4 points): Lose 73.452901 but Gain 1323.939603 Iteration 39Q (26.308912 sec): 159 clusters Score: Raw -1563931.165419 + Penalty 138152.542683 = -1425778.622736 nChanged 9 Deleting Class 169 (3 points): Lose 55.230553 but Gain 1305.612910 Iteration 40F (28.328144 sec): 158 clusters Score: Raw -1563962.981073 + Penalty 136857.283386 = -1427105.697686 nChanged 13 Deleting Class 167 (2 points): Lose 24.839036 but Gain 1261.214341 Iteration 41Q (28.472858 sec): 157 clusters Score: Raw -1563957.880003 + Penalty 135605.889335 = -1428351.990667 nChanged 11 Deleting Class 82 (2 points): Lose 52.135530 but Gain 1268.114574 Iteration 42Q (28.615467 sec): 156 clusters Score: Raw -1563917.142145 + Penalty 134358.766479 = -1429558.375666 nChanged 12 Deleting Class 50 (11 points): Lose 113.029533 but Gain 1325.730077 Iteration 43Q (28.756315 sec): 155 clusters Score: Raw -1563819.453611 + Penalty 133180.837240 = -1430638.616371 nChanged 21 Deleting Class 53 (21 points): Lose 325.519757 but Gain 1520.547837 Iteration 44Q (28.899152 sec): 154 clusters Score: Raw -1563538.234633 + Penalty 131998.875202 = -1431539.359430 nChanged 23 Deleting Class 99 (1 points): Lose 9.101843 but Gain 1196.442925 Iteration 45Q (29.041459 sec): 153 clusters Score: Raw -1563735.744276 + Penalty 130937.206373 = -1432798.537903 nChanged 9 Deleting Class 138 (7 points): Lose 97.719589 but Gain 1284.764614 Iteration 46Q (29.182106 sec): 152 clusters Score: Raw -1563703.715078 + Penalty 129718.886789 = -1433984.828289 nChanged 11 Deleting Class 97 (10 points): Lose 150.465698 but Gain 1337.183359 Iteration 47Q (29.321756 sec): 151 clusters Score: Raw -1563585.994530 + Penalty 128457.339492 = -1435128.655038 nChanged 11 Deleting Class 21 (2 points): Lose 12.089629 but Gain 1195.338987 Iteration 48Q (29.460946 sec): 150 clusters Score: Raw -1563627.531011 + Penalty 127293.833055 = -1436333.697956 nChanged 4 Deleting Class 164 (5 points): Lose 64.237321 but Gain 1245.040408 Iteration 49Q (29.599406 sec): 149 clusters Score: Raw -1563575.714778 + Penalty 126089.911184 = -1437485.803594 nChanged 6 Deleting Class 168 (2 points): Lose 48.669084 but Gain 1226.686148 Iteration 50F (31.468309 sec): 148 clusters Score: Raw -1563550.979597 + Penalty 124905.299029 = -1438645.680569 nChanged 8 Deleting Class 162 (1 points): Lose 3.269493 but Gain 1166.185802 Iteration 51Q (31.607232 sec): 147 clusters Score: Raw -1563581.786640 + Penalty 123738.167108 = -1439843.619532 nChanged 2 Deleting Class 179 (1 points): Lose 4.179306 but Gain 1160.247249 Iteration 52Q (31.746478 sec): 146 clusters Score: Raw -1563579.703102 + Penalty 122577.740849 = -1441001.962253 nChanged 1 Deleting Class 128 (4 points): Lose 50.207057 but Gain 1199.195443 Iteration 53Q (31.883502 sec): 145 clusters Score: Raw -1563532.229132 + Penalty 121474.711305 = -1442057.517827 nChanged 4 Deleting Class 114 (5 points): Lose 60.389030 but Gain 1208.662857 Iteration 54Q (32.020693 sec): 144 clusters Score: Raw -1563505.819498 + Penalty 120282.723545 = -1443223.095953 nChanged 6 Deleting Class 154 (2 points): Lose 33.469569 but Gain 1179.781354 Iteration 55Q (32.157782 sec): 143 clusters Score: Raw -1563486.382245 + Penalty 119123.417617 = -1444362.964627 nChanged 6 Deleting Class 143 (1 points): Lose 9.082261 but Gain 1154.650407 Iteration 56Q (32.293330 sec): 142 clusters Score: Raw -1563490.801769 + Penalty 117999.811784 = -1445490.989985 nChanged 7 Deleting Class 145 (2 points): Lose 20.210457 but Gain 1161.015571 Iteration 57Q (32.429448 sec): 141 clusters Score: Raw -1563487.536592 + Penalty 116844.626988 = -1446642.909603 nChanged 4 Deleting Class 171 (3 points): Lose 34.420746 but Gain 1172.525168 Iteration 58Q (32.565379 sec): 140 clusters Score: Raw -1563459.010078 + Penalty 115681.273736 = -1447777.736342 nChanged 4 Deleting Class 115 (4 points): Lose 64.287701 but Gain 1201.550833 Iteration 59Q (32.699740 sec): 139 clusters Score: Raw -1563401.623768 + Penalty 114524.775966 = -1448876.847803 nChanged 5 Deleting Class 88 (9 points): Lose 93.817003 but Gain 1219.073800 Iteration 60F (34.437426 sec): 138 clusters Score: Raw -1563333.052407 + Penalty 113321.094619 = -1450011.957788 nChanged 10 Deleting Class 72 (8 points): Lose 111.903909 but Gain 1234.879066 Iteration 61Q (34.572136 sec): 137 clusters Score: Raw -1563239.260678 + Penalty 112135.015337 = -1451104.245340 nChanged 13 Deleting Class 153 (2 points): Lose 26.242534 but Gain 1148.902198 Iteration 62Q (34.707037 sec): 136 clusters Score: Raw -1563253.631304 + Penalty 111051.031431 = -1452202.599874 nChanged 7 Deleting Class 184 (1 points): Lose 4.907293 but Gain 1117.805828 Iteration 63Q (34.840924 sec): 135 clusters Score: Raw -1563269.568469 + Penalty 109918.497381 = -1453351.071087 nChanged 3 Deleting Class 105 (2 points): Lose 22.320880 but Gain 1134.891399 Iteration 64Q (34.974769 sec): 134 clusters Score: Raw -1563250.686619 + Penalty 108823.054125 = -1454427.632494 nChanged 4 Deleting Class 123 (2 points): Lose 7.187719 but Gain 1118.793365 Iteration 65Q (35.107697 sec): 133 clusters Score: Raw -1563252.251756 + Penalty 107711.105614 = -1455541.146142 nChanged 2 Deleting Class 110 (6 points): Lose 109.495589 but Gain 1212.947007 Iteration 66Q (35.240155 sec): 132 clusters Score: Raw -1563147.152772 + Penalty 106647.218722 = -1456499.934050 nChanged 6 Deleting Class 186 (3 points): Lose 31.641171 but Gain 1131.161551 Iteration 67Q (35.372341 sec): 131 clusters Score: Raw -1563170.303541 + Penalty 105556.312018 = -1457613.991524 nChanged 6 Deleting Class 125 (4 points): Lose 49.545631 but Gain 1148.328620 Iteration 68Q (35.505363 sec): 130 clusters Score: Raw -1563136.365075 + Penalty 104390.136664 = -1458746.228411 nChanged 7 Deleting Class 44 (6 points): Lose 70.591520 but Gain 1165.450177 Iteration 69Q (35.636896 sec): 129 clusters Score: Raw -1563097.760175 + Penalty 103401.752352 = -1459696.007823 nChanged 8 Deleting Class 141 (10 points): Lose 99.294639 but Gain 1199.409585 Iteration 70F (37.314790 sec): 128 clusters Score: Raw -1563033.727349 + Penalty 102247.262942 = -1460786.464407 nChanged 10 Deleting Class 39 (21 points): Lose 222.094941 but Gain 1300.869386 Iteration 71Q (37.445129 sec): 127 clusters Score: Raw -1562837.869082 + Penalty 101053.728784 = -1461784.140298 nChanged 26 Deleting Class 48 (7 points): Lose 92.874754 but Gain 1171.331325 Iteration 72Q (37.577286 sec): 126 clusters Score: Raw -1562839.096501 + Penalty 99890.512753 = -1462948.583748 nChanged 10 Deleting Class 49 (10 points): Lose 98.949041 but Gain 1172.857740 Iteration 73Q (37.705811 sec): 125 clusters Score: Raw -1562782.746752 + Penalty 98790.627755 = -1463992.118998 nChanged 16 Deleting Class 112 (6 points): Lose 47.920106 but Gain 1106.258241 Iteration 74Q (37.836388 sec): 124 clusters Score: Raw -1562774.430179 + Penalty 97694.110662 = -1465080.319517 nChanged 8 Deleting Class 136 (2 points): Lose 13.113752 but Gain 1066.757438 Iteration 75Q (37.964845 sec): 123 clusters Score: Raw -1562771.268482 + Penalty 96628.324878 = -1466142.943604 nChanged 3 Deleting Class 129 (16 points): Lose 178.186504 but Gain 1227.049445 Iteration 76Q (38.092727 sec): 122 clusters Score: Raw -1562596.317219 + Penalty 95548.136938 = -1467048.180281 nChanged 17 Deleting Class 76 (18 points): Lose 161.018697 but Gain 1207.556636 Iteration 77Q (38.221330 sec): 121 clusters Score: Raw -1562507.541374 + Penalty 94461.578408 = -1468045.962966 nChanged 23 Deleting Class 126 (2 points): Lose 9.472463 but Gain 1051.851297 Iteration 78Q (38.348623 sec): 120 clusters Score: Raw -1562566.366713 + Penalty 93433.202856 = -1469133.163857 nChanged 8 Deleting Class 65 (19 points): Lose 224.622253 but Gain 1254.086634 Iteration 79Q (38.476299 sec): 119 clusters Score: Raw -1562359.236023 + Penalty 92337.786816 = -1470021.449208 nChanged 23 Deleting Class 104 (14 points): Lose 105.436134 but Gain 1134.939376 Iteration 80F (39.990755 sec): 118 clusters Score: Raw -1562355.453894 + Penalty 91272.774428 = -1471082.679465 nChanged 21 Deleting Class 137 (5 points): Lose 33.804630 but Gain 1062.566610 Iteration 81Q (40.117831 sec): 117 clusters Score: Raw -1562390.315173 + Penalty 90268.582229 = -1472121.732944 nChanged 12 Deleting Class 80 (16 points): Lose 207.957509 but Gain 1236.691739 Iteration 82Q (40.244379 sec): 116 clusters Score: Raw -1562218.915602 + Penalty 89188.231041 = -1473030.684561 nChanged 19 Deleting Class 188 (2 points): Lose 28.730809 but Gain 1052.747725 Iteration 83Q (40.369487 sec): 115 clusters Score: Raw -1562280.523214 + Penalty 88166.003803 = -1474114.519411 nChanged 8 Deleting Class 151 (3 points): Lose 64.181536 but Gain 1084.138922 Iteration 84Q (40.494736 sec): 114 clusters Score: Raw -1562238.597044 + Penalty 87088.707642 = -1475149.889402 nChanged 9 Deleting Class 196 (1 points): Lose 7.689993 but Gain 1027.508944 Iteration 85Q (40.619743 sec): 113 clusters Score: Raw -1562252.812134 + Penalty 86091.479957 = -1476161.332177 nChanged 3 Deleting Class 59 (8 points): Lose 77.804798 but Gain 1093.785808 Iteration 86Q (40.743688 sec): 112 clusters Score: Raw -1562182.861419 + Penalty 85029.656777 = -1477153.204641 nChanged 10 Deleting Class 87 (14 points): Lose 116.781865 but Gain 1131.039513 Iteration 87Q (40.867138 sec): 111 clusters Score: Raw -1562085.533874 + Penalty 83937.208561 = -1478148.325313 nChanged 18 Deleting Class 175 (2 points): Lose 5.239202 but Gain 1018.912575 Iteration 88Q (40.990496 sec): 110 clusters Score: Raw -1562128.215911 + Penalty 82947.777389 = -1479180.438522 nChanged 9 Deleting Class 57 (16 points): Lose 137.776842 but Gain 1155.666929 Iteration 89Q (41.114764 sec): 109 clusters Score: Raw -1562010.005028 + Penalty 81839.582313 = -1480170.422715 nChanged 20 Deleting Class 100 (30 points): Lose 177.905799 but Gain 1194.824402 Iteration 90F (42.486871 sec): 108 clusters Score: Raw -1561879.098552 + Penalty 80752.061853 = -1481127.036699 nChanged 36 Deleting Class 140 (10 points): Lose 95.506733 but Gain 1099.969978 Iteration 91Q (42.610020 sec): 107 clusters Score: Raw -1561887.172919 + Penalty 79702.447573 = -1482184.725346 nChanged 16 Deleting Class 181 (2 points): Lose 20.249709 but Gain 1022.747415 Iteration 92Q (42.733257 sec): 106 clusters Score: Raw -1561898.596692 + Penalty 78716.555841 = -1483182.040851 nChanged 8 Deleting Class 33 (5 points): Lose 59.939574 but Gain 1061.313478 Iteration 93Q (42.856550 sec): 105 clusters Score: Raw -1561852.058511 + Penalty 77678.529133 = -1484173.529379 nChanged 13 Deleting Class 54 (4 points): Lose 28.081721 but Gain 1023.556568 Iteration 94Q (42.978078 sec): 104 clusters Score: Raw -1561845.752541 + Penalty 76660.776154 = -1485184.976387 nChanged 10 Deleting Class 177 (3 points): Lose 31.974546 but Gain 1018.428455 Iteration 95Q (43.099624 sec): 103 clusters Score: Raw -1561824.774179 + Penalty 75644.696586 = -1486180.077593 nChanged 9 Deleting Class 93 (28 points): Lose 190.761456 but Gain 1176.574312 Iteration 96Q (43.220186 sec): 102 clusters Score: Raw -1561641.610731 + Penalty 74799.645803 = -1486841.964928 nChanged 33 Deleting Class 174 (2 points): Lose 35.434761 but Gain 1069.726211 Iteration 97Q (43.341080 sec): 101 clusters Score: Raw -1561722.427533 + Penalty 73827.684554 = -1487894.742979 nChanged 12 Deleting Class 119 (3 points): Lose 26.876422 but Gain 1007.107933 Iteration 98Q (43.460951 sec): 100 clusters Score: Raw -1561739.727823 + Penalty 72826.850102 = -1488912.877721 nChanged 9 Deleting Class 139 (7 points): Lose 59.596813 but Gain 1038.968218 Iteration 99Q (43.581319 sec): 99 clusters Score: Raw -1561689.674865 + Penalty 71805.605881 = -1489884.068985 nChanged 14 Deleting Class 127 (6 points): Lose 57.061050 but Gain 1036.055851 Iteration 100F (44.825660 sec): 98 clusters Score: Raw -1561652.589991 + Penalty 70812.615660 = -1490839.974332 nChanged 14 Deleting Class 116 (11 points): Lose 122.760484 but Gain 1100.461139 Iteration 101Q (44.944276 sec): 97 clusters Score: Raw -1561551.117281 + Penalty 69921.283530 = -1491629.833750 nChanged 17 Deleting Class 42 (36 points): Lose 233.019053 but Gain 1205.905963 Iteration 102Q (45.061588 sec): 96 clusters Score: Raw -1561372.409399 + Penalty 68872.240940 = -1492500.168459 nChanged 38 Deleting Class 180 (4 points): Lose 30.714364 but Gain 990.052995 Iteration 103Q (45.180838 sec): 95 clusters Score: Raw -1561460.327522 + Penalty 67902.080325 = -1493558.247196 nChanged 14 Deleting Class 94 (7 points): Lose 64.856170 but Gain 1016.554889 Iteration 104Q (45.298548 sec): 94 clusters Score: Raw -1561420.331818 + Penalty 66916.338106 = -1494503.993712 nChanged 10 Deleting Class 150 (2 points): Lose 30.400376 but Gain 975.468350 Iteration 105Q (45.415834 sec): 93 clusters Score: Raw -1561410.427716 + Penalty 65964.106175 = -1495446.321542 nChanged 6 Deleting Class 37 (21 points): Lose 118.494294 but Gain 1063.258066 Iteration 106Q (45.532719 sec): 92 clusters Score: Raw -1561324.659540 + Penalty 64952.022598 = -1496372.636941 nChanged 23 Deleting Class 111 (9 points): Lose 70.641307 but Gain 1003.117851 Iteration 107Q (45.647967 sec): 91 clusters Score: Raw -1561310.769822 + Penalty 63985.196389 = -1497325.573433 nChanged 15 Deleting Class 187 (1 points): Lose 3.277397 but Gain 931.437664 Iteration 108Q (45.763114 sec): 90 clusters Score: Raw -1561333.546168 + Penalty 63047.920200 = -1498285.625967 nChanged 7 Deleting Class 30 (23 points): Lose 763.015364 but Gain 1660.449748 Iteration 109Q (45.877268 sec): 89 clusters Score: Raw -1560579.479275 + Penalty 61795.686497 = -1498783.792778 nChanged 30 Deleting Class 135 (5 points): Lose 38.553045 but Gain 934.593348 Iteration 110F (47.000728 sec): 88 clusters Score: Raw -1560651.500520 + Penalty 60906.979558 = -1499744.520963 nChanged 11 Deleting Class 157 (2 points): Lose 16.484931 but Gain 907.052353 Iteration 111Q (47.114487 sec): 87 clusters Score: Raw -1560653.344059 + Penalty 60002.841825 = -1500650.502233 nChanged 5 Deleting Class 132 (9 points): Lose 68.123957 but Gain 949.203172 Iteration 112Q (47.227777 sec): 86 clusters Score: Raw -1560590.126975 + Penalty 59022.492111 = -1501567.634864 nChanged 13 Deleting Class 161 (5 points): Lose 28.008070 but Gain 907.905719 Iteration 113Q (47.340557 sec): 85 clusters Score: Raw -1560581.146422 + Penalty 58120.041202 = -1502461.105220 nChanged 8 Deleting Class 38 (11 points): Lose 77.235658 but Gain 956.995565 Iteration 114Q (47.453214 sec): 84 clusters Score: Raw -1560511.639965 + Penalty 57173.335595 = -1503338.304371 nChanged 12 Deleting Class 118 (6 points): Lose 46.158737 but Gain 924.037065 Iteration 115Q (47.564473 sec): 83 clusters Score: Raw -1560489.846008 + Penalty 56258.588021 = -1504231.257987 nChanged 10 Deleting Class 149 (10 points): Lose 86.989756 but Gain 962.818096 Iteration 116Q (47.675398 sec): 82 clusters Score: Raw -1560416.237646 + Penalty 55351.860453 = -1505064.377193 nChanged 13 Deleting Class 86 (6 points): Lose 59.627313 but Gain 927.163663 Iteration 117Q (47.786450 sec): 81 clusters Score: Raw -1560383.485107 + Penalty 54426.318632 = -1505957.166475 nChanged 14 Deleting Class 68 (10 points): Lose 58.912598 but Gain 919.773110 Iteration 118Q (47.897651 sec): 80 clusters Score: Raw -1560346.580333 + Penalty 53540.133925 = -1506806.446408 nChanged 17 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 -1560346.580333 + Penalty 53540.133925 = -1506806.446408Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 1 (3502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.965308 sec): 2 clusters Score: Raw -213786.601469 + Penalty 268.429848 = -213518.171621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.971733 sec): 3 clusters Score: Raw -211553.976537 + Penalty 522.189975 = -211031.786561 nChanged 1565 SP:Iteration 1F (47.977991 sec): 3 clusters Score: Raw -212575.475529 + Penalty 498.997029 = -212076.478500 nChanged 489 SP:Iteration 2F (47.984222 sec): 3 clusters Score: Raw -213088.188394 + Penalty 492.888640 = -212595.299754 nChanged 286 SP:Iteration 3F (47.990442 sec): 3 clusters Score: Raw -213412.359779 + Penalty 495.453001 = -212916.906778 nChanged 142 SP:Iteration 4Q (47.996453 sec): 3 clusters Score: Raw -213518.581719 + Penalty 502.119906 = -213016.461812 nChanged 97 SP:Iteration 5Q (48.002054 sec): 3 clusters Score: Raw -213584.741203 + Penalty 510.624343 = -213074.116860 nChanged 80 SP:Iteration 6Q (48.007501 sec): 3 clusters Score: Raw -213640.924160 + Penalty 520.010459 = -213120.913701 nChanged 67 SP:Iteration 7Q (48.012868 sec): 3 clusters Score: Raw -213688.939375 + Penalty 525.469681 = -213163.469695 nChanged 48 SP:Iteration 8Q (48.018464 sec): 3 clusters Score: Raw -213723.634227 + Penalty 519.792088 = -213203.842139 nChanged 37 SP:Iteration 9Q (48.023568 sec): 3 clusters Score: Raw -213753.010520 + Penalty 515.856173 = -213237.154347 nChanged 24 SP:Iteration 10F (48.029969 sec): 3 clusters Score: Raw -213772.058211 + Penalty 516.222702 = -213255.835509 nChanged 15 SP:Iteration 11Q (48.034941 sec): 3 clusters Score: Raw -213783.893791 + Penalty 502.130669 = -213281.763122 nChanged 5 SP:Iteration 12Q (48.039866 sec): 3 clusters Score: Raw -213786.007600 + Penalty 495.691285 = -213290.316315 nChanged 3 SP:Iteration 13Q (48.044817 sec): 3 clusters Score: Raw -213787.006454 + Penalty 497.142534 = -213289.863920 nChanged 3 SP:Iteration 14F (48.051074 sec): 3 clusters Score: Raw -213787.756810 + Penalty 496.548853 = -213291.207957 nChanged 2 SP:Iteration 15Q (48.056103 sec): 3 clusters Score: Raw -213788.040855 + Penalty 497.244291 = -213290.796564 nChanged 2 SP:Iteration 16F (48.062317 sec): 3 clusters Score: Raw -213788.065287 + Penalty 491.822746 = -213296.242542 nChanged 3 SP:Iteration 17Q (48.067225 sec): 3 clusters Score: Raw -213788.792868 + Penalty 492.916441 = -213295.876428 nChanged 3 SP:Iteration 18F (48.073429 sec): 3 clusters Score: Raw -213789.275957 + Penalty 495.712230 = -213293.563727 nChanged 2 SP:Iteration 19F (48.079636 sec): 3 clusters Score: Raw -213789.342999 + Penalty 497.801453 = -213291.541546 nChanged 1 SP:Iteration 20F (48.085870 sec): 3 clusters Score: Raw -213789.923488 + Penalty 503.777062 = -213286.146426 nChanged 2 SP:Iteration 21F (48.092080 sec): 3 clusters Score: Raw -213790.360818 + Penalty 503.309778 = -213287.051041 nChanged 1 SP:Iteration 22Q (48.097017 sec): 3 clusters Score: Raw -213790.269707 + Penalty 502.686820 = -213287.582886 nChanged 2 SP:Iteration 23Q (48.101918 sec): 3 clusters Score: Raw -213791.480705 + Penalty 507.996035 = -213283.484671 nChanged 2 SP:Iteration 24F (48.108128 sec): 3 clusters Score: Raw -213792.093747 + Penalty 526.166414 = -213265.927332 nChanged 4 SP:Iteration 25F (48.114846 sec): 3 clusters Score: Raw -213794.878572 + Penalty 548.509844 = -213246.368728 nChanged 5 SP:Iteration 26F (48.121840 sec): 3 clusters Score: Raw -213797.766026 + Penalty 574.134477 = -213223.631549 nChanged 6 SP:Iteration 27F (48.128645 sec): 3 clusters Score: Raw -213804.172034 + Penalty 604.573792 = -213199.598242 nChanged 3 SP:Iteration 28F (48.135293 sec): 3 clusters Score: Raw -213809.097484 + Penalty 624.679589 = -213184.417894 nChanged 2 SP:Iteration 29F (48.141468 sec): 3 clusters Score: Raw -213813.948245 + Penalty 634.708331 = -213179.239914 nChanged 1 SP:Iteration 30F (48.147683 sec): 3 clusters Score: Raw -213817.128510 + Penalty 634.708331 = -213182.420179 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 2 (4281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.167877 sec): 2 clusters Score: Raw -257063.250798 + Penalty 156.599535 = -256906.651263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.175842 sec): 3 clusters Score: Raw -254257.886513 + Penalty 424.049601 = -253833.836911 nChanged 2016 SP:Iteration 1F (48.183486 sec): 3 clusters Score: Raw -256406.948619 + Penalty 477.489096 = -255929.459523 nChanged 416 SP:Iteration 2F (48.191101 sec): 3 clusters Score: Raw -256868.433334 + Penalty 495.728178 = -256372.705155 nChanged 146 SP:Iteration 3Q (48.197849 sec): 3 clusters Score: Raw -257035.376611 + Penalty 503.627396 = -256531.749216 nChanged 62 SP:Iteration 4Q (48.204289 sec): 3 clusters Score: Raw -257084.589721 + Penalty 507.374588 = -256577.215133 nChanged 36 SP:Iteration 5Q (48.210701 sec): 3 clusters Score: Raw -257117.035586 + Penalty 509.559989 = -256607.475597 nChanged 32 SP:Iteration 6Q (48.217073 sec): 3 clusters Score: Raw -257147.829706 + Penalty 512.214588 = -256635.615118 nChanged 23 SP:Iteration 7Q (48.223601 sec): 3 clusters Score: Raw -257157.397496 + Penalty 512.246486 = -256645.151010 nChanged 14 SP:Iteration 8Q (48.229890 sec): 3 clusters Score: Raw -257162.359157 + Penalty 512.103780 = -256650.255377 nChanged 4 SP:Iteration 9Q (48.236125 sec): 3 clusters Score: Raw -257162.981905 + Penalty 512.263869 = -256650.718036 nChanged 3 SP:Iteration 10F (48.243740 sec): 3 clusters Score: Raw -257163.866651 + Penalty 511.452282 = -256652.414368 nChanged 1 SP:Iteration 11Q (48.249976 sec): 3 clusters Score: Raw -257163.930974 + Penalty 511.452282 = -256652.478692 nChanged 0 SP:Iteration 12F (48.257728 sec): 3 clusters Score: Raw -257163.930974 + Penalty 511.452282 = -256652.478692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 3 (2384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.267474 sec): 2 clusters Score: Raw -143151.806081 + Penalty 160.542968 = -142991.263114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.271800 sec): 3 clusters Score: Raw -141650.835601 + Penalty 322.160600 = -141328.675001 nChanged 1093 SP:Iteration 1F (48.276040 sec): 3 clusters Score: Raw -142609.063482 + Penalty 319.993935 = -142289.069547 nChanged 241 SP:Iteration 2F (48.280260 sec): 3 clusters Score: Raw -142767.983795 + Penalty 320.423459 = -142447.560336 nChanged 159 SP:Iteration 3F (48.284476 sec): 3 clusters Score: Raw -142917.821115 + Penalty 313.064523 = -142604.756592 nChanged 132 SP:Iteration 4F (48.288694 sec): 3 clusters Score: Raw -143054.990366 + Penalty 293.761116 = -142761.229250 nChanged 82 SP:Iteration 5Q (48.292923 sec): 3 clusters Score: Raw -143134.285525 + Penalty 273.363660 = -142860.921865 nChanged 53 SP:Iteration 6Q (48.297044 sec): 3 clusters Score: Raw -143184.193992 + Penalty 256.233460 = -142927.960532 nChanged 20 SP:Iteration 7Q (48.301004 sec): 3 clusters Score: Raw -143208.034545 + Penalty 250.630473 = -142957.404072 nChanged 9 SP:Iteration 8Q (48.304786 sec): 3 clusters Score: Raw -143222.102183 + Penalty 250.542620 = -142971.559562 nChanged 4 SP:Iteration 9Q (48.308367 sec): 3 clusters Score: Raw -143223.041017 + Penalty 251.516402 = -142971.524614 nChanged 2 SP:Iteration 10F (48.312577 sec): 3 clusters Score: Raw -143223.379326 + Penalty 250.943575 = -142972.435751 nChanged 1 SP:Iteration 11Q (48.316113 sec): 3 clusters Score: Raw -143224.743666 + Penalty 250.943575 = -142973.800091 nChanged 0 SP:Iteration 12F (48.320361 sec): 3 clusters Score: Raw -143224.743666 + Penalty 250.943575 = -142973.800091 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 4 (2851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.329141 sec): 2 clusters Score: Raw -169853.000081 + Penalty 151.574052 = -169701.426029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.334512 sec): 3 clusters Score: Raw -168033.885654 + Penalty 311.362797 = -167722.522857 nChanged 1332 SP:Iteration 1F (48.339838 sec): 3 clusters Score: Raw -169019.242122 + Penalty 311.631195 = -168707.610927 nChanged 297 SP:Iteration 2F (48.345178 sec): 3 clusters Score: Raw -169203.388055 + Penalty 311.333785 = -168892.054270 nChanged 143 SP:Iteration 3F (48.350371 sec): 3 clusters Score: Raw -169264.326831 + Penalty 311.828058 = -168952.498773 nChanged 86 SP:Iteration 4Q (48.355537 sec): 3 clusters Score: Raw -169292.070211 + Penalty 312.878354 = -168979.191857 nChanged 75 SP:Iteration 5Q (48.360575 sec): 3 clusters Score: Raw -169316.923618 + Penalty 314.326855 = -169002.596764 nChanged 55 SP:Iteration 6Q (48.365579 sec): 3 clusters Score: Raw -169333.482943 + Penalty 315.924836 = -169017.558107 nChanged 58 SP:Iteration 7Q (48.370620 sec): 3 clusters Score: Raw -169352.878607 + Penalty 317.827369 = -169035.051238 nChanged 58 SP:Iteration 8Q (48.375606 sec): 3 clusters Score: Raw -169371.042584 + Penalty 319.475685 = -169051.566899 nChanged 55 SP:Iteration 9Q (48.380586 sec): 3 clusters Score: Raw -169388.015213 + Penalty 321.748235 = -169066.266978 nChanged 57 SP:Iteration 10F (48.385695 sec): 3 clusters Score: Raw -169405.309238 + Penalty 324.888573 = -169080.420665 nChanged 59 SP:Iteration 11Q (48.390657 sec): 3 clusters Score: Raw -169422.313592 + Penalty 327.140135 = -169095.173457 nChanged 58 SP:Iteration 12Q (48.395602 sec): 3 clusters Score: Raw -169446.870137 + Penalty 330.127968 = -169116.742170 nChanged 73 SP:Iteration 13Q (48.400539 sec): 3 clusters Score: Raw -169474.630851 + Penalty 332.219005 = -169142.411846 nChanged 66 SP:Iteration 14Q (48.405499 sec): 3 clusters Score: Raw -169501.731259 + Penalty 334.511722 = -169167.219538 nChanged 75 SP:Iteration 15Q (48.410480 sec): 3 clusters Score: Raw -169545.166716 + Penalty 337.357406 = -169207.809310 nChanged 70 SP:Iteration 16Q (48.415826 sec): 3 clusters Score: Raw -169592.651993 + Penalty 339.281901 = -169253.370092 nChanged 89 SP:Iteration 17Q (48.421033 sec): 3 clusters Score: Raw -169685.586177 + Penalty 339.384900 = -169346.201277 nChanged 84 SP:Iteration 18Q (48.425992 sec): 3 clusters Score: Raw -169775.817749 + Penalty 337.607447 = -169438.210303 nChanged 72 SP:Iteration 19Q (48.430862 sec): 3 clusters Score: Raw -169841.085975 + Penalty 337.442744 = -169503.643231 nChanged 45 SP:Iteration 20F (48.436130 sec): 3 clusters Score: Raw -169879.412997 + Penalty 337.402576 = -169542.010422 nChanged 31 SP:Iteration 21Q (48.440727 sec): 3 clusters Score: Raw -169893.191022 + Penalty 336.649444 = -169556.541578 nChanged 20 SP:Iteration 22Q (48.445234 sec): 3 clusters Score: Raw -169900.764568 + Penalty 337.437530 = -169563.327038 nChanged 18 SP:Iteration 23Q (48.449716 sec): 3 clusters Score: Raw -169904.290558 + Penalty 337.168805 = -169567.121753 nChanged 8 SP:Iteration 24Q (48.454171 sec): 3 clusters Score: Raw -169905.201661 + Penalty 337.568006 = -169567.633656 nChanged 5 SP:Iteration 25Q (48.458626 sec): 3 clusters Score: Raw -169905.553783 + Penalty 337.927666 = -169567.626117 nChanged 4 SP:Iteration 26F (48.463706 sec): 3 clusters Score: Raw -169905.911031 + Penalty 338.764944 = -169567.146087 nChanged 5 SP:Iteration 27F (48.468787 sec): 3 clusters Score: Raw -169906.466744 + Penalty 339.376967 = -169567.089777 nChanged 6 SP:Iteration 28F (48.474005 sec): 3 clusters Score: Raw -169907.296857 + Penalty 339.661325 = -169567.635532 nChanged 8 SP:Iteration 29Q (48.478450 sec): 3 clusters Score: Raw -169908.376237 + Penalty 340.246326 = -169568.129911 nChanged 7 SP:Iteration 30F (48.483533 sec): 3 clusters Score: Raw -169908.767269 + Penalty 340.374265 = -169568.393005 nChanged 3 SP:Iteration 31Q (48.487963 sec): 3 clusters Score: Raw -169908.934956 + Penalty 340.374265 = -169568.560691 nChanged 0 SP:Iteration 32F (48.493040 sec): 3 clusters Score: Raw -169908.934956 + Penalty 340.374265 = -169568.560691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.497007 sec): 2 clusters Score: Raw -39388.662347 + Penalty 182.322681 = -39206.339666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.498352 sec): 3 clusters Score: Raw -38993.995210 + Penalty 416.519191 = -38577.476018 nChanged 269 SP:Iteration 1F (48.499671 sec): 3 clusters Score: Raw -39249.049617 + Penalty 453.521221 = -38795.528396 nChanged 89 SP:Iteration 2F (48.500988 sec): 3 clusters Score: Raw -39353.689730 + Penalty 448.069000 = -38905.620729 nChanged 37 SP:Iteration 3F (48.502301 sec): 3 clusters Score: Raw -39387.914072 + Penalty 429.673925 = -38958.240147 nChanged 18 SP:Iteration 4Q (48.503562 sec): 3 clusters Score: Raw -39408.472023 + Penalty 412.703559 = -38995.768464 nChanged 9 SP:Iteration 5Q (48.504766 sec): 3 clusters Score: Raw -39415.739702 + Penalty 408.794912 = -39006.944790 nChanged 2 SP:Iteration 6Q (48.505915 sec): 3 clusters Score: Raw -39416.414081 + Penalty 406.566816 = -39009.847265 nChanged 2 SP:Iteration 7Q (48.507090 sec): 3 clusters Score: Raw -39417.061106 + Penalty 406.536949 = -39010.524157 nChanged 2 SP:Iteration 8Q (48.508247 sec): 3 clusters Score: Raw -39417.474088 + Penalty 405.131353 = -39012.342735 nChanged 2 SP:Iteration 9Q (48.509404 sec): 3 clusters Score: Raw -39418.263490 + Penalty 409.595061 = -39008.668428 nChanged 2 SP:Iteration 10F (48.510698 sec): 3 clusters Score: Raw -39419.568565 + Penalty 409.595061 = -39009.973504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.513083 sec): 2 clusters Score: Raw -15244.386145 + Penalty 314.151293 = -14930.234852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.513703 sec): 3 clusters Score: Raw -15166.690496 + Penalty 628.546900 = -14538.143596 nChanged 60 SP:Iteration 1F (48.514316 sec): 3 clusters Score: Raw -15221.980514 + Penalty 627.678559 = -14594.301955 nChanged 17 SP:Iteration 2F (48.514926 sec): 3 clusters Score: Raw -15237.864079 + Penalty 629.079478 = -14608.784601 nChanged 9 SP:Iteration 3Q (48.515527 sec): 3 clusters Score: Raw -15245.889422 + Penalty 630.271689 = -14615.617733 nChanged 6 SP:Iteration 4Q (48.516130 sec): 3 clusters Score: Raw -15251.876902 + Penalty 630.341889 = -14621.535013 nChanged 2 SP:Iteration 5Q (48.516729 sec): 3 clusters Score: Raw -15252.999416 + Penalty 630.341889 = -14622.657527 nChanged 0 SP:Iteration 6F (48.517337 sec): 3 clusters Score: Raw -15252.999416 + Penalty 630.341889 = -14622.657527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 7 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.518966 sec): 2 clusters Score: Raw -14735.886599 + Penalty 337.919902 = -14397.966697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.519585 sec): 3 clusters Score: Raw -14652.934547 + Penalty 676.592099 = -13976.342448 nChanged 62 SP:Iteration 1F (48.520194 sec): 3 clusters Score: Raw -14703.619363 + Penalty 679.389892 = -14024.229472 nChanged 25 SP:Iteration 2F (48.520800 sec): 3 clusters Score: Raw -14731.558678 + Penalty 679.135594 = -14052.423084 nChanged 16 SP:Iteration 3F (48.521406 sec): 3 clusters Score: Raw -14745.271943 + Penalty 679.731360 = -14065.540583 nChanged 4 SP:Iteration 4Q (48.522028 sec): 3 clusters Score: Raw -14747.036950 + Penalty 680.166228 = -14066.870722 nChanged 2 SP:Iteration 5Q (48.522626 sec): 3 clusters Score: Raw -14748.455741 + Penalty 680.093867 = -14068.361874 nChanged 1 SP:Iteration 6Q (48.523225 sec): 3 clusters Score: Raw -14748.857457 + Penalty 680.093867 = -14068.763590 nChanged 0 SP:Iteration 7F (48.523829 sec): 3 clusters Score: Raw -14748.857457 + Penalty 680.093867 = -14068.763590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.525859 sec): 2 clusters Score: Raw -22330.391374 + Penalty 464.624039 = -21865.767335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.526735 sec): 3 clusters Score: Raw -22188.938466 + Penalty 936.407917 = -21252.530549 nChanged 101 SP:Iteration 1F (48.527589 sec): 3 clusters Score: Raw -22300.156901 + Penalty 933.388882 = -21366.768020 nChanged 42 SP:Iteration 2F (48.528441 sec): 3 clusters Score: Raw -22348.966631 + Penalty 936.712150 = -21412.254481 nChanged 13 SP:Iteration 3Q (48.529281 sec): 3 clusters Score: Raw -22371.264896 + Penalty 942.238042 = -21429.026854 nChanged 12 SP:Iteration 4Q (48.530102 sec): 3 clusters Score: Raw -22392.305042 + Penalty 944.526879 = -21447.778163 nChanged 7 SP:Iteration 5Q (48.530901 sec): 3 clusters Score: Raw -22397.340389 + Penalty 943.261436 = -21454.078953 nChanged 2 SP:Iteration 6Q (48.531730 sec): 3 clusters Score: Raw -22399.189592 + Penalty 941.424453 = -21457.765138 nChanged 2 SP:Iteration 7Q (48.532525 sec): 3 clusters Score: Raw -22400.346847 + Penalty 941.003624 = -21459.343223 nChanged 2 SP:Iteration 8Q (48.533319 sec): 3 clusters Score: Raw -22403.233333 + Penalty 941.003624 = -21462.229709 nChanged 0 SP:Iteration 9F (48.534137 sec): 3 clusters Score: Raw -22403.233333 + Penalty 941.003624 = -21462.229709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.535527 sec): 2 clusters Score: Raw -4065.771301 + Penalty 209.022107 = -3856.749194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.535860 sec): 3 clusters Score: Raw -4050.300091 + Penalty 414.867960 = -3635.432131 nChanged 14 SP:Iteration 1F (48.536184 sec): 3 clusters Score: Raw -4072.896195 + Penalty 415.314659 = -3657.581536 nChanged 6 SP:Iteration 2F (48.536507 sec): 3 clusters Score: Raw -4079.674453 + Penalty 415.314659 = -3664.359795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.537562 sec): 2 clusters Score: Raw -5101.768020 + Penalty 301.428644 = -4800.339375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.537925 sec): 3 clusters Score: Raw -5138.028239 + Penalty 607.873378 = -4530.154861 nChanged 12 SP:Iteration 1F (48.538279 sec): 3 clusters Score: Raw -5162.452268 + Penalty 612.786169 = -4549.666099 nChanged 5 SP:Iteration 2F (48.538658 sec): 3 clusters Score: Raw -5175.839336 + Penalty 612.786169 = -4563.053167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.539557 sec): 2 clusters Score: Raw -2679.833224 + Penalty 186.127795 = -2493.705429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.539846 sec): 3 clusters Score: Raw -2694.035822 + Penalty 376.413099 = -2317.622723 nChanged 3 SP:Iteration 1F (48.540129 sec): 3 clusters Score: Raw -2699.871229 + Penalty 374.337116 = -2325.534113 nChanged 4 SP:Iteration 2F (48.540412 sec): 3 clusters Score: Raw -2712.950051 + Penalty 371.834587 = -2341.115464 nChanged 2 SP:Iteration 3Q (48.540686 sec): 3 clusters Score: Raw -2719.624641 + Penalty 371.834587 = -2347.790055 nChanged 0 SP:Iteration 4F (48.540968 sec): 3 clusters Score: Raw -2719.624641 + Penalty 371.834587 = -2347.790055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.546901 sec): 2 clusters Score: Raw -116003.436977 + Penalty 125.277549 = -115878.159429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.550546 sec): 3 clusters Score: Raw -114777.011809 + Penalty 255.586589 = -114521.425221 nChanged 903 SP:Iteration 1F (48.554111 sec): 3 clusters Score: Raw -115556.698579 + Penalty 255.725700 = -115300.972879 nChanged 176 SP:Iteration 2F (48.557707 sec): 3 clusters Score: Raw -115677.935299 + Penalty 255.570781 = -115422.364518 nChanged 121 SP:Iteration 3F (48.561364 sec): 3 clusters Score: Raw -115753.174026 + Penalty 255.061099 = -115498.112927 nChanged 102 SP:Iteration 4F (48.564918 sec): 3 clusters Score: Raw -115801.896089 + Penalty 255.669119 = -115546.226970 nChanged 66 SP:Iteration 5Q (48.568392 sec): 3 clusters Score: Raw -115825.655927 + Penalty 256.882632 = -115568.773295 nChanged 46 SP:Iteration 6Q (48.571827 sec): 3 clusters Score: Raw -115842.252991 + Penalty 258.267772 = -115583.985219 nChanged 36 SP:Iteration 7Q (48.575265 sec): 3 clusters Score: Raw -115851.751777 + Penalty 261.459310 = -115590.292467 nChanged 41 SP:Iteration 8Q (48.578672 sec): 3 clusters Score: Raw -115867.557488 + Penalty 267.316259 = -115600.241230 nChanged 55 SP:Iteration 9Q (48.582098 sec): 3 clusters Score: Raw -115898.652749 + Penalty 277.907371 = -115620.745378 nChanged 68 SP:Iteration 10F (48.585639 sec): 3 clusters Score: Raw -115944.788897 + Penalty 287.016860 = -115657.772037 nChanged 55 SP:Iteration 11Q (48.589010 sec): 3 clusters Score: Raw -115983.781744 + Penalty 295.995078 = -115687.786666 nChanged 53 SP:Iteration 12Q (48.592350 sec): 3 clusters Score: Raw -116022.026306 + Penalty 302.804913 = -115719.221393 nChanged 43 SP:Iteration 13Q (48.595641 sec): 3 clusters Score: Raw -116049.280813 + Penalty 305.711934 = -115743.568879 nChanged 28 SP:Iteration 14Q (48.598866 sec): 3 clusters Score: Raw -116061.177211 + Penalty 310.221261 = -115750.955950 nChanged 21 SP:Iteration 15Q (48.602039 sec): 3 clusters Score: Raw -116068.094638 + Penalty 314.663683 = -115753.430955 nChanged 21 SP:Iteration 16Q (48.605179 sec): 3 clusters Score: Raw -116076.041018 + Penalty 319.327200 = -115756.713818 nChanged 21 SP:Iteration 17Q (48.608290 sec): 3 clusters Score: Raw -116083.828152 + Penalty 320.153964 = -115763.674188 nChanged 13 SP:Iteration 18Q (48.611368 sec): 3 clusters Score: Raw -116087.960316 + Penalty 321.580362 = -115766.379954 nChanged 10 SP:Iteration 19Q (48.614423 sec): 3 clusters Score: Raw -116089.996500 + Penalty 321.777237 = -115768.219263 nChanged 5 SP:Iteration 20F (48.617954 sec): 3 clusters Score: Raw -116090.632753 + Penalty 322.755101 = -115767.877652 nChanged 3 SP:Iteration 21F (48.621482 sec): 3 clusters Score: Raw -116090.999785 + Penalty 323.664893 = -115767.334892 nChanged 3 SP:Iteration 22F (48.625069 sec): 3 clusters Score: Raw -116091.270644 + Penalty 323.664893 = -115767.605751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.627104 sec): 2 clusters Score: Raw -16529.489350 + Penalty 253.624238 = -16275.865112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.627761 sec): 3 clusters Score: Raw -16412.976403 + Penalty 507.337284 = -15905.639118 nChanged 80 SP:Iteration 1F (48.628425 sec): 3 clusters Score: Raw -16469.456901 + Penalty 507.340251 = -15962.116650 nChanged 18 SP:Iteration 2F (48.629076 sec): 3 clusters Score: Raw -16481.440360 + Penalty 507.211087 = -15974.229273 nChanged 14 SP:Iteration 3F (48.629738 sec): 3 clusters Score: Raw -16492.578261 + Penalty 506.867933 = -15985.710327 nChanged 13 SP:Iteration 4F (48.630443 sec): 3 clusters Score: Raw -16502.115560 + Penalty 506.110572 = -15996.004988 nChanged 7 SP:Iteration 5Q (48.631104 sec): 3 clusters Score: Raw -16507.733725 + Penalty 505.950111 = -16001.783614 nChanged 4 SP:Iteration 6Q (48.631761 sec): 3 clusters Score: Raw -16510.341690 + Penalty 505.682700 = -16004.658991 nChanged 4 SP:Iteration 7Q (48.632418 sec): 3 clusters Score: Raw -16513.997862 + Penalty 505.384926 = -16008.612937 nChanged 1 SP:Iteration 8Q (48.633071 sec): 3 clusters Score: Raw -16514.798642 + Penalty 505.504601 = -16009.294041 nChanged 1 SP:Iteration 9Q (48.633722 sec): 3 clusters Score: Raw -16515.409659 + Penalty 505.504601 = -16009.905058 nChanged 0 SP:Iteration 10F (48.634361 sec): 3 clusters Score: Raw -16515.409659 + Penalty 505.504601 = -16009.905058 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 14 (2930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.643060 sec): 2 clusters Score: Raw -177406.467636 + Penalty 186.377743 = -177220.089893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.648566 sec): 3 clusters Score: Raw -175557.042422 + Penalty 369.844949 = -175187.197473 nChanged 1326 SP:Iteration 1F (48.653861 sec): 3 clusters Score: Raw -176705.651906 + Penalty 359.680047 = -176345.971859 nChanged 343 SP:Iteration 2F (48.659120 sec): 3 clusters Score: Raw -177069.203533 + Penalty 350.315099 = -176718.888434 nChanged 191 SP:Iteration 3F (48.664530 sec): 3 clusters Score: Raw -177298.033713 + Penalty 345.856478 = -176952.177235 nChanged 70 SP:Iteration 4Q (48.669552 sec): 3 clusters Score: Raw -177391.392248 + Penalty 348.123940 = -177043.268308 nChanged 19 SP:Iteration 5Q (48.673856 sec): 3 clusters Score: Raw -177413.270426 + Penalty 353.482417 = -177059.788009 nChanged 8 SP:Iteration 6Q (48.678040 sec): 3 clusters Score: Raw -177418.778996 + Penalty 358.387182 = -177060.391814 nChanged 4 SP:Iteration 7Q (48.682196 sec): 3 clusters Score: Raw -177419.737917 + Penalty 358.975659 = -177060.762258 nChanged 2 SP:Iteration 8Q (48.686347 sec): 3 clusters Score: Raw -177419.985921 + Penalty 359.900924 = -177060.084997 nChanged 1 SP:Iteration 9F (48.691576 sec): 3 clusters Score: Raw -177420.007975 + Penalty 361.001370 = -177059.006606 nChanged 1 SP:Iteration 10F (48.696806 sec): 3 clusters Score: Raw -177420.053396 + Penalty 364.008967 = -177056.044429 nChanged 2 SP:Iteration 11F (48.702036 sec): 3 clusters Score: Raw -177420.371877 + Penalty 367.559420 = -177052.812457 nChanged 2 SP:Iteration 12F (48.707270 sec): 3 clusters Score: Raw -177420.913042 + Penalty 371.861930 = -177049.051111 nChanged 4 SP:Iteration 13F (48.712540 sec): 3 clusters Score: Raw -177422.486954 + Penalty 375.355380 = -177047.131574 nChanged 2 SP:Iteration 14F (48.717827 sec): 3 clusters Score: Raw -177422.957074 + Penalty 377.200429 = -177045.756645 nChanged 1 SP:Iteration 15F (48.723056 sec): 3 clusters Score: Raw -177423.173811 + Penalty 377.977968 = -177045.195843 nChanged 2 SP:Iteration 16F (48.728331 sec): 3 clusters Score: Raw -177423.869718 + Penalty 380.733417 = -177043.136301 nChanged 2 SP:Iteration 17F (48.733663 sec): 3 clusters Score: Raw -177424.827789 + Penalty 375.733168 = -177049.094620 nChanged 1 SP:Iteration 18Q (48.738043 sec): 3 clusters Score: Raw -177425.833062 + Penalty 376.160383 = -177049.672679 nChanged 1 SP:Iteration 19Q (48.742308 sec): 3 clusters Score: Raw -177426.434282 + Penalty 376.160383 = -177050.273898 nChanged 0 SP:Iteration 20F (48.747556 sec): 3 clusters Score: Raw -177426.434282 + Penalty 376.160383 = -177050.273898 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.750689 sec): 2 clusters Score: Raw -37450.633231 + Penalty 198.030718 = -37252.602512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.751980 sec): 3 clusters Score: Raw -37102.258082 + Penalty 384.198426 = -36718.059656 nChanged 249 SP:Iteration 1F (48.753262 sec): 3 clusters Score: Raw -37286.096003 + Penalty 377.830393 = -36908.265611 nChanged 65 SP:Iteration 2F (48.754526 sec): 3 clusters Score: Raw -37345.673756 + Penalty 376.867921 = -36968.805835 nChanged 42 SP:Iteration 3F (48.755790 sec): 3 clusters Score: Raw -37372.034613 + Penalty 378.227249 = -36993.807364 nChanged 27 SP:Iteration 4Q (48.757026 sec): 3 clusters Score: Raw -37386.724564 + Penalty 377.635915 = -37009.088649 nChanged 22 SP:Iteration 5Q (48.758243 sec): 3 clusters Score: Raw -37400.668677 + Penalty 378.031701 = -37022.636976 nChanged 23 SP:Iteration 6Q (48.759459 sec): 3 clusters Score: Raw -37418.212962 + Penalty 386.380910 = -37031.832052 nChanged 22 SP:Iteration 7Q (48.760666 sec): 3 clusters Score: Raw -37438.034697 + Penalty 393.184088 = -37044.850609 nChanged 18 SP:Iteration 8Q (48.761873 sec): 3 clusters Score: Raw -37457.271762 + Penalty 415.516122 = -37041.755640 nChanged 15 SP:Iteration 9F (48.763148 sec): 3 clusters Score: Raw -37470.077562 + Penalty 415.383715 = -37054.693847 nChanged 6 SP:Iteration 10F (48.764411 sec): 3 clusters Score: Raw -37476.359229 + Penalty 415.383715 = -37060.975515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.766715 sec): 2 clusters Score: Raw -23799.569710 + Penalty 188.746460 = -23610.823250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.767613 sec): 3 clusters Score: Raw -23624.749335 + Penalty 381.530046 = -23243.219289 nChanged 127 SP:Iteration 1F (48.768447 sec): 3 clusters Score: Raw -23733.701900 + Penalty 389.276494 = -23344.425405 nChanged 45 SP:Iteration 2F (48.769280 sec): 3 clusters Score: Raw -23783.256843 + Penalty 390.733054 = -23392.523789 nChanged 24 SP:Iteration 3F (48.770112 sec): 3 clusters Score: Raw -23806.873275 + Penalty 390.880829 = -23415.992445 nChanged 18 SP:Iteration 4Q (48.770940 sec): 3 clusters Score: Raw -23829.548558 + Penalty 392.152481 = -23437.396077 nChanged 13 SP:Iteration 5Q (48.771766 sec): 3 clusters Score: Raw -23845.253759 + Penalty 393.277457 = -23451.976302 nChanged 6 SP:Iteration 6Q (48.772589 sec): 3 clusters Score: Raw -23851.045612 + Penalty 393.084506 = -23457.961106 nChanged 5 SP:Iteration 7Q (48.773409 sec): 3 clusters Score: Raw -23853.529408 + Penalty 392.197641 = -23461.331767 nChanged 3 SP:Iteration 8Q (48.774225 sec): 3 clusters Score: Raw -23855.274598 + Penalty 392.197641 = -23463.076957 nChanged 0 SP:Iteration 9F (48.775057 sec): 3 clusters Score: Raw -23855.274598 + Penalty 392.197641 = -23463.076957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.776318 sec): 2 clusters Score: Raw -2008.638458 + Penalty 270.709872 = -1737.928586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.776590 sec): 3 clusters Score: Raw -2032.149508 + Penalty 537.900213 = -1494.249295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.777826 sec): 2 clusters Score: Raw -11691.401121 + Penalty 219.137942 = -11472.263179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.778354 sec): 3 clusters Score: Raw -11624.055557 + Penalty 439.102009 = -11184.953548 nChanged 53 SP:Iteration 1F (48.778874 sec): 3 clusters Score: Raw -11671.390342 + Penalty 449.076922 = -11222.313419 nChanged 32 SP:Iteration 2F (48.779403 sec): 3 clusters Score: Raw -11716.241185 + Penalty 452.416684 = -11263.824501 nChanged 15 SP:Iteration 3F (48.779923 sec): 3 clusters Score: Raw -11740.866446 + Penalty 457.646888 = -11283.219557 nChanged 9 SP:Iteration 4Q (48.780434 sec): 3 clusters Score: Raw -11758.249774 + Penalty 456.650807 = -11301.598967 nChanged 6 SP:Iteration 5Q (48.780942 sec): 3 clusters Score: Raw -11767.467192 + Penalty 464.994861 = -11302.472331 nChanged 4 SP:Iteration 6Q (48.781461 sec): 3 clusters Score: Raw -11789.578200 + Penalty 467.216847 = -11322.361353 nChanged 6 SP:Iteration 7Q (48.781977 sec): 3 clusters Score: Raw -11812.758641 + Penalty 466.235978 = -11346.522663 nChanged 1 SP:Iteration 8Q (48.782490 sec): 3 clusters Score: Raw -11816.396739 + Penalty 465.151398 = -11351.245341 nChanged 1 SP:Iteration 9Q (48.782998 sec): 3 clusters Score: Raw -11818.537202 + Penalty 465.151398 = -11353.385804 nChanged 0 SP:Iteration 10F (48.783527 sec): 3 clusters Score: Raw -11818.537202 + Penalty 465.151398 = -11353.385804 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.788462 sec): 2 clusters Score: Raw -61341.046084 + Penalty 483.838550 = -60857.207533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.790229 sec): 3 clusters Score: Raw -60837.473387 + Penalty 969.238587 = -59868.234799 nChanged 359 SP:Iteration 1F (48.791968 sec): 3 clusters Score: Raw -61124.226852 + Penalty 970.519386 = -60153.707466 nChanged 126 SP:Iteration 2F (48.793705 sec): 3 clusters Score: Raw -61225.646399 + Penalty 971.292008 = -60254.354391 nChanged 61 SP:Iteration 3F (48.795440 sec): 3 clusters Score: Raw -61265.736514 + Penalty 972.104856 = -60293.631659 nChanged 40 SP:Iteration 4Q (48.797135 sec): 3 clusters Score: Raw -61289.223305 + Penalty 972.683266 = -60316.540039 nChanged 24 SP:Iteration 5Q (48.798854 sec): 3 clusters Score: Raw -61303.596604 + Penalty 973.497709 = -60330.098895 nChanged 18 SP:Iteration 6Q (48.800531 sec): 3 clusters Score: Raw -61315.685059 + Penalty 974.225844 = -60341.459215 nChanged 15 SP:Iteration 7Q (48.802204 sec): 3 clusters Score: Raw -61324.840036 + Penalty 974.957209 = -60349.882826 nChanged 9 SP:Iteration 8Q (48.803923 sec): 3 clusters Score: Raw -61329.020257 + Penalty 975.724448 = -60353.295810 nChanged 8 SP:Iteration 9Q (48.805617 sec): 3 clusters Score: Raw -61331.855916 + Penalty 976.205069 = -60355.650848 nChanged 4 SP:Iteration 10F (48.807347 sec): 3 clusters Score: Raw -61333.192137 + Penalty 976.545596 = -60356.646540 nChanged 3 SP:Iteration 11Q (48.809014 sec): 3 clusters Score: Raw -61334.330960 + Penalty 976.871827 = -60357.459133 nChanged 4 SP:Iteration 12Q (48.810694 sec): 3 clusters Score: Raw -61335.625611 + Penalty 977.059226 = -60358.566385 nChanged 1 SP:Iteration 13Q (48.812359 sec): 3 clusters Score: Raw -61335.751290 + Penalty 977.059226 = -60358.692064 nChanged 0 SP:Iteration 14F (48.814093 sec): 3 clusters Score: Raw -61335.751290 + Penalty 977.059226 = -60358.692064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.817670 sec): 2 clusters Score: Raw -11407.577816 + Penalty 130.302086 = -11277.275730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.818245 sec): 3 clusters Score: Raw -11314.050454 + Penalty 262.519512 = -11051.530941 nChanged 66 SP:Iteration 1F (48.818816 sec): 3 clusters Score: Raw -11358.938024 + Penalty 260.044420 = -11098.893605 nChanged 18 SP:Iteration 2F (48.819380 sec): 3 clusters Score: Raw -11379.893993 + Penalty 259.809327 = -11120.084666 nChanged 14 SP:Iteration 3F (48.819943 sec): 3 clusters Score: Raw -11391.363452 + Penalty 260.887364 = -11130.476088 nChanged 15 SP:Iteration 4F (48.820506 sec): 3 clusters Score: Raw -11411.392771 + Penalty 262.207300 = -11149.185471 nChanged 8 SP:Iteration 5Q (48.821060 sec): 3 clusters Score: Raw -11419.826946 + Penalty 272.338657 = -11147.488289 nChanged 13 SP:Iteration 6F (48.821622 sec): 3 clusters Score: Raw -11444.187183 + Penalty 295.104841 = -11149.082342 nChanged 11 SP:Iteration 7F (48.822202 sec): 3 clusters Score: Raw -11464.005306 + Penalty 300.371001 = -11163.634305 nChanged 1 SP:Iteration 8Q (48.822738 sec): 3 clusters Score: Raw -11467.903331 + Penalty 298.046498 = -11169.856832 nChanged 1 SP:Iteration 9Q (48.823264 sec): 3 clusters Score: Raw -11471.342751 + Penalty 300.610246 = -11170.732505 nChanged 1 SP:Iteration 10F (48.823844 sec): 3 clusters Score: Raw -11472.629163 + Penalty 300.610246 = -11172.018917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.824783 sec): 2 clusters Score: Raw -447.029693 + Penalty 128.222957 = -318.806735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.825003 sec): 3 clusters Score: Raw -457.654058 + Penalty 264.317233 = -193.336825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.825774 sec): 2 clusters Score: Raw -1073.040183 + Penalty 155.008606 = -918.031577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.826015 sec): 3 clusters Score: Raw -1082.974807 + Penalty 305.050964 = -777.923843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.827060 sec): 2 clusters Score: Raw -5929.533126 + Penalty 563.471592 = -5366.061534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.827455 sec): 3 clusters Score: Raw -6012.601844 + Penalty 1125.651808 = -4886.950035 nChanged 6 SP:Iteration 1F (48.827879 sec): 3 clusters Score: Raw -6027.076236 + Penalty 1125.235584 = -4901.840651 nChanged 1 SP:Iteration 2Q (48.828243 sec): 3 clusters Score: Raw -6029.938748 + Penalty 1125.235584 = -4904.703164 nChanged 0 SP:Iteration 3F (48.828625 sec): 3 clusters Score: Raw -6029.938748 + Penalty 1125.235584 = -4904.703164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 25 (1322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.835811 sec): 2 clusters Score: Raw -78530.947510 + Penalty 139.208548 = -78391.738962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.838450 sec): 3 clusters Score: Raw -77719.363365 + Penalty 331.589359 = -77387.774006 nChanged 595 SP:Iteration 1F (48.840969 sec): 3 clusters Score: Raw -78329.823020 + Penalty 365.862810 = -77963.960210 nChanged 104 SP:Iteration 2F (48.843469 sec): 3 clusters Score: Raw -78423.615055 + Penalty 391.485989 = -78032.129065 nChanged 62 SP:Iteration 3Q (48.845922 sec): 3 clusters Score: Raw -78499.984642 + Penalty 400.707982 = -78099.276660 nChanged 39 SP:Iteration 4Q (48.848361 sec): 3 clusters Score: Raw -78550.423961 + Penalty 395.453099 = -78154.970861 nChanged 27 SP:Iteration 5Q (48.850554 sec): 3 clusters Score: Raw -78580.522465 + Penalty 389.444367 = -78191.078098 nChanged 25 SP:Iteration 6Q (48.852709 sec): 3 clusters Score: Raw -78603.968401 + Penalty 387.487581 = -78216.480820 nChanged 17 SP:Iteration 7Q (48.854851 sec): 3 clusters Score: Raw -78613.606140 + Penalty 387.613783 = -78225.992357 nChanged 9 SP:Iteration 8Q (48.856985 sec): 3 clusters Score: Raw -78616.730826 + Penalty 387.464265 = -78229.266561 nChanged 5 SP:Iteration 9Q (48.859117 sec): 3 clusters Score: Raw -78618.948882 + Penalty 387.909808 = -78231.039074 nChanged 4 SP:Iteration 10F (48.861641 sec): 3 clusters Score: Raw -78621.125656 + Penalty 389.540817 = -78231.584840 nChanged 7 SP:Iteration 11Q (48.863794 sec): 3 clusters Score: Raw -78622.494177 + Penalty 390.640033 = -78231.854144 nChanged 2 SP:Iteration 12Q (48.865894 sec): 3 clusters Score: Raw -78623.056284 + Penalty 391.876655 = -78231.179629 nChanged 2 SP:Iteration 13F (48.868325 sec): 3 clusters Score: Raw -78623.593689 + Penalty 392.263537 = -78231.330153 nChanged 2 SP:Iteration 14Q (48.870469 sec): 3 clusters Score: Raw -78624.559782 + Penalty 392.263537 = -78232.296245 nChanged 0 SP:Iteration 15F (48.872956 sec): 3 clusters Score: Raw -78624.559782 + Penalty 392.263537 = -78232.296245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.876997 sec): 2 clusters Score: Raw -21746.229041 + Penalty 249.733364 = -21496.495677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.877810 sec): 3 clusters Score: Raw -21578.412168 + Penalty 501.991525 = -21076.420642 nChanged 130 SP:Iteration 1F (48.878625 sec): 3 clusters Score: Raw -21680.295664 + Penalty 506.699583 = -21173.596080 nChanged 41 SP:Iteration 2F (48.879424 sec): 3 clusters Score: Raw -21745.768644 + Penalty 507.551191 = -21238.217453 nChanged 19 SP:Iteration 3F (48.880221 sec): 3 clusters Score: Raw -21768.643485 + Penalty 507.790440 = -21260.853045 nChanged 7 SP:Iteration 4Q (48.880991 sec): 3 clusters Score: Raw -21783.406887 + Penalty 508.188077 = -21275.218811 nChanged 5 SP:Iteration 5Q (48.881757 sec): 3 clusters Score: Raw -21792.692390 + Penalty 509.139162 = -21283.553228 nChanged 4 SP:Iteration 6Q (48.882517 sec): 3 clusters Score: Raw -21794.372756 + Penalty 509.429577 = -21284.943178 nChanged 1 SP:Iteration 7Q (48.883271 sec): 3 clusters Score: Raw -21794.721486 + Penalty 509.755797 = -21284.965690 nChanged 1 SP:Iteration 8Q (48.884025 sec): 3 clusters Score: Raw -21794.817598 + Penalty 509.755797 = -21285.061801 nChanged 0 SP:Iteration 9F (48.884819 sec): 3 clusters Score: Raw -21794.817598 + Penalty 509.755797 = -21285.061801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.886152 sec): 2 clusters Score: Raw -21452.668127 + Penalty 412.840006 = -21039.828122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.886930 sec): 3 clusters Score: Raw -21325.941674 + Penalty 825.358221 = -20500.583453 nChanged 96 SP:Iteration 1F (48.887701 sec): 3 clusters Score: Raw -21413.814692 + Penalty 827.160043 = -20586.654649 nChanged 35 SP:Iteration 2F (48.888486 sec): 3 clusters Score: Raw -21448.023278 + Penalty 829.410023 = -20618.613256 nChanged 15 SP:Iteration 3Q (48.889241 sec): 3 clusters Score: Raw -21461.184704 + Penalty 830.862554 = -20630.322150 nChanged 10 SP:Iteration 4Q (48.889998 sec): 3 clusters Score: Raw -21466.425266 + Penalty 832.406938 = -20634.018328 nChanged 7 SP:Iteration 5Q (48.890768 sec): 3 clusters Score: Raw -21471.510343 + Penalty 834.349833 = -20637.160511 nChanged 5 SP:Iteration 6Q (48.891522 sec): 3 clusters Score: Raw -21473.816049 + Penalty 836.067740 = -20637.748309 nChanged 4 SP:Iteration 7Q (48.892280 sec): 3 clusters Score: Raw -21477.101971 + Penalty 836.966782 = -20640.135189 nChanged 5 SP:Iteration 8Q (48.893053 sec): 3 clusters Score: Raw -21480.199624 + Penalty 838.994815 = -20641.204810 nChanged 3 SP:Iteration 9Q (48.893806 sec): 3 clusters Score: Raw -21482.050396 + Penalty 843.373970 = -20638.676426 nChanged 6 SP:Iteration 10F (48.894595 sec): 3 clusters Score: Raw -21485.367203 + Penalty 847.212400 = -20638.154803 nChanged 4 SP:Iteration 11F (48.895389 sec): 3 clusters Score: Raw -21489.641292 + Penalty 847.686615 = -20641.954677 nChanged 4 SP:Iteration 12Q (48.896172 sec): 3 clusters Score: Raw -21494.722407 + Penalty 847.503394 = -20647.219013 nChanged 3 SP:Iteration 13Q (48.896950 sec): 3 clusters Score: Raw -21498.197241 + Penalty 849.737798 = -20648.459443 nChanged 4 SP:Iteration 14Q (48.897730 sec): 3 clusters Score: Raw -21503.530434 + Penalty 856.056416 = -20647.474018 nChanged 5 SP:Iteration 15F (48.898511 sec): 3 clusters Score: Raw -21508.963967 + Penalty 860.005514 = -20648.958454 nChanged 2 SP:Iteration 16Q (48.899250 sec): 3 clusters Score: Raw -21510.063850 + Penalty 861.316226 = -20648.747624 nChanged 1 SP:Iteration 17F (48.900019 sec): 3 clusters Score: Raw -21510.452817 + Penalty 861.844744 = -20648.608073 nChanged 1 SP:Iteration 18F (48.900802 sec): 3 clusters Score: Raw -21510.674717 + Penalty 861.844744 = -20648.829973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.901325 sec): 2 clusters Score: Raw -1286.714349 + Penalty 219.510702 = -1067.203647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.901580 sec): 3 clusters Score: Raw -1325.813732 + Penalty 440.673813 = -885.139919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.902530 sec): 2 clusters Score: Raw -10211.434109 + Penalty 450.689509 = -9760.744600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.903076 sec): 3 clusters Score: Raw -10206.290950 + Penalty 901.327926 = -9304.963024 nChanged 33 SP:Iteration 1F (48.903613 sec): 3 clusters Score: Raw -10260.967588 + Penalty 901.963193 = -9359.004395 nChanged 16 SP:Iteration 2F (48.904151 sec): 3 clusters Score: Raw -10302.275652 + Penalty 904.180798 = -9398.094854 nChanged 12 SP:Iteration 3F (48.904687 sec): 3 clusters Score: Raw -10331.615876 + Penalty 906.585529 = -9425.030347 nChanged 7 SP:Iteration 4Q (48.905202 sec): 3 clusters Score: Raw -10353.005118 + Penalty 908.003413 = -9445.001704 nChanged 3 SP:Iteration 5Q (48.905712 sec): 3 clusters Score: Raw -10358.105264 + Penalty 908.870674 = -9449.234589 nChanged 1 SP:Iteration 6Q (48.906209 sec): 3 clusters Score: Raw -10358.776489 + Penalty 908.870674 = -9449.905814 nChanged 0 SP:Iteration 7F (48.906758 sec): 3 clusters Score: Raw -10358.776489 + Penalty 908.870674 = -9449.905814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.907397 sec): 2 clusters Score: Raw -3881.231436 + Penalty 312.755382 = -3568.476054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.907730 sec): 3 clusters Score: Raw -3918.017994 + Penalty 626.954454 = -3291.063540 nChanged 6 SP:Iteration 1F (48.908052 sec): 3 clusters Score: Raw -3928.477383 + Penalty 625.312930 = -3303.164453 nChanged 1 SP:Iteration 2Q (48.908379 sec): 3 clusters Score: Raw -3933.339821 + Penalty 624.962889 = -3308.376932 nChanged 1 SP:Iteration 3Q (48.908693 sec): 3 clusters Score: Raw -3939.554803 + Penalty 624.991875 = -3314.562928 nChanged 2 SP:Iteration 4Q (48.909005 sec): 3 clusters Score: Raw -3955.409755 + Penalty 624.991875 = -3330.417880 nChanged 0 SP:Iteration 5F (48.909326 sec): 3 clusters Score: Raw -3955.409755 + Penalty 624.991875 = -3330.417880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.909978 sec): 2 clusters Score: Raw -4350.088377 + Penalty 481.234690 = -3868.853687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.910321 sec): 3 clusters Score: Raw -4389.464050 + Penalty 961.175032 = -3428.289018 nChanged 1 SP:Iteration 1Q (48.910649 sec): 3 clusters Score: Raw -4397.725105 + Penalty 960.546510 = -3437.178595 nChanged 2 SP:Iteration 2Q (48.910976 sec): 3 clusters Score: Raw -4405.597989 + Penalty 961.851165 = -3443.746824 nChanged 1 SP:Iteration 3Q (48.911301 sec): 3 clusters Score: Raw -4407.520594 + Penalty 961.851165 = -3445.669430 nChanged 0 SP:Iteration 4F (48.911636 sec): 3 clusters Score: Raw -4407.520594 + Penalty 961.851165 = -3445.669430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.912113 sec): 2 clusters Score: Raw -509.146469 + Penalty 109.233801 = -399.912668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.912337 sec): 3 clusters Score: Raw -513.079715 + Penalty 223.500463 = -289.579252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.912916 sec): 2 clusters Score: Raw -2311.669365 + Penalty 146.662324 = -2165.007041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.913195 sec): 3 clusters Score: Raw -2317.588362 + Penalty 305.253709 = -2012.334653 nChanged 3 SP:Iteration 1F (48.913470 sec): 3 clusters Score: Raw -2325.415552 + Penalty 305.253709 = -2020.161843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.913962 sec): 2 clusters Score: Raw -792.163894 + Penalty 167.828310 = -624.335583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.914196 sec): 3 clusters Score: Raw -819.136518 + Penalty 336.125979 = -483.010538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.914800 sec): 2 clusters Score: Raw -2987.057944 + Penalty 260.695461 = -2726.362484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.915097 sec): 3 clusters Score: Raw -2997.991208 + Penalty 525.186397 = -2472.804811 nChanged 2 SP:Iteration 1Q (48.915386 sec): 3 clusters Score: Raw -3001.212373 + Penalty 534.284472 = -2466.927901 nChanged 2 SP:Iteration 2F (48.915679 sec): 3 clusters Score: Raw -3007.266379 + Penalty 544.719792 = -2462.546586 nChanged 2 SP:Iteration 3F (48.915995 sec): 3 clusters Score: Raw -3013.677602 + Penalty 544.719792 = -2468.957810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.916662 sec): 2 clusters Score: Raw -4026.693965 + Penalty 443.812883 = -3582.881082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.916993 sec): 3 clusters Score: Raw -4096.762384 + Penalty 888.932102 = -3207.830282 nChanged 5 SP:Iteration 1F (48.917317 sec): 3 clusters Score: Raw -4106.630803 + Penalty 888.932102 = -3217.698701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.917898 sec): 2 clusters Score: Raw -3283.211624 + Penalty 361.728769 = -2921.482854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.918197 sec): 3 clusters Score: Raw -3328.662047 + Penalty 724.200088 = -2604.461959 nChanged 2 SP:Iteration 1Q (48.918483 sec): 3 clusters Score: Raw -3333.763388 + Penalty 724.200088 = -2609.563299 nChanged 0 SP:Iteration 2F (48.918777 sec): 3 clusters Score: Raw -3333.763388 + Penalty 724.200088 = -2609.563299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.919424 sec): 2 clusters Score: Raw -4521.789225 + Penalty 558.844057 = -3962.945168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.919766 sec): 3 clusters Score: Raw -4621.578835 + Penalty 1117.688113 = -3503.890722 nChanged 1 SP:Iteration 1Q (48.920088 sec): 3 clusters Score: Raw -4624.435104 + Penalty 1117.688113 = -3506.746990 nChanged 0 SP:Iteration 2F (48.920424 sec): 3 clusters Score: Raw -4624.435104 + Penalty 1117.688113 = -3506.746990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.921346 sec): 2 clusters Score: Raw -8469.696767 + Penalty 318.960742 = -8150.736025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.921833 sec): 3 clusters Score: Raw -8458.213576 + Penalty 648.254597 = -7809.958979 nChanged 31 SP:Iteration 1F (48.922311 sec): 3 clusters Score: Raw -8504.445083 + Penalty 656.839838 = -7847.605245 nChanged 11 SP:Iteration 2F (48.922799 sec): 3 clusters Score: Raw -8523.957816 + Penalty 676.178403 = -7847.779413 nChanged 7 SP:Iteration 3Q (48.923272 sec): 3 clusters Score: Raw -8540.789744 + Penalty 682.968037 = -7857.821707 nChanged 4 SP:Iteration 4Q (48.923739 sec): 3 clusters Score: Raw -8546.508113 + Penalty 686.382544 = -7860.125569 nChanged 2 SP:Iteration 5Q (48.924201 sec): 3 clusters Score: Raw -8548.939755 + Penalty 689.887382 = -7859.052373 nChanged 1 SP:Iteration 6F (48.924687 sec): 3 clusters Score: Raw -8549.933182 + Penalty 689.887382 = -7860.045800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.925477 sec): 2 clusters Score: Raw -6902.280042 + Penalty 338.036728 = -6564.243314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.925917 sec): 3 clusters Score: Raw -6920.267659 + Penalty 677.208374 = -6243.059285 nChanged 22 SP:Iteration 1F (48.926332 sec): 3 clusters Score: Raw -6970.547056 + Penalty 682.080092 = -6288.466964 nChanged 10 SP:Iteration 2F (48.926759 sec): 3 clusters Score: Raw -6987.219824 + Penalty 686.439038 = -6300.780786 nChanged 3 SP:Iteration 3Q (48.927154 sec): 3 clusters Score: Raw -6995.180446 + Penalty 688.209752 = -6306.970694 nChanged 1 SP:Iteration 4Q (48.927547 sec): 3 clusters Score: Raw -6998.810708 + Penalty 690.109814 = -6308.700894 nChanged 1 SP:Iteration 5Q (48.927938 sec): 3 clusters Score: Raw -7003.972606 + Penalty 692.142488 = -6311.830119 nChanged 2 SP:Iteration 6Q (48.928326 sec): 3 clusters Score: Raw -7012.259068 + Penalty 694.340185 = -6317.918883 nChanged 1 SP:Iteration 7Q (48.928738 sec): 3 clusters Score: Raw -7014.737239 + Penalty 694.340185 = -6320.397053 nChanged 0 SP:Iteration 8F (48.929153 sec): 3 clusters Score: Raw -7014.737239 + Penalty 694.340185 = -6320.397053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.929764 sec): 2 clusters Score: Raw -3515.577568 + Penalty 252.862250 = -3262.715318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.930091 sec): 3 clusters Score: Raw -3524.619454 + Penalty 499.847579 = -3024.771876 nChanged 7 SP:Iteration 1F (48.930419 sec): 3 clusters Score: Raw -3542.676377 + Penalty 499.847579 = -3042.828798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.930901 sec): 2 clusters Score: Raw -659.866519 + Penalty 190.413508 = -469.453010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.931126 sec): 3 clusters Score: Raw -664.606349 + Penalty 382.279066 = -282.327284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.931595 sec): 2 clusters Score: Raw -404.741647 + Penalty 127.869062 = -276.872584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.931809 sec): 3 clusters Score: Raw -401.709341 + Penalty 263.458318 = -138.251024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.932271 sec): 2 clusters Score: Raw -203.287125 + Penalty 85.408613 = -117.878512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.932481 sec): 3 clusters Score: Raw -196.207108 + Penalty 184.303771 = -11.903336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.933065 sec): 2 clusters Score: Raw -3220.048468 + Penalty 446.102795 = -2773.945674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.933366 sec): 3 clusters Score: Raw -3277.335266 + Penalty 895.218937 = -2382.116329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.934001 sec): 2 clusters Score: Raw -3967.887700 + Penalty 345.149938 = -3622.737762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.934329 sec): 3 clusters Score: Raw -3995.544748 + Penalty 702.485605 = -3293.059143 nChanged 3 SP:Iteration 1Q (48.934644 sec): 3 clusters Score: Raw -4003.188448 + Penalty 710.612427 = -3292.576021 nChanged 2 SP:Iteration 2F (48.934967 sec): 3 clusters Score: Raw -4006.809036 + Penalty 711.710186 = -3295.098851 nChanged 1 SP:Iteration 3Q (48.935278 sec): 3 clusters Score: Raw -4009.056683 + Penalty 711.710186 = -3297.346497 nChanged 0 SP:Iteration 4F (48.935601 sec): 3 clusters Score: Raw -4009.056683 + Penalty 711.710186 = -3297.346497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.936082 sec): 2 clusters Score: Raw -562.879600 + Penalty 199.037755 = -363.841845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.936306 sec): 3 clusters Score: Raw -580.600259 + Penalty 404.037785 = -176.562474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.936785 sec): 2 clusters Score: Raw -659.209674 + Penalty 158.807337 = -500.402337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.937030 sec): 3 clusters Score: Raw -664.016825 + Penalty 338.152728 = -325.864097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.937575 sec): 2 clusters Score: Raw -2140.657747 + Penalty 209.287266 = -1931.370481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.937847 sec): 3 clusters Score: Raw -2151.076775 + Penalty 427.571663 = -1723.505111 nChanged 1 SP:Iteration 1Q (48.938111 sec): 3 clusters Score: Raw -2159.537673 + Penalty 420.816181 = -1738.721492 nChanged 3 SP:Iteration 2F (48.938377 sec): 3 clusters Score: Raw -2165.966040 + Penalty 424.838952 = -1741.127088 nChanged 1 SP:Iteration 3Q (48.938638 sec): 3 clusters Score: Raw -2169.223800 + Penalty 424.838952 = -1744.384848 nChanged 0 SP:Iteration 4F (48.938905 sec): 3 clusters Score: Raw -2169.223800 + Penalty 424.838952 = -1744.384848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.939412 sec): 2 clusters Score: Raw -1354.432876 + Penalty 265.783675 = -1088.649202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.939657 sec): 3 clusters Score: Raw -1393.377888 + Penalty 539.918591 = -853.459297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.940465 sec): 2 clusters Score: Raw -7924.260214 + Penalty 124.433317 = -7799.826897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.940932 sec): 3 clusters Score: Raw -7872.519689 + Penalty 262.465777 = -7610.053912 nChanged 43 SP:Iteration 1F (48.941391 sec): 3 clusters Score: Raw -7936.723211 + Penalty 267.250791 = -7669.472420 nChanged 17 SP:Iteration 2F (48.941850 sec): 3 clusters Score: Raw -7977.176196 + Penalty 269.465849 = -7707.710347 nChanged 4 SP:Iteration 3Q (48.942283 sec): 3 clusters Score: Raw -7985.737121 + Penalty 269.490537 = -7716.246584 nChanged 2 SP:Iteration 4Q (48.942706 sec): 3 clusters Score: Raw -8000.005695 + Penalty 269.340453 = -7730.665241 nChanged 1 SP:Iteration 5Q (48.943125 sec): 3 clusters Score: Raw -8001.134700 + Penalty 269.340453 = -7731.794246 nChanged 0 SP:Iteration 6F (48.943586 sec): 3 clusters Score: Raw -8001.134700 + Penalty 269.340453 = -7731.794246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.944062 sec): 2 clusters Score: Raw -480.082802 + Penalty 95.727113 = -384.355689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.944280 sec): 3 clusters Score: Raw -482.873190 + Penalty 168.275317 = -314.597874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.944757 sec): 2 clusters Score: Raw -588.348985 + Penalty 164.009321 = -424.339663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.944980 sec): 3 clusters Score: Raw -598.112725 + Penalty 325.619409 = -272.493316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.946300 sec): 2 clusters Score: Raw -21223.805835 + Penalty 85.429875 = -21138.375960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.947133 sec): 3 clusters Score: Raw -21024.329231 + Penalty 168.526777 = -20855.802454 nChanged 143 SP:Iteration 1F (48.947928 sec): 3 clusters Score: Raw -21151.556740 + Penalty 166.933758 = -20984.622981 nChanged 34 SP:Iteration 2F (48.948723 sec): 3 clusters Score: Raw -21177.592119 + Penalty 166.198503 = -21011.393616 nChanged 15 SP:Iteration 3Q (48.949513 sec): 3 clusters Score: Raw -21183.512709 + Penalty 166.769329 = -21016.743380 nChanged 6 SP:Iteration 4Q (48.950337 sec): 3 clusters Score: Raw -21185.500441 + Penalty 167.139969 = -21018.360472 nChanged 6 SP:Iteration 5Q (48.951202 sec): 3 clusters Score: Raw -21187.577822 + Penalty 165.914005 = -21021.663817 nChanged 5 SP:Iteration 6Q (48.952195 sec): 3 clusters Score: Raw -21189.246809 + Penalty 166.185607 = -21023.061202 nChanged 3 SP:Iteration 7Q (48.953182 sec): 3 clusters Score: Raw -21189.759075 + Penalty 166.105752 = -21023.653323 nChanged 3 SP:Iteration 8Q (48.954173 sec): 3 clusters Score: Raw -21190.540342 + Penalty 166.777921 = -21023.762422 nChanged 2 SP:Iteration 9Q (48.955187 sec): 3 clusters Score: Raw -21191.030868 + Penalty 166.989967 = -21024.040901 nChanged 1 SP:Iteration 10F (48.956178 sec): 3 clusters Score: Raw -21191.281237 + Penalty 167.436012 = -21023.845225 nChanged 1 SP:Iteration 11F (48.957138 sec): 3 clusters Score: Raw -21191.440185 + Penalty 167.436012 = -21024.004173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.957691 sec): 2 clusters Score: Raw -629.249579 + Penalty 178.466997 = -450.782581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.957939 sec): 3 clusters Score: Raw -644.064230 + Penalty 356.933995 = -287.130235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.958515 sec): 2 clusters Score: Raw -1596.131712 + Penalty 307.006891 = -1289.124820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.958787 sec): 3 clusters Score: Raw -1650.257291 + Penalty 614.013782 = -1036.243508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.959303 sec): 2 clusters Score: Raw -316.075194 + Penalty 102.051224 = -214.023970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.959535 sec): 3 clusters Score: Raw -321.932265 + Penalty 199.816514 = -122.115751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.960088 sec): 2 clusters Score: Raw -1065.103669 + Penalty 240.564654 = -824.539015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.960346 sec): 3 clusters Score: Raw -1086.005613 + Penalty 484.440878 = -601.564735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 78 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.964213 sec): 2 clusters Score: Raw -56975.595898 + Penalty 159.269311 = -56816.326586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.966372 sec): 3 clusters Score: Raw -56425.763111 + Penalty 320.002723 = -56105.760388 nChanged 421 SP:Iteration 1F (48.968474 sec): 3 clusters Score: Raw -56697.560984 + Penalty 325.518774 = -56372.042209 nChanged 122 SP:Iteration 2F (48.970558 sec): 3 clusters Score: Raw -56798.458744 + Penalty 334.371793 = -56464.086950 nChanged 69 SP:Iteration 3F (48.972660 sec): 3 clusters Score: Raw -56873.621894 + Penalty 343.522080 = -56530.099814 nChanged 45 SP:Iteration 4Q (48.974683 sec): 3 clusters Score: Raw -56920.232048 + Penalty 350.778307 = -56569.453741 nChanged 36 SP:Iteration 5Q (48.976674 sec): 3 clusters Score: Raw -56946.367645 + Penalty 358.417121 = -56587.950524 nChanged 35 SP:Iteration 6Q (48.978592 sec): 3 clusters Score: Raw -56967.467306 + Penalty 366.864679 = -56600.602628 nChanged 30 SP:Iteration 7Q (48.980506 sec): 3 clusters Score: Raw -56985.593669 + Penalty 371.257774 = -56614.335896 nChanged 20 SP:Iteration 8Q (48.982483 sec): 3 clusters Score: Raw -56995.278734 + Penalty 375.208669 = -56620.070066 nChanged 13 SP:Iteration 9Q (48.984451 sec): 3 clusters Score: Raw -57000.097239 + Penalty 376.829626 = -56623.267613 nChanged 8 SP:Iteration 10F (48.986577 sec): 3 clusters Score: Raw -57002.303081 + Penalty 377.291365 = -56625.011716 nChanged 4 SP:Iteration 11Q (48.988486 sec): 3 clusters Score: Raw -57003.153731 + Penalty 377.821495 = -56625.332236 nChanged 2 SP:Iteration 12Q (48.990447 sec): 3 clusters Score: Raw -57003.390160 + Penalty 378.171616 = -56625.218544 nChanged 1 SP:Iteration 13F (48.992607 sec): 3 clusters Score: Raw -57003.619760 + Penalty 378.798453 = -56624.821307 nChanged 1 SP:Iteration 14F (48.994758 sec): 3 clusters Score: Raw -57005.185272 + Penalty 378.995724 = -56626.189548 nChanged 1 SP:Iteration 15Q (48.996659 sec): 3 clusters Score: Raw -57005.592735 + Penalty 378.995724 = -56626.597011 nChanged 0 SP:Iteration 16F (48.998629 sec): 3 clusters Score: Raw -57005.592735 + Penalty 378.995724 = -56626.597011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.999193 sec): 2 clusters Score: Raw -267.147902 + Penalty 106.256955 = -160.890947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.999401 sec): 3 clusters Score: Raw -261.914413 + Penalty 194.728995 = -67.185418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.999877 sec): 2 clusters Score: Raw -438.195117 + Penalty 130.032794 = -308.162323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.000097 sec): 3 clusters Score: Raw -442.151400 + Penalty 284.465460 = -157.685941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.000589 sec): 2 clusters Score: Raw -863.057744 + Penalty 237.972337 = -625.085408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.000821 sec): 3 clusters Score: Raw -885.408915 + Penalty 477.553885 = -407.855030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.001292 sec): 2 clusters Score: Raw -468.849995 + Penalty 165.197527 = -303.652468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.001514 sec): 3 clusters Score: Raw -470.556327 + Penalty 329.468053 = -141.088274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.002021 sec): 2 clusters Score: Raw -1344.223191 + Penalty 231.755976 = -1112.467215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.002266 sec): 3 clusters Score: Raw -1372.049744 + Penalty 462.383056 = -909.666688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.002744 sec): 2 clusters Score: Raw -568.705743 + Penalty 126.102688 = -442.603054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.002969 sec): 3 clusters Score: Raw -574.286925 + Penalty 253.834371 = -320.452554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.003438 sec): 2 clusters Score: Raw -382.061518 + Penalty 97.961774 = -284.099744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.003657 sec): 3 clusters Score: Raw -384.646039 + Penalty 195.923548 = -188.722492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.004129 sec): 2 clusters Score: Raw -519.329023 + Penalty 155.886964 = -363.442059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.004609 sec): 3 clusters Score: Raw -526.711895 + Penalty 311.773928 = -214.937967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.005073 sec): 2 clusters Score: Raw -204.363910 + Penalty 79.079517 = -125.284393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.005280 sec): 3 clusters Score: Raw -195.971685 + Penalty 175.919279 = -20.052406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.005761 sec): 2 clusters Score: Raw -712.742792 + Penalty 208.557967 = -504.184825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.005992 sec): 3 clusters Score: Raw -740.543897 + Penalty 412.086262 = -328.457635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.006465 sec): 2 clusters Score: Raw -518.387154 + Penalty 181.037107 = -337.350047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.006684 sec): 3 clusters Score: Raw -527.981590 + Penalty 362.074213 = -165.907377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.007136 sec): 2 clusters Score: Raw -64.736722 + Penalty 0.000000 = -64.736722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.007323 sec): 2 clusters Score: Raw -64.736722 + Penalty 0.000000 = -64.736722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.007793 sec): 2 clusters Score: Raw -453.121961 + Penalty 125.828767 = -327.293194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.008012 sec): 3 clusters Score: Raw -462.713536 + Penalty 249.959564 = -212.753973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.008593 sec): 2 clusters Score: Raw -2884.315590 + Penalty 328.552327 = -2555.763263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.008893 sec): 3 clusters Score: Raw -2924.264063 + Penalty 655.650027 = -2268.614035 nChanged 2 SP:Iteration 1Q (49.009178 sec): 3 clusters Score: Raw -2935.000313 + Penalty 655.650027 = -2279.350286 nChanged 0 SP:Iteration 2F (49.009469 sec): 3 clusters Score: Raw -2935.000313 + Penalty 655.650027 = -2279.350286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.009928 sec): 2 clusters Score: Raw -262.405328 + Penalty 68.645931 = -193.759397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.010129 sec): 3 clusters Score: Raw -259.841657 + Penalty 121.228212 = -138.613445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.010596 sec): 2 clusters Score: Raw -326.380200 + Penalty 131.401742 = -194.978459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.010811 sec): 3 clusters Score: Raw -328.652517 + Penalty 262.858660 = -65.793857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.011291 sec): 2 clusters Score: Raw -667.600765 + Penalty 205.844136 = -461.756629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.011515 sec): 3 clusters Score: Raw -680.765224 + Penalty 396.618489 = -284.146735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 148 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.013260 sec): 2 clusters Score: Raw -14279.551091 + Penalty 147.381494 = -14132.169598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.013935 sec): 3 clusters Score: Raw -14164.423764 + Penalty 287.951611 = -13876.472153 nChanged 91 SP:Iteration 1F (49.014597 sec): 3 clusters Score: Raw -14233.739275 + Penalty 284.684456 = -13949.054819 nChanged 34 SP:Iteration 2F (49.015240 sec): 3 clusters Score: Raw -14269.992363 + Penalty 282.475866 = -13987.516497 nChanged 11 SP:Iteration 3Q (49.015874 sec): 3 clusters Score: Raw -14279.288250 + Penalty 279.422987 = -13999.865263 nChanged 5 SP:Iteration 4Q (49.016505 sec): 3 clusters Score: Raw -14283.474855 + Penalty 279.569868 = -14003.904987 nChanged 3 SP:Iteration 5Q (49.017130 sec): 3 clusters Score: Raw -14283.967912 + Penalty 279.569868 = -14004.398043 nChanged 0 SP:Iteration 6F (49.017772 sec): 3 clusters Score: Raw -14283.967912 + Penalty 279.569868 = -14004.398043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.018288 sec): 2 clusters Score: Raw -267.873589 + Penalty 111.168927 = -156.704662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.018502 sec): 3 clusters Score: Raw -264.419132 + Penalty 213.064449 = -51.354683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.018967 sec): 2 clusters Score: Raw -267.949630 + Penalty 109.361401 = -158.588230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.019181 sec): 3 clusters Score: Raw -265.547218 + Penalty 218.722801 = -46.824417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.019643 sec): 2 clusters Score: Raw -246.083302 + Penalty 80.373272 = -165.710030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.019847 sec): 3 clusters Score: Raw -253.029230 + Penalty 160.746544 = -92.282686 nChanged 0 Deleting Class 130 (10 points): Lose 57.758269 but Gain 913.471877 Iteration 119Q (49.143069 sec): 79 clusters Score: Raw -1560308.778202 + Penalty 52660.494122 = -1507648.284081 nChanged 16 Deleting Class 85 (13 points): Lose 92.026628 but Gain 948.025571 Iteration 120F (50.141122 sec): 78 clusters Score: Raw -1560241.708066 + Penalty 51741.864593 = -1508499.843474 nChanged 17 Deleting Class 74 (24 points): Lose 131.481952 but Gain 987.095669 Iteration 121Q (50.252089 sec): 77 clusters Score: Raw -1560142.686144 + Penalty 50780.971525 = -1509361.714619 nChanged 34 Deleting Class 60 (51 points): Lose 308.882019 but Gain 1159.345993 Iteration 122Q (50.364509 sec): 76 clusters Score: Raw -1559904.216534 + Penalty 49801.922148 = -1510102.294385 nChanged 63 Deleting Class 34 (81 points): Lose 324.612079 but Gain 1173.712928 Iteration 123Q (50.477096 sec): 75 clusters Score: Raw -1559715.675094 + Penalty 49119.480912 = -1510596.194182 nChanged 90 Deleting Class 58 (5 points): Lose 48.631073 but Gain 989.301918 Iteration 124Q (50.588821 sec): 74 clusters Score: Raw -1559890.778568 + Penalty 48187.199621 = -1511703.578946 nChanged 27 Deleting Class 77 (22 points): Lose 100.783046 but Gain 941.762403 Iteration 125Q (50.697807 sec): 73 clusters Score: Raw -1559825.256876 + Penalty 47292.975336 = -1512532.281539 nChanged 33 Deleting Class 46 (74 points): Lose 489.312425 but Gain 1326.734972 Iteration 126Q (50.806688 sec): 72 clusters Score: Raw -1559381.624931 + Penalty 46123.392900 = -1513258.232031 nChanged 83 Deleting Class 43 (63 points): Lose 267.610218 but Gain 1103.844900 Iteration 127Q (50.916669 sec): 71 clusters Score: Raw -1559369.815023 + Penalty 45274.586490 = -1514095.228533 nChanged 82 Deleting Class 91 (7 points): Lose 32.842459 but Gain 867.467336 Iteration 128Q (51.026225 sec): 70 clusters Score: Raw -1559525.179710 + Penalty 44438.061473 = -1515087.118237 nChanged 28 Deleting Class 62 (9 points): Lose 93.930377 but Gain 925.621404 Iteration 129Q (51.131522 sec): 69 clusters Score: Raw -1559476.613991 + Penalty 43556.634223 = -1515919.979768 nChanged 21 Deleting Class 103 (11 points): Lose 52.233006 but Gain 888.728167 Iteration 130F (52.004679 sec): 68 clusters Score: Raw -1559468.291850 + Penalty 42703.208407 = -1516765.083443 nChanged 31 Deleting Class 83 (5 points): Lose 43.525480 but Gain 872.933443 Iteration 131Q (52.111262 sec): 67 clusters Score: Raw -1559480.265863 + Penalty 41875.393872 = -1517604.871991 nChanged 22 Deleting Class 106 (8 points): Lose 67.157142 but Gain 889.596890 Iteration 132Q (52.217853 sec): 66 clusters Score: Raw -1559451.655750 + Penalty 41046.771541 = -1518404.884209 nChanged 27 Deleting Class 156 (4 points): Lose 27.956527 but Gain 819.408243 Iteration 133Q (52.323272 sec): 65 clusters Score: Raw -1559470.236108 + Penalty 40292.122479 = -1519178.113629 nChanged 17 Deleting Class 66 (21 points): Lose 105.510165 but Gain 892.034177 Iteration 134Q (52.427339 sec): 64 clusters Score: Raw -1559391.188696 + Penalty 39419.287697 = -1519971.900999 nChanged 30 Deleting Class 45 (58 points): Lose 198.945043 but Gain 979.284916 Iteration 135Q (52.532654 sec): 63 clusters Score: Raw -1559231.202602 + Penalty 38505.434830 = -1520725.767772 nChanged 63 Deleting Class 108 (1 points): Lose 6.949493 but Gain 784.633780 Iteration 136Q (52.637777 sec): 62 clusters Score: Raw -1559325.251864 + Penalty 37735.328418 = -1521589.923446 nChanged 15 Deleting Class 124 (5 points): Lose 56.575851 but Gain 834.255859 Iteration 137Q (52.740528 sec): 61 clusters Score: Raw -1559280.857832 + Penalty 36908.230472 = -1522372.627360 nChanged 12 Deleting Class 165 (4 points): Lose 33.848744 but Gain 806.085258 Iteration 138Q (52.842858 sec): 60 clusters Score: Raw -1559262.978951 + Penalty 36225.263517 = -1523037.715434 nChanged 13 Deleting Class 55 (10 points): Lose 80.042954 but Gain 844.995581 Iteration 139Q (52.944381 sec): 59 clusters Score: Raw -1559208.844292 + Penalty 35378.882488 = -1523829.961804 nChanged 20 Deleting Class 73 (10 points): Lose 92.108304 but Gain 850.390678 Iteration 140F (53.697946 sec): 58 clusters Score: Raw -1559143.949515 + Penalty 34550.101480 = -1524593.848035 nChanged 17 Deleting Class 173 (6 points): Lose 50.013312 but Gain 797.748149 Iteration 141Q (53.799208 sec): 57 clusters Score: Raw -1559128.094489 + Penalty 33764.423305 = -1525363.671184 nChanged 13 Deleting Class 121 (50 points): Lose 189.895775 but Gain 932.027976 Iteration 142Q (53.900123 sec): 56 clusters Score: Raw -1558967.168915 + Penalty 32865.450888 = -1526101.718027 nChanged 62 Deleting Class 101 (3 points): Lose 7.232592 but Gain 735.515661 Iteration 143Q (54.001790 sec): 55 clusters Score: Raw -1559087.444968 + Penalty 32140.933955 = -1526946.511014 nChanged 20 Deleting Class 70 (9 points): Lose 61.551812 but Gain 762.722319 Iteration 144Q (54.101051 sec): 54 clusters Score: Raw -1559046.382668 + Penalty 31390.867284 = -1527655.515384 nChanged 18 Deleting Class 98 (8 points): Lose 65.182531 but Gain 766.011791 Iteration 145Q (54.199864 sec): 53 clusters Score: Raw -1559007.958786 + Penalty 30640.226550 = -1528367.732236 nChanged 17 Deleting Class 56 (6 points): Lose 46.361822 but Gain 729.219282 Iteration 146Q (54.299426 sec): 52 clusters Score: Raw -1558979.974112 + Penalty 29908.090926 = -1529071.883185 nChanged 13 Deleting Class 92 (21 points): Lose 119.658590 but Gain 777.829007 Iteration 147Q (54.397607 sec): 51 clusters Score: Raw -1558872.163218 + Penalty 29127.905462 = -1529744.257756 nChanged 29 Deleting Class 22 (7 points): Lose 32.552394 but Gain 673.310484 Iteration 148Q (54.496530 sec): 50 clusters Score: Raw -1558879.412792 + Penalty 28458.506324 = -1530420.906469 nChanged 12 Deleting Class 63 (10 points): Lose 80.187155 but Gain 704.737278 Iteration 149Q (54.594150 sec): 49 clusters Score: Raw -1558810.335403 + Penalty 27723.063066 = -1531087.272337 nChanged 14 Deleting Class 84 (7 points): Lose 57.817367 but Gain 682.814103 Iteration 150F (55.223772 sec): 48 clusters Score: Raw -1558792.127534 + Penalty 27068.289610 = -1531723.837924 nChanged 14 Deleting Class 109 (7 points): Lose 40.221534 but Gain 660.738372 Iteration 151Q (55.321376 sec): 47 clusters Score: Raw -1558773.459906 + Penalty 26462.087999 = -1532311.371907 nChanged 12 Deleting Class 28 (20 points): Lose 113.861781 but Gain 729.805759 Iteration 152Q (55.418033 sec): 46 clusters Score: Raw -1558679.122546 + Penalty 25742.378835 = -1532936.743712 nChanged 22 Deleting Class 75 (5 points): Lose 40.537925 but Gain 647.912507 Iteration 153Q (55.514504 sec): 45 clusters Score: Raw -1558675.929011 + Penalty 25105.537215 = -1533570.391796 nChanged 11 Deleting Class 61 (102 points): Lose 330.016762 but Gain 923.033597 Iteration 154Q (55.609992 sec): 44 clusters Score: Raw -1558365.788179 + Penalty 24298.772895 = -1534067.015284 nChanged 107 Deleting Class 17 (46 points): Lose 255.213432 but Gain 840.354771 Iteration 155Q (55.707419 sec): 43 clusters Score: Raw -1558313.882579 + Penalty 23500.794362 = -1534813.088217 nChanged 80 Deleting Class 40 (13 points): Lose 102.679465 but Gain 668.588340 Iteration 156Q (55.803342 sec): 42 clusters Score: Raw -1558366.180657 + Penalty 22872.798666 = -1535493.381991 nChanged 46 Deleting Class 52 (83 points): Lose 402.699652 but Gain 959.464138 Iteration 157Q (55.897780 sec): 41 clusters Score: Raw -1558038.264860 + Penalty 21992.743526 = -1536045.521335 nChanged 111 Deleting Class 95 (16 points): Lose 88.108765 but Gain 638.052566 Iteration 158Q (55.992391 sec): 40 clusters Score: Raw -1558162.968592 + Penalty 21364.552130 = -1536798.416462 nChanged 52 Deleting Class 96 (6 points): Lose 14.270556 but Gain 558.662221 Iteration 159Q (56.085509 sec): 39 clusters Score: Raw -1558214.982638 + Penalty 20819.414053 = -1537395.568585 nChanged 29 Deleting Class 41 (89 points): Lose 329.151856 but Gain 838.565207 Iteration 160F (56.590915 sec): 38 clusters Score: Raw -1557913.545732 + Penalty 20159.268865 = -1537754.276867 nChanged 99 Deleting Class 35 (10 points): Lose 59.344902 but Gain 672.719948 Iteration 161Q (56.684183 sec): 37 clusters Score: Raw -1558029.991974 + Penalty 19498.140310 = -1538531.851664 nChanged 26 Deleting Class 122 (4 points): Lose 26.793419 but Gain 505.978096 Iteration 162Q (56.775031 sec): 36 clusters Score: Raw -1558027.701179 + Penalty 18997.177695 = -1539030.523483 nChanged 14 Deleting Class 64 (36 points): Lose 145.668306 but Gain 616.391772 Iteration 163Q (56.868232 sec): 35 clusters Score: Raw -1557891.978949 + Penalty 18387.116427 = -1539504.862521 nChanged 42 Deleting Class 23 (26 points): Lose 127.857992 but Gain 571.982410 Iteration 164Q (56.959641 sec): 34 clusters Score: Raw -1557821.582630 + Penalty 17827.897704 = -1539993.684926 nChanged 41 Deleting Class 24 (186 points): Lose 843.117177 but Gain 1276.174526 Iteration 165Q (57.050108 sec): 33 clusters Score: Raw -1557024.688625 + Penalty 16835.535473 = -1540189.153152 nChanged 198 Deleting Class 69 (8 points): Lose 66.792943 but Gain 470.392749 Iteration 166Q (57.141483 sec): 32 clusters Score: Raw -1557462.196905 + Penalty 16408.515764 = -1541053.681142 nChanged 58 Deleting Class 9 (70 points): Lose 197.499324 but Gain 584.725702 Iteration 167Q (57.231083 sec): 31 clusters Score: Raw -1557303.415073 + Penalty 15845.110075 = -1541458.304997 nChanged 94 Deleting Class 11 (51 points): Lose 156.949830 but Gain 503.039009 Iteration 168Q (57.320837 sec): 30 clusters Score: Raw -1557263.581840 + Penalty 15350.510633 = -1541913.071207 nChanged 74 Deleting Class 36 (39 points): Lose 103.823276 but Gain 399.345401 Iteration 169Q (57.409872 sec): 29 clusters Score: Raw -1557242.195422 + Penalty 14974.977719 = -1542267.217703 nChanged 68 Deleting Class 10 (104 points): Lose 479.463703 but Gain 756.134556 Iteration 170F (57.793814 sec): 28 clusters Score: Raw -1556857.077587 + Penalty 14282.663148 = -1542574.414439 nChanged 134 Deleting Class 6 (249 points): Lose 586.334528 but Gain 602.377590 Iteration 171Q (57.883433 sec): 27 clusters Score: Raw -1556536.713636 + Penalty 13727.458456 = -1542809.255180 nChanged 286 Iteration 172Q (57.973738 sec): 27 clusters Score: Raw -1556924.490024 + Penalty 13743.486867 = -1543181.003157 nChanged 76 Deleting Class 27 (293 points): Lose 817.021166 but Gain 823.914389 Iteration 173Q (58.062121 sec): 26 clusters Score: Raw -1556141.693596 + Penalty 12990.759504 = -1543150.934092 nChanged 335 Iteration 174F (58.409115 sec): 26 clusters Score: Raw -1556660.500349 + Penalty 13009.255981 = -1543651.244368 nChanged 68 Deleting Class 32 (87 points): Lose 895.059889 but Gain 907.750193 Iteration 175Q (58.496841 sec): 25 clusters Score: Raw -1555828.843946 + Penalty 12186.173792 = -1543642.670154 nChanged 122 Iteration 176F (58.831311 sec): 25 clusters Score: Raw -1556325.602448 + Penalty 12223.465462 = -1544102.136986 nChanged 63 Iteration 177Q (58.917940 sec): 25 clusters Score: Raw -1556412.074555 + Penalty 12249.359780 = -1544162.714775 nChanged 32 Iteration 178Q (59.003713 sec): 25 clusters Score: Raw -1556445.061657 + Penalty 12264.793112 = -1544180.268545 nChanged 22 Iteration 179Q (59.091476 sec): 25 clusters Score: Raw -1556460.405816 + Penalty 12268.159353 = -1544192.246463 nChanged 9 Iteration 180F (59.425706 sec): 25 clusters Score: Raw -1556466.803753 + Penalty 12273.187097 = -1544193.616656 nChanged 6 Iteration 181Q (59.511803 sec): 25 clusters Score: Raw -1556469.803327 + Penalty 12275.529211 = -1544194.274116 nChanged 3 Iteration 182Q (59.597815 sec): 25 clusters Score: Raw -1556470.805477 + Penalty 12284.623198 = -1544186.182279 nChanged 8 Iteration 183F (59.931875 sec): 25 clusters Score: Raw -1556477.720806 + Penalty 12284.001562 = -1544193.719244 nChanged 7 Iteration 184Q (60.017652 sec): 25 clusters Score: Raw -1556485.450770 + Penalty 12283.887186 = -1544201.563584 nChanged 5 Iteration 185Q (60.103721 sec): 25 clusters Score: Raw -1556489.751992 + Penalty 12286.698100 = -1544203.053892 nChanged 5 Iteration 186Q (60.188971 sec): 25 clusters Score: Raw -1556493.736661 + Penalty 12288.883805 = -1544204.852856 nChanged 1 Iteration 187Q (60.274848 sec): 25 clusters Score: Raw -1556494.196750 + Penalty 12288.883805 = -1544205.312945 nChanged 0 Iteration 188F (60.610412 sec): 25 clusters Score: Raw -1556494.196750 + Penalty 12288.883805 = -1544205.312945 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 -1556494.196750 + Penalty 12288.883805 = -1544205.312945Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 1 (4115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.680071 sec): 2 clusters Score: Raw -250939.348594 + Penalty 314.161129 = -250625.187465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.687672 sec): 3 clusters Score: Raw -248300.964408 + Penalty 637.066858 = -247663.897550 nChanged 1829 SP:Iteration 1F (60.694998 sec): 3 clusters Score: Raw -249582.543183 + Penalty 657.280998 = -248925.262185 nChanged 590 SP:Iteration 2F (60.702300 sec): 3 clusters Score: Raw -250008.146776 + Penalty 688.832684 = -249319.314092 nChanged 351 SP:Iteration 3F (60.709777 sec): 3 clusters Score: Raw -250310.267352 + Penalty 733.551187 = -249576.716165 nChanged 273 SP:Iteration 4F (60.717380 sec): 3 clusters Score: Raw -250615.536952 + Penalty 784.479194 = -249831.057758 nChanged 193 SP:Iteration 5Q (60.724584 sec): 3 clusters Score: Raw -250853.243062 + Penalty 813.354014 = -250039.889048 nChanged 118 SP:Iteration 6Q (60.731409 sec): 3 clusters Score: Raw -250968.774105 + Penalty 832.963916 = -250135.810189 nChanged 70 SP:Iteration 7Q (60.737961 sec): 3 clusters Score: Raw -251030.135706 + Penalty 845.223071 = -250184.912635 nChanged 62 SP:Iteration 8Q (60.744444 sec): 3 clusters Score: Raw -251065.962745 + Penalty 849.248304 = -250216.714442 nChanged 39 SP:Iteration 9Q (60.750908 sec): 3 clusters Score: Raw -251088.045227 + Penalty 850.555088 = -250237.490140 nChanged 32 SP:Iteration 10F (60.758234 sec): 3 clusters Score: Raw -251099.828159 + Penalty 851.060665 = -250248.767494 nChanged 15 SP:Iteration 11Q (60.764607 sec): 3 clusters Score: Raw -251107.032332 + Penalty 850.256286 = -250256.776046 nChanged 14 SP:Iteration 12Q (60.770857 sec): 3 clusters Score: Raw -251113.835536 + Penalty 848.767285 = -250265.068250 nChanged 10 SP:Iteration 13Q (60.777080 sec): 3 clusters Score: Raw -251117.466151 + Penalty 849.075646 = -250268.390505 nChanged 6 SP:Iteration 14Q (60.783288 sec): 3 clusters Score: Raw -251119.218148 + Penalty 848.802418 = -250270.415731 nChanged 6 SP:Iteration 15Q (60.789501 sec): 3 clusters Score: Raw -251121.357462 + Penalty 848.523741 = -250272.833721 nChanged 9 SP:Iteration 16Q (60.795698 sec): 3 clusters Score: Raw -251123.999891 + Penalty 846.841745 = -250277.158146 nChanged 7 SP:Iteration 17Q (60.801892 sec): 3 clusters Score: Raw -251125.007438 + Penalty 845.200650 = -250279.806789 nChanged 7 SP:Iteration 18Q (60.808141 sec): 3 clusters Score: Raw -251125.858317 + Penalty 845.034582 = -250280.823735 nChanged 5 SP:Iteration 19Q (60.814601 sec): 3 clusters Score: Raw -251127.848949 + Penalty 844.222176 = -250283.626773 nChanged 7 SP:Iteration 20F (60.822304 sec): 3 clusters Score: Raw -251130.252763 + Penalty 842.528143 = -250287.724620 nChanged 8 SP:Iteration 21Q (60.828505 sec): 3 clusters Score: Raw -251131.127963 + Penalty 841.021724 = -250290.106239 nChanged 10 SP:Iteration 22Q (60.834695 sec): 3 clusters Score: Raw -251132.891591 + Penalty 839.454638 = -250293.436952 nChanged 7 SP:Iteration 23Q (60.840888 sec): 3 clusters Score: Raw -251133.820535 + Penalty 838.881819 = -250294.938716 nChanged 4 SP:Iteration 24Q (60.847130 sec): 3 clusters Score: Raw -251134.079560 + Penalty 838.521314 = -250295.558246 nChanged 1 SP:Iteration 25Q (60.853430 sec): 3 clusters Score: Raw -251134.119067 + Penalty 838.521314 = -250295.597753 nChanged 0 SP:Iteration 26F (60.860711 sec): 3 clusters Score: Raw -251134.119067 + Penalty 838.521314 = -250295.597753 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 2 (4233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.880985 sec): 2 clusters Score: Raw -254300.025226 + Penalty 156.680030 = -254143.345196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.888684 sec): 3 clusters Score: Raw -251530.257107 + Penalty 315.675974 = -251214.581133 nChanged 1951 SP:Iteration 1F (60.896223 sec): 3 clusters Score: Raw -252642.489658 + Penalty 316.608340 = -252325.881319 nChanged 512 SP:Iteration 2F (60.903783 sec): 3 clusters Score: Raw -253022.811942 + Penalty 314.961712 = -252707.850230 nChanged 305 SP:Iteration 3F (60.911342 sec): 3 clusters Score: Raw -253145.237559 + Penalty 313.410048 = -252831.827510 nChanged 265 SP:Iteration 4F (60.919222 sec): 3 clusters Score: Raw -253296.873032 + Penalty 314.463154 = -252982.409878 nChanged 322 SP:Iteration 5F (60.926963 sec): 3 clusters Score: Raw -253545.724130 + Penalty 319.837995 = -253225.886135 nChanged 317 SP:Iteration 6F (60.934479 sec): 3 clusters Score: Raw -253779.188141 + Penalty 326.780083 = -253452.408059 nChanged 261 SP:Iteration 7F (60.941994 sec): 3 clusters Score: Raw -253947.397902 + Penalty 331.446776 = -253615.951126 nChanged 149 SP:Iteration 8Q (60.949495 sec): 3 clusters Score: Raw -254013.923833 + Penalty 334.296496 = -253679.627336 nChanged 87 SP:Iteration 9Q (60.957037 sec): 3 clusters Score: Raw -254048.540008 + Penalty 335.853311 = -253712.686697 nChanged 59 SP:Iteration 10F (60.964569 sec): 3 clusters Score: Raw -254082.128314 + Penalty 337.783646 = -253744.344667 nChanged 66 SP:Iteration 11Q (60.972002 sec): 3 clusters Score: Raw -254119.792031 + Penalty 340.470909 = -253779.321123 nChanged 79 SP:Iteration 12Q (60.979430 sec): 3 clusters Score: Raw -254166.013847 + Penalty 343.801419 = -253822.212428 nChanged 80 SP:Iteration 13Q (60.986899 sec): 3 clusters Score: Raw -254219.016542 + Penalty 345.390436 = -253873.626106 nChanged 67 SP:Iteration 14Q (60.994289 sec): 3 clusters Score: Raw -254255.843378 + Penalty 347.689432 = -253908.153945 nChanged 57 SP:Iteration 15Q (61.001616 sec): 3 clusters Score: Raw -254274.149501 + Penalty 347.888328 = -253926.261173 nChanged 31 SP:Iteration 16Q (61.008895 sec): 3 clusters Score: Raw -254278.677487 + Penalty 347.640305 = -253931.037182 nChanged 13 SP:Iteration 17Q (61.016140 sec): 3 clusters Score: Raw -254279.366278 + Penalty 347.420821 = -253931.945457 nChanged 8 SP:Iteration 18Q (61.023688 sec): 3 clusters Score: Raw -254279.694665 + Penalty 347.387378 = -253932.307287 nChanged 6 SP:Iteration 19Q (61.030894 sec): 3 clusters Score: Raw -254279.947389 + Penalty 347.239504 = -253932.707885 nChanged 5 SP:Iteration 20F (61.038392 sec): 3 clusters Score: Raw -254280.178124 + Penalty 347.133654 = -253933.044470 nChanged 2 SP:Iteration 21Q (61.045685 sec): 3 clusters Score: Raw -254280.206181 + Penalty 347.134557 = -253933.071624 nChanged 1 SP:Iteration 22Q (61.053002 sec): 3 clusters Score: Raw -254280.216949 + Penalty 347.134557 = -253933.082392 nChanged 0 SP:Iteration 23F (61.060509 sec): 3 clusters Score: Raw -254280.216949 + Penalty 347.134557 = -253933.082392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 3 (2411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.070370 sec): 2 clusters Score: Raw -144626.096511 + Penalty 164.760519 = -144461.335992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.074770 sec): 3 clusters Score: Raw -143071.109533 + Penalty 327.955068 = -142743.154465 nChanged 1148 SP:Iteration 1F (61.079091 sec): 3 clusters Score: Raw -143753.615051 + Penalty 327.131716 = -143426.483335 nChanged 228 SP:Iteration 2F (61.083395 sec): 3 clusters Score: Raw -143903.876948 + Penalty 327.152772 = -143576.724176 nChanged 188 SP:Iteration 3F (61.087868 sec): 3 clusters Score: Raw -144119.518148 + Penalty 325.884831 = -143793.633317 nChanged 152 SP:Iteration 4F (61.092354 sec): 3 clusters Score: Raw -144262.374439 + Penalty 325.065705 = -143937.308735 nChanged 114 SP:Iteration 5Q (61.096784 sec): 3 clusters Score: Raw -144308.966120 + Penalty 324.349616 = -143984.616504 nChanged 60 SP:Iteration 6Q (61.101157 sec): 3 clusters Score: Raw -144321.411651 + Penalty 323.459979 = -143997.951673 nChanged 40 SP:Iteration 7Q (61.105428 sec): 3 clusters Score: Raw -144331.479112 + Penalty 322.885319 = -144008.593793 nChanged 27 SP:Iteration 8Q (61.109634 sec): 3 clusters Score: Raw -144336.956239 + Penalty 321.694319 = -144015.261920 nChanged 25 SP:Iteration 9Q (61.113879 sec): 3 clusters Score: Raw -144342.454827 + Penalty 320.194792 = -144022.260036 nChanged 25 SP:Iteration 10F (61.118227 sec): 3 clusters Score: Raw -144347.326777 + Penalty 318.797873 = -144028.528904 nChanged 28 SP:Iteration 11Q (61.122582 sec): 3 clusters Score: Raw -144355.105152 + Penalty 316.185073 = -144038.920079 nChanged 28 SP:Iteration 12Q (61.127020 sec): 3 clusters Score: Raw -144365.461930 + Penalty 314.133387 = -144051.328543 nChanged 27 SP:Iteration 13Q (61.131252 sec): 3 clusters Score: Raw -144373.482559 + Penalty 311.625089 = -144061.857470 nChanged 36 SP:Iteration 14Q (61.135557 sec): 3 clusters Score: Raw -144383.738204 + Penalty 309.395282 = -144074.342923 nChanged 28 SP:Iteration 15Q (61.139728 sec): 3 clusters Score: Raw -144389.132518 + Penalty 307.716767 = -144081.415751 nChanged 26 SP:Iteration 16Q (61.143883 sec): 3 clusters Score: Raw -144395.159653 + Penalty 305.465672 = -144089.693981 nChanged 31 SP:Iteration 17Q (61.148035 sec): 3 clusters Score: Raw -144402.846383 + Penalty 303.267663 = -144099.578720 nChanged 46 SP:Iteration 18Q (61.152215 sec): 3 clusters Score: Raw -144413.956303 + Penalty 300.608559 = -144113.347743 nChanged 46 SP:Iteration 19Q (61.156476 sec): 3 clusters Score: Raw -144424.109984 + Penalty 297.749765 = -144126.360220 nChanged 44 SP:Iteration 20F (61.160820 sec): 3 clusters Score: Raw -144433.818375 + Penalty 295.963753 = -144137.854622 nChanged 36 SP:Iteration 21Q (61.165007 sec): 3 clusters Score: Raw -144441.754800 + Penalty 293.803032 = -144147.951768 nChanged 33 SP:Iteration 22Q (61.169183 sec): 3 clusters Score: Raw -144449.524666 + Penalty 291.279511 = -144158.245155 nChanged 38 SP:Iteration 23Q (61.173413 sec): 3 clusters Score: Raw -144460.581302 + Penalty 288.407939 = -144172.173364 nChanged 43 SP:Iteration 24Q (61.177515 sec): 3 clusters Score: Raw -144473.929264 + Penalty 285.636745 = -144188.292520 nChanged 39 SP:Iteration 25Q (61.181625 sec): 3 clusters Score: Raw -144485.911341 + Penalty 282.854019 = -144203.057323 nChanged 42 SP:Iteration 26Q (61.185702 sec): 3 clusters Score: Raw -144500.478802 + Penalty 280.142971 = -144220.335831 nChanged 46 SP:Iteration 27Q (61.189763 sec): 3 clusters Score: Raw -144515.439924 + Penalty 278.182815 = -144237.257109 nChanged 46 SP:Iteration 28Q (61.193886 sec): 3 clusters Score: Raw -144534.929286 + Penalty 276.542436 = -144258.386850 nChanged 45 SP:Iteration 29Q (61.197891 sec): 3 clusters Score: Raw -144552.312708 + Penalty 275.828615 = -144276.484093 nChanged 43 SP:Iteration 30F (61.202158 sec): 3 clusters Score: Raw -144568.837075 + Penalty 273.117806 = -144295.719269 nChanged 45 SP:Iteration 31Q (61.206087 sec): 3 clusters Score: Raw -144589.354077 + Penalty 269.410734 = -144319.943343 nChanged 40 SP:Iteration 32Q (61.210106 sec): 3 clusters Score: Raw -144604.145165 + Penalty 266.850196 = -144337.294969 nChanged 33 SP:Iteration 33Q (61.214039 sec): 3 clusters Score: Raw -144615.271592 + Penalty 263.924151 = -144351.347440 nChanged 26 SP:Iteration 34Q (61.217876 sec): 3 clusters Score: Raw -144624.585552 + Penalty 261.920127 = -144362.665424 nChanged 29 SP:Iteration 35Q (61.221726 sec): 3 clusters Score: Raw -144633.984802 + Penalty 259.547563 = -144374.437240 nChanged 23 SP:Iteration 36Q (61.225718 sec): 3 clusters Score: Raw -144643.205613 + Penalty 256.388130 = -144386.817483 nChanged 27 SP:Iteration 37Q (61.229574 sec): 3 clusters Score: Raw -144656.957125 + Penalty 256.082759 = -144400.874367 nChanged 28 SP:Iteration 38Q (61.233319 sec): 3 clusters Score: Raw -144673.153720 + Penalty 254.951243 = -144418.202477 nChanged 19 SP:Iteration 39Q (61.237017 sec): 3 clusters Score: Raw -144682.601655 + Penalty 255.680632 = -144426.921023 nChanged 14 SP:Iteration 40F (61.241275 sec): 3 clusters Score: Raw -144689.089284 + Penalty 256.994266 = -144432.095017 nChanged 17 SP:Iteration 41Q (61.244904 sec): 3 clusters Score: Raw -144696.412861 + Penalty 254.919480 = -144441.493381 nChanged 9 SP:Iteration 42Q (61.248535 sec): 3 clusters Score: Raw -144698.950733 + Penalty 255.793934 = -144443.156799 nChanged 2 SP:Iteration 43Q (61.252121 sec): 3 clusters Score: Raw -144699.135124 + Penalty 256.246815 = -144442.888308 nChanged 1 SP:Iteration 44F (61.256475 sec): 3 clusters Score: Raw -144699.152028 + Penalty 256.246815 = -144442.905213 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 4 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.267112 sec): 2 clusters Score: Raw -173977.030173 + Penalty 161.776936 = -173815.253236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.272481 sec): 3 clusters Score: Raw -172068.452963 + Penalty 328.646952 = -171739.806011 nChanged 1373 SP:Iteration 1F (61.277705 sec): 3 clusters Score: Raw -173294.636600 + Penalty 333.535045 = -172961.101555 nChanged 325 SP:Iteration 2F (61.282907 sec): 3 clusters Score: Raw -173546.018878 + Penalty 336.824669 = -173209.194209 nChanged 154 SP:Iteration 3F (61.288112 sec): 3 clusters Score: Raw -173718.843901 + Penalty 336.243673 = -173382.600228 nChanged 111 SP:Iteration 4Q (61.293252 sec): 3 clusters Score: Raw -173872.005600 + Penalty 335.058847 = -173536.946753 nChanged 74 SP:Iteration 5Q (61.298226 sec): 3 clusters Score: Raw -173936.195716 + Penalty 335.308656 = -173600.887061 nChanged 54 SP:Iteration 6Q (61.303120 sec): 3 clusters Score: Raw -173961.025483 + Penalty 336.342663 = -173624.682821 nChanged 42 SP:Iteration 7Q (61.307918 sec): 3 clusters Score: Raw -173978.339642 + Penalty 337.141010 = -173641.198632 nChanged 27 SP:Iteration 8Q (61.312660 sec): 3 clusters Score: Raw -173987.299529 + Penalty 338.064129 = -173649.235400 nChanged 23 SP:Iteration 9Q (61.317383 sec): 3 clusters Score: Raw -173992.300839 + Penalty 338.437485 = -173653.863354 nChanged 11 SP:Iteration 10F (61.322615 sec): 3 clusters Score: Raw -173993.255834 + Penalty 338.837487 = -173654.418347 nChanged 5 SP:Iteration 11Q (61.327508 sec): 3 clusters Score: Raw -173993.840785 + Penalty 339.332901 = -173654.507884 nChanged 7 SP:Iteration 12Q (61.332377 sec): 3 clusters Score: Raw -173994.895705 + Penalty 340.101854 = -173654.793851 nChanged 8 SP:Iteration 13Q (61.337067 sec): 3 clusters Score: Raw -173995.594043 + Penalty 341.006170 = -173654.587873 nChanged 9 SP:Iteration 14F (61.342250 sec): 3 clusters Score: Raw -173996.295423 + Penalty 341.070833 = -173655.224590 nChanged 9 SP:Iteration 15Q (61.346925 sec): 3 clusters Score: Raw -173997.236305 + Penalty 341.426515 = -173655.809790 nChanged 4 SP:Iteration 16Q (61.351588 sec): 3 clusters Score: Raw -173997.400138 + Penalty 341.738972 = -173655.661166 nChanged 3 SP:Iteration 17F (61.356857 sec): 3 clusters Score: Raw -173997.495378 + Penalty 341.823692 = -173655.671686 nChanged 2 SP:Iteration 18Q (61.361637 sec): 3 clusters Score: Raw -173997.577387 + Penalty 342.013776 = -173655.563611 nChanged 3 SP:Iteration 19F (61.366975 sec): 3 clusters Score: Raw -173997.730435 + Penalty 342.247340 = -173655.483094 nChanged 2 SP:Iteration 20F (61.372157 sec): 3 clusters Score: Raw -173997.819160 + Penalty 342.345090 = -173655.474070 nChanged 1 SP:Iteration 21F (61.377370 sec): 3 clusters Score: Raw -173997.871943 + Penalty 342.345090 = -173655.526853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.382878 sec): 2 clusters Score: Raw -40840.879545 + Penalty 197.159607 = -40643.719938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.384240 sec): 3 clusters Score: Raw -40439.497273 + Penalty 392.759338 = -40046.737935 nChanged 283 SP:Iteration 1F (61.385579 sec): 3 clusters Score: Raw -40614.535105 + Penalty 386.848941 = -40227.686164 nChanged 96 SP:Iteration 2F (61.386953 sec): 3 clusters Score: Raw -40687.083626 + Penalty 380.632011 = -40306.451615 nChanged 64 SP:Iteration 3F (61.388309 sec): 3 clusters Score: Raw -40748.598119 + Penalty 379.454161 = -40369.143958 nChanged 42 SP:Iteration 4F (61.389671 sec): 3 clusters Score: Raw -40790.203070 + Penalty 376.711543 = -40413.491527 nChanged 34 SP:Iteration 5F (61.391044 sec): 3 clusters Score: Raw -40811.548396 + Penalty 377.791997 = -40433.756399 nChanged 18 SP:Iteration 6Q (61.392391 sec): 3 clusters Score: Raw -40824.193532 + Penalty 374.617096 = -40449.576437 nChanged 18 SP:Iteration 7Q (61.393721 sec): 3 clusters Score: Raw -40834.487660 + Penalty 374.403577 = -40460.084083 nChanged 11 SP:Iteration 8Q (61.395048 sec): 3 clusters Score: Raw -40838.265784 + Penalty 374.248504 = -40464.017280 nChanged 10 SP:Iteration 9Q (61.396347 sec): 3 clusters Score: Raw -40840.636697 + Penalty 375.411778 = -40465.224919 nChanged 9 SP:Iteration 10F (61.397709 sec): 3 clusters Score: Raw -40843.271502 + Penalty 376.853641 = -40466.417861 nChanged 10 SP:Iteration 11Q (61.399018 sec): 3 clusters Score: Raw -40847.205186 + Penalty 379.720709 = -40467.484477 nChanged 10 SP:Iteration 12Q (61.400290 sec): 3 clusters Score: Raw -40852.420732 + Penalty 378.594174 = -40473.826559 nChanged 5 SP:Iteration 13Q (61.401555 sec): 3 clusters Score: Raw -40854.755729 + Penalty 380.676286 = -40474.079442 nChanged 6 SP:Iteration 14Q (61.402813 sec): 3 clusters Score: Raw -40857.229540 + Penalty 380.873305 = -40476.356235 nChanged 2 SP:Iteration 15Q (61.404050 sec): 3 clusters Score: Raw -40858.283978 + Penalty 381.398486 = -40476.885492 nChanged 2 SP:Iteration 16Q (61.405314 sec): 3 clusters Score: Raw -40859.022850 + Penalty 381.572809 = -40477.450041 nChanged 2 SP:Iteration 17Q (61.406544 sec): 3 clusters Score: Raw -40859.230953 + Penalty 381.572809 = -40477.658145 nChanged 0 SP:Iteration 18F (61.407901 sec): 3 clusters Score: Raw -40859.230953 + Penalty 381.572809 = -40477.658145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 7 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.410907 sec): 2 clusters Score: Raw -21093.775360 + Penalty 453.809662 = -20639.965699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.411709 sec): 3 clusters Score: Raw -20928.860911 + Penalty 908.164259 = -20020.696652 nChanged 107 SP:Iteration 1F (61.412519 sec): 3 clusters Score: Raw -21003.240919 + Penalty 914.446086 = -20088.794834 nChanged 44 SP:Iteration 2F (61.413309 sec): 3 clusters Score: Raw -21054.506488 + Penalty 927.416347 = -20127.090141 nChanged 31 SP:Iteration 3F (61.414097 sec): 3 clusters Score: Raw -21097.294279 + Penalty 950.444295 = -20146.849983 nChanged 21 SP:Iteration 4F (61.414884 sec): 3 clusters Score: Raw -21127.504578 + Penalty 966.217997 = -20161.286581 nChanged 12 SP:Iteration 5Q (61.415660 sec): 3 clusters Score: Raw -21143.972203 + Penalty 972.329171 = -20171.643031 nChanged 8 SP:Iteration 6Q (61.416426 sec): 3 clusters Score: Raw -21154.071744 + Penalty 976.836976 = -20177.234768 nChanged 5 SP:Iteration 7Q (61.417190 sec): 3 clusters Score: Raw -21164.124641 + Penalty 975.189414 = -20188.935227 nChanged 2 SP:Iteration 8Q (61.417946 sec): 3 clusters Score: Raw -21166.583907 + Penalty 973.857048 = -20192.726859 nChanged 1 SP:Iteration 9Q (61.418701 sec): 3 clusters Score: Raw -21168.410057 + Penalty 974.599884 = -20193.810173 nChanged 2 SP:Iteration 10F (61.419487 sec): 3 clusters Score: Raw -21169.300506 + Penalty 974.599884 = -20194.700622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.420949 sec): 2 clusters Score: Raw -23910.468025 + Penalty 493.295104 = -23417.172921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.421830 sec): 3 clusters Score: Raw -23773.820713 + Penalty 986.507586 = -22787.313127 nChanged 104 SP:Iteration 1F (61.422698 sec): 3 clusters Score: Raw -23842.436887 + Penalty 986.554371 = -22855.882515 nChanged 29 SP:Iteration 2F (61.423566 sec): 3 clusters Score: Raw -23870.084465 + Penalty 986.389419 = -22883.695046 nChanged 15 SP:Iteration 3Q (61.424426 sec): 3 clusters Score: Raw -23889.036090 + Penalty 986.535371 = -22902.500720 nChanged 18 SP:Iteration 4Q (61.425308 sec): 3 clusters Score: Raw -23903.433400 + Penalty 986.547164 = -22916.886236 nChanged 8 SP:Iteration 5Q (61.426161 sec): 3 clusters Score: Raw -23911.667721 + Penalty 986.498809 = -22925.168912 nChanged 7 SP:Iteration 6Q (61.427018 sec): 3 clusters Score: Raw -23920.206893 + Penalty 986.958775 = -22933.248119 nChanged 8 SP:Iteration 7Q (61.427870 sec): 3 clusters Score: Raw -23932.410437 + Penalty 987.148461 = -22945.261977 nChanged 3 SP:Iteration 8Q (61.428777 sec): 3 clusters Score: Raw -23934.335116 + Penalty 987.174263 = -22947.160853 nChanged 2 SP:Iteration 9Q (61.429667 sec): 3 clusters Score: Raw -23935.334912 + Penalty 987.186004 = -22948.148908 nChanged 2 SP:Iteration 10F (61.430569 sec): 3 clusters Score: Raw -23936.635982 + Penalty 987.305349 = -22949.330634 nChanged 1 SP:Iteration 11Q (61.431452 sec): 3 clusters Score: Raw -23936.795570 + Penalty 987.305349 = -22949.490221 nChanged 0 SP:Iteration 12F (61.432353 sec): 3 clusters Score: Raw -23936.795570 + Penalty 987.305349 = -22949.490221 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.442311 sec): 2 clusters Score: Raw -119698.226953 + Penalty 137.550083 = -119560.676870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.446033 sec): 3 clusters Score: Raw -118429.477962 + Penalty 293.330831 = -118136.147130 nChanged 916 SP:Iteration 1F (61.449689 sec): 3 clusters Score: Raw -119390.248699 + Penalty 305.910899 = -119084.337800 nChanged 224 SP:Iteration 2F (61.453338 sec): 3 clusters Score: Raw -119592.658361 + Penalty 308.501825 = -119284.156535 nChanged 87 SP:Iteration 3Q (61.456991 sec): 3 clusters Score: Raw -119639.376130 + Penalty 309.028933 = -119330.347198 nChanged 47 SP:Iteration 4Q (61.460677 sec): 3 clusters Score: Raw -119652.273664 + Penalty 308.716292 = -119343.557373 nChanged 23 SP:Iteration 5Q (61.464363 sec): 3 clusters Score: Raw -119656.779700 + Penalty 308.870605 = -119347.909095 nChanged 12 SP:Iteration 6Q (61.467913 sec): 3 clusters Score: Raw -119659.134226 + Penalty 309.777552 = -119349.356674 nChanged 10 SP:Iteration 7Q (61.471457 sec): 3 clusters Score: Raw -119662.068643 + Penalty 310.867776 = -119351.200867 nChanged 11 SP:Iteration 8Q (61.475022 sec): 3 clusters Score: Raw -119664.746750 + Penalty 312.560771 = -119352.185979 nChanged 12 SP:Iteration 9Q (61.478627 sec): 3 clusters Score: Raw -119667.602119 + Penalty 315.039665 = -119352.562454 nChanged 18 SP:Iteration 10F (61.482286 sec): 3 clusters Score: Raw -119672.294722 + Penalty 317.915253 = -119354.379469 nChanged 16 SP:Iteration 11Q (61.485787 sec): 3 clusters Score: Raw -119675.620503 + Penalty 321.319188 = -119354.301315 nChanged 18 SP:Iteration 12F (61.489435 sec): 3 clusters Score: Raw -119678.805222 + Penalty 324.004768 = -119354.800454 nChanged 17 SP:Iteration 13Q (61.492922 sec): 3 clusters Score: Raw -119681.917570 + Penalty 326.096248 = -119355.821323 nChanged 14 SP:Iteration 14Q (61.496492 sec): 3 clusters Score: Raw -119684.183201 + Penalty 328.152807 = -119356.030395 nChanged 15 SP:Iteration 15Q (61.499989 sec): 3 clusters Score: Raw -119687.795060 + Penalty 329.767876 = -119358.027184 nChanged 14 SP:Iteration 16Q (61.503449 sec): 3 clusters Score: Raw -119691.079005 + Penalty 330.938736 = -119360.140268 nChanged 8 SP:Iteration 17Q (61.506902 sec): 3 clusters Score: Raw -119692.388578 + Penalty 331.751434 = -119360.637144 nChanged 6 SP:Iteration 18Q (61.510347 sec): 3 clusters Score: Raw -119692.957451 + Penalty 331.751434 = -119361.206017 nChanged 0 SP:Iteration 19F (61.514001 sec): 3 clusters Score: Raw -119692.957451 + Penalty 331.751434 = -119361.206017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.518267 sec): 2 clusters Score: Raw -17849.103758 + Penalty 285.278856 = -17563.824902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.518960 sec): 3 clusters Score: Raw -17738.588589 + Penalty 622.130962 = -17116.457627 nChanged 88 SP:Iteration 1F (61.519641 sec): 3 clusters Score: Raw -17830.448547 + Penalty 676.146734 = -17154.301813 nChanged 29 SP:Iteration 2F (61.520319 sec): 3 clusters Score: Raw -17879.971635 + Penalty 704.933218 = -17175.038417 nChanged 10 SP:Iteration 3Q (61.520988 sec): 3 clusters Score: Raw -17900.868420 + Penalty 711.765097 = -17189.103323 nChanged 2 SP:Iteration 4Q (61.521628 sec): 3 clusters Score: Raw -17902.111723 + Penalty 717.211716 = -17184.900007 nChanged 2 SP:Iteration 5F (61.522306 sec): 3 clusters Score: Raw -17905.577712 + Penalty 721.799880 = -17183.777833 nChanged 1 SP:Iteration 6F (61.522983 sec): 3 clusters Score: Raw -17906.443861 + Penalty 721.799880 = -17184.643982 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 14 (3003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.536510 sec): 2 clusters Score: Raw -181469.093556 + Penalty 188.631255 = -181280.462301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.542019 sec): 3 clusters Score: Raw -179585.952550 + Penalty 378.375310 = -179207.577240 nChanged 1363 SP:Iteration 1F (61.547599 sec): 3 clusters Score: Raw -180577.854522 + Penalty 383.604676 = -180194.249846 nChanged 275 SP:Iteration 2F (61.552990 sec): 3 clusters Score: Raw -180697.050045 + Penalty 383.974369 = -180313.075676 nChanged 169 SP:Iteration 3F (61.558448 sec): 3 clusters Score: Raw -180783.682987 + Penalty 385.065647 = -180398.617340 nChanged 164 SP:Iteration 4F (61.563886 sec): 3 clusters Score: Raw -180884.016780 + Penalty 385.489023 = -180498.527758 nChanged 157 SP:Iteration 5F (61.569242 sec): 3 clusters Score: Raw -180988.743691 + Penalty 384.134069 = -180604.609622 nChanged 148 SP:Iteration 6Q (61.574628 sec): 3 clusters Score: Raw -181095.466589 + Penalty 382.910023 = -180712.556566 nChanged 111 SP:Iteration 7Q (61.580104 sec): 3 clusters Score: Raw -181173.733874 + Penalty 389.994383 = -180783.739491 nChanged 91 SP:Iteration 8Q (61.585565 sec): 3 clusters Score: Raw -181246.758071 + Penalty 394.101609 = -180852.656461 nChanged 89 SP:Iteration 9Q (61.590986 sec): 3 clusters Score: Raw -181326.593693 + Penalty 406.601140 = -180919.992553 nChanged 70 SP:Iteration 10F (61.596318 sec): 3 clusters Score: Raw -181387.938042 + Penalty 440.668220 = -180947.269822 nChanged 37 SP:Iteration 11Q (61.601714 sec): 3 clusters Score: Raw -181425.846036 + Penalty 512.070285 = -180913.775750 nChanged 29 SP:Iteration 12F (61.607045 sec): 3 clusters Score: Raw -181470.307867 + Penalty 587.087188 = -180883.220679 nChanged 12 SP:Iteration 13F (61.612367 sec): 3 clusters Score: Raw -181504.890637 + Penalty 618.481608 = -180886.409029 nChanged 8 SP:Iteration 14Q (61.616647 sec): 3 clusters Score: Raw -181547.534264 + Penalty 634.015983 = -180913.518282 nChanged 6 SP:Iteration 15Q (61.620828 sec): 3 clusters Score: Raw -181557.708908 + Penalty 628.711217 = -180928.997691 nChanged 5 SP:Iteration 16Q (61.624982 sec): 3 clusters Score: Raw -181566.210790 + Penalty 633.699046 = -180932.511744 nChanged 4 SP:Iteration 17Q (61.629181 sec): 3 clusters Score: Raw -181570.333778 + Penalty 629.264715 = -180941.069063 nChanged 2 SP:Iteration 18Q (61.633475 sec): 3 clusters Score: Raw -181571.407501 + Penalty 629.264715 = -180942.142787 nChanged 0 SP:Iteration 19F (61.639158 sec): 3 clusters Score: Raw -181571.407501 + Penalty 629.264715 = -180942.142787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.642924 sec): 2 clusters Score: Raw -38689.618613 + Penalty 204.163275 = -38485.455338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.644255 sec): 3 clusters Score: Raw -38357.146490 + Penalty 407.394774 = -37949.751716 nChanged 255 SP:Iteration 1F (61.645571 sec): 3 clusters Score: Raw -38547.011906 + Penalty 398.807907 = -38148.203999 nChanged 86 SP:Iteration 2F (61.646916 sec): 3 clusters Score: Raw -38626.159894 + Penalty 395.151517 = -38231.008377 nChanged 57 SP:Iteration 3F (61.648225 sec): 3 clusters Score: Raw -38680.733389 + Penalty 394.469565 = -38286.263824 nChanged 31 SP:Iteration 4Q (61.649514 sec): 3 clusters Score: Raw -38717.227507 + Penalty 395.010683 = -38322.216825 nChanged 28 SP:Iteration 5Q (61.650794 sec): 3 clusters Score: Raw -38754.669365 + Penalty 396.887458 = -38357.781906 nChanged 17 SP:Iteration 6Q (61.652058 sec): 3 clusters Score: Raw -38767.123073 + Penalty 397.990630 = -38369.132442 nChanged 5 SP:Iteration 7Q (61.653303 sec): 3 clusters Score: Raw -38769.049805 + Penalty 397.963049 = -38371.086756 nChanged 1 SP:Iteration 8Q (61.654543 sec): 3 clusters Score: Raw -38769.399235 + Penalty 397.980951 = -38371.418284 nChanged 2 SP:Iteration 9Q (61.655782 sec): 3 clusters Score: Raw -38769.609790 + Penalty 397.980951 = -38371.628839 nChanged 0 SP:Iteration 10F (61.657092 sec): 3 clusters Score: Raw -38769.609790 + Penalty 397.980951 = -38371.628839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.658557 sec): 2 clusters Score: Raw -24170.879787 + Penalty 195.257109 = -23975.622679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.659418 sec): 3 clusters Score: Raw -23988.976255 + Penalty 389.106906 = -23599.869349 nChanged 149 SP:Iteration 1F (61.660260 sec): 3 clusters Score: Raw -24099.552768 + Penalty 391.944352 = -23707.608416 nChanged 52 SP:Iteration 2F (61.661101 sec): 3 clusters Score: Raw -24158.636220 + Penalty 397.352140 = -23761.284079 nChanged 40 SP:Iteration 3F (61.661944 sec): 3 clusters Score: Raw -24203.380481 + Penalty 398.600434 = -23804.780046 nChanged 18 SP:Iteration 4Q (61.662768 sec): 3 clusters Score: Raw -24220.541015 + Penalty 400.259066 = -23820.281949 nChanged 12 SP:Iteration 5Q (61.663589 sec): 3 clusters Score: Raw -24229.984990 + Penalty 401.160142 = -23828.824848 nChanged 6 SP:Iteration 6Q (61.664407 sec): 3 clusters Score: Raw -24234.715280 + Penalty 400.999533 = -23833.715747 nChanged 5 SP:Iteration 7Q (61.665222 sec): 3 clusters Score: Raw -24238.360814 + Penalty 400.365564 = -23837.995250 nChanged 2 SP:Iteration 8Q (61.666038 sec): 3 clusters Score: Raw -24239.612902 + Penalty 399.993910 = -23839.618992 nChanged 1 SP:Iteration 9Q (61.666857 sec): 3 clusters Score: Raw -24240.013814 + Penalty 399.628070 = -23840.385744 nChanged 1 SP:Iteration 10F (61.667695 sec): 3 clusters Score: Raw -24240.956487 + Penalty 399.628070 = -23841.328417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.668551 sec): 2 clusters Score: Raw -10282.638215 + Penalty 219.787256 = -10062.850959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.669034 sec): 3 clusters Score: Raw -10237.343005 + Penalty 440.708155 = -9796.634849 nChanged 41 SP:Iteration 1F (61.669510 sec): 3 clusters Score: Raw -10287.704893 + Penalty 442.288972 = -9845.415921 nChanged 10 SP:Iteration 2F (61.669985 sec): 3 clusters Score: Raw -10300.767050 + Penalty 441.785090 = -9858.981960 nChanged 5 SP:Iteration 3Q (61.670455 sec): 3 clusters Score: Raw -10306.957371 + Penalty 445.759858 = -9861.197512 nChanged 5 SP:Iteration 4Q (61.670922 sec): 3 clusters Score: Raw -10313.036392 + Penalty 449.539479 = -9863.496913 nChanged 4 SP:Iteration 5Q (61.671388 sec): 3 clusters Score: Raw -10318.045878 + Penalty 451.357622 = -9866.688256 nChanged 1 SP:Iteration 6Q (61.671846 sec): 3 clusters Score: Raw -10318.676559 + Penalty 453.024539 = -9865.652020 nChanged 1 SP:Iteration 7F (61.672320 sec): 3 clusters Score: Raw -10319.691783 + Penalty 453.024539 = -9866.667243 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.677033 sec): 2 clusters Score: Raw -62674.141715 + Penalty 487.123637 = -62187.018078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.678831 sec): 3 clusters Score: Raw -62147.690005 + Penalty 973.841323 = -61173.848682 nChanged 346 SP:Iteration 1F (61.680606 sec): 3 clusters Score: Raw -62328.793512 + Penalty 973.509561 = -61355.283951 nChanged 139 SP:Iteration 2F (61.682372 sec): 3 clusters Score: Raw -62436.516568 + Penalty 972.943252 = -61463.573317 nChanged 82 SP:Iteration 3F (61.684137 sec): 3 clusters Score: Raw -62498.664476 + Penalty 972.957416 = -61525.707061 nChanged 54 SP:Iteration 4F (61.685901 sec): 3 clusters Score: Raw -62539.227766 + Penalty 972.399901 = -61566.827865 nChanged 37 SP:Iteration 5Q (61.687695 sec): 3 clusters Score: Raw -62554.353393 + Penalty 971.218668 = -61583.134725 nChanged 28 SP:Iteration 6Q (61.689465 sec): 3 clusters Score: Raw -62570.294920 + Penalty 970.258737 = -61600.036182 nChanged 20 SP:Iteration 7Q (61.691190 sec): 3 clusters Score: Raw -62575.517139 + Penalty 969.278127 = -61606.239012 nChanged 11 SP:Iteration 8Q (61.692917 sec): 3 clusters Score: Raw -62579.587102 + Penalty 968.040751 = -61611.546351 nChanged 12 SP:Iteration 9Q (61.694677 sec): 3 clusters Score: Raw -62583.117792 + Penalty 966.279416 = -61616.838376 nChanged 14 SP:Iteration 10F (61.696457 sec): 3 clusters Score: Raw -62590.146934 + Penalty 963.523501 = -61626.623433 nChanged 24 SP:Iteration 11Q (61.698191 sec): 3 clusters Score: Raw -62602.565587 + Penalty 957.823156 = -61644.742431 nChanged 30 SP:Iteration 12Q (61.699919 sec): 3 clusters Score: Raw -62616.077605 + Penalty 953.630573 = -61662.447031 nChanged 28 SP:Iteration 13Q (61.701685 sec): 3 clusters Score: Raw -62628.357501 + Penalty 948.343065 = -61680.014436 nChanged 25 SP:Iteration 14Q (61.703443 sec): 3 clusters Score: Raw -62642.795580 + Penalty 942.957004 = -61699.838576 nChanged 23 SP:Iteration 15Q (61.705160 sec): 3 clusters Score: Raw -62654.754942 + Penalty 940.231794 = -61714.523148 nChanged 16 SP:Iteration 16Q (61.706884 sec): 3 clusters Score: Raw -62662.978302 + Penalty 938.515228 = -61724.463074 nChanged 12 SP:Iteration 17Q (61.708602 sec): 3 clusters Score: Raw -62667.601965 + Penalty 937.893872 = -61729.708092 nChanged 9 SP:Iteration 18Q (61.710318 sec): 3 clusters Score: Raw -62669.458441 + Penalty 937.309731 = -61732.148710 nChanged 8 SP:Iteration 19Q (61.712036 sec): 3 clusters Score: Raw -62671.104660 + Penalty 936.927968 = -61734.176693 nChanged 5 SP:Iteration 20F (61.713798 sec): 3 clusters Score: Raw -62672.246288 + Penalty 935.919117 = -61736.327171 nChanged 4 SP:Iteration 21Q (61.715529 sec): 3 clusters Score: Raw -62673.185194 + Penalty 936.016851 = -61737.168343 nChanged 3 SP:Iteration 22Q (61.717261 sec): 3 clusters Score: Raw -62674.425894 + Penalty 936.664916 = -61737.760978 nChanged 3 SP:Iteration 23Q (61.718986 sec): 3 clusters Score: Raw -62674.707427 + Penalty 936.593553 = -61738.113874 nChanged 1 SP:Iteration 24Q (61.720710 sec): 3 clusters Score: Raw -62674.853048 + Penalty 936.593553 = -61738.259494 nChanged 0 SP:Iteration 25F (61.722471 sec): 3 clusters Score: Raw -62674.853048 + Penalty 936.593553 = -61738.259494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.725122 sec): 2 clusters Score: Raw -15633.925171 + Penalty 219.320890 = -15414.604280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.725834 sec): 3 clusters Score: Raw -15520.573161 + Penalty 440.140390 = -15080.432771 nChanged 71 SP:Iteration 1F (61.726534 sec): 3 clusters Score: Raw -15562.962610 + Penalty 441.638983 = -15121.323627 nChanged 25 SP:Iteration 2F (61.727238 sec): 3 clusters Score: Raw -15588.040249 + Penalty 442.174318 = -15145.865931 nChanged 20 SP:Iteration 3F (61.727937 sec): 3 clusters Score: Raw -15606.684514 + Penalty 442.931550 = -15163.752963 nChanged 9 SP:Iteration 4Q (61.728627 sec): 3 clusters Score: Raw -15614.262636 + Penalty 444.706197 = -15169.556438 nChanged 7 SP:Iteration 5Q (61.729315 sec): 3 clusters Score: Raw -15620.350377 + Penalty 446.066045 = -15174.284332 nChanged 6 SP:Iteration 6Q (61.730001 sec): 3 clusters Score: Raw -15627.646103 + Penalty 450.914684 = -15176.731419 nChanged 9 SP:Iteration 7Q (61.730684 sec): 3 clusters Score: Raw -15638.321458 + Penalty 456.017545 = -15182.303913 nChanged 13 SP:Iteration 8Q (61.731383 sec): 3 clusters Score: Raw -15651.916143 + Penalty 461.864447 = -15190.051696 nChanged 12 SP:Iteration 9Q (61.732054 sec): 3 clusters Score: Raw -15659.033021 + Penalty 464.724160 = -15194.308861 nChanged 8 SP:Iteration 10F (61.732751 sec): 3 clusters Score: Raw -15668.264677 + Penalty 463.053118 = -15205.211559 nChanged 12 SP:Iteration 11Q (61.733415 sec): 3 clusters Score: Raw -15679.193367 + Penalty 464.185476 = -15215.007891 nChanged 7 SP:Iteration 12Q (61.734079 sec): 3 clusters Score: Raw -15690.658799 + Penalty 463.661444 = -15226.997356 nChanged 6 SP:Iteration 13Q (61.734738 sec): 3 clusters Score: Raw -15696.169599 + Penalty 463.661444 = -15232.508155 nChanged 0 SP:Iteration 14F (61.735464 sec): 3 clusters Score: Raw -15696.169599 + Penalty 463.661444 = -15232.508155 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 25 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.742802 sec): 2 clusters Score: Raw -81961.116609 + Penalty 146.903711 = -81814.212898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.745398 sec): 3 clusters Score: Raw -81073.948733 + Penalty 294.316487 = -80779.632246 nChanged 603 SP:Iteration 1F (61.747935 sec): 3 clusters Score: Raw -81625.885770 + Penalty 289.186636 = -81336.699133 nChanged 210 SP:Iteration 2F (61.750464 sec): 3 clusters Score: Raw -81780.082567 + Penalty 286.055635 = -81494.026932 nChanged 72 SP:Iteration 3F (61.752995 sec): 3 clusters Score: Raw -81817.252381 + Penalty 285.759281 = -81531.493100 nChanged 27 SP:Iteration 4Q (61.755484 sec): 3 clusters Score: Raw -81840.322483 + Penalty 286.136660 = -81554.185822 nChanged 18 SP:Iteration 5Q (61.757952 sec): 3 clusters Score: Raw -81848.989670 + Penalty 286.366853 = -81562.622817 nChanged 12 SP:Iteration 6Q (61.760430 sec): 3 clusters Score: Raw -81851.477808 + Penalty 286.204136 = -81565.273671 nChanged 6 SP:Iteration 7Q (61.762880 sec): 3 clusters Score: Raw -81852.597021 + Penalty 286.210180 = -81566.386842 nChanged 6 SP:Iteration 8Q (61.765329 sec): 3 clusters Score: Raw -81853.641964 + Penalty 286.276133 = -81567.365831 nChanged 8 SP:Iteration 9Q (61.767775 sec): 3 clusters Score: Raw -81854.419035 + Penalty 286.638426 = -81567.780609 nChanged 5 SP:Iteration 10F (61.770297 sec): 3 clusters Score: Raw -81855.257101 + Penalty 286.750145 = -81568.506956 nChanged 2 SP:Iteration 11Q (61.772743 sec): 3 clusters Score: Raw -81855.311865 + Penalty 286.819938 = -81568.491927 nChanged 1 SP:Iteration 12F (61.775265 sec): 3 clusters Score: Raw -81855.334566 + Penalty 286.821782 = -81568.512784 nChanged 1 SP:Iteration 13Q (61.777705 sec): 3 clusters Score: Raw -81855.359214 + Penalty 286.913011 = -81568.446203 nChanged 1 SP:Iteration 14F (61.780219 sec): 3 clusters Score: Raw -81855.401263 + Penalty 286.913011 = -81568.488253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.783677 sec): 2 clusters Score: Raw -22542.273075 + Penalty 260.499341 = -22281.773734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.784541 sec): 3 clusters Score: Raw -22366.257082 + Penalty 525.578013 = -21840.679069 nChanged 145 SP:Iteration 1F (61.785367 sec): 3 clusters Score: Raw -22462.165675 + Penalty 529.216647 = -21932.949027 nChanged 27 SP:Iteration 2F (61.786191 sec): 3 clusters Score: Raw -22477.469219 + Penalty 535.284298 = -21942.184920 nChanged 17 SP:Iteration 3Q (61.787010 sec): 3 clusters Score: Raw -22492.140840 + Penalty 546.324825 = -21945.816015 nChanged 23 SP:Iteration 4F (61.787834 sec): 3 clusters Score: Raw -22513.457377 + Penalty 561.477329 = -21951.980049 nChanged 27 SP:Iteration 5F (61.788656 sec): 3 clusters Score: Raw -22548.182593 + Penalty 591.952756 = -21956.229837 nChanged 27 SP:Iteration 6F (61.789478 sec): 3 clusters Score: Raw -22582.144875 + Penalty 610.577184 = -21971.567691 nChanged 10 SP:Iteration 7Q (61.790245 sec): 3 clusters Score: Raw -22596.027725 + Penalty 614.560761 = -21981.466964 nChanged 4 SP:Iteration 8Q (61.790979 sec): 3 clusters Score: Raw -22601.668416 + Penalty 618.271518 = -21983.396899 nChanged 2 SP:Iteration 9Q (61.791702 sec): 3 clusters Score: Raw -22603.905025 + Penalty 617.853050 = -21986.051975 nChanged 1 SP:Iteration 10F (61.792523 sec): 3 clusters Score: Raw -22604.406663 + Penalty 617.853050 = -21986.553613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.794313 sec): 2 clusters Score: Raw -16333.515705 + Penalty 618.719429 = -15714.796276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.795076 sec): 3 clusters Score: Raw -16286.165796 + Penalty 1242.242268 = -15043.923528 nChanged 82 SP:Iteration 1F (61.795795 sec): 3 clusters Score: Raw -16472.432935 + Penalty 1247.013437 = -15225.419497 nChanged 25 SP:Iteration 2F (61.796512 sec): 3 clusters Score: Raw -16527.956390 + Penalty 1247.633694 = -15280.322697 nChanged 14 SP:Iteration 3Q (61.797195 sec): 3 clusters Score: Raw -16558.118656 + Penalty 1247.901411 = -15310.217245 nChanged 3 SP:Iteration 4Q (61.797868 sec): 3 clusters Score: Raw -16564.088892 + Penalty 1250.244891 = -15313.844001 nChanged 2 SP:Iteration 5Q (61.798538 sec): 3 clusters Score: Raw -16566.960648 + Penalty 1253.824705 = -15313.135943 nChanged 3 SP:Iteration 6F (61.799255 sec): 3 clusters Score: Raw -16571.637537 + Penalty 1260.741215 = -15310.896322 nChanged 3 SP:Iteration 7F (61.799972 sec): 3 clusters Score: Raw -16575.330792 + Penalty 1262.181922 = -15313.148870 nChanged 1 SP:Iteration 8Q (61.800633 sec): 3 clusters Score: Raw -16580.601914 + Penalty 1265.896703 = -15314.705211 nChanged 3 SP:Iteration 9Q (61.801291 sec): 3 clusters Score: Raw -16588.856646 + Penalty 1266.032019 = -15322.824626 nChanged 1 SP:Iteration 10F (61.802009 sec): 3 clusters Score: Raw -16591.213464 + Penalty 1266.032019 = -15325.181445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.803960 sec): 2 clusters Score: Raw -26844.617257 + Penalty 493.494344 = -26351.122913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.805041 sec): 3 clusters Score: Raw -26643.905602 + Penalty 986.747016 = -25657.158585 nChanged 130 SP:Iteration 1F (61.806106 sec): 3 clusters Score: Raw -26817.190501 + Penalty 986.923390 = -25830.267111 nChanged 69 SP:Iteration 2F (61.807170 sec): 3 clusters Score: Raw -26914.701871 + Penalty 986.988688 = -25927.713183 nChanged 33 SP:Iteration 3F (61.808231 sec): 3 clusters Score: Raw -26952.709525 + Penalty 987.911576 = -25964.797949 nChanged 12 SP:Iteration 4Q (61.809252 sec): 3 clusters Score: Raw -26974.544418 + Penalty 988.355445 = -25986.188973 nChanged 9 SP:Iteration 5Q (61.810270 sec): 3 clusters Score: Raw -26981.425056 + Penalty 988.514890 = -25992.910166 nChanged 3 SP:Iteration 6Q (61.811284 sec): 3 clusters Score: Raw -26986.353572 + Penalty 988.870381 = -25997.483190 nChanged 5 SP:Iteration 7Q (61.812299 sec): 3 clusters Score: Raw -26990.979143 + Penalty 988.890040 = -26002.089103 nChanged 8 SP:Iteration 8Q (61.813309 sec): 3 clusters Score: Raw -26998.284595 + Penalty 989.238091 = -26009.046503 nChanged 4 SP:Iteration 9Q (61.814319 sec): 3 clusters Score: Raw -27001.268353 + Penalty 988.730214 = -26012.538139 nChanged 2 SP:Iteration 10F (61.815377 sec): 3 clusters Score: Raw -27002.006673 + Penalty 988.558843 = -26013.447829 nChanged 1 SP:Iteration 11Q (61.816386 sec): 3 clusters Score: Raw -27002.578871 + Penalty 988.558843 = -26014.020028 nChanged 0 SP:Iteration 12F (61.817447 sec): 3 clusters Score: Raw -27002.578871 + Penalty 988.558843 = -26014.020028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.818366 sec): 2 clusters Score: Raw -9792.239706 + Penalty 403.211630 = -9389.028076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.818863 sec): 3 clusters Score: Raw -9778.272232 + Penalty 807.324973 = -8970.947260 nChanged 32 SP:Iteration 1F (61.819353 sec): 3 clusters Score: Raw -9822.579799 + Penalty 809.665502 = -9012.914297 nChanged 8 SP:Iteration 2Q (61.819834 sec): 3 clusters Score: Raw -9835.328001 + Penalty 809.140346 = -9026.187656 nChanged 4 SP:Iteration 3Q (61.820313 sec): 3 clusters Score: Raw -9839.631023 + Penalty 809.057327 = -9030.573696 nChanged 2 SP:Iteration 4Q (61.820790 sec): 3 clusters Score: Raw -9841.198547 + Penalty 807.611351 = -9033.587195 nChanged 4 SP:Iteration 5Q (61.821296 sec): 3 clusters Score: Raw -9850.023448 + Penalty 806.243724 = -9043.779724 nChanged 3 SP:Iteration 6Q (61.821771 sec): 3 clusters Score: Raw -9864.134679 + Penalty 805.711785 = -9058.422894 nChanged 4 SP:Iteration 7Q (61.822239 sec): 3 clusters Score: Raw -9877.990145 + Penalty 805.727546 = -9072.262599 nChanged 2 SP:Iteration 8Q (61.822701 sec): 3 clusters Score: Raw -9889.883003 + Penalty 805.727546 = -9084.155457 nChanged 0 SP:Iteration 9F (61.823188 sec): 3 clusters Score: Raw -9889.883003 + Penalty 805.727546 = -9084.155457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.824117 sec): 2 clusters Score: Raw -10351.306004 + Penalty 222.509306 = -10128.796699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.824658 sec): 3 clusters Score: Raw -10316.152776 + Penalty 446.704260 = -9869.448515 nChanged 44 SP:Iteration 1F (61.825191 sec): 3 clusters Score: Raw -10399.267395 + Penalty 455.180783 = -9944.086612 nChanged 18 SP:Iteration 2F (61.825724 sec): 3 clusters Score: Raw -10436.924543 + Penalty 464.620882 = -9972.303661 nChanged 9 SP:Iteration 3Q (61.826233 sec): 3 clusters Score: Raw -10455.609034 + Penalty 476.837528 = -9978.771506 nChanged 6 SP:Iteration 4Q (61.826734 sec): 3 clusters Score: Raw -10468.333187 + Penalty 495.110968 = -9973.222219 nChanged 8 SP:Iteration 5F (61.827266 sec): 3 clusters Score: Raw -10492.176077 + Penalty 520.359720 = -9971.816357 nChanged 7 SP:Iteration 6F (61.827798 sec): 3 clusters Score: Raw -10511.131596 + Penalty 531.938315 = -9979.193281 nChanged 3 SP:Iteration 7Q (61.828269 sec): 3 clusters Score: Raw -10516.365757 + Penalty 539.315500 = -9977.050257 nChanged 2 SP:Iteration 8F (61.828800 sec): 3 clusters Score: Raw -10525.886035 + Penalty 548.424083 = -9977.461952 nChanged 2 SP:Iteration 9Q (61.829267 sec): 3 clusters Score: Raw -10532.536334 + Penalty 551.994652 = -9980.541682 nChanged 1 SP:Iteration 10F (61.829797 sec): 3 clusters Score: Raw -10534.452505 + Penalty 554.716345 = -9979.736161 nChanged 1 SP:Iteration 11F (61.830327 sec): 3 clusters Score: Raw -10535.549819 + Penalty 554.716345 = -9980.833474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.831661 sec): 2 clusters Score: Raw -22040.775619 + Penalty 86.468623 = -21954.306995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.832499 sec): 3 clusters Score: Raw -21823.341572 + Penalty 172.534217 = -21650.807355 nChanged 150 SP:Iteration 1F (61.833323 sec): 3 clusters Score: Raw -21963.409339 + Penalty 151.446658 = -21811.962680 nChanged 39 SP:Iteration 2F (61.834167 sec): 3 clusters Score: Raw -22014.862891 + Penalty 148.475289 = -21866.387602 nChanged 17 SP:Iteration 3Q (61.834976 sec): 3 clusters Score: Raw -22024.321036 + Penalty 146.505412 = -21877.815624 nChanged 9 SP:Iteration 4Q (61.835776 sec): 3 clusters Score: Raw -22026.229758 + Penalty 146.623061 = -21879.606697 nChanged 3 SP:Iteration 5Q (61.836575 sec): 3 clusters Score: Raw -22026.820650 + Penalty 145.580446 = -21881.240204 nChanged 3 SP:Iteration 6Q (61.837376 sec): 3 clusters Score: Raw -22027.702434 + Penalty 145.204303 = -21882.498131 nChanged 2 SP:Iteration 7Q (61.838207 sec): 3 clusters Score: Raw -22027.893730 + Penalty 145.514732 = -21882.378998 nChanged 1 SP:Iteration 8F (61.839068 sec): 3 clusters Score: Raw -22027.982998 + Penalty 144.839839 = -21883.143160 nChanged 1 SP:Iteration 9Q (61.839904 sec): 3 clusters Score: Raw -22028.120390 + Penalty 144.839839 = -21883.280551 nChanged 0 SP:Iteration 10F (61.840761 sec): 3 clusters Score: Raw -22028.120390 + Penalty 144.839839 = -21883.280551 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 78 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.844280 sec): 2 clusters Score: Raw -58773.161078 + Penalty 167.553644 = -58605.607434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.846138 sec): 3 clusters Score: Raw -58207.591568 + Penalty 334.532996 = -57873.058572 nChanged 415 SP:Iteration 1F (61.847951 sec): 3 clusters Score: Raw -58427.166167 + Penalty 332.395074 = -58094.771093 nChanged 129 SP:Iteration 2F (61.849758 sec): 3 clusters Score: Raw -58528.212727 + Penalty 332.011724 = -58196.201003 nChanged 105 SP:Iteration 3F (61.851566 sec): 3 clusters Score: Raw -58615.259028 + Penalty 338.774576 = -58276.484453 nChanged 72 SP:Iteration 4F (61.853373 sec): 3 clusters Score: Raw -58662.333161 + Penalty 345.029373 = -58317.303788 nChanged 36 SP:Iteration 5Q (61.855182 sec): 3 clusters Score: Raw -58679.860509 + Penalty 349.648317 = -58330.212193 nChanged 29 SP:Iteration 6Q (61.856990 sec): 3 clusters Score: Raw -58694.422789 + Penalty 357.449171 = -58336.973618 nChanged 25 SP:Iteration 7Q (61.858798 sec): 3 clusters Score: Raw -58710.639021 + Penalty 368.218887 = -58342.420135 nChanged 26 SP:Iteration 8Q (61.860649 sec): 3 clusters Score: Raw -58727.100833 + Penalty 384.679789 = -58342.421044 nChanged 24 SP:Iteration 9Q (61.862490 sec): 3 clusters Score: Raw -58741.113540 + Penalty 396.217509 = -58344.896031 nChanged 17 SP:Iteration 10F (61.864321 sec): 3 clusters Score: Raw -58753.261132 + Penalty 415.731039 = -58337.530093 nChanged 17 SP:Iteration 11F (61.866122 sec): 3 clusters Score: Raw -58770.375123 + Penalty 439.222020 = -58331.153103 nChanged 14 SP:Iteration 12F (61.867927 sec): 3 clusters Score: Raw -58786.708031 + Penalty 475.904438 = -58310.803593 nChanged 15 SP:Iteration 13F (61.869727 sec): 3 clusters Score: Raw -58813.137108 + Penalty 495.418918 = -58317.718190 nChanged 12 SP:Iteration 14Q (61.871483 sec): 3 clusters Score: Raw -58836.372701 + Penalty 510.201326 = -58326.171375 nChanged 6 SP:Iteration 15Q (61.873113 sec): 3 clusters Score: Raw -58851.097652 + Penalty 515.803348 = -58335.294304 nChanged 3 SP:Iteration 16Q (61.874646 sec): 3 clusters Score: Raw -58855.353505 + Penalty 518.312453 = -58337.041052 nChanged 3 SP:Iteration 17Q (61.876155 sec): 3 clusters Score: Raw -58857.819679 + Penalty 518.312453 = -58339.507227 nChanged 0 SP:Iteration 18F (61.877965 sec): 3 clusters Score: Raw -58857.819679 + Penalty 518.312453 = -58339.507227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 148 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.879971 sec): 2 clusters Score: Raw -21153.978206 + Penalty 184.985183 = -20968.993023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.880850 sec): 3 clusters Score: Raw -20979.933822 + Penalty 369.994389 = -20609.939433 nChanged 118 SP:Iteration 1F (61.881715 sec): 3 clusters Score: Raw -21121.297995 + Penalty 368.724710 = -20752.573285 nChanged 59 SP:Iteration 2F (61.882579 sec): 3 clusters Score: Raw -21188.474607 + Penalty 368.599292 = -20819.875315 nChanged 21 SP:Iteration 3F (61.883441 sec): 3 clusters Score: Raw -21205.635692 + Penalty 367.798864 = -20837.836829 nChanged 18 SP:Iteration 4Q (61.884269 sec): 3 clusters Score: Raw -21220.178807 + Penalty 367.769272 = -20852.409535 nChanged 11 SP:Iteration 5Q (61.885093 sec): 3 clusters Score: Raw -21227.725943 + Penalty 366.260009 = -20861.465933 nChanged 7 SP:Iteration 6Q (61.885909 sec): 3 clusters Score: Raw -21232.688217 + Penalty 366.263627 = -20866.424590 nChanged 5 SP:Iteration 7Q (61.886728 sec): 3 clusters Score: Raw -21236.187434 + Penalty 364.603302 = -20871.584133 nChanged 4 SP:Iteration 8Q (61.887541 sec): 3 clusters Score: Raw -21240.288266 + Penalty 361.144270 = -20879.143996 nChanged 6 SP:Iteration 9Q (61.888357 sec): 3 clusters Score: Raw -21245.625745 + Penalty 359.330174 = -20886.295571 nChanged 4 SP:Iteration 10F (61.889215 sec): 3 clusters Score: Raw -21249.053631 + Penalty 356.593358 = -20892.460273 nChanged 6 SP:Iteration 11Q (61.890052 sec): 3 clusters Score: Raw -21261.471470 + Penalty 353.898911 = -20907.572559 nChanged 3 SP:Iteration 12Q (61.890853 sec): 3 clusters Score: Raw -21266.386206 + Penalty 353.075448 = -20913.310758 nChanged 4 SP:Iteration 13Q (61.891648 sec): 3 clusters Score: Raw -21271.179697 + Penalty 352.871264 = -20918.308433 nChanged 1 SP:Iteration 14Q (61.892435 sec): 3 clusters Score: Raw -21272.258351 + Penalty 352.871264 = -20919.387087 nChanged 0 SP:Iteration 15F (61.893294 sec): 3 clusters Score: Raw -21272.258351 + Penalty 352.871264 = -20919.387087 nChanged 0 Time taken for this iteration:61.145614 seconds. 300->25 Clusters: Score -1544205.312945, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 189 (time per iteration =327.647386 ms) Total iterations: 1855 (time per iteration =33.382941 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4274483125.000000 (time per metric unit =14.487215ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 106862078125.000000 (time per metric unit=579.488600ps) That took 61.925356 seconds. FileBase PeterP-2013-09-04_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 0.18 and 0.27 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 19513 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 19513 points ------ Starting initial clusters from distinct float masks Not enough masks (198) to generate starting clusters (300), so starting with (199) clusters instead. Assigned 199 initial classes from 198 unique masks. Deleting Class 194 (1 points): Lose 4.694663 but Gain 1578.879264 Iteration 0F (2.381509 sec): 198 clusters Score: Raw -760774.950271 + Penalty 187932.335858 = -572842.614412 nChanged 3240 Deleting Class 143 (3 points): Lose 30.531923 but Gain 1554.063036 Iteration 1F (4.147445 sec): 192 clusters Score: Raw -764755.203356 + Penalty 184244.370448 = -580510.832909 nChanged 957 Deleting Class 168 (1 points): Lose 5.209940 but Gain 1518.119564 Iteration 2Q (4.348309 sec): 189 clusters Score: Raw -765953.169880 + Penalty 182261.446704 = -583691.723176 nChanged 590 Deleting Class 13 (2 points): Lose 14.388707 but Gain 1526.435559 Iteration 3Q (4.511805 sec): 187 clusters Score: Raw -766514.403497 + Penalty 180817.139086 = -585697.264411 nChanged 413 Deleting Class 167 (2 points): Lose 31.087386 but Gain 1522.061943 Iteration 4Q (4.655749 sec): 186 clusters Score: Raw -766803.734405 + Penalty 179547.683737 = -587256.050668 nChanged 292 Deleting Class 175 (1 points): Lose 5.658702 but Gain 1472.249352 Iteration 5Q (4.788770 sec): 185 clusters Score: Raw -767041.479710 + Penalty 178187.442235 = -588854.037475 nChanged 246 Deleting Class 122 (3 points): Lose 50.180704 but Gain 1506.027967 Iteration 6Q (4.916239 sec): 184 clusters Score: Raw -767182.491698 + Penalty 176953.431204 = -590229.060494 nChanged 217 Deleting Class 39 (1 points): Lose 10.462571 but Gain 1461.126546 Iteration 7Q (5.040789 sec): 183 clusters Score: Raw -767346.688620 + Penalty 175527.430405 = -591819.258215 nChanged 175 Deleting Class 177 (1 points): Lose 13.704580 but Gain 1463.961502 Iteration 8Q (5.161897 sec): 182 clusters Score: Raw -767437.944876 + Penalty 174093.950845 = -593343.994031 nChanged 175 Deleting Class 173 (2 points): Lose 26.500556 but Gain 1464.964866 Iteration 9Q (5.280954 sec): 181 clusters Score: Raw -767519.392411 + Penalty 172584.338951 = -594935.053460 nChanged 163 Deleting Class 116 (3 points): Lose 64.444858 but Gain 1500.663291 Iteration 10F (6.890867 sec): 180 clusters Score: Raw -767532.082142 + Penalty 171145.206951 = -596386.875192 nChanged 151 Deleting Class 24 (4 points): Lose 91.221455 but Gain 1509.718064 Iteration 11Q (7.007381 sec): 179 clusters Score: Raw -767530.887549 + Penalty 169813.133278 = -597717.754272 nChanged 140 Deleting Class 197 (4 points): Lose 24.558532 but Gain 1516.369961 Iteration 12Q (7.123194 sec): 178 clusters Score: Raw -767642.234015 + Penalty 168349.051459 = -599293.182556 nChanged 149 Deleting Class 159 (1 points): Lose 9.742812 but Gain 1422.601178 Iteration 13Q (7.239311 sec): 177 clusters Score: Raw -767722.922303 + Penalty 166956.795383 = -600766.126920 nChanged 151 Deleting Class 181 (3 points): Lose 44.666423 but Gain 1456.287747 Iteration 14Q (7.354511 sec): 176 clusters Score: Raw -767753.846661 + Penalty 165546.679161 = -602207.167500 nChanged 155 Deleting Class 121 (1 points): Lose 2.965898 but Gain 1375.654721 Iteration 15Q (7.469163 sec): 175 clusters Score: Raw -767834.807043 + Penalty 164209.141253 = -603625.665790 nChanged 134 Deleting Class 95 (14 points): Lose 143.464215 but Gain 1508.651164 Iteration 16Q (7.581633 sec): 174 clusters Score: Raw -767745.498569 + Penalty 162972.856059 = -604772.642510 nChanged 128 Deleting Class 125 (4 points): Lose 61.401780 but Gain 1419.085368 Iteration 17Q (7.693633 sec): 173 clusters Score: Raw -767796.130037 + Penalty 161639.667100 = -606156.462937 nChanged 107 Deleting Class 134 (2 points): Lose 33.309723 but Gain 1389.426902 Iteration 18Q (7.802999 sec): 172 clusters Score: Raw -767808.979486 + Penalty 160359.615550 = -607449.363936 nChanged 115 Deleting Class 90 (7 points): Lose 82.078502 but Gain 1436.404112 Iteration 19Q (7.913598 sec): 171 clusters Score: Raw -767786.503992 + Penalty 158727.226705 = -609059.277287 nChanged 84 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 -767786.503992 + Penalty 158727.226705 = -609059.277287Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.992734 sec): 2 clusters Score: Raw -97826.126596 + Penalty 135.506062 = -97690.620534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.997470 sec): 3 clusters Score: Raw -96309.776882 + Penalty 266.450843 = -96043.326039 nChanged 1092 SP:Iteration 1F (8.001977 sec): 3 clusters Score: Raw -97218.726359 + Penalty 271.678149 = -96947.048210 nChanged 376 SP:Iteration 2F (8.006512 sec): 3 clusters Score: Raw -97637.159766 + Penalty 269.814619 = -97367.345147 nChanged 173 SP:Iteration 3F (8.011046 sec): 3 clusters Score: Raw -97820.506162 + Penalty 266.671873 = -97553.834290 nChanged 77 SP:Iteration 4Q (8.015598 sec): 3 clusters Score: Raw -97901.047499 + Penalty 268.590109 = -97632.457390 nChanged 59 SP:Iteration 5Q (8.019885 sec): 3 clusters Score: Raw -97975.685824 + Penalty 239.989643 = -97735.696181 nChanged 26 SP:Iteration 6Q (8.023623 sec): 3 clusters Score: Raw -98007.213632 + Penalty 231.095661 = -97776.117971 nChanged 9 SP:Iteration 7Q (8.027197 sec): 3 clusters Score: Raw -98016.738140 + Penalty 233.288844 = -97783.449296 nChanged 4 SP:Iteration 8Q (8.030650 sec): 3 clusters Score: Raw -98027.764450 + Penalty 233.288844 = -97794.475606 nChanged 0 SP:Iteration 9F (8.034961 sec): 3 clusters Score: Raw -98027.764450 + Penalty 233.288844 = -97794.475606 nChanged 0 Score: Raw -786429.754159 + Penalty 158851.146009 = -627578.608150 Splitting cluster 1 changes total score from -609059.277287 to -627578.608150 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 2 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.549864 sec): 2 clusters Score: Raw -60060.479390 + Penalty 288.627000 = -59771.852390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.552536 sec): 3 clusters Score: Raw -59184.993522 + Penalty 577.296623 = -58607.696898 nChanged 606 SP:Iteration 1F (9.555220 sec): 3 clusters Score: Raw -59514.609802 + Penalty 579.517356 = -58935.092447 nChanged 204 SP:Iteration 2F (9.557939 sec): 3 clusters Score: Raw -59631.464723 + Penalty 582.215636 = -59049.249087 nChanged 103 SP:Iteration 3F (9.560647 sec): 3 clusters Score: Raw -59728.983651 + Penalty 584.508362 = -59144.475289 nChanged 83 SP:Iteration 4F (9.563264 sec): 3 clusters Score: Raw -59838.505616 + Penalty 584.383444 = -59254.122172 nChanged 55 SP:Iteration 5Q (9.565914 sec): 3 clusters Score: Raw -59868.589889 + Penalty 583.879644 = -59284.710244 nChanged 31 SP:Iteration 6Q (9.568510 sec): 3 clusters Score: Raw -59882.906395 + Penalty 583.402956 = -59299.503439 nChanged 32 SP:Iteration 7Q (9.571195 sec): 3 clusters Score: Raw -59900.390274 + Penalty 583.726153 = -59316.664120 nChanged 26 SP:Iteration 8Q (9.573789 sec): 3 clusters Score: Raw -59913.077096 + Penalty 583.786712 = -59329.290385 nChanged 22 SP:Iteration 9Q (9.576377 sec): 3 clusters Score: Raw -59918.883683 + Penalty 583.340069 = -59335.543614 nChanged 12 SP:Iteration 10F (9.578993 sec): 3 clusters Score: Raw -59920.068877 + Penalty 583.028918 = -59337.039959 nChanged 6 SP:Iteration 11Q (9.581580 sec): 3 clusters Score: Raw -59920.771489 + Penalty 582.580623 = -59338.190866 nChanged 5 SP:Iteration 12Q (9.584111 sec): 3 clusters Score: Raw -59921.753088 + Penalty 582.147296 = -59339.605793 nChanged 5 SP:Iteration 13Q (9.586702 sec): 3 clusters Score: Raw -59922.021554 + Penalty 582.086667 = -59339.934886 nChanged 1 SP:Iteration 14Q (9.589249 sec): 3 clusters Score: Raw -59922.035793 + Penalty 582.086667 = -59339.949126 nChanged 0 SP:Iteration 15F (9.591928 sec): 3 clusters Score: Raw -59922.035793 + Penalty 582.086667 = -59339.949126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.597168 sec): 2 clusters Score: Raw -44724.354021 + Penalty 463.082732 = -44261.271289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.599083 sec): 3 clusters Score: Raw -44169.783165 + Penalty 927.434308 = -43242.348856 nChanged 371 SP:Iteration 1F (9.600991 sec): 3 clusters Score: Raw -44434.765952 + Penalty 931.198714 = -43503.567238 nChanged 136 SP:Iteration 2F (9.602866 sec): 3 clusters Score: Raw -44544.281513 + Penalty 935.317476 = -43608.964038 nChanged 79 SP:Iteration 3F (9.604785 sec): 3 clusters Score: Raw -44611.488588 + Penalty 939.749894 = -43671.738694 nChanged 58 SP:Iteration 4F (9.606710 sec): 3 clusters Score: Raw -44667.143654 + Penalty 933.346748 = -43733.796906 nChanged 40 SP:Iteration 5Q (9.608636 sec): 3 clusters Score: Raw -44708.574824 + Penalty 936.300363 = -43772.274461 nChanged 18 SP:Iteration 6Q (9.610549 sec): 3 clusters Score: Raw -44723.276028 + Penalty 935.877826 = -43787.398202 nChanged 9 SP:Iteration 7Q (9.612398 sec): 3 clusters Score: Raw -44732.841371 + Penalty 946.704665 = -43786.136706 nChanged 6 SP:Iteration 8F (9.614323 sec): 3 clusters Score: Raw -44740.854816 + Penalty 943.025241 = -43797.829575 nChanged 6 SP:Iteration 9Q (9.616080 sec): 3 clusters Score: Raw -44746.300797 + Penalty 944.201020 = -43802.099777 nChanged 2 SP:Iteration 10F (9.618172 sec): 3 clusters Score: Raw -44748.000786 + Penalty 949.131951 = -43798.868835 nChanged 2 SP:Iteration 11F (9.620276 sec): 3 clusters Score: Raw -44748.823027 + Penalty 951.922245 = -43796.900782 nChanged 2 SP:Iteration 12F (9.622314 sec): 3 clusters Score: Raw -44750.283609 + Penalty 958.152532 = -43792.131076 nChanged 2 SP:Iteration 13F (9.624250 sec): 3 clusters Score: Raw -44751.809117 + Penalty 954.643029 = -43797.166087 nChanged 2 SP:Iteration 14Q (9.625972 sec): 3 clusters Score: Raw -44752.538525 + Penalty 960.506340 = -43792.032186 nChanged 2 SP:Iteration 15F (9.627897 sec): 3 clusters Score: Raw -44752.817967 + Penalty 962.922261 = -43789.895706 nChanged 2 SP:Iteration 16F (9.629821 sec): 3 clusters Score: Raw -44752.929953 + Penalty 961.408694 = -43791.521258 nChanged 1 SP:Iteration 17Q (9.631533 sec): 3 clusters Score: Raw -44753.207640 + Penalty 961.152204 = -43792.055436 nChanged 1 SP:Iteration 18Q (9.633283 sec): 3 clusters Score: Raw -44753.348183 + Penalty 965.143329 = -43788.204854 nChanged 1 SP:Iteration 19F (9.635258 sec): 3 clusters Score: Raw -44753.634409 + Penalty 965.143329 = -43788.491081 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 4 (5040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.658693 sec): 2 clusters Score: Raw -207958.011111 + Penalty 161.162965 = -207796.848146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.668361 sec): 3 clusters Score: Raw -204672.113173 + Penalty 338.943592 = -204333.169581 nChanged 2400 SP:Iteration 1F (9.677559 sec): 3 clusters Score: Raw -206861.890738 + Penalty 354.468660 = -206507.422078 nChanged 604 SP:Iteration 2F (9.686573 sec): 3 clusters Score: Raw -207290.782264 + Penalty 364.239027 = -206926.543237 nChanged 286 SP:Iteration 3F (9.696063 sec): 3 clusters Score: Raw -207548.665306 + Penalty 378.345848 = -207170.319458 nChanged 201 SP:Iteration 4Q (9.705098 sec): 3 clusters Score: Raw -207752.914976 + Penalty 369.767681 = -207383.147295 nChanged 140 SP:Iteration 5Q (9.714187 sec): 3 clusters Score: Raw -207887.751171 + Penalty 375.535455 = -207512.215716 nChanged 76 SP:Iteration 6Q (9.723204 sec): 3 clusters Score: Raw -207949.048997 + Penalty 344.026719 = -207605.022278 nChanged 27 SP:Iteration 7Q (9.731790 sec): 3 clusters Score: Raw -207971.735901 + Penalty 322.632215 = -207649.103686 nChanged 13 SP:Iteration 8Q (9.739934 sec): 3 clusters Score: Raw -207984.654478 + Penalty 303.073286 = -207681.581192 nChanged 7 SP:Iteration 9Q (9.747897 sec): 3 clusters Score: Raw -207991.174748 + Penalty 293.995328 = -207697.179419 nChanged 2 SP:Iteration 10F (9.756980 sec): 3 clusters Score: Raw -207995.353351 + Penalty 298.471315 = -207696.882036 nChanged 2 SP:Iteration 11F (9.766242 sec): 3 clusters Score: Raw -207997.845916 + Penalty 301.147874 = -207696.698042 nChanged 1 SP:Iteration 12F (9.775541 sec): 3 clusters Score: Raw -207998.620692 + Penalty 302.058817 = -207696.561875 nChanged 1 SP:Iteration 13F (9.784462 sec): 3 clusters Score: Raw -207998.994268 + Penalty 302.058817 = -207696.935452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.793329 sec): 2 clusters Score: Raw -40163.367785 + Penalty 156.422289 = -40006.945496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.795359 sec): 3 clusters Score: Raw -39569.658503 + Penalty 304.514057 = -39265.144446 nChanged 435 SP:Iteration 1F (9.797278 sec): 3 clusters Score: Raw -39861.255227 + Penalty 316.691506 = -39544.563721 nChanged 130 SP:Iteration 2F (9.799204 sec): 3 clusters Score: Raw -39963.846856 + Penalty 341.521490 = -39622.325366 nChanged 100 SP:Iteration 3F (9.801137 sec): 3 clusters Score: Raw -40073.119893 + Penalty 366.729411 = -39706.390482 nChanged 61 SP:Iteration 4F (9.803072 sec): 3 clusters Score: Raw -40138.741036 + Penalty 397.192369 = -39741.548667 nChanged 43 SP:Iteration 5Q (9.804912 sec): 3 clusters Score: Raw -40180.388385 + Penalty 411.974045 = -39768.414340 nChanged 20 SP:Iteration 6Q (9.806667 sec): 3 clusters Score: Raw -40203.142638 + Penalty 440.875135 = -39762.267503 nChanged 15 SP:Iteration 7F (9.808610 sec): 3 clusters Score: Raw -40219.710165 + Penalty 454.830420 = -39764.879745 nChanged 5 SP:Iteration 8Q (9.810150 sec): 3 clusters Score: Raw -40224.829944 + Penalty 481.792320 = -39743.037624 nChanged 7 SP:Iteration 9F (9.811977 sec): 3 clusters Score: Raw -40230.255970 + Penalty 472.954780 = -39757.301190 nChanged 3 SP:Iteration 10F (9.813802 sec): 3 clusters Score: Raw -40232.637018 + Penalty 461.282649 = -39771.354369 nChanged 1 SP:Iteration 11Q (9.815284 sec): 3 clusters Score: Raw -40233.876477 + Penalty 461.282649 = -39772.593828 nChanged 0 SP:Iteration 12F (9.817161 sec): 3 clusters Score: Raw -40233.876477 + Penalty 461.282649 = -39772.593828 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.827084 sec): 2 clusters Score: Raw -82235.701191 + Penalty 195.776031 = -82039.925160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.830880 sec): 3 clusters Score: Raw -81052.199568 + Penalty 398.901531 = -80653.298037 nChanged 837 SP:Iteration 1F (9.834478 sec): 3 clusters Score: Raw -81545.162078 + Penalty 410.061220 = -81135.100858 nChanged 306 SP:Iteration 2F (9.838020 sec): 3 clusters Score: Raw -81803.628310 + Penalty 424.138961 = -81379.489349 nChanged 183 SP:Iteration 3F (9.841447 sec): 3 clusters Score: Raw -81975.504544 + Penalty 435.576035 = -81539.928509 nChanged 122 SP:Iteration 4F (9.844867 sec): 3 clusters Score: Raw -82095.577207 + Penalty 448.705945 = -81646.871262 nChanged 70 SP:Iteration 5Q (9.848092 sec): 3 clusters Score: Raw -82156.932700 + Penalty 459.316297 = -81697.616403 nChanged 45 SP:Iteration 6Q (9.851105 sec): 3 clusters Score: Raw -82190.894050 + Penalty 465.528188 = -81725.365862 nChanged 30 SP:Iteration 7Q (9.854028 sec): 3 clusters Score: Raw -82212.949847 + Penalty 468.776432 = -81744.173416 nChanged 24 SP:Iteration 8Q (9.856888 sec): 3 clusters Score: Raw -82232.901251 + Penalty 479.402438 = -81753.498813 nChanged 12 SP:Iteration 9Q (9.859768 sec): 3 clusters Score: Raw -82240.242320 + Penalty 483.889029 = -81756.353291 nChanged 8 SP:Iteration 10F (9.863269 sec): 3 clusters Score: Raw -82245.784753 + Penalty 505.566159 = -81740.218594 nChanged 4 SP:Iteration 11F (9.866836 sec): 3 clusters Score: Raw -82247.730936 + Penalty 496.845824 = -81750.885112 nChanged 2 SP:Iteration 12Q (9.869679 sec): 3 clusters Score: Raw -82248.848659 + Penalty 495.958600 = -81752.890059 nChanged 1 SP:Iteration 13Q (9.872522 sec): 3 clusters Score: Raw -82249.808378 + Penalty 495.958600 = -81753.849778 nChanged 0 SP:Iteration 14F (9.876086 sec): 3 clusters Score: Raw -82249.808378 + Penalty 495.958600 = -81753.849778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.880620 sec): 2 clusters Score: Raw -16702.018369 + Penalty 176.750559 = -16525.267811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.881535 sec): 3 clusters Score: Raw -16500.957894 + Penalty 359.120660 = -16141.837234 nChanged 147 SP:Iteration 1F (9.882451 sec): 3 clusters Score: Raw -16618.611303 + Penalty 363.832943 = -16254.778360 nChanged 33 SP:Iteration 2F (9.883338 sec): 3 clusters Score: Raw -16642.057456 + Penalty 369.053300 = -16273.004156 nChanged 20 SP:Iteration 3F (9.884241 sec): 3 clusters Score: Raw -16651.561478 + Penalty 372.732862 = -16278.828616 nChanged 11 SP:Iteration 4Q (9.885123 sec): 3 clusters Score: Raw -16656.911748 + Penalty 377.870092 = -16279.041656 nChanged 8 SP:Iteration 5Q (9.886017 sec): 3 clusters Score: Raw -16661.854336 + Penalty 381.332315 = -16280.522020 nChanged 6 SP:Iteration 6Q (9.886892 sec): 3 clusters Score: Raw -16665.625175 + Penalty 386.660967 = -16278.964208 nChanged 10 SP:Iteration 7F (9.887794 sec): 3 clusters Score: Raw -16673.574334 + Penalty 390.839873 = -16282.734461 nChanged 6 SP:Iteration 8Q (9.888672 sec): 3 clusters Score: Raw -16677.386667 + Penalty 391.567075 = -16285.819592 nChanged 2 SP:Iteration 9Q (9.889566 sec): 3 clusters Score: Raw -16677.933102 + Penalty 392.291796 = -16285.641305 nChanged 1 SP:Iteration 10F (9.890446 sec): 3 clusters Score: Raw -16678.065087 + Penalty 392.760908 = -16285.304179 nChanged 1 SP:Iteration 11F (9.891346 sec): 3 clusters Score: Raw -16678.161835 + Penalty 392.760908 = -16285.400927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.892672 sec): 2 clusters Score: Raw -2129.958549 + Penalty 331.226891 = -1798.731658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.892989 sec): 3 clusters Score: Raw -2178.897759 + Penalty 661.818000 = -1517.079759 nChanged 3 SP:Iteration 1F (9.893298 sec): 3 clusters Score: Raw -2184.383092 + Penalty 663.404891 = -1520.978201 nChanged 2 SP:Iteration 2Q (9.893592 sec): 3 clusters Score: Raw -2201.841106 + Penalty 664.606156 = -1537.234950 nChanged 1 SP:Iteration 3Q (9.893914 sec): 3 clusters Score: Raw -2206.560690 + Penalty 664.606156 = -1541.954534 nChanged 0 SP:Iteration 4F (9.894223 sec): 3 clusters Score: Raw -2206.560690 + Penalty 664.606156 = -1541.954534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.895160 sec): 2 clusters Score: Raw -2633.234091 + Penalty 276.988106 = -2356.245985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.895496 sec): 3 clusters Score: Raw -2628.238437 + Penalty 550.348398 = -2077.890039 nChanged 10 SP:Iteration 1F (9.895827 sec): 3 clusters Score: Raw -2643.776734 + Penalty 551.228548 = -2092.548186 nChanged 1 SP:Iteration 2Q (9.896152 sec): 3 clusters Score: Raw -2644.955641 + Penalty 551.228548 = -2093.727093 nChanged 0 SP:Iteration 3F (9.896481 sec): 3 clusters Score: Raw -2644.955641 + Penalty 551.228548 = -2093.727093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 10 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.897230 sec): 2 clusters Score: Raw -221.011983 + Penalty 150.252130 = -70.759853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.897444 sec): 3 clusters Score: Raw -206.707417 + Penalty 300.504260 = 93.796843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.898238 sec): 2 clusters Score: Raw -1307.695846 + Penalty 552.694575 = -755.001272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.898506 sec): 3 clusters Score: Raw -1507.387385 + Penalty 1105.389149 = -401.998236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.899309 sec): 2 clusters Score: Raw -1340.710139 + Penalty 235.187008 = -1105.523131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.899578 sec): 3 clusters Score: Raw -1344.969405 + Penalty 477.556705 = -867.412699 nChanged 3 SP:Iteration 1F (9.899841 sec): 3 clusters Score: Raw -1350.003737 + Penalty 479.297004 = -870.706733 nChanged 2 SP:Iteration 2F (9.900104 sec): 3 clusters Score: Raw -1353.316137 + Penalty 479.297004 = -874.019134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.900955 sec): 2 clusters Score: Raw -2307.719712 + Penalty 362.212053 = -1945.507659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.901257 sec): 3 clusters Score: Raw -2346.389369 + Penalty 719.330114 = -1627.059256 nChanged 2 SP:Iteration 1Q (9.901544 sec): 3 clusters Score: Raw -2351.022647 + Penalty 719.330114 = -1631.692534 nChanged 0 SP:Iteration 2F (9.901839 sec): 3 clusters Score: Raw -2351.022647 + Penalty 719.330114 = -1631.692534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.903998 sec): 2 clusters Score: Raw -22102.676136 + Penalty 264.789152 = -21837.886983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.905071 sec): 3 clusters Score: Raw -21843.669122 + Penalty 522.123843 = -21321.545278 nChanged 178 SP:Iteration 1F (9.906174 sec): 3 clusters Score: Raw -21978.857063 + Penalty 513.524782 = -21465.332281 nChanged 59 SP:Iteration 2F (9.907242 sec): 3 clusters Score: Raw -22033.959038 + Penalty 509.669391 = -21524.289647 nChanged 36 SP:Iteration 3F (9.908356 sec): 3 clusters Score: Raw -22064.543604 + Penalty 498.715740 = -21565.827863 nChanged 28 SP:Iteration 4F (9.909428 sec): 3 clusters Score: Raw -22089.479347 + Penalty 494.411864 = -21595.067483 nChanged 17 SP:Iteration 5Q (9.910494 sec): 3 clusters Score: Raw -22104.603456 + Penalty 491.772327 = -21612.831128 nChanged 19 SP:Iteration 6Q (9.911587 sec): 3 clusters Score: Raw -22119.969775 + Penalty 490.689441 = -21629.280333 nChanged 6 SP:Iteration 7Q (9.912640 sec): 3 clusters Score: Raw -22124.883497 + Penalty 489.084254 = -21635.799243 nChanged 4 SP:Iteration 8Q (9.913680 sec): 3 clusters Score: Raw -22129.424119 + Penalty 484.526681 = -21644.897437 nChanged 3 SP:Iteration 9Q (9.914725 sec): 3 clusters Score: Raw -22131.286539 + Penalty 485.060829 = -21646.225710 nChanged 2 SP:Iteration 10F (9.915798 sec): 3 clusters Score: Raw -22135.299661 + Penalty 483.791019 = -21651.508642 nChanged 1 SP:Iteration 11Q (9.916826 sec): 3 clusters Score: Raw -22135.948001 + Penalty 482.559174 = -21653.388827 nChanged 1 SP:Iteration 12Q (9.917851 sec): 3 clusters Score: Raw -22136.099741 + Penalty 482.559174 = -21653.540567 nChanged 0 SP:Iteration 13F (9.918923 sec): 3 clusters Score: Raw -22136.099741 + Penalty 482.559174 = -21653.540567 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 16 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.921519 sec): 2 clusters Score: Raw -27438.323988 + Penalty 404.630448 = -27033.693540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.922825 sec): 3 clusters Score: Raw -27164.327708 + Penalty 818.294530 = -26346.033178 nChanged 210 SP:Iteration 1F (9.924108 sec): 3 clusters Score: Raw -27304.599883 + Penalty 827.502150 = -26477.097733 nChanged 53 SP:Iteration 2F (9.925410 sec): 3 clusters Score: Raw -27341.927043 + Penalty 833.125501 = -26508.801542 nChanged 25 SP:Iteration 3Q (9.926696 sec): 3 clusters Score: Raw -27356.915240 + Penalty 840.627084 = -26516.288157 nChanged 23 SP:Iteration 4Q (9.927989 sec): 3 clusters Score: Raw -27373.481188 + Penalty 854.558699 = -26518.922489 nChanged 24 SP:Iteration 5Q (9.929274 sec): 3 clusters Score: Raw -27392.387321 + Penalty 864.239236 = -26528.148086 nChanged 14 SP:Iteration 6Q (9.930575 sec): 3 clusters Score: Raw -27401.462175 + Penalty 877.090781 = -26524.371395 nChanged 15 SP:Iteration 7F (9.931906 sec): 3 clusters Score: Raw -27414.257979 + Penalty 891.058150 = -26523.199829 nChanged 20 SP:Iteration 8F (9.933277 sec): 3 clusters Score: Raw -27434.715529 + Penalty 899.946739 = -26534.768790 nChanged 9 SP:Iteration 9Q (9.934587 sec): 3 clusters Score: Raw -27450.661286 + Penalty 909.559724 = -26541.101563 nChanged 8 SP:Iteration 10F (9.935955 sec): 3 clusters Score: Raw -27465.086951 + Penalty 915.069467 = -26550.017484 nChanged 5 SP:Iteration 11Q (9.937203 sec): 3 clusters Score: Raw -27471.009526 + Penalty 915.219518 = -26555.790008 nChanged 1 SP:Iteration 12Q (9.938410 sec): 3 clusters Score: Raw -27471.751192 + Penalty 919.210720 = -26552.540472 nChanged 2 SP:Iteration 13F (9.939681 sec): 3 clusters Score: Raw -27473.219715 + Penalty 920.637051 = -26552.582664 nChanged 2 SP:Iteration 14Q (9.940871 sec): 3 clusters Score: Raw -27475.277539 + Penalty 921.378273 = -26553.899266 nChanged 1 SP:Iteration 15Q (9.942040 sec): 3 clusters Score: Raw -27476.537000 + Penalty 921.378273 = -26555.158726 nChanged 0 SP:Iteration 16F (9.943341 sec): 3 clusters Score: Raw -27476.537000 + Penalty 921.378273 = -26555.158726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.944882 sec): 2 clusters Score: Raw -11683.829272 + Penalty 564.655250 = -11119.174022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.945513 sec): 3 clusters Score: Raw -11627.413811 + Penalty 1130.050650 = -10497.363161 nChanged 53 SP:Iteration 1F (9.946122 sec): 3 clusters Score: Raw -11679.978665 + Penalty 1130.919075 = -10549.059590 nChanged 12 SP:Iteration 2F (9.946740 sec): 3 clusters Score: Raw -11690.466550 + Penalty 1131.380818 = -10559.085732 nChanged 5 SP:Iteration 3Q (9.947343 sec): 3 clusters Score: Raw -11693.337543 + Penalty 1131.629996 = -10561.707547 nChanged 4 SP:Iteration 4Q (9.947985 sec): 3 clusters Score: Raw -11696.186881 + Penalty 1131.629996 = -10564.556885 nChanged 0 SP:Iteration 5F (9.948594 sec): 3 clusters Score: Raw -11696.186881 + Penalty 1131.629996 = -10564.556885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 18 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.951721 sec): 2 clusters Score: Raw -35693.895973 + Penalty 204.980194 = -35488.915779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.953444 sec): 3 clusters Score: Raw -35210.703617 + Penalty 443.195124 = -34767.508493 nChanged 321 SP:Iteration 1F (9.955125 sec): 3 clusters Score: Raw -35526.192941 + Penalty 486.212627 = -35039.980314 nChanged 97 SP:Iteration 2F (9.956802 sec): 3 clusters Score: Raw -35638.321785 + Penalty 488.616320 = -35149.705465 nChanged 25 SP:Iteration 3Q (9.958417 sec): 3 clusters Score: Raw -35678.551420 + Penalty 486.507493 = -35192.043927 nChanged 9 SP:Iteration 4Q (9.959870 sec): 3 clusters Score: Raw -35688.314753 + Penalty 483.382720 = -35204.932033 nChanged 7 SP:Iteration 5Q (9.961290 sec): 3 clusters Score: Raw -35694.899257 + Penalty 472.474908 = -35222.424348 nChanged 4 SP:Iteration 6Q (9.962714 sec): 3 clusters Score: Raw -35698.845743 + Penalty 477.520602 = -35221.325140 nChanged 3 SP:Iteration 7F (9.964391 sec): 3 clusters Score: Raw -35700.159066 + Penalty 480.950534 = -35219.208532 nChanged 2 SP:Iteration 8F (9.966089 sec): 3 clusters Score: Raw -35701.838821 + Penalty 481.707659 = -35220.131162 nChanged 5 SP:Iteration 9Q (9.967474 sec): 3 clusters Score: Raw -35706.474325 + Penalty 483.165469 = -35223.308856 nChanged 1 SP:Iteration 10F (9.969150 sec): 3 clusters Score: Raw -35706.564770 + Penalty 484.562445 = -35222.002326 nChanged 1 SP:Iteration 11F (9.970766 sec): 3 clusters Score: Raw -35706.784181 + Penalty 484.562445 = -35222.221736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.971800 sec): 2 clusters Score: Raw -1414.247781 + Penalty 367.961047 = -1046.286734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.972063 sec): 3 clusters Score: Raw -1471.294565 + Penalty 735.399408 = -735.895157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.973262 sec): 2 clusters Score: Raw -7850.627278 + Penalty 416.900769 = -7433.726509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.973777 sec): 3 clusters Score: Raw -7794.870289 + Penalty 833.801539 = -6961.068750 nChanged 26 SP:Iteration 1F (9.974291 sec): 3 clusters Score: Raw -7828.918320 + Penalty 837.505918 = -6991.412401 nChanged 14 SP:Iteration 2F (9.974809 sec): 3 clusters Score: Raw -7843.981160 + Penalty 837.759927 = -7006.221234 nChanged 4 SP:Iteration 3Q (9.975311 sec): 3 clusters Score: Raw -7847.724843 + Penalty 837.843689 = -7009.881153 nChanged 1 SP:Iteration 4Q (9.975821 sec): 3 clusters Score: Raw -7848.537465 + Penalty 836.692006 = -7011.845459 nChanged 1 SP:Iteration 5Q (9.976321 sec): 3 clusters Score: Raw -7850.459141 + Penalty 836.263212 = -7014.195929 nChanged 2 SP:Iteration 6Q (9.976829 sec): 3 clusters Score: Raw -7853.713571 + Penalty 835.385458 = -7018.328114 nChanged 4 SP:Iteration 7Q (9.977328 sec): 3 clusters Score: Raw -7859.205495 + Penalty 834.823632 = -7024.381863 nChanged 1 SP:Iteration 8Q (9.977824 sec): 3 clusters Score: Raw -7860.219521 + Penalty 835.130987 = -7025.088534 nChanged 2 SP:Iteration 9Q (9.978312 sec): 3 clusters Score: Raw -7864.562550 + Penalty 835.309457 = -7029.253092 nChanged 2 SP:Iteration 10F (9.978813 sec): 3 clusters Score: Raw -7867.746152 + Penalty 835.309457 = -7032.436695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.979656 sec): 2 clusters Score: Raw -355.260380 + Penalty 162.052513 = -193.207867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.979884 sec): 3 clusters Score: Raw -352.995412 + Penalty 337.949676 = -15.045736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.980732 sec): 2 clusters Score: Raw -1895.437002 + Penalty 210.337313 = -1685.099688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.981027 sec): 3 clusters Score: Raw -1922.281714 + Penalty 419.460689 = -1502.821025 nChanged 3 SP:Iteration 1F (9.981317 sec): 3 clusters Score: Raw -1930.176840 + Penalty 419.281767 = -1510.895073 nChanged 1 SP:Iteration 2Q (9.981596 sec): 3 clusters Score: Raw -1933.378333 + Penalty 419.281767 = -1514.096566 nChanged 0 SP:Iteration 3F (9.981884 sec): 3 clusters Score: Raw -1933.378333 + Penalty 419.281767 = -1514.096566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.983452 sec): 2 clusters Score: Raw -11623.209083 + Penalty 302.744847 = -11320.464236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.984124 sec): 3 clusters Score: Raw -11521.945269 + Penalty 605.510494 = -10916.434775 nChanged 82 SP:Iteration 1F (9.984794 sec): 3 clusters Score: Raw -11595.336461 + Penalty 605.596247 = -10989.740214 nChanged 17 SP:Iteration 2F (9.985448 sec): 3 clusters Score: Raw -11606.634153 + Penalty 605.090127 = -11001.544026 nChanged 11 SP:Iteration 3Q (9.986109 sec): 3 clusters Score: Raw -11615.128619 + Penalty 604.055967 = -11011.072652 nChanged 4 SP:Iteration 4Q (9.986756 sec): 3 clusters Score: Raw -11617.437832 + Penalty 602.821940 = -11014.615892 nChanged 2 SP:Iteration 5Q (9.987416 sec): 3 clusters Score: Raw -11618.319294 + Penalty 601.948281 = -11016.371013 nChanged 2 SP:Iteration 6Q (9.988062 sec): 3 clusters Score: Raw -11620.605092 + Penalty 600.862020 = -11019.743072 nChanged 4 SP:Iteration 7Q (9.988720 sec): 3 clusters Score: Raw -11628.323995 + Penalty 600.380755 = -11027.943240 nChanged 2 SP:Iteration 8Q (9.989364 sec): 3 clusters Score: Raw -11630.589379 + Penalty 600.806040 = -11029.783339 nChanged 3 SP:Iteration 9Q (9.990056 sec): 3 clusters Score: Raw -11632.125748 + Penalty 601.757261 = -11030.368487 nChanged 4 SP:Iteration 10F (9.990735 sec): 3 clusters Score: Raw -11634.928396 + Penalty 602.052975 = -11032.875421 nChanged 4 SP:Iteration 11Q (9.991411 sec): 3 clusters Score: Raw -11639.274049 + Penalty 602.932124 = -11036.341925 nChanged 2 SP:Iteration 12Q (9.992072 sec): 3 clusters Score: Raw -11640.197332 + Penalty 603.550875 = -11036.646457 nChanged 2 SP:Iteration 13Q (9.992744 sec): 3 clusters Score: Raw -11641.006704 + Penalty 603.946259 = -11037.060445 nChanged 2 SP:Iteration 14Q (9.993400 sec): 3 clusters Score: Raw -11641.485307 + Penalty 603.412506 = -11038.072802 nChanged 1 SP:Iteration 15Q (9.994049 sec): 3 clusters Score: Raw -11641.743746 + Penalty 603.412506 = -11038.331240 nChanged 0 SP:Iteration 16F (9.994706 sec): 3 clusters Score: Raw -11641.743746 + Penalty 603.412506 = -11038.331240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 25 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.998261 sec): 2 clusters Score: Raw -40279.255117 + Penalty 131.396850 = -40147.858267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.000233 sec): 3 clusters Score: Raw -39711.596474 + Penalty 263.095802 = -39448.500672 nChanged 410 SP:Iteration 1F (10.002108 sec): 3 clusters Score: Raw -40062.103400 + Penalty 262.243838 = -39799.859562 nChanged 81 SP:Iteration 2F (10.004024 sec): 3 clusters Score: Raw -40124.006247 + Penalty 262.287689 = -39861.718558 nChanged 45 SP:Iteration 3Q (10.005884 sec): 3 clusters Score: Raw -40160.722822 + Penalty 263.232092 = -39897.490730 nChanged 38 SP:Iteration 4Q (10.007810 sec): 3 clusters Score: Raw -40175.489085 + Penalty 263.575461 = -39911.913624 nChanged 18 SP:Iteration 5Q (10.009707 sec): 3 clusters Score: Raw -40180.402927 + Penalty 263.778084 = -39916.624844 nChanged 9 SP:Iteration 6Q (10.011641 sec): 3 clusters Score: Raw -40183.580227 + Penalty 263.953279 = -39919.626948 nChanged 6 SP:Iteration 7Q (10.013520 sec): 3 clusters Score: Raw -40185.616770 + Penalty 264.030405 = -39921.586365 nChanged 6 SP:Iteration 8Q (10.015438 sec): 3 clusters Score: Raw -40187.689285 + Penalty 263.928653 = -39923.760632 nChanged 3 SP:Iteration 9Q (10.017270 sec): 3 clusters Score: Raw -40188.073423 + Penalty 263.556714 = -39924.516710 nChanged 4 SP:Iteration 10F (10.019176 sec): 3 clusters Score: Raw -40188.901158 + Penalty 263.299860 = -39925.601299 nChanged 2 SP:Iteration 11Q (10.021014 sec): 3 clusters Score: Raw -40189.834899 + Penalty 263.247465 = -39926.587434 nChanged 2 SP:Iteration 12Q (10.022897 sec): 3 clusters Score: Raw -40189.863081 + Penalty 263.247465 = -39926.615616 nChanged 0 SP:Iteration 13F (10.024761 sec): 3 clusters Score: Raw -40189.863081 + Penalty 263.247465 = -39926.615616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.025802 sec): 2 clusters Score: Raw -819.653483 + Penalty 204.766053 = -614.887431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.026047 sec): 3 clusters Score: Raw -829.066212 + Penalty 408.416116 = -420.650096 nChanged 1 SP:Iteration 1F (10.026283 sec): 3 clusters Score: Raw -830.560627 + Penalty 408.416116 = -422.144511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.027317 sec): 2 clusters Score: Raw -4742.977830 + Penalty 250.639582 = -4492.338248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.027743 sec): 3 clusters Score: Raw -4716.611158 + Penalty 506.198711 = -4210.412447 nChanged 23 SP:Iteration 1F (10.028161 sec): 3 clusters Score: Raw -4743.225605 + Penalty 507.390458 = -4235.835147 nChanged 5 SP:Iteration 2Q (10.028578 sec): 3 clusters Score: Raw -4750.171829 + Penalty 507.016763 = -4243.155066 nChanged 3 SP:Iteration 3Q (10.028989 sec): 3 clusters Score: Raw -4753.353140 + Penalty 505.204765 = -4248.148375 nChanged 3 SP:Iteration 4Q (10.029400 sec): 3 clusters Score: Raw -4756.928959 + Penalty 503.466898 = -4253.462061 nChanged 3 SP:Iteration 5Q (10.029811 sec): 3 clusters Score: Raw -4761.334189 + Penalty 502.691740 = -4258.642449 nChanged 1 SP:Iteration 6Q (10.030221 sec): 3 clusters Score: Raw -4761.701420 + Penalty 502.200301 = -4259.501119 nChanged 1 SP:Iteration 7Q (10.030630 sec): 3 clusters Score: Raw -4761.939819 + Penalty 502.200301 = -4259.739518 nChanged 0 SP:Iteration 8F (10.031046 sec): 3 clusters Score: Raw -4761.939819 + Penalty 502.200301 = -4259.739518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.031824 sec): 2 clusters Score: Raw -280.384811 + Penalty 102.957326 = -177.427484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.032044 sec): 3 clusters Score: Raw -276.986936 + Penalty 205.914653 = -71.072284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.033462 sec): 2 clusters Score: Raw -10921.485272 + Penalty 211.333707 = -10710.151565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.034150 sec): 3 clusters Score: Raw -10787.036843 + Penalty 439.306973 = -10347.729871 nChanged 72 SP:Iteration 1F (10.034792 sec): 3 clusters Score: Raw -10853.814133 + Penalty 456.752229 = -10397.061904 nChanged 34 SP:Iteration 2F (10.035455 sec): 3 clusters Score: Raw -10886.938315 + Penalty 461.525448 = -10425.412867 nChanged 17 SP:Iteration 3F (10.036090 sec): 3 clusters Score: Raw -10901.875389 + Penalty 466.066237 = -10435.809152 nChanged 3 SP:Iteration 4Q (10.036724 sec): 3 clusters Score: Raw -10906.258153 + Penalty 470.048692 = -10436.209462 nChanged 2 SP:Iteration 5Q (10.037356 sec): 3 clusters Score: Raw -10911.343002 + Penalty 482.454489 = -10428.888513 nChanged 4 SP:Iteration 6F (10.037989 sec): 3 clusters Score: Raw -10917.623292 + Penalty 496.408106 = -10421.215186 nChanged 5 SP:Iteration 7F (10.038625 sec): 3 clusters Score: Raw -10922.484870 + Penalty 515.011608 = -10407.473262 nChanged 4 SP:Iteration 8F (10.039263 sec): 3 clusters Score: Raw -10926.408311 + Penalty 538.630423 = -10387.777887 nChanged 3 SP:Iteration 9F (10.039902 sec): 3 clusters Score: Raw -10931.553696 + Penalty 550.198924 = -10381.354772 nChanged 1 SP:Iteration 10F (10.040539 sec): 3 clusters Score: Raw -10936.630550 + Penalty 550.198924 = -10386.431626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.041413 sec): 2 clusters Score: Raw -751.241510 + Penalty 252.739924 = -498.501586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.041658 sec): 3 clusters Score: Raw -772.964549 + Penalty 514.148121 = -258.816428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.042606 sec): 2 clusters Score: Raw -2898.721911 + Penalty 205.680326 = -2693.041585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.042962 sec): 3 clusters Score: Raw -2894.023296 + Penalty 415.391119 = -2478.632177 nChanged 10 SP:Iteration 1F (10.043312 sec): 3 clusters Score: Raw -2909.028353 + Penalty 418.926990 = -2490.101363 nChanged 5 SP:Iteration 2F (10.043667 sec): 3 clusters Score: Raw -2917.695888 + Penalty 420.808216 = -2496.887673 nChanged 3 SP:Iteration 3Q (10.044015 sec): 3 clusters Score: Raw -2922.237955 + Penalty 422.876098 = -2499.361857 nChanged 2 SP:Iteration 4Q (10.044362 sec): 3 clusters Score: Raw -2926.273868 + Penalty 422.876098 = -2503.397770 nChanged 0 SP:Iteration 5F (10.044718 sec): 3 clusters Score: Raw -2926.273868 + Penalty 422.876098 = -2503.397770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.046477 sec): 2 clusters Score: Raw -14381.573275 + Penalty 311.386844 = -14070.186431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.047272 sec): 3 clusters Score: Raw -14242.319512 + Penalty 617.495419 = -13624.824092 nChanged 99 SP:Iteration 1F (10.048058 sec): 3 clusters Score: Raw -14311.388340 + Penalty 613.914578 = -13697.473762 nChanged 25 SP:Iteration 2F (10.048842 sec): 3 clusters Score: Raw -14325.031145 + Penalty 612.238073 = -13712.793072 nChanged 13 SP:Iteration 3Q (10.049604 sec): 3 clusters Score: Raw -14331.856914 + Penalty 614.024069 = -13717.832845 nChanged 13 SP:Iteration 4Q (10.050364 sec): 3 clusters Score: Raw -14339.500674 + Penalty 615.026908 = -13724.473766 nChanged 9 SP:Iteration 5Q (10.051123 sec): 3 clusters Score: Raw -14343.600462 + Penalty 612.405881 = -13731.194580 nChanged 6 SP:Iteration 6Q (10.051881 sec): 3 clusters Score: Raw -14347.628288 + Penalty 613.649364 = -13733.978925 nChanged 4 SP:Iteration 7Q (10.052661 sec): 3 clusters Score: Raw -14349.792545 + Penalty 613.917291 = -13735.875255 nChanged 4 SP:Iteration 8Q (10.053419 sec): 3 clusters Score: Raw -14352.675274 + Penalty 614.386764 = -13738.288510 nChanged 2 SP:Iteration 9Q (10.054175 sec): 3 clusters Score: Raw -14354.441582 + Penalty 614.624748 = -13739.816834 nChanged 1 SP:Iteration 10F (10.054940 sec): 3 clusters Score: Raw -14355.009836 + Penalty 610.419377 = -13744.590459 nChanged 4 SP:Iteration 11Q (10.055726 sec): 3 clusters Score: Raw -14358.339356 + Penalty 612.632527 = -13745.706829 nChanged 5 SP:Iteration 12Q (10.056480 sec): 3 clusters Score: Raw -14361.959366 + Penalty 615.610408 = -13746.348957 nChanged 5 SP:Iteration 13Q (10.057236 sec): 3 clusters Score: Raw -14366.657738 + Penalty 616.941167 = -13749.716571 nChanged 2 SP:Iteration 14Q (10.057988 sec): 3 clusters Score: Raw -14370.596144 + Penalty 620.086098 = -13750.510047 nChanged 2 SP:Iteration 15Q (10.058735 sec): 3 clusters Score: Raw -14374.369539 + Penalty 622.537097 = -13751.832442 nChanged 1 SP:Iteration 16Q (10.059474 sec): 3 clusters Score: Raw -14375.208512 + Penalty 623.471982 = -13751.736530 nChanged 2 SP:Iteration 17F (10.060241 sec): 3 clusters Score: Raw -14377.517242 + Penalty 630.949966 = -13746.567276 nChanged 3 SP:Iteration 18F (10.061002 sec): 3 clusters Score: Raw -14384.210633 + Penalty 637.035664 = -13747.174970 nChanged 2 SP:Iteration 19Q (10.061731 sec): 3 clusters Score: Raw -14391.579543 + Penalty 641.286485 = -13750.293057 nChanged 1 SP:Iteration 20F (10.062490 sec): 3 clusters Score: Raw -14394.914652 + Penalty 648.430383 = -13746.484270 nChanged 3 SP:Iteration 21F (10.063251 sec): 3 clusters Score: Raw -14400.343318 + Penalty 648.430383 = -13751.912936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.064731 sec): 2 clusters Score: Raw -7946.910275 + Penalty 259.104754 = -7687.805521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.065250 sec): 3 clusters Score: Raw -7875.427040 + Penalty 519.802648 = -7355.624392 nChanged 43 SP:Iteration 1F (10.065754 sec): 3 clusters Score: Raw -7912.373442 + Penalty 523.023074 = -7389.350369 nChanged 15 SP:Iteration 2F (10.066265 sec): 3 clusters Score: Raw -7929.485644 + Penalty 526.884639 = -7402.601005 nChanged 10 SP:Iteration 3F (10.066760 sec): 3 clusters Score: Raw -7938.390042 + Penalty 527.839125 = -7410.550917 nChanged 4 SP:Iteration 4Q (10.067259 sec): 3 clusters Score: Raw -7940.699544 + Penalty 529.692956 = -7411.006588 nChanged 5 SP:Iteration 5Q (10.067766 sec): 3 clusters Score: Raw -7944.415109 + Penalty 529.729161 = -7414.685948 nChanged 4 SP:Iteration 6Q (10.068281 sec): 3 clusters Score: Raw -7945.721742 + Penalty 531.521661 = -7414.200081 nChanged 3 SP:Iteration 7F (10.068789 sec): 3 clusters Score: Raw -7949.214779 + Penalty 535.680710 = -7413.534069 nChanged 4 SP:Iteration 8F (10.069291 sec): 3 clusters Score: Raw -7951.043545 + Penalty 535.173015 = -7415.870530 nChanged 2 SP:Iteration 9Q (10.069818 sec): 3 clusters Score: Raw -7951.804032 + Penalty 535.173015 = -7416.631017 nChanged 0 SP:Iteration 10F (10.070334 sec): 3 clusters Score: Raw -7951.804032 + Penalty 535.173015 = -7416.631017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.071151 sec): 2 clusters Score: Raw -393.646475 + Penalty 158.954171 = -234.692304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.071375 sec): 3 clusters Score: Raw -398.584148 + Penalty 317.908342 = -80.675805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.072161 sec): 2 clusters Score: Raw -1098.378070 + Penalty 183.030480 = -915.347590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.072416 sec): 3 clusters Score: Raw -1107.255272 + Penalty 367.949538 = -739.305734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.073296 sec): 2 clusters Score: Raw -3156.292023 + Penalty 517.001699 = -2639.290324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.073627 sec): 3 clusters Score: Raw -3214.813952 + Penalty 1038.372668 = -2176.441283 nChanged 1 SP:Iteration 1Q (10.073961 sec): 3 clusters Score: Raw -3221.092217 + Penalty 1037.218429 = -2183.873788 nChanged 1 SP:Iteration 2Q (10.074268 sec): 3 clusters Score: Raw -3227.935610 + Penalty 1036.159279 = -2191.776331 nChanged 1 SP:Iteration 3Q (10.074576 sec): 3 clusters Score: Raw -3231.270370 + Penalty 1036.159279 = -2195.111091 nChanged 0 SP:Iteration 4F (10.074896 sec): 3 clusters Score: Raw -3231.270370 + Penalty 1036.159279 = -2195.111091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.075822 sec): 2 clusters Score: Raw -2782.142610 + Penalty 279.321318 = -2502.821291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.076157 sec): 3 clusters Score: Raw -2785.023972 + Penalty 564.763608 = -2220.260364 nChanged 10 SP:Iteration 1F (10.076484 sec): 3 clusters Score: Raw -2804.052265 + Penalty 569.981821 = -2234.070444 nChanged 2 SP:Iteration 2Q (10.076807 sec): 3 clusters Score: Raw -2806.614457 + Penalty 569.981821 = -2236.632635 nChanged 0 SP:Iteration 3F (10.077135 sec): 3 clusters Score: Raw -2806.614457 + Penalty 569.981821 = -2236.632635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.078053 sec): 2 clusters Score: Raw -3560.245131 + Penalty 431.981964 = -3128.263167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.078400 sec): 3 clusters Score: Raw -3593.221433 + Penalty 870.283807 = -2722.937626 nChanged 4 SP:Iteration 1F (10.078747 sec): 3 clusters Score: Raw -3603.595574 + Penalty 870.283807 = -2733.311767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.079948 sec): 2 clusters Score: Raw -8975.294073 + Penalty 382.601161 = -8592.692912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.080493 sec): 3 clusters Score: Raw -8925.365350 + Penalty 763.266070 = -8162.099280 nChanged 40 SP:Iteration 1F (10.081040 sec): 3 clusters Score: Raw -8975.814580 + Penalty 766.020938 = -8209.793642 nChanged 14 SP:Iteration 2F (10.081587 sec): 3 clusters Score: Raw -9002.527552 + Penalty 768.694602 = -8233.832950 nChanged 5 SP:Iteration 3Q (10.082135 sec): 3 clusters Score: Raw -9008.504016 + Penalty 776.509013 = -8231.995003 nChanged 7 SP:Iteration 4F (10.082679 sec): 3 clusters Score: Raw -9015.869573 + Penalty 777.482994 = -8238.386579 nChanged 2 SP:Iteration 5Q (10.083219 sec): 3 clusters Score: Raw -9018.539325 + Penalty 782.446026 = -8236.093299 nChanged 3 SP:Iteration 6F (10.083743 sec): 3 clusters Score: Raw -9025.814162 + Penalty 780.394923 = -8245.419239 nChanged 1 SP:Iteration 7Q (10.084257 sec): 3 clusters Score: Raw -9028.850141 + Penalty 781.902814 = -8246.947327 nChanged 2 SP:Iteration 8Q (10.084775 sec): 3 clusters Score: Raw -9036.538145 + Penalty 783.518092 = -8253.020053 nChanged 2 SP:Iteration 9Q (10.085286 sec): 3 clusters Score: Raw -9040.089201 + Penalty 783.518092 = -8256.571109 nChanged 0 SP:Iteration 10F (10.085812 sec): 3 clusters Score: Raw -9040.089201 + Penalty 783.518092 = -8256.571109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.086647 sec): 2 clusters Score: Raw -325.013451 + Penalty 173.285037 = -151.728414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.086871 sec): 3 clusters Score: Raw -315.385197 + Penalty 366.459008 = 51.073811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.087606 sec): 2 clusters Score: Raw -155.577688 + Penalty 99.643054 = -55.934634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.087839 sec): 3 clusters Score: Raw -147.488814 + Penalty 196.988317 = 49.499503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.088639 sec): 2 clusters Score: Raw -1231.734221 + Penalty 116.906497 = -1114.827724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.088907 sec): 3 clusters Score: Raw -1229.672605 + Penalty 259.536505 = -970.136101 nChanged 3 SP:Iteration 1F (10.089169 sec): 3 clusters Score: Raw -1234.962676 + Penalty 285.461514 = -949.501162 nChanged 2 SP:Iteration 2F (10.089432 sec): 3 clusters Score: Raw -1240.915613 + Penalty 285.461514 = -955.454099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.090219 sec): 2 clusters Score: Raw -862.817315 + Penalty 229.831293 = -632.986022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.090470 sec): 3 clusters Score: Raw -864.453417 + Penalty 459.662586 = -404.790831 nChanged 1 SP:Iteration 1F (10.090734 sec): 3 clusters Score: Raw -866.718010 + Penalty 459.662586 = -407.055425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.091753 sec): 2 clusters Score: Raw -1674.437455 + Penalty 521.753070 = -1152.684385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.092041 sec): 3 clusters Score: Raw -1801.438723 + Penalty 1043.506140 = -757.932584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.093112 sec): 2 clusters Score: Raw -3637.238607 + Penalty 458.390103 = -3178.848503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.093469 sec): 3 clusters Score: Raw -3686.298995 + Penalty 916.784254 = -2769.514741 nChanged 6 SP:Iteration 1F (10.093819 sec): 3 clusters Score: Raw -3696.332529 + Penalty 916.784254 = -2779.548275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.094625 sec): 2 clusters Score: Raw -300.880279 + Penalty 128.379910 = -172.500369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.094841 sec): 3 clusters Score: Raw -296.915078 + Penalty 259.929875 = -36.985203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.095633 sec): 2 clusters Score: Raw -908.616807 + Penalty 301.304122 = -607.312685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.095880 sec): 3 clusters Score: Raw -948.045957 + Penalty 603.364525 = -344.681432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.096703 sec): 2 clusters Score: Raw -1873.356866 + Penalty 391.901733 = -1481.455133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.096984 sec): 3 clusters Score: Raw -1900.871084 + Penalty 764.567078 = -1136.304006 nChanged 2 SP:Iteration 1F (10.097259 sec): 3 clusters Score: Raw -1910.867158 + Penalty 764.567078 = -1146.300079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.098095 sec): 2 clusters Score: Raw -1759.966065 + Penalty 391.862015 = -1368.104050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.098376 sec): 3 clusters Score: Raw -1811.293465 + Penalty 783.735459 = -1027.558005 nChanged 1 SP:Iteration 1Q (10.098673 sec): 3 clusters Score: Raw -1815.149586 + Penalty 783.883009 = -1031.266577 nChanged 1 SP:Iteration 2Q (10.098938 sec): 3 clusters Score: Raw -1821.398616 + Penalty 783.883009 = -1037.515607 nChanged 0 SP:Iteration 3F (10.099215 sec): 3 clusters Score: Raw -1821.398616 + Penalty 783.883009 = -1037.515607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.100123 sec): 2 clusters Score: Raw -1258.993318 + Penalty 326.348629 = -932.644689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.100384 sec): 3 clusters Score: Raw -1283.528852 + Penalty 654.823500 = -628.705351 nChanged 1 SP:Iteration 1Q (10.100633 sec): 3 clusters Score: Raw -1286.340570 + Penalty 654.823500 = -631.517070 nChanged 0 SP:Iteration 2F (10.100890 sec): 3 clusters Score: Raw -1286.340570 + Penalty 654.823500 = -631.517070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 52 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.101872 sec): 2 clusters Score: Raw -1641.129495 + Penalty 359.567886 = -1281.561608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.102157 sec): 3 clusters Score: Raw -1695.998012 + Penalty 712.037544 = -983.960468 nChanged 1 SP:Iteration 1Q (10.102428 sec): 3 clusters Score: Raw -1700.908934 + Penalty 712.037544 = -988.871389 nChanged 0 SP:Iteration 2F (10.102712 sec): 3 clusters Score: Raw -1700.908934 + Penalty 712.037544 = -988.871389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.103659 sec): 2 clusters Score: Raw -1720.790242 + Penalty 306.430132 = -1414.360110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.103946 sec): 3 clusters Score: Raw -1758.816916 + Penalty 607.170278 = -1151.646637 nChanged 2 SP:Iteration 1F (10.104228 sec): 3 clusters Score: Raw -1771.089927 + Penalty 607.170278 = -1163.919649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.105016 sec): 2 clusters Score: Raw -148.047708 + Penalty 91.542198 = -56.505510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.105214 sec): 2 clusters Score: Raw -148.047708 + Penalty 91.542198 = -56.505510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.105989 sec): 2 clusters Score: Raw -308.846968 + Penalty 154.701695 = -154.145272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.106208 sec): 3 clusters Score: Raw -303.818279 + Penalty 312.541606 = 8.723327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.107054 sec): 2 clusters Score: Raw -1333.966627 + Penalty 457.086445 = -876.880182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.107314 sec): 3 clusters Score: Raw -1438.438341 + Penalty 916.107295 = -522.331046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.108147 sec): 2 clusters Score: Raw -1497.053601 + Penalty 273.274283 = -1223.779317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.108416 sec): 3 clusters Score: Raw -1518.840104 + Penalty 530.289025 = -988.551079 nChanged 3 SP:Iteration 1F (10.108686 sec): 3 clusters Score: Raw -1531.962415 + Penalty 530.289025 = -1001.673390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.109561 sec): 2 clusters Score: Raw -308.265234 + Penalty 185.987410 = -122.277824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.109782 sec): 3 clusters Score: Raw -309.372024 + Penalty 371.974821 = 62.602797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.110617 sec): 2 clusters Score: Raw -1403.693481 + Penalty 453.855102 = -949.838379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.110875 sec): 3 clusters Score: Raw -1496.199375 + Penalty 911.490388 = -584.708987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.111606 sec): 2 clusters Score: Raw -108.784325 + Penalty 93.630658 = -15.153668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.111814 sec): 3 clusters Score: Raw -98.125415 + Penalty 187.261315 = 89.135900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.112560 sec): 2 clusters Score: Raw -474.835600 + Penalty 177.000860 = -297.834740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.112790 sec): 3 clusters Score: Raw -492.332340 + Penalty 354.350841 = -137.981499 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 (10.113529 sec): 2 clusters Score: Raw -344.222878 + Penalty 185.065920 = -159.156958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.113749 sec): 3 clusters Score: Raw -346.970163 + Penalty 368.707172 = 21.737009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.114530 sec): 2 clusters Score: Raw -1200.614393 + Penalty 347.829901 = -852.784492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.114786 sec): 3 clusters Score: Raw -1240.495163 + Penalty 695.989129 = -544.506034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.115528 sec): 2 clusters Score: Raw -387.173106 + Penalty 145.289063 = -241.884043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.115750 sec): 3 clusters Score: Raw -386.742830 + Penalty 291.499517 = -95.243313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.116493 sec): 2 clusters Score: Raw -434.690870 + Penalty 203.577114 = -231.113756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.116720 sec): 3 clusters Score: Raw -440.232379 + Penalty 405.784533 = -34.447847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.117462 sec): 2 clusters Score: Raw -458.632347 + Penalty 278.471980 = -180.160367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.117688 sec): 3 clusters Score: Raw -456.739838 + Penalty 550.345837 = 93.605999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.118432 sec): 2 clusters Score: Raw -482.284624 + Penalty 191.829020 = -290.455604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.118659 sec): 3 clusters Score: Raw -492.226460 + Penalty 387.316403 = -104.910057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.119685 sec): 2 clusters Score: Raw -5279.116371 + Penalty 633.499043 = -4645.617328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.120106 sec): 3 clusters Score: Raw -5348.657196 + Penalty 1269.310616 = -4079.346581 nChanged 8 SP:Iteration 1F (10.120518 sec): 3 clusters Score: Raw -5376.409585 + Penalty 1270.933154 = -4105.476431 nChanged 2 SP:Iteration 2Q (10.120907 sec): 3 clusters Score: Raw -5380.135203 + Penalty 1270.933154 = -4109.202048 nChanged 0 SP:Iteration 3F (10.121317 sec): 3 clusters Score: Raw -5380.135203 + Penalty 1270.933154 = -4109.202048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.122092 sec): 2 clusters Score: Raw -335.806130 + Penalty 227.060470 = -108.745660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.122311 sec): 3 clusters Score: Raw -324.162133 + Penalty 451.558115 = 127.395981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.123062 sec): 2 clusters Score: Raw -619.624118 + Penalty 186.156399 = -433.467719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.123294 sec): 3 clusters Score: Raw -631.137834 + Penalty 410.094070 = -221.043764 nChanged 1 SP:Iteration 1F (10.123522 sec): 3 clusters Score: Raw -633.388948 + Penalty 410.094070 = -223.294877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.124279 sec): 2 clusters Score: Raw -688.870337 + Penalty 257.825865 = -431.044472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.124516 sec): 3 clusters Score: Raw -693.293511 + Penalty 515.651729 = -177.641782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.125280 sec): 2 clusters Score: Raw -988.889574 + Penalty 341.031305 = -647.858269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.125518 sec): 3 clusters Score: Raw -986.708886 + Penalty 681.951192 = -304.757694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.126262 sec): 2 clusters Score: Raw -428.790431 + Penalty 136.471818 = -292.318613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.126486 sec): 3 clusters Score: Raw -430.436530 + Penalty 252.711207 = -177.725323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.127250 sec): 2 clusters Score: Raw -764.070071 + Penalty 237.243153 = -526.826919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.127490 sec): 3 clusters Score: Raw -786.927671 + Penalty 479.308370 = -307.619301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.128225 sec): 2 clusters Score: Raw -258.358024 + Penalty 164.638948 = -93.719076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.128441 sec): 3 clusters Score: Raw -252.061601 + Penalty 330.357705 = 78.296104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.129185 sec): 2 clusters Score: Raw -364.005385 + Penalty 184.581401 = -179.423985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.129408 sec): 3 clusters Score: Raw -372.854227 + Penalty 371.962811 = -0.891416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.130150 sec): 2 clusters Score: Raw -109.494681 + Penalty 92.473389 = -17.021292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.130358 sec): 3 clusters Score: Raw -98.329400 + Penalty 184.946778 = 86.617377 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 (10.131092 sec): 2 clusters Score: Raw -239.582444 + Penalty 126.281081 = -113.301364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.131308 sec): 3 clusters Score: Raw -233.366507 + Penalty 259.526632 = 26.160125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.132051 sec): 2 clusters Score: Raw -511.417047 + Penalty 283.390558 = -228.026489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.132277 sec): 3 clusters Score: Raw -502.920207 + Penalty 565.152414 = 62.232207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.133013 sec): 2 clusters Score: Raw -282.209702 + Penalty 130.363506 = -151.846196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.133230 sec): 3 clusters Score: Raw -282.631287 + Penalty 269.497340 = -13.133947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.133954 sec): 2 clusters Score: Raw -97.455020 + Penalty 62.320063 = -35.134957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.134150 sec): 2 clusters Score: Raw -97.455020 + Penalty 62.320063 = -35.134957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.134889 sec): 2 clusters Score: Raw -347.979694 + Penalty 151.444914 = -196.534780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.135110 sec): 3 clusters Score: Raw -348.450441 + Penalty 302.641663 = -45.808778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.135855 sec): 2 clusters Score: Raw -528.827620 + Penalty 293.800988 = -235.026632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.136081 sec): 3 clusters Score: Raw -546.564511 + Penalty 590.693920 = 44.129409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.136814 sec): 2 clusters Score: Raw -260.362196 + Penalty 193.398082 = -66.964114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.137028 sec): 3 clusters Score: Raw -255.173224 + Penalty 408.138395 = 152.965171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.137759 sec): 2 clusters Score: Raw -252.472548 + Penalty 136.511170 = -115.961378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.137971 sec): 3 clusters Score: Raw -248.334081 + Penalty 247.451364 = -0.882717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.138698 sec): 2 clusters Score: Raw -211.650605 + Penalty 158.108555 = -53.542050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.138911 sec): 3 clusters Score: Raw -203.449914 + Penalty 308.387500 = 104.937586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.139656 sec): 2 clusters Score: Raw -189.616202 + Penalty 98.693266 = -90.922936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.139871 sec): 3 clusters Score: Raw -186.451953 + Penalty 197.386532 = 10.934579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.140603 sec): 2 clusters Score: Raw -248.733514 + Penalty 168.943117 = -79.790397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.140819 sec): 3 clusters Score: Raw -242.118696 + Penalty 389.204853 = 147.086157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.141549 sec): 2 clusters Score: Raw -260.108016 + Penalty 177.703992 = -82.404024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.141766 sec): 3 clusters Score: Raw -254.615785 + Penalty 353.380207 = 98.764422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.142508 sec): 2 clusters Score: Raw -438.642917 + Penalty 158.693882 = -279.949034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.142733 sec): 3 clusters Score: Raw -438.822222 + Penalty 317.581861 = -121.240361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.143463 sec): 2 clusters Score: Raw -277.072480 + Penalty 213.574088 = -63.498392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.143679 sec): 3 clusters Score: Raw -267.200567 + Penalty 431.705650 = 164.505082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.144401 sec): 2 clusters Score: Raw -102.711015 + Penalty 78.288139 = -24.422876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.144612 sec): 3 clusters Score: Raw -93.634909 + Penalty 156.576278 = 62.941369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.145346 sec): 2 clusters Score: Raw -318.103350 + Penalty 170.163657 = -147.939692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.145565 sec): 3 clusters Score: Raw -310.102952 + Penalty 330.675254 = 20.572302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.146313 sec): 2 clusters Score: Raw -546.818445 + Penalty 219.652384 = -327.166061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.146544 sec): 3 clusters Score: Raw -561.946116 + Penalty 441.301397 = -120.644719 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 (10.147289 sec): 2 clusters Score: Raw -535.709169 + Penalty 312.802983 = -222.906187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.147515 sec): 3 clusters Score: Raw -527.702294 + Penalty 633.720200 = 106.017906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.148242 sec): 2 clusters Score: Raw -208.470292 + Penalty 145.878737 = -62.591555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.148438 sec): 2 clusters Score: Raw -208.470292 + Penalty 145.878737 = -62.591555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 101 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.149212 sec): 2 clusters Score: Raw -867.207980 + Penalty 379.092054 = -488.115926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.149449 sec): 3 clusters Score: Raw -870.748667 + Penalty 776.394388 = -94.354279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.150197 sec): 2 clusters Score: Raw -554.563246 + Penalty 219.167271 = -335.395975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.150428 sec): 3 clusters Score: Raw -568.524089 + Penalty 438.768772 = -129.755316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.151154 sec): 2 clusters Score: Raw -159.271464 + Penalty 121.080464 = -38.191000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.151367 sec): 3 clusters Score: Raw -150.623777 + Penalty 241.361945 = 90.738168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.152134 sec): 2 clusters Score: Raw -930.113105 + Penalty 225.485245 = -704.627860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.152379 sec): 3 clusters Score: Raw -940.008214 + Penalty 447.144482 = -492.863732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.153157 sec): 2 clusters Score: Raw -951.794973 + Penalty 193.601337 = -758.193636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.153409 sec): 3 clusters Score: Raw -954.221221 + Penalty 387.202673 = -567.018548 nChanged 1 SP:Iteration 1Q (10.153655 sec): 3 clusters Score: Raw -955.613590 + Penalty 384.165511 = -571.448079 nChanged 1 SP:Iteration 2Q (10.153900 sec): 3 clusters Score: Raw -957.934509 + Penalty 384.165511 = -573.768998 nChanged 0 SP:Iteration 3F (10.154148 sec): 3 clusters Score: Raw -957.934509 + Penalty 384.165511 = -573.768998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.154882 sec): 2 clusters Score: Raw -223.649326 + Penalty 164.184764 = -59.464562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.155096 sec): 3 clusters Score: Raw -213.133486 + Penalty 309.356640 = 96.223154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.155822 sec): 2 clusters Score: Raw -180.685954 + Penalty 63.627507 = -117.058446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.156028 sec): 3 clusters Score: Raw -179.163741 + Penalty 127.255015 = -51.908727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.156773 sec): 2 clusters Score: Raw -505.705865 + Penalty 203.936155 = -301.769711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.157002 sec): 3 clusters Score: Raw -503.429813 + Penalty 412.568726 = -90.861087 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 (10.157726 sec): 2 clusters Score: Raw -147.788433 + Penalty 93.293690 = -54.494743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.157923 sec): 2 clusters Score: Raw -147.788433 + Penalty 93.293690 = -54.494743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.158701 sec): 2 clusters Score: Raw -966.448929 + Penalty 430.488452 = -535.960477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.158941 sec): 3 clusters Score: Raw -1026.354522 + Penalty 862.270704 = -164.083818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.159686 sec): 2 clusters Score: Raw -545.915264 + Penalty 285.909767 = -260.005497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.159912 sec): 3 clusters Score: Raw -552.718643 + Penalty 579.213787 = 26.495144 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 (10.160645 sec): 2 clusters Score: Raw -166.612444 + Penalty 142.797670 = -23.814774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.160857 sec): 3 clusters Score: Raw -155.805594 + Penalty 288.418566 = 132.612971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 114 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.161649 sec): 2 clusters Score: Raw -1517.390422 + Penalty 415.953122 = -1101.437300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.161915 sec): 3 clusters Score: Raw -1595.663567 + Penalty 829.017496 = -766.646070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.162637 sec): 2 clusters Score: Raw -105.468040 + Penalty 81.278021 = -24.190019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.162845 sec): 3 clusters Score: Raw -95.687449 + Penalty 162.556042 = 66.868593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.163578 sec): 2 clusters Score: Raw -249.247262 + Penalty 149.693119 = -99.554143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.163792 sec): 3 clusters Score: Raw -245.672039 + Penalty 266.805727 = 21.133688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.164516 sec): 2 clusters Score: Raw -101.333958 + Penalty 71.494106 = -29.839853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.164725 sec): 3 clusters Score: Raw -93.254173 + Penalty 142.988211 = 49.734038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.165443 sec): 2 clusters Score: Raw -49.047784 + Penalty 0.000000 = -49.047784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.165633 sec): 2 clusters Score: Raw -49.047784 + Penalty 0.000000 = -49.047784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.166357 sec): 2 clusters Score: Raw -158.054866 + Penalty 123.575183 = -34.479683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.166569 sec): 3 clusters Score: Raw -148.791170 + Penalty 249.961181 = 101.170011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.167313 sec): 2 clusters Score: Raw -540.535102 + Penalty 253.898750 = -286.636353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.167540 sec): 3 clusters Score: Raw -543.506564 + Penalty 508.719845 = -34.786719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.168292 sec): 2 clusters Score: Raw -254.627787 + Penalty 109.225771 = -145.402016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.168509 sec): 3 clusters Score: Raw -247.124152 + Penalty 109.225771 = -137.898381 nChanged 1 SP:Iteration 1F (10.168704 sec): 2 clusters Score: Raw -254.627787 + Penalty 109.225771 = -145.402016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.169427 sec): 2 clusters Score: Raw -99.428623 + Penalty 59.264175 = -40.164449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.169620 sec): 2 clusters Score: Raw -99.428623 + Penalty 59.264175 = -40.164449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.170349 sec): 2 clusters Score: Raw -211.668523 + Penalty 153.084789 = -58.583734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.170563 sec): 3 clusters Score: Raw -204.316629 + Penalty 285.369198 = 81.052569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.171289 sec): 2 clusters Score: Raw -193.685583 + Penalty 85.847766 = -107.837817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.171504 sec): 3 clusters Score: Raw -186.661400 + Penalty 171.695532 = -14.965868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.172230 sec): 2 clusters Score: Raw -157.452774 + Penalty 120.742472 = -36.710302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.172440 sec): 3 clusters Score: Raw -148.432668 + Penalty 254.982536 = 106.549868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 131 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.173169 sec): 2 clusters Score: Raw -227.583386 + Penalty 194.939553 = -32.643833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.173384 sec): 3 clusters Score: Raw -218.497706 + Penalty 368.662370 = 150.164664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 132 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.174142 sec): 2 clusters Score: Raw -652.916767 + Penalty 244.751271 = -408.165496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.174375 sec): 3 clusters Score: Raw -675.431161 + Penalty 490.469023 = -184.962138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.175115 sec): 2 clusters Score: Raw -315.483782 + Penalty 170.305183 = -145.178599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.175333 sec): 3 clusters Score: Raw -307.485812 + Penalty 369.835279 = 62.349467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.176054 sec): 2 clusters Score: Raw -106.551984 + Penalty 92.075530 = -14.476454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.176247 sec): 2 clusters Score: Raw -106.551984 + Penalty 92.075530 = -14.476454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.176984 sec): 2 clusters Score: Raw -381.488336 + Penalty 186.308348 = -195.179988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.177224 sec): 3 clusters Score: Raw -380.801102 + Penalty 380.670773 = -0.130329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.177955 sec): 2 clusters Score: Raw -169.291154 + Penalty 148.894231 = -20.396924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.178164 sec): 3 clusters Score: Raw -158.369993 + Penalty 283.991053 = 125.621060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.178890 sec): 2 clusters Score: Raw -207.333485 + Penalty 143.520960 = -63.812525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.179102 sec): 3 clusters Score: Raw -200.560114 + Penalty 272.466213 = 71.906099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.179834 sec): 2 clusters Score: Raw -301.550696 + Penalty 158.182554 = -143.368142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.180051 sec): 3 clusters Score: Raw -297.252898 + Penalty 320.204738 = 22.951841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.180776 sec): 2 clusters Score: Raw -155.389813 + Penalty 120.276862 = -35.112951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.180988 sec): 3 clusters Score: Raw -147.122983 + Penalty 237.150386 = 90.027403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.181713 sec): 2 clusters Score: Raw -219.781610 + Penalty 160.840787 = -58.940823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.181924 sec): 3 clusters Score: Raw -208.617770 + Penalty 321.681574 = 113.063804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.182658 sec): 2 clusters Score: Raw -289.232947 + Penalty 148.894598 = -140.338349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.182873 sec): 3 clusters Score: Raw -289.367669 + Penalty 303.898631 = 14.530962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.183597 sec): 2 clusters Score: Raw -151.111604 + Penalty 109.889549 = -41.222054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.183809 sec): 3 clusters Score: Raw -144.254742 + Penalty 238.993936 = 94.739195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.184538 sec): 2 clusters Score: Raw -237.670809 + Penalty 195.696828 = -41.973981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.184751 sec): 3 clusters Score: Raw -222.987822 + Penalty 389.887775 = 166.899953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.185472 sec): 2 clusters Score: Raw -97.977807 + Penalty 60.802718 = -37.175089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.185679 sec): 3 clusters Score: Raw -90.671276 + Penalty 121.605436 = 30.934159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 147 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.186403 sec): 2 clusters Score: Raw -153.627576 + Penalty 112.102825 = -41.524750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.186629 sec): 3 clusters Score: Raw -145.872494 + Penalty 222.430674 = 76.558180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.187352 sec): 2 clusters Score: Raw -102.905453 + Penalty 84.462425 = -18.443028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.187561 sec): 3 clusters Score: Raw -94.226487 + Penalty 168.924850 = 74.698363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.188280 sec): 2 clusters Score: Raw -100.448903 + Penalty 68.181126 = -32.267777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.188474 sec): 2 clusters Score: Raw -100.448903 + Penalty 68.181126 = -32.267777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.189189 sec): 2 clusters Score: Raw -47.430011 + Penalty 0.000000 = -47.430011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.189381 sec): 2 clusters Score: Raw -47.430011 + Penalty 0.000000 = -47.430011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.190110 sec): 2 clusters Score: Raw -289.631437 + Penalty 224.301128 = -65.330309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.190324 sec): 3 clusters Score: Raw -278.674293 + Penalty 445.501923 = 166.827629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.191043 sec): 2 clusters Score: Raw -48.242457 + Penalty 0.000000 = -48.242457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.191233 sec): 2 clusters Score: Raw -48.242457 + Penalty 0.000000 = -48.242457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.191953 sec): 2 clusters Score: Raw -103.608953 + Penalty 71.436880 = -32.172073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.192147 sec): 2 clusters Score: Raw -103.608953 + Penalty 71.436880 = -32.172073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.192869 sec): 2 clusters Score: Raw -147.680661 + Penalty 92.019052 = -55.661610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.193065 sec): 2 clusters Score: Raw -147.680661 + Penalty 92.019052 = -55.661610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.193794 sec): 2 clusters Score: Raw -229.289669 + Penalty 193.912570 = -35.377099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.194007 sec): 3 clusters Score: Raw -218.725631 + Penalty 387.825140 = 169.099509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.194729 sec): 2 clusters Score: Raw -47.596296 + Penalty 0.000000 = -47.596296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.194920 sec): 2 clusters Score: Raw -47.596296 + Penalty 0.000000 = -47.596296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.195656 sec): 2 clusters Score: Raw -371.129869 + Penalty 205.478817 = -165.651052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.195892 sec): 3 clusters Score: Raw -369.384428 + Penalty 412.390338 = 43.005910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.196631 sec): 2 clusters Score: Raw -293.429828 + Penalty 138.504875 = -154.924953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.196844 sec): 3 clusters Score: Raw -288.401872 + Penalty 254.815215 = -33.586656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.197568 sec): 2 clusters Score: Raw -101.435506 + Penalty 64.767856 = -36.667650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.197777 sec): 3 clusters Score: Raw -93.203841 + Penalty 129.535711 = 36.331870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.198504 sec): 2 clusters Score: Raw -167.971027 + Penalty 150.214108 = -17.756919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.198716 sec): 3 clusters Score: Raw -155.796625 + Penalty 297.959790 = 142.163166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.199433 sec): 2 clusters Score: Raw -49.177454 + Penalty 0.000000 = -49.177454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.199623 sec): 2 clusters Score: Raw -49.177454 + Penalty 0.000000 = -49.177454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.200340 sec): 2 clusters Score: Raw -47.404557 + Penalty 0.000000 = -47.404557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.200528 sec): 2 clusters Score: Raw -47.404557 + Penalty 0.000000 = -47.404557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.201254 sec): 2 clusters Score: Raw -146.204187 + Penalty 87.071964 = -59.132223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.201465 sec): 3 clusters Score: Raw -140.146304 + Penalty 179.966398 = 39.820094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.202184 sec): 2 clusters Score: Raw -44.988152 + Penalty 0.000000 = -44.988152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.202375 sec): 2 clusters Score: Raw -44.988152 + Penalty 0.000000 = -44.988152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.203099 sec): 2 clusters Score: Raw -168.595497 + Penalty 154.043542 = -14.551954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.203310 sec): 3 clusters Score: Raw -155.698548 + Penalty 320.327562 = 164.629014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.204025 sec): 2 clusters Score: Raw -48.245018 + Penalty 0.000000 = -48.245018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.204216 sec): 2 clusters Score: Raw -48.245018 + Penalty 0.000000 = -48.245018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.204937 sec): 2 clusters Score: Raw -108.377072 + Penalty 97.910805 = -10.466267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.205158 sec): 3 clusters Score: Raw -97.514493 + Penalty 195.821610 = 98.307117 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 (10.205885 sec): 2 clusters Score: Raw -160.607740 + Penalty 119.314963 = -41.292776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.206096 sec): 3 clusters Score: Raw -150.290203 + Penalty 237.747600 = 87.457397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.206817 sec): 2 clusters Score: Raw -99.684434 + Penalty 55.722301 = -43.962133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.207010 sec): 2 clusters Score: Raw -99.684434 + Penalty 55.722301 = -43.962133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.207729 sec): 2 clusters Score: Raw -95.108237 + Penalty 40.977578 = -54.130659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.207932 sec): 3 clusters Score: Raw -88.359800 + Penalty 81.955156 = -6.404644 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 (10.208656 sec): 2 clusters Score: Raw -157.391616 + Penalty 120.217137 = -37.174478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.208852 sec): 2 clusters Score: Raw -157.391616 + Penalty 120.217137 = -37.174478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.209568 sec): 2 clusters Score: Raw -48.123744 + Penalty 0.000000 = -48.123744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.209760 sec): 2 clusters Score: Raw -48.123744 + Penalty 0.000000 = -48.123744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.210493 sec): 2 clusters Score: Raw -246.629875 + Penalty 146.396432 = -100.233442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.210710 sec): 3 clusters Score: Raw -243.030306 + Penalty 286.185316 = 43.155010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.211441 sec): 2 clusters Score: Raw -167.956747 + Penalty 140.661259 = -27.295487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.211637 sec): 2 clusters Score: Raw -167.956747 + Penalty 140.661259 = -27.295487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.212356 sec): 2 clusters Score: Raw -48.734434 + Penalty 0.000000 = -48.734434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.212547 sec): 2 clusters Score: Raw -48.734434 + Penalty 0.000000 = -48.734434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.213275 sec): 2 clusters Score: Raw -201.408957 + Penalty 114.626059 = -86.782898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.213489 sec): 3 clusters Score: Raw -193.934187 + Penalty 243.541758 = 49.607571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.214212 sec): 2 clusters Score: Raw -99.753000 + Penalty 70.207465 = -29.545535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.214433 sec): 3 clusters Score: Raw -92.089668 + Penalty 140.414930 = 48.325262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 188 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.215180 sec): 2 clusters Score: Raw -434.404542 + Penalty 56.725683 = -377.678859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.215406 sec): 3 clusters Score: Raw -429.915240 + Penalty 113.451366 = -316.463874 nChanged 3 SP:Iteration 1F (10.215629 sec): 3 clusters Score: Raw -436.289541 + Penalty 113.451366 = -322.838176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.216351 sec): 2 clusters Score: Raw -48.885927 + Penalty 0.000000 = -48.885927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.216543 sec): 2 clusters Score: Raw -48.885927 + Penalty 0.000000 = -48.885927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.217260 sec): 2 clusters Score: Raw -48.722916 + Penalty 0.000000 = -48.722916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.217451 sec): 2 clusters Score: Raw -48.722916 + Penalty 0.000000 = -48.722916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.218168 sec): 2 clusters Score: Raw -47.832626 + Penalty 0.000000 = -47.832626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.218359 sec): 2 clusters Score: Raw -47.832626 + Penalty 0.000000 = -47.832626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.219076 sec): 2 clusters Score: Raw -45.635134 + Penalty 0.000000 = -45.635134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.219266 sec): 2 clusters Score: Raw -45.635134 + Penalty 0.000000 = -45.635134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.219981 sec): 2 clusters Score: Raw -45.710917 + Penalty 0.000000 = -45.710917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.220169 sec): 2 clusters Score: Raw -45.710917 + Penalty 0.000000 = -45.710917 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 (10.220892 sec): 2 clusters Score: Raw -109.979660 + Penalty 97.861841 = -12.117819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.221099 sec): 3 clusters Score: Raw -99.082440 + Penalty 195.723681 = 96.641241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.221816 sec): 2 clusters Score: Raw -88.708313 + Penalty 26.029674 = -62.678639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.222008 sec): 2 clusters Score: Raw -88.708313 + Penalty 26.029674 = -62.678639 nChanged 0 Deleting Class 119 (1 points): Lose 20.126779 but Gain 1373.172583 Iteration 20F (11.754316 sec): 171 clusters Score: Raw -768029.362399 + Penalty 157483.709796 = -610545.652603 nChanged 84 Deleting Class 196 (2 points): Lose 43.097754 but Gain 1394.741434 Iteration 21Q (11.861838 sec): 170 clusters Score: Raw -768026.663828 + Penalty 156137.912290 = -611888.751538 nChanged 63 Deleting Class 162 (1 points): Lose 9.818227 but Gain 1355.973132 Iteration 22Q (11.967193 sec): 169 clusters Score: Raw -768054.513384 + Penalty 154845.761638 = -613208.751746 nChanged 61 Deleting Class 166 (3 points): Lose 45.290305 but Gain 1385.175587 Iteration 23Q (12.071444 sec): 168 clusters Score: Raw -768044.135156 + Penalty 153519.233797 = -614524.901359 nChanged 60 Deleting Class 145 (4 points): Lose 55.615521 but Gain 1394.550074 Iteration 24Q (12.175873 sec): 167 clusters Score: Raw -768025.758277 + Penalty 152278.031831 = -615747.726446 nChanged 58 Deleting Class 131 (4 points): Lose 75.276727 but Gain 1389.153680 Iteration 25Q (12.280009 sec): 166 clusters Score: Raw -767995.224194 + Penalty 150973.235331 = -617021.988863 nChanged 47 Deleting Class 99 (9 points): Lose 92.801646 but Gain 1406.378509 Iteration 26Q (12.383124 sec): 165 clusters Score: Raw -767949.459577 + Penalty 149612.017812 = -618337.441765 nChanged 47 Deleting Class 161 (3 points): Lose 40.018621 but Gain 1350.740914 Iteration 27Q (12.485741 sec): 164 clusters Score: Raw -767955.319627 + Penalty 148279.329661 = -619675.989966 nChanged 37 Deleting Class 170 (2 points): Lose 87.995926 but Gain 1395.439279 Iteration 28Q (12.587997 sec): 163 clusters Score: Raw -767889.762139 + Penalty 147452.356694 = -620437.405445 nChanged 31 Deleting Class 151 (5 points): Lose 69.606080 but Gain 1376.775134 Iteration 29Q (12.688776 sec): 162 clusters Score: Raw -767860.547346 + Penalty 145762.656696 = -622097.890650 nChanged 37 Deleting Class 60 (2 points): Lose 30.675287 but Gain 1334.437989 Iteration 30F (14.123372 sec): 161 clusters Score: Raw -767883.579886 + Penalty 144467.995282 = -623415.584604 nChanged 25 Deleting Class 137 (3 points): Lose 42.497335 but Gain 1338.872438 Iteration 31Q (14.224539 sec): 160 clusters Score: Raw -767856.657063 + Penalty 143163.228735 = -624693.428327 nChanged 24 Deleting Class 155 (4 points): Lose 88.622784 but Gain 1381.835322 Iteration 32Q (14.324427 sec): 159 clusters Score: Raw -767789.832236 + Penalty 141789.208952 = -626000.623284 nChanged 20 Deleting Class 152 (1 points): Lose 15.148781 but Gain 1308.171553 Iteration 33Q (14.424893 sec): 158 clusters Score: Raw -767810.675580 + Penalty 140495.214050 = -627315.461531 nChanged 18 Deleting Class 135 (2 points): Lose 21.387588 but Gain 1312.274074 Iteration 34Q (14.524400 sec): 157 clusters Score: Raw -767799.323013 + Penalty 139339.872094 = -628459.450919 nChanged 20 Deleting Class 78 (2 points): Lose 27.138184 but Gain 1317.944422 Iteration 35Q (14.623841 sec): 156 clusters Score: Raw -767792.031726 + Penalty 138030.581067 = -629761.450659 nChanged 23 Deleting Class 111 (18 points): Lose 223.721177 but Gain 1501.046170 Iteration 36Q (14.722779 sec): 155 clusters Score: Raw -767588.430832 + Penalty 136667.972144 = -630920.458688 nChanged 34 Deleting Class 101 (16 points): Lose 126.349723 but Gain 1388.054255 Iteration 37Q (14.822134 sec): 154 clusters Score: Raw -767563.271594 + Penalty 135310.860975 = -632252.410619 nChanged 44 Deleting Class 113 (3 points): Lose 22.258862 but Gain 1284.051527 Iteration 38Q (14.921647 sec): 153 clusters Score: Raw -767602.330827 + Penalty 134043.127947 = -633559.202880 nChanged 33 Deleting Class 94 (6 points): Lose 83.991439 but Gain 1326.571297 Iteration 39Q (15.020147 sec): 152 clusters Score: Raw -767540.600087 + Penalty 132832.430436 = -634708.169651 nChanged 28 Deleting Class 182 (3 points): Lose 36.843974 but Gain 1264.840703 Iteration 40F (16.364497 sec): 151 clusters Score: Raw -767554.527265 + Penalty 131615.773951 = -635938.753314 nChanged 25 Deleting Class 191 (2 points): Lose 40.662582 but Gain 1266.027571 Iteration 41Q (16.462393 sec): 150 clusters Score: Raw -767544.398187 + Penalty 130396.654950 = -637147.743236 nChanged 18 Deleting Class 189 (1 points): Lose 7.149282 but Gain 1228.690338 Iteration 42Q (16.559893 sec): 149 clusters Score: Raw -767570.160731 + Penalty 129176.940174 = -638393.220557 nChanged 13 Deleting Class 190 (1 points): Lose 24.069409 but Gain 1242.353498 Iteration 43Q (16.657165 sec): 148 clusters Score: Raw -767551.847173 + Penalty 127944.962547 = -639606.884625 nChanged 8 Deleting Class 66 (8 points): Lose 110.694613 but Gain 1322.941289 Iteration 44Q (16.753995 sec): 147 clusters Score: Raw -767450.055744 + Penalty 126656.433911 = -640793.621834 nChanged 14 Deleting Class 45 (33 points): Lose 288.300393 but Gain 1490.483840 Iteration 45Q (16.851384 sec): 146 clusters Score: Raw -767194.235975 + Penalty 125460.237325 = -641733.998650 nChanged 35 Deleting Class 150 (1 points): Lose 3.806394 but Gain 1198.487969 Iteration 46Q (16.948921 sec): 145 clusters Score: Raw -767341.623646 + Penalty 124348.355343 = -642993.268303 nChanged 9 Deleting Class 80 (9 points): Lose 90.191012 but Gain 1274.138716 Iteration 47Q (17.044306 sec): 144 clusters Score: Raw -767273.407205 + Penalty 123114.807137 = -644158.600067 nChanged 17 Deleting Class 148 (2 points): Lose 20.517391 but Gain 1203.770982 Iteration 48Q (17.140494 sec): 143 clusters Score: Raw -767280.557386 + Penalty 121932.068507 = -645348.488878 nChanged 10 Deleting Class 70 (6 points): Lose 77.947521 but Gain 1251.894145 Iteration 49Q (17.234896 sec): 142 clusters Score: Raw -767218.989634 + Penalty 120824.872129 = -646394.117505 nChanged 11 Deleting Class 56 (32 points): Lose 224.970710 but Gain 1399.766816 Iteration 50F (18.492756 sec): 141 clusters Score: Raw -767046.893405 + Penalty 119611.805027 = -647435.088378 nChanged 37 Deleting Class 59 (30 points): Lose 192.477511 but Gain 1365.814013 Iteration 51Q (18.589011 sec): 140 clusters Score: Raw -766965.887022 + Penalty 118367.440753 = -648598.446269 nChanged 44 Deleting Class 115 (2 points): Lose 16.262262 but Gain 1158.386382 Iteration 52Q (18.686477 sec): 139 clusters Score: Raw -767101.932222 + Penalty 117241.044565 = -649860.887658 nChanged 19 Deleting Class 84 (10 points): Lose 127.548448 but Gain 1260.501442 Iteration 53Q (18.780979 sec): 138 clusters Score: Raw -767020.722983 + Penalty 116172.159241 = -650848.563742 nChanged 13 Deleting Class 107 (4 points): Lose 42.749715 but Gain 1169.992778 Iteration 54Q (18.875493 sec): 137 clusters Score: Raw -767030.915997 + Penalty 115018.231240 = -652012.684758 nChanged 11 Deleting Class 112 (10 points): Lose 104.935657 but Gain 1226.645549 Iteration 55Q (18.969171 sec): 136 clusters Score: Raw -766935.623505 + Penalty 113922.275889 = -653013.347616 nChanged 15 Deleting Class 141 (4 points): Lose 31.081337 but Gain 1146.163349 Iteration 56Q (19.063152 sec): 135 clusters Score: Raw -766951.165602 + Penalty 112778.442119 = -654172.723483 nChanged 8 Deleting Class 179 (1 points): Lose 1.124948 but Gain 1115.550903 Iteration 57Q (19.156856 sec): 134 clusters Score: Raw -766957.050350 + Penalty 111661.956144 = -655295.094206 nChanged 5 Deleting Class 169 (1 points): Lose 7.524799 but Gain 1120.354794 Iteration 58Q (19.249916 sec): 133 clusters Score: Raw -766968.910881 + Penalty 110543.641821 = -656425.269060 nChanged 3 Deleting Class 178 (4 points): Lose 48.476626 but Gain 1152.294021 Iteration 59Q (19.342515 sec): 132 clusters Score: Raw -766931.353903 + Penalty 109418.194529 = -657513.159374 nChanged 5 Deleting Class 85 (5 points): Lose 84.200763 but Gain 1187.090197 Iteration 60F (20.514515 sec): 131 clusters Score: Raw -766857.148699 + Penalty 108152.618867 = -658704.529832 nChanged 7 Deleting Class 96 (2 points): Lose 17.617296 but Gain 1115.774140 Iteration 61Q (20.606592 sec): 130 clusters Score: Raw -766864.928257 + Penalty 107042.748133 = -659822.180123 nChanged 5 Deleting Class 87 (4 points): Lose 28.418538 but Gain 1126.693259 Iteration 62Q (20.699555 sec): 129 clusters Score: Raw -766843.122385 + Penalty 105931.142475 = -660911.979911 nChanged 5 Deleting Class 156 (1 points): Lose 1.290730 but Gain 1096.309615 Iteration 63Q (20.791849 sec): 128 clusters Score: Raw -766851.954087 + Penalty 104840.501772 = -662011.452315 nChanged 3 Deleting Class 120 (3 points): Lose 18.461270 but Gain 1111.200921 Iteration 64Q (20.883338 sec): 127 clusters Score: Raw -766838.096293 + Penalty 103768.024034 = -663070.072259 nChanged 4 Deleting Class 73 (18 points): Lose 111.081819 but Gain 1198.026931 Iteration 65Q (20.974360 sec): 126 clusters Score: Raw -766736.438419 + Penalty 102579.487455 = -664156.950964 nChanged 19 Deleting Class 104 (3 points): Lose 19.177156 but Gain 1088.768150 Iteration 66Q (21.065840 sec): 125 clusters Score: Raw -766747.174420 + Penalty 101504.642232 = -665242.532187 nChanged 3 Deleting Class 91 (5 points): Lose 23.088659 but Gain 1090.758835 Iteration 67Q (21.156754 sec): 124 clusters Score: Raw -766729.742441 + Penalty 100468.607773 = -666261.134668 nChanged 5 Deleting Class 171 (3 points): Lose 14.582068 but Gain 1072.892585 Iteration 68Q (21.246999 sec): 123 clusters Score: Raw -766726.109348 + Penalty 99397.122058 = -667328.987290 nChanged 3 Deleting Class 128 (4 points): Lose 32.768586 but Gain 1090.893536 Iteration 69Q (21.337267 sec): 122 clusters Score: Raw -766697.552737 + Penalty 98342.520171 = -668355.032565 nChanged 4 Deleting Class 130 (3 points): Lose 33.652480 but Gain 1085.728892 Iteration 70F (22.414352 sec): 121 clusters Score: Raw -766674.026827 + Penalty 97276.893179 = -669397.133648 nChanged 3 Deleting Class 89 (7 points): Lose 60.587380 but Gain 1111.574349 Iteration 71Q (22.503944 sec): 120 clusters Score: Raw -766622.046033 + Penalty 96212.638081 = -670409.407952 nChanged 7 Deleting Class 10 (4 points): Lose 20.073908 but Gain 1070.707796 Iteration 72Q (22.594042 sec): 119 clusters Score: Raw -766625.738933 + Penalty 95139.522157 = -671486.216776 nChanged 5 Deleting Class 140 (3 points): Lose 30.960233 but Gain 1081.542076 Iteration 73Q (22.683571 sec): 118 clusters Score: Raw -766602.201918 + Penalty 94198.246681 = -672403.955237 nChanged 5 Deleting Class 185 (1 points): Lose 7.904611 but Gain 1051.080001 Iteration 74Q (22.773539 sec): 117 clusters Score: Raw -766614.257429 + Penalty 93159.346452 = -673454.910976 nChanged 1 Deleting Class 157 (10 points): Lose 81.922359 but Gain 1119.132956 Iteration 75Q (22.862292 sec): 116 clusters Score: Raw -766543.599184 + Penalty 92201.680066 = -674341.919119 nChanged 10 Deleting Class 76 (8 points): Lose 49.892943 but Gain 1125.873099 Iteration 76Q (22.951152 sec): 115 clusters Score: Raw -766535.587967 + Penalty 91164.770208 = -675370.817759 nChanged 7 Deleting Class 36 (74 points): Lose 239.648698 but Gain 1268.624993 Iteration 77Q (23.040171 sec): 114 clusters Score: Raw -766319.777452 + Penalty 89952.446741 = -676367.330710 nChanged 75 Deleting Class 114 (40 points): Lose 252.687109 but Gain 1282.209715 Iteration 78Q (23.131256 sec): 113 clusters Score: Raw -766216.968615 + Penalty 88951.293878 = -677265.674737 nChanged 55 Deleting Class 42 (5 points): Lose 42.612298 but Gain 1063.547584 Iteration 79Q (23.221861 sec): 112 clusters Score: Raw -766334.367358 + Penalty 87949.658143 = -678384.709214 nChanged 20 Deleting Class 118 (2 points): Lose 11.035688 but Gain 1018.944571 Iteration 80F (24.213462 sec): 111 clusters Score: Raw -766358.952463 + Penalty 86941.990386 = -679416.962077 nChanged 15 Deleting Class 58 (8 points): Lose 78.876683 but Gain 1084.634943 Iteration 81Q (24.302303 sec): 110 clusters Score: Raw -766296.827644 + Penalty 85917.486123 = -680379.341521 nChanged 17 Deleting Class 153 (2 points): Lose 12.769367 but Gain 1018.128989 Iteration 82Q (24.391448 sec): 109 clusters Score: Raw -766316.289944 + Penalty 84898.545808 = -681417.744136 nChanged 8 Deleting Class 63 (22 points): Lose 140.731480 but Gain 1140.777627 Iteration 83Q (24.479512 sec): 108 clusters Score: Raw -766181.278956 + Penalty 83829.352483 = -682351.926473 nChanged 26 Deleting Class 123 (11 points): Lose 127.968189 but Gain 1118.145296 Iteration 84Q (24.567443 sec): 107 clusters Score: Raw -766104.736863 + Penalty 82747.455689 = -683357.281174 nChanged 17 Deleting Class 100 (4 points): Lose 55.939627 but Gain 1039.542676 Iteration 85Q (24.654769 sec): 106 clusters Score: Raw -766085.070422 + Penalty 81722.094683 = -684362.975740 nChanged 6 Deleting Class 187 (2 points): Lose 17.592727 but Gain 1000.607182 Iteration 86Q (24.741504 sec): 105 clusters Score: Raw -766082.522291 + Penalty 80729.334345 = -685353.187946 nChanged 5 Deleting Class 147 (3 points): Lose 28.243838 but Gain 1008.040288 Iteration 87Q (24.829579 sec): 104 clusters Score: Raw -766060.284840 + Penalty 79742.875862 = -686317.408977 nChanged 4 Deleting Class 138 (4 points): Lose 44.058884 but Gain 1022.740977 Iteration 88Q (24.916029 sec): 103 clusters Score: Raw -766024.171084 + Penalty 78728.488818 = -687295.682267 nChanged 5 Deleting Class 19 (32 points): Lose 142.075891 but Gain 1117.030075 Iteration 89Q (25.002027 sec): 102 clusters Score: Raw -765890.570714 + Penalty 77626.223157 = -688264.347557 nChanged 32 Deleting Class 163 (1 points): Lose 12.765233 but Gain 980.035223 Iteration 90F (25.919330 sec): 101 clusters Score: Raw -765944.051959 + Penalty 76653.531056 = -689290.520903 nChanged 2 Deleting Class 149 (2 points): Lose 5.437923 but Gain 971.727493 Iteration 91Q (26.004286 sec): 100 clusters Score: Raw -765945.749955 + Penalty 75683.171654 = -690262.578302 nChanged 3 Deleting Class 144 (3 points): Lose 22.941392 but Gain 988.138279 Iteration 92Q (26.089875 sec): 99 clusters Score: Raw -765931.312861 + Penalty 74744.586868 = -691186.725993 nChanged 3 Deleting Class 51 (24 points): Lose 87.389406 but Gain 1052.018882 Iteration 93Q (26.175166 sec): 98 clusters Score: Raw -765856.298236 + Penalty 73728.458170 = -692127.840066 nChanged 24 Deleting Class 41 (8 points): Lose 41.903318 but Gain 1004.613263 Iteration 94Q (26.261129 sec): 97 clusters Score: Raw -765853.698118 + Penalty 72742.787283 = -693110.910835 nChanged 15 Deleting Class 52 (40 points): Lose 193.732883 but Gain 1143.700121 Iteration 95Q (26.347947 sec): 96 clusters Score: Raw -765682.036737 + Penalty 71751.546145 = -693930.490592 nChanged 46 Deleting Class 50 (33 points): Lose 208.999243 but Gain 1152.902977 Iteration 96Q (26.433878 sec): 95 clusters Score: Raw -765570.838044 + Penalty 71213.090453 = -694357.747591 nChanged 47 Deleting Class 180 (6 points): Lose 37.018291 but Gain 977.879172 Iteration 97Q (26.519145 sec): 94 clusters Score: Raw -765606.911438 + Penalty 70276.512574 = -695330.398864 nChanged 20 Deleting Class 72 (15 points): Lose 69.591515 but Gain 1004.558717 Iteration 98Q (26.603673 sec): 93 clusters Score: Raw -765554.239283 + Penalty 69266.270712 = -696287.968571 nChanged 20 Deleting Class 62 (9 points): Lose 50.918146 but Gain 985.247840 Iteration 99Q (26.687932 sec): 92 clusters Score: Raw -765529.921141 + Penalty 68291.428704 = -697238.492437 nChanged 11 Deleting Class 49 (49 points): Lose 202.302878 but Gain 1135.921643 Iteration 100F (27.518022 sec): 91 clusters Score: Raw -765341.518359 + Penalty 67191.220975 = -698150.297384 nChanged 53 Deleting Class 160 (2 points): Lose 7.062067 but Gain 923.081061 Iteration 101Q (27.602208 sec): 90 clusters Score: Raw -765411.673079 + Penalty 66273.440210 = -699138.232869 nChanged 11 Deleting Class 48 (21 points): Lose 110.706278 but Gain 1025.216372 Iteration 102Q (27.684876 sec): 89 clusters Score: Raw -765308.483972 + Penalty 65400.743278 = -699907.740695 nChanged 32 Deleting Class 164 (4 points): Lose 21.637960 but Gain 934.403297 Iteration 103Q (27.770031 sec): 88 clusters Score: Raw -765339.722764 + Penalty 64477.289008 = -700862.433756 nChanged 10 Deleting Class 30 (15 points): Lose 84.128637 but Gain 986.196650 Iteration 104Q (27.852580 sec): 87 clusters Score: Raw -765263.348075 + Penalty 63504.242278 = -701759.105797 nChanged 18 Deleting Class 132 (18 points): Lose 130.205933 but Gain 1032.103557 Iteration 105Q (27.934503 sec): 86 clusters Score: Raw -765168.693839 + Penalty 62536.655906 = -702632.037933 nChanged 23 Deleting Class 97 (7 points): Lose 53.487549 but Gain 954.525080 Iteration 106Q (28.015933 sec): 85 clusters Score: Raw -765152.637681 + Penalty 61609.908224 = -703542.729457 nChanged 16 Deleting Class 133 (6 points): Lose 40.463951 but Gain 938.974810 Iteration 107Q (28.097489 sec): 84 clusters Score: Raw -765136.445183 + Penalty 60678.361132 = -704458.084051 nChanged 14 Deleting Class 117 (5 points): Lose 26.992220 but Gain 918.826247 Iteration 108Q (28.178368 sec): 83 clusters Score: Raw -765120.650849 + Penalty 59781.827482 = -705338.823367 nChanged 15 Deleting Class 65 (9 points): Lose 29.376013 but Gain 915.293311 Iteration 109Q (28.258599 sec): 82 clusters Score: Raw -765103.721673 + Penalty 58878.636179 = -706225.085494 nChanged 15 Deleting Class 82 (2 points): Lose 24.159950 but Gain 888.194765 Iteration 110F (28.988314 sec): 81 clusters Score: Raw -765096.123963 + Penalty 57992.038726 = -707104.085237 nChanged 7 Deleting Class 136 (10 points): Lose 74.062625 but Gain 935.307986 Iteration 111Q (29.067785 sec): 80 clusters Score: Raw -765028.642119 + Penalty 57076.023620 = -707952.618499 nChanged 14 Deleting Class 146 (2 points): Lose 9.552288 but Gain 866.569333 Iteration 112Q (29.147922 sec): 79 clusters Score: Raw -765041.649440 + Penalty 56228.755826 = -708812.893614 nChanged 5 Deleting Class 75 (23 points): Lose 112.057770 but Gain 987.119855 Iteration 113Q (29.227988 sec): 78 clusters Score: Raw -764939.106685 + Penalty 55354.106365 = -709585.000319 nChanged 22 Deleting Class 79 (8 points): Lose 78.319389 but Gain 938.114960 Iteration 114Q (29.307848 sec): 77 clusters Score: Raw -764946.396502 + Penalty 54489.709770 = -710456.686732 nChanged 11 Deleting Class 98 (12 points): Lose 67.388565 but Gain 917.102497 Iteration 115Q (29.386732 sec): 76 clusters Score: Raw -764914.021764 + Penalty 53590.121815 = -711323.899948 nChanged 17 Deleting Class 77 (9 points): Lose 41.762018 but Gain 890.626113 Iteration 116Q (29.465570 sec): 75 clusters Score: Raw -764899.101677 + Penalty 52711.354075 = -712187.747602 nChanged 12 Deleting Class 139 (6 points): Lose 25.144977 but Gain 872.136895 Iteration 117Q (29.544548 sec): 74 clusters Score: Raw -764895.440758 + Penalty 51842.359389 = -713053.081369 nChanged 11 Deleting Class 102 (11 points): Lose 57.518743 but Gain 902.924158 Iteration 118Q (29.622779 sec): 73 clusters Score: Raw -764852.777819 + Penalty 50957.740766 = -713895.037052 nChanged 15 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 -764852.777819 + Penalty 50957.740766 = -713895.037052Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 1 (2737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.671043 sec): 2 clusters Score: Raw -110550.642447 + Penalty 143.137691 = -110407.504756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.676539 sec): 3 clusters Score: Raw -108772.201869 + Penalty 321.187499 = -108451.014370 nChanged 1245 SP:Iteration 1F (29.681931 sec): 3 clusters Score: Raw -109827.077768 + Penalty 335.280543 = -109491.797225 nChanged 357 SP:Iteration 2F (29.687397 sec): 3 clusters Score: Raw -110215.617920 + Penalty 344.394626 = -109871.223294 nChanged 138 SP:Iteration 3F (29.693144 sec): 3 clusters Score: Raw -110381.823113 + Penalty 345.588500 = -110036.234612 nChanged 78 SP:Iteration 4Q (29.698296 sec): 3 clusters Score: Raw -110475.629603 + Penalty 346.705712 = -110128.923891 nChanged 41 SP:Iteration 5Q (29.703045 sec): 3 clusters Score: Raw -110517.529115 + Penalty 346.760126 = -110170.768989 nChanged 33 SP:Iteration 6Q (29.707698 sec): 3 clusters Score: Raw -110548.499029 + Penalty 346.893699 = -110201.605330 nChanged 22 SP:Iteration 7Q (29.712303 sec): 3 clusters Score: Raw -110560.315634 + Penalty 347.640792 = -110212.674842 nChanged 13 SP:Iteration 8Q (29.716898 sec): 3 clusters Score: Raw -110570.276416 + Penalty 347.233872 = -110223.042543 nChanged 8 SP:Iteration 9Q (29.721546 sec): 3 clusters Score: Raw -110573.526197 + Penalty 347.768848 = -110225.757349 nChanged 4 SP:Iteration 10F (29.727582 sec): 3 clusters Score: Raw -110574.381259 + Penalty 347.246936 = -110227.134323 nChanged 3 SP:Iteration 11Q (29.732306 sec): 3 clusters Score: Raw -110575.301195 + Penalty 347.053945 = -110228.247250 nChanged 3 SP:Iteration 12Q (29.737021 sec): 3 clusters Score: Raw -110575.911872 + Penalty 348.718780 = -110227.193092 nChanged 4 SP:Iteration 13F (29.742500 sec): 3 clusters Score: Raw -110576.546175 + Penalty 348.008806 = -110228.537369 nChanged 5 SP:Iteration 14Q (29.747068 sec): 3 clusters Score: Raw -110577.042532 + Penalty 347.669903 = -110229.372629 nChanged 1 SP:Iteration 15Q (29.751668 sec): 3 clusters Score: Raw -110577.073304 + Penalty 347.669903 = -110229.403401 nChanged 0 SP:Iteration 16F (29.757169 sec): 3 clusters Score: Raw -110577.073304 + Penalty 347.669903 = -110229.403401 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 2 (1336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.764333 sec): 2 clusters Score: Raw -57863.085093 + Penalty 300.320436 = -57562.764657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.767019 sec): 3 clusters Score: Raw -57082.769805 + Penalty 611.117831 = -56471.651974 nChanged 548 SP:Iteration 1F (29.769671 sec): 3 clusters Score: Raw -57435.665996 + Penalty 618.032789 = -56817.633207 nChanged 152 SP:Iteration 2F (29.772338 sec): 3 clusters Score: Raw -57524.355970 + Penalty 625.286483 = -56899.069487 nChanged 114 SP:Iteration 3F (29.775026 sec): 3 clusters Score: Raw -57603.766936 + Penalty 622.357724 = -56981.409212 nChanged 76 SP:Iteration 4F (29.777733 sec): 3 clusters Score: Raw -57655.387414 + Penalty 623.921891 = -57031.465523 nChanged 70 SP:Iteration 5F (29.780455 sec): 3 clusters Score: Raw -57712.359303 + Penalty 644.177839 = -57068.181464 nChanged 68 SP:Iteration 6F (29.783220 sec): 3 clusters Score: Raw -57770.428458 + Penalty 660.564469 = -57109.863989 nChanged 42 SP:Iteration 7Q (29.786050 sec): 3 clusters Score: Raw -57819.978538 + Penalty 669.274505 = -57150.704033 nChanged 24 SP:Iteration 8Q (29.788817 sec): 3 clusters Score: Raw -57859.046066 + Penalty 667.850942 = -57191.195124 nChanged 5 SP:Iteration 9Q (29.791342 sec): 3 clusters Score: Raw -57865.542618 + Penalty 669.349064 = -57196.193555 nChanged 2 SP:Iteration 10F (29.794232 sec): 3 clusters Score: Raw -57866.837440 + Penalty 669.618734 = -57197.218706 nChanged 3 SP:Iteration 11Q (29.796844 sec): 3 clusters Score: Raw -57868.230859 + Penalty 664.739473 = -57203.491385 nChanged 1 SP:Iteration 12Q (29.799325 sec): 3 clusters Score: Raw -57868.894116 + Penalty 667.204984 = -57201.689131 nChanged 1 SP:Iteration 13F (29.802081 sec): 3 clusters Score: Raw -57869.242485 + Penalty 669.940225 = -57199.302260 nChanged 1 SP:Iteration 14F (29.804837 sec): 3 clusters Score: Raw -57869.486422 + Penalty 674.192905 = -57195.293517 nChanged 1 SP:Iteration 15F (29.807595 sec): 3 clusters Score: Raw -57870.048535 + Penalty 678.014709 = -57192.033827 nChanged 1 SP:Iteration 16F (29.810353 sec): 3 clusters Score: Raw -57871.046711 + Penalty 683.292904 = -57187.753808 nChanged 4 SP:Iteration 17F (29.813107 sec): 3 clusters Score: Raw -57872.850096 + Penalty 696.843882 = -57176.006215 nChanged 4 SP:Iteration 18F (29.815868 sec): 3 clusters Score: Raw -57874.347607 + Penalty 703.201199 = -57171.146407 nChanged 3 SP:Iteration 19F (29.818628 sec): 3 clusters Score: Raw -57875.232187 + Penalty 712.074614 = -57163.157574 nChanged 2 SP:Iteration 20F (29.821387 sec): 3 clusters Score: Raw -57876.956090 + Penalty 732.688457 = -57144.267633 nChanged 4 SP:Iteration 21F (29.824144 sec): 3 clusters Score: Raw -57886.122702 + Penalty 733.787549 = -57152.335153 nChanged 2 SP:Iteration 22Q (29.826519 sec): 3 clusters Score: Raw -57887.566631 + Penalty 733.787549 = -57153.779082 nChanged 0 SP:Iteration 23F (29.829287 sec): 3 clusters Score: Raw -57887.566631 + Penalty 733.787549 = -57153.779082 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.834395 sec): 2 clusters Score: Raw -51118.803820 + Penalty 501.271426 = -50617.532395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.836762 sec): 3 clusters Score: Raw -50504.536288 + Penalty 1014.937624 = -49489.598664 nChanged 417 SP:Iteration 1F (29.839089 sec): 3 clusters Score: Raw -50759.305521 + Penalty 1027.542637 = -49731.762885 nChanged 122 SP:Iteration 2F (29.841420 sec): 3 clusters Score: Raw -50847.428835 + Penalty 1044.139363 = -49803.289471 nChanged 83 SP:Iteration 3F (29.843795 sec): 3 clusters Score: Raw -50910.014823 + Penalty 1065.128928 = -49844.885895 nChanged 63 SP:Iteration 4F (29.846135 sec): 3 clusters Score: Raw -50960.827833 + Penalty 1087.918099 = -49872.909735 nChanged 54 SP:Iteration 5Q (29.848413 sec): 3 clusters Score: Raw -50999.596317 + Penalty 1114.841247 = -49884.755070 nChanged 47 SP:Iteration 6Q (29.850637 sec): 3 clusters Score: Raw -51039.436328 + Penalty 1152.913689 = -49886.522639 nChanged 54 SP:Iteration 7Q (29.852842 sec): 3 clusters Score: Raw -51098.433431 + Penalty 1186.185230 = -49912.248200 nChanged 42 SP:Iteration 8Q (29.855008 sec): 3 clusters Score: Raw -51142.461986 + Penalty 1210.021792 = -49932.440194 nChanged 25 SP:Iteration 9Q (29.857099 sec): 3 clusters Score: Raw -51169.211566 + Penalty 1234.722921 = -49934.488645 nChanged 18 SP:Iteration 10F (29.859422 sec): 3 clusters Score: Raw -51184.967932 + Penalty 1248.538944 = -49936.428988 nChanged 9 SP:Iteration 11Q (29.861416 sec): 3 clusters Score: Raw -51193.941363 + Penalty 1251.516455 = -49942.424908 nChanged 2 SP:Iteration 12Q (29.863397 sec): 3 clusters Score: Raw -51196.333569 + Penalty 1251.516455 = -49944.817115 nChanged 0 SP:Iteration 13F (29.865724 sec): 3 clusters Score: Raw -51196.333569 + Penalty 1251.516455 = -49944.817115 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 4 (5052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.890052 sec): 2 clusters Score: Raw -208401.884994 + Penalty 163.843294 = -208238.041699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.900451 sec): 3 clusters Score: Raw -205110.374060 + Penalty 331.769678 = -204778.604383 nChanged 2353 SP:Iteration 1F (29.910129 sec): 3 clusters Score: Raw -206557.106772 + Penalty 336.756684 = -206220.350089 nChanged 701 SP:Iteration 2F (29.919818 sec): 3 clusters Score: Raw -207036.019165 + Penalty 340.017569 = -206696.001595 nChanged 419 SP:Iteration 3F (29.929549 sec): 3 clusters Score: Raw -207349.276787 + Penalty 341.836714 = -207007.440073 nChanged 303 SP:Iteration 4F (29.939277 sec): 3 clusters Score: Raw -207627.791851 + Penalty 341.401175 = -207286.390677 nChanged 228 SP:Iteration 5Q (29.948801 sec): 3 clusters Score: Raw -207804.251377 + Penalty 341.032606 = -207463.218771 nChanged 161 SP:Iteration 6Q (29.958193 sec): 3 clusters Score: Raw -207880.834125 + Penalty 340.556139 = -207540.277986 nChanged 85 SP:Iteration 7Q (29.967527 sec): 3 clusters Score: Raw -207913.796840 + Penalty 340.230481 = -207573.566359 nChanged 58 SP:Iteration 8Q (29.976816 sec): 3 clusters Score: Raw -207926.742653 + Penalty 339.178326 = -207587.564327 nChanged 49 SP:Iteration 9Q (29.986091 sec): 3 clusters Score: Raw -207937.488146 + Penalty 338.597347 = -207598.890800 nChanged 36 SP:Iteration 10F (29.995867 sec): 3 clusters Score: Raw -207943.618989 + Penalty 338.390546 = -207605.228442 nChanged 47 SP:Iteration 11Q (30.005440 sec): 3 clusters Score: Raw -207951.667543 + Penalty 338.201813 = -207613.465730 nChanged 29 SP:Iteration 12Q (30.014695 sec): 3 clusters Score: Raw -207956.413172 + Penalty 338.181406 = -207618.231766 nChanged 36 SP:Iteration 13Q (30.023948 sec): 3 clusters Score: Raw -207961.175715 + Penalty 338.196819 = -207622.978896 nChanged 29 SP:Iteration 14Q (30.033307 sec): 3 clusters Score: Raw -207963.914950 + Penalty 338.198068 = -207625.716882 nChanged 17 SP:Iteration 15Q (30.042580 sec): 3 clusters Score: Raw -207965.542766 + Penalty 338.317757 = -207627.225009 nChanged 10 SP:Iteration 16Q (30.051900 sec): 3 clusters Score: Raw -207966.463493 + Penalty 338.280061 = -207628.183432 nChanged 6 SP:Iteration 17Q (30.061120 sec): 3 clusters Score: Raw -207966.662264 + Penalty 338.136412 = -207628.525852 nChanged 9 SP:Iteration 18Q (30.070338 sec): 3 clusters Score: Raw -207966.887843 + Penalty 338.242086 = -207628.645757 nChanged 3 SP:Iteration 19Q (30.079549 sec): 3 clusters Score: Raw -207966.957539 + Penalty 338.218548 = -207628.738991 nChanged 1 SP:Iteration 20F (30.089270 sec): 3 clusters Score: Raw -207966.961441 + Penalty 338.218548 = -207628.742893 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.096656 sec): 2 clusters Score: Raw -38124.319929 + Penalty 152.858666 = -37971.461263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.098578 sec): 3 clusters Score: Raw -37560.336621 + Penalty 306.168865 = -37254.167756 nChanged 409 SP:Iteration 1F (30.100474 sec): 3 clusters Score: Raw -37833.745615 + Penalty 307.652191 = -37526.093424 nChanged 70 SP:Iteration 2F (30.102529 sec): 3 clusters Score: Raw -37877.891259 + Penalty 307.991961 = -37569.899298 nChanged 43 SP:Iteration 3Q (30.104537 sec): 3 clusters Score: Raw -37910.198511 + Penalty 308.822098 = -37601.376414 nChanged 37 SP:Iteration 4Q (30.106515 sec): 3 clusters Score: Raw -37936.586794 + Penalty 309.067173 = -37627.519620 nChanged 32 SP:Iteration 5Q (30.108367 sec): 3 clusters Score: Raw -37946.921126 + Penalty 309.543783 = -37637.377343 nChanged 16 SP:Iteration 6Q (30.110213 sec): 3 clusters Score: Raw -37953.705370 + Penalty 309.272778 = -37644.432592 nChanged 11 SP:Iteration 7Q (30.112054 sec): 3 clusters Score: Raw -37956.856086 + Penalty 309.337284 = -37647.518802 nChanged 7 SP:Iteration 8Q (30.113891 sec): 3 clusters Score: Raw -37957.716521 + Penalty 309.653502 = -37648.063020 nChanged 3 SP:Iteration 9Q (30.115730 sec): 3 clusters Score: Raw -37958.437775 + Penalty 309.893856 = -37648.543919 nChanged 2 SP:Iteration 10F (30.117604 sec): 3 clusters Score: Raw -37959.692665 + Penalty 310.513196 = -37649.179469 nChanged 7 SP:Iteration 11Q (30.119443 sec): 3 clusters Score: Raw -37963.790092 + Penalty 311.844994 = -37651.945098 nChanged 15 SP:Iteration 12Q (30.121284 sec): 3 clusters Score: Raw -37976.437376 + Penalty 313.390744 = -37663.046632 nChanged 15 SP:Iteration 13Q (30.123127 sec): 3 clusters Score: Raw -37986.893221 + Penalty 315.027536 = -37671.865685 nChanged 13 SP:Iteration 14Q (30.124971 sec): 3 clusters Score: Raw -37990.419451 + Penalty 316.607050 = -37673.812401 nChanged 12 SP:Iteration 15Q (30.126835 sec): 3 clusters Score: Raw -37993.812121 + Penalty 318.091646 = -37675.720475 nChanged 14 SP:Iteration 16Q (30.128675 sec): 3 clusters Score: Raw -37999.415124 + Penalty 319.220884 = -37680.194240 nChanged 10 SP:Iteration 17Q (30.130509 sec): 3 clusters Score: Raw -38008.837513 + Penalty 319.834007 = -37689.003506 nChanged 16 SP:Iteration 18Q (30.132329 sec): 3 clusters Score: Raw -38015.240669 + Penalty 320.772467 = -37694.468202 nChanged 11 SP:Iteration 19Q (30.134197 sec): 3 clusters Score: Raw -38018.137052 + Penalty 320.495754 = -37697.641299 nChanged 8 SP:Iteration 20F (30.136134 sec): 3 clusters Score: Raw -38019.491608 + Penalty 320.323249 = -37699.168359 nChanged 8 SP:Iteration 21Q (30.137942 sec): 3 clusters Score: Raw -38023.160719 + Penalty 319.812218 = -37703.348500 nChanged 12 SP:Iteration 22Q (30.139748 sec): 3 clusters Score: Raw -38027.196609 + Penalty 319.643829 = -37707.552780 nChanged 7 SP:Iteration 23Q (30.141555 sec): 3 clusters Score: Raw -38028.959934 + Penalty 319.772335 = -37709.187599 nChanged 7 SP:Iteration 24Q (30.143359 sec): 3 clusters Score: Raw -38030.278868 + Penalty 321.207124 = -37709.071744 nChanged 6 SP:Iteration 25F (30.145282 sec): 3 clusters Score: Raw -38031.612123 + Penalty 322.054559 = -37709.557563 nChanged 5 SP:Iteration 26Q (30.147125 sec): 3 clusters Score: Raw -38032.379815 + Penalty 322.376141 = -37710.003674 nChanged 7 SP:Iteration 27Q (30.148946 sec): 3 clusters Score: Raw -38033.288891 + Penalty 322.076897 = -37711.211994 nChanged 6 SP:Iteration 28Q (30.150746 sec): 3 clusters Score: Raw -38034.581002 + Penalty 323.738615 = -37710.842387 nChanged 8 SP:Iteration 29F (30.152646 sec): 3 clusters Score: Raw -38036.055131 + Penalty 323.183125 = -37712.872006 nChanged 7 SP:Iteration 30F (30.154578 sec): 3 clusters Score: Raw -38037.961352 + Penalty 324.871341 = -37713.090011 nChanged 10 SP:Iteration 31Q (30.156428 sec): 3 clusters Score: Raw -38040.035914 + Penalty 326.301582 = -37713.734332 nChanged 8 SP:Iteration 32Q (30.158267 sec): 3 clusters Score: Raw -38041.821993 + Penalty 326.319421 = -37715.502573 nChanged 9 SP:Iteration 33Q (30.160065 sec): 3 clusters Score: Raw -38043.636779 + Penalty 326.551553 = -37717.085226 nChanged 7 SP:Iteration 34Q (30.161867 sec): 3 clusters Score: Raw -38044.948072 + Penalty 327.315094 = -37717.632978 nChanged 8 SP:Iteration 35Q (30.163662 sec): 3 clusters Score: Raw -38046.522607 + Penalty 328.225819 = -37718.296787 nChanged 5 SP:Iteration 36Q (30.165456 sec): 3 clusters Score: Raw -38047.719036 + Penalty 328.045519 = -37719.673517 nChanged 4 SP:Iteration 37Q (30.167248 sec): 3 clusters Score: Raw -38049.352354 + Penalty 331.286367 = -37718.065987 nChanged 11 SP:Iteration 38F (30.169207 sec): 3 clusters Score: Raw -38052.791865 + Penalty 335.207055 = -37717.584810 nChanged 12 SP:Iteration 39F (30.171155 sec): 3 clusters Score: Raw -38056.203314 + Penalty 340.180199 = -37716.023114 nChanged 12 SP:Iteration 40F (30.173117 sec): 3 clusters Score: Raw -38059.943166 + Penalty 343.174411 = -37716.768755 nChanged 13 SP:Iteration 41Q (30.174916 sec): 3 clusters Score: Raw -38065.682539 + Penalty 344.354486 = -37721.328054 nChanged 24 SP:Iteration 42Q (30.176701 sec): 3 clusters Score: Raw -38080.354775 + Penalty 353.126065 = -37727.228710 nChanged 17 SP:Iteration 43Q (30.178466 sec): 3 clusters Score: Raw -38088.572259 + Penalty 357.572774 = -37730.999485 nChanged 15 SP:Iteration 44Q (30.180215 sec): 3 clusters Score: Raw -38095.700486 + Penalty 366.546730 = -37729.153756 nChanged 14 SP:Iteration 45F (30.182160 sec): 3 clusters Score: Raw -38101.972260 + Penalty 374.481104 = -37727.491156 nChanged 8 SP:Iteration 46F (30.184108 sec): 3 clusters Score: Raw -38103.679002 + Penalty 369.622750 = -37734.056252 nChanged 5 SP:Iteration 47Q (30.185824 sec): 3 clusters Score: Raw -38106.080358 + Penalty 376.085807 = -37729.994551 nChanged 3 SP:Iteration 48F (30.187770 sec): 3 clusters Score: Raw -38106.473810 + Penalty 377.540307 = -37728.933502 nChanged 5 SP:Iteration 49F (30.189720 sec): 3 clusters Score: Raw -38108.380582 + Penalty 392.516588 = -37715.863995 nChanged 5 SP:Iteration 50F (30.191665 sec): 3 clusters Score: Raw -38110.184630 + Penalty 401.567080 = -37708.617549 nChanged 5 SP:Iteration 51F (30.193615 sec): 3 clusters Score: Raw -38111.798122 + Penalty 411.507700 = -37700.290422 nChanged 5 SP:Iteration 52F (30.195568 sec): 3 clusters Score: Raw -38114.983143 + Penalty 433.582528 = -37681.400616 nChanged 5 SP:Iteration 53F (30.197523 sec): 3 clusters Score: Raw -38118.555391 + Penalty 458.028483 = -37660.526908 nChanged 5 SP:Iteration 54F (30.199541 sec): 3 clusters Score: Raw -38122.013986 + Penalty 470.613659 = -37651.400327 nChanged 3 SP:Iteration 55F (30.201544 sec): 3 clusters Score: Raw -38124.161681 + Penalty 480.182690 = -37643.978991 nChanged 2 SP:Iteration 56F (30.203576 sec): 3 clusters Score: Raw -38124.592952 + Penalty 488.536549 = -37636.056402 nChanged 1 SP:Iteration 57F (30.205689 sec): 3 clusters Score: Raw -38124.855159 + Penalty 488.536549 = -37636.318610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.215840 sec): 2 clusters Score: Raw -90365.554168 + Penalty 213.732396 = -90151.821772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.219887 sec): 3 clusters Score: Raw -89070.068333 + Penalty 433.008633 = -88637.059700 nChanged 919 SP:Iteration 1F (30.223845 sec): 3 clusters Score: Raw -89780.079574 + Penalty 438.032233 = -89342.047341 nChanged 243 SP:Iteration 2F (30.227788 sec): 3 clusters Score: Raw -89949.755051 + Penalty 440.182972 = -89509.572079 nChanged 130 SP:Iteration 3F (30.231717 sec): 3 clusters Score: Raw -90010.917918 + Penalty 442.921332 = -89567.996586 nChanged 74 SP:Iteration 4Q (30.235722 sec): 3 clusters Score: Raw -90039.888569 + Penalty 446.164578 = -89593.723991 nChanged 56 SP:Iteration 5Q (30.239534 sec): 3 clusters Score: Raw -90058.378320 + Penalty 449.143017 = -89609.235304 nChanged 40 SP:Iteration 6Q (30.243300 sec): 3 clusters Score: Raw -90074.188337 + Penalty 452.110703 = -89622.077634 nChanged 44 SP:Iteration 7Q (30.247073 sec): 3 clusters Score: Raw -90091.642760 + Penalty 454.886112 = -89636.756649 nChanged 38 SP:Iteration 8Q (30.250779 sec): 3 clusters Score: Raw -90104.865192 + Penalty 458.702091 = -89646.163101 nChanged 41 SP:Iteration 9Q (30.254446 sec): 3 clusters Score: Raw -90117.424581 + Penalty 462.616990 = -89654.807591 nChanged 37 SP:Iteration 10F (30.258308 sec): 3 clusters Score: Raw -90127.963543 + Penalty 465.483763 = -89662.479780 nChanged 28 SP:Iteration 11Q (30.261905 sec): 3 clusters Score: Raw -90136.156374 + Penalty 467.701889 = -89668.454485 nChanged 30 SP:Iteration 12Q (30.265475 sec): 3 clusters Score: Raw -90144.483054 + Penalty 470.458896 = -89674.024158 nChanged 33 SP:Iteration 13Q (30.269024 sec): 3 clusters Score: Raw -90154.565514 + Penalty 475.321442 = -89679.244072 nChanged 38 SP:Iteration 14Q (30.272538 sec): 3 clusters Score: Raw -90166.194739 + Penalty 478.712994 = -89687.481745 nChanged 40 SP:Iteration 15Q (30.276027 sec): 3 clusters Score: Raw -90180.489850 + Penalty 479.317797 = -89701.172053 nChanged 36 SP:Iteration 16Q (30.279477 sec): 3 clusters Score: Raw -90194.767718 + Penalty 483.953057 = -89710.814661 nChanged 39 SP:Iteration 17Q (30.282896 sec): 3 clusters Score: Raw -90213.754686 + Penalty 488.928556 = -89724.826130 nChanged 48 SP:Iteration 18Q (30.286288 sec): 3 clusters Score: Raw -90240.571213 + Penalty 492.509485 = -89748.061727 nChanged 43 SP:Iteration 19Q (30.289628 sec): 3 clusters Score: Raw -90264.040214 + Penalty 498.112202 = -89765.928012 nChanged 44 SP:Iteration 20F (30.293381 sec): 3 clusters Score: Raw -90286.519430 + Penalty 507.713063 = -89778.806367 nChanged 31 SP:Iteration 21Q (30.296636 sec): 3 clusters Score: Raw -90301.769742 + Penalty 511.622397 = -89790.147345 nChanged 29 SP:Iteration 22Q (30.299859 sec): 3 clusters Score: Raw -90313.696084 + Penalty 514.274015 = -89799.422069 nChanged 27 SP:Iteration 23Q (30.303094 sec): 3 clusters Score: Raw -90325.273561 + Penalty 509.840082 = -89815.433479 nChanged 15 SP:Iteration 24Q (30.306365 sec): 3 clusters Score: Raw -90331.614933 + Penalty 514.978938 = -89816.635995 nChanged 18 SP:Iteration 25Q (30.309796 sec): 3 clusters Score: Raw -90342.391649 + Penalty 520.869324 = -89821.522325 nChanged 20 SP:Iteration 26Q (30.312924 sec): 3 clusters Score: Raw -90353.644975 + Penalty 522.575092 = -89831.069884 nChanged 9 SP:Iteration 27Q (30.316035 sec): 3 clusters Score: Raw -90357.606364 + Penalty 529.124810 = -89828.481553 nChanged 8 SP:Iteration 28F (30.319747 sec): 3 clusters Score: Raw -90361.622175 + Penalty 532.272701 = -89829.349474 nChanged 6 SP:Iteration 29Q (30.322850 sec): 3 clusters Score: Raw -90364.554528 + Penalty 532.590721 = -89831.963807 nChanged 8 SP:Iteration 30F (30.326561 sec): 3 clusters Score: Raw -90367.014024 + Penalty 537.072171 = -89829.941852 nChanged 4 SP:Iteration 31F (30.330268 sec): 3 clusters Score: Raw -90368.701583 + Penalty 545.911857 = -89822.789726 nChanged 6 SP:Iteration 32F (30.334006 sec): 3 clusters Score: Raw -90374.396419 + Penalty 550.612057 = -89823.784362 nChanged 7 SP:Iteration 33Q (30.337131 sec): 3 clusters Score: Raw -90384.780357 + Penalty 559.460036 = -89825.320321 nChanged 7 SP:Iteration 34Q (30.340163 sec): 3 clusters Score: Raw -90389.504206 + Penalty 560.129628 = -89829.374577 nChanged 4 SP:Iteration 35Q (30.343161 sec): 3 clusters Score: Raw -90391.382959 + Penalty 560.129628 = -89831.253330 nChanged 0 SP:Iteration 36F (30.346865 sec): 3 clusters Score: Raw -90391.382959 + Penalty 560.129628 = -89831.253330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.351966 sec): 2 clusters Score: Raw -16919.311080 + Penalty 178.791805 = -16740.519275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.352928 sec): 3 clusters Score: Raw -16726.990970 + Penalty 369.213228 = -16357.777741 nChanged 154 SP:Iteration 1F (30.353850 sec): 3 clusters Score: Raw -16870.195487 + Penalty 376.014843 = -16494.180644 nChanged 42 SP:Iteration 2F (30.354766 sec): 3 clusters Score: Raw -16897.501062 + Penalty 379.697527 = -16517.803535 nChanged 14 SP:Iteration 3Q (30.355674 sec): 3 clusters Score: Raw -16905.762215 + Penalty 383.918111 = -16521.844103 nChanged 10 SP:Iteration 4Q (30.356585 sec): 3 clusters Score: Raw -16912.895160 + Penalty 384.397379 = -16528.497781 nChanged 5 SP:Iteration 5Q (30.357491 sec): 3 clusters Score: Raw -16916.057413 + Penalty 385.119154 = -16530.938259 nChanged 4 SP:Iteration 6Q (30.358395 sec): 3 clusters Score: Raw -16917.576720 + Penalty 383.569119 = -16534.007600 nChanged 2 SP:Iteration 7Q (30.359299 sec): 3 clusters Score: Raw -16919.501623 + Penalty 383.489341 = -16536.012282 nChanged 3 SP:Iteration 8Q (30.360203 sec): 3 clusters Score: Raw -16922.013920 + Penalty 384.151342 = -16537.862578 nChanged 5 SP:Iteration 9Q (30.361110 sec): 3 clusters Score: Raw -16926.309052 + Penalty 384.374118 = -16541.934934 nChanged 3 SP:Iteration 10F (30.362021 sec): 3 clusters Score: Raw -16930.780611 + Penalty 383.227032 = -16547.553578 nChanged 2 SP:Iteration 11Q (30.362926 sec): 3 clusters Score: Raw -16932.340236 + Penalty 381.872893 = -16550.467343 nChanged 4 SP:Iteration 12Q (30.363836 sec): 3 clusters Score: Raw -16934.304316 + Penalty 381.565362 = -16552.738954 nChanged 2 SP:Iteration 13Q (30.364741 sec): 3 clusters Score: Raw -16934.554887 + Penalty 381.565362 = -16552.989525 nChanged 0 SP:Iteration 14F (30.365654 sec): 3 clusters Score: Raw -16934.554887 + Penalty 381.565362 = -16552.989525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.366422 sec): 2 clusters Score: Raw -2603.565922 + Penalty 427.514958 = -2176.050964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.366754 sec): 3 clusters Score: Raw -2640.007864 + Penalty 854.620173 = -1785.387691 nChanged 1 SP:Iteration 1Q (30.367071 sec): 3 clusters Score: Raw -2642.528739 + Penalty 854.620173 = -1787.908566 nChanged 0 SP:Iteration 2F (30.367397 sec): 3 clusters Score: Raw -2642.528739 + Penalty 854.620173 = -1787.908566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.368149 sec): 2 clusters Score: Raw -4006.134373 + Penalty 378.397081 = -3627.737292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.368549 sec): 3 clusters Score: Raw -4013.229990 + Penalty 757.866754 = -3255.363236 nChanged 10 SP:Iteration 1F (30.368955 sec): 3 clusters Score: Raw -4033.561377 + Penalty 759.305848 = -3274.255529 nChanged 3 SP:Iteration 2Q (30.369345 sec): 3 clusters Score: Raw -4039.342055 + Penalty 758.006758 = -3281.335297 nChanged 1 SP:Iteration 3Q (30.369731 sec): 3 clusters Score: Raw -4039.640125 + Penalty 758.006758 = -3281.633366 nChanged 0 SP:Iteration 4F (30.370129 sec): 3 clusters Score: Raw -4039.640125 + Penalty 758.006758 = -3281.633366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.370650 sec): 2 clusters Score: Raw -1248.517733 + Penalty 537.487096 = -711.030637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.370911 sec): 3 clusters Score: Raw -1421.934194 + Penalty 1073.860587 = -348.073607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.371570 sec): 2 clusters Score: Raw -2781.128652 + Penalty 381.614959 = -2399.513692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.371904 sec): 3 clusters Score: Raw -2812.752250 + Penalty 758.722199 = -2054.030052 nChanged 6 SP:Iteration 1F (30.372231 sec): 3 clusters Score: Raw -2821.579607 + Penalty 758.722199 = -2062.857409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 13 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.372753 sec): 2 clusters Score: Raw -1126.867277 + Penalty 48.137232 = -1078.730045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.373013 sec): 3 clusters Score: Raw -1131.125197 + Penalty 99.696436 = -1031.428760 nChanged 10 SP:Iteration 1F (30.373270 sec): 3 clusters Score: Raw -1142.563443 + Penalty 102.316992 = -1040.246450 nChanged 1 SP:Iteration 2Q (30.373524 sec): 3 clusters Score: Raw -1142.774109 + Penalty 102.316992 = -1040.457117 nChanged 0 SP:Iteration 3F (30.373779 sec): 3 clusters Score: Raw -1142.774109 + Penalty 102.316992 = -1040.457117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.374384 sec): 2 clusters Score: Raw -2550.507039 + Penalty 403.508039 = -2146.999000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.374703 sec): 3 clusters Score: Raw -2609.467799 + Penalty 807.016078 = -1802.451721 nChanged 1 SP:Iteration 1Q (30.375000 sec): 3 clusters Score: Raw -2612.001613 + Penalty 807.016078 = -1804.985536 nChanged 0 SP:Iteration 2F (30.375313 sec): 3 clusters Score: Raw -2612.001613 + Penalty 807.016078 = -1804.985536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.376798 sec): 2 clusters Score: Raw -14958.691533 + Penalty 300.432625 = -14658.258908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.377635 sec): 3 clusters Score: Raw -14824.740896 + Penalty 602.540079 = -14222.200817 nChanged 107 SP:Iteration 1F (30.378459 sec): 3 clusters Score: Raw -14898.692327 + Penalty 603.770844 = -14294.921483 nChanged 28 SP:Iteration 2F (30.379282 sec): 3 clusters Score: Raw -14928.090351 + Penalty 605.102336 = -14322.988015 nChanged 17 SP:Iteration 3F (30.380108 sec): 3 clusters Score: Raw -14940.919755 + Penalty 605.411797 = -14335.507958 nChanged 9 SP:Iteration 4Q (30.380916 sec): 3 clusters Score: Raw -14945.027943 + Penalty 605.825080 = -14339.202864 nChanged 5 SP:Iteration 5Q (30.381724 sec): 3 clusters Score: Raw -14947.784284 + Penalty 606.430048 = -14341.354237 nChanged 5 SP:Iteration 6Q (30.382531 sec): 3 clusters Score: Raw -14950.861211 + Penalty 606.717618 = -14344.143593 nChanged 3 SP:Iteration 7Q (30.383337 sec): 3 clusters Score: Raw -14952.231352 + Penalty 607.721427 = -14344.509925 nChanged 2 SP:Iteration 8Q (30.384142 sec): 3 clusters Score: Raw -14953.373977 + Penalty 608.335475 = -14345.038502 nChanged 1 SP:Iteration 9Q (30.384945 sec): 3 clusters Score: Raw -14953.643080 + Penalty 609.465594 = -14344.177486 nChanged 3 SP:Iteration 10F (30.385778 sec): 3 clusters Score: Raw -14957.314443 + Penalty 610.634804 = -14346.679639 nChanged 2 SP:Iteration 11Q (30.386583 sec): 3 clusters Score: Raw -14958.970355 + Penalty 612.087736 = -14346.882619 nChanged 2 SP:Iteration 12Q (30.387388 sec): 3 clusters Score: Raw -14959.776385 + Penalty 612.761956 = -14347.014430 nChanged 1 SP:Iteration 13Q (30.388191 sec): 3 clusters Score: Raw -14960.037637 + Penalty 613.843321 = -14346.194316 nChanged 2 SP:Iteration 14F (30.389019 sec): 3 clusters Score: Raw -14960.671202 + Penalty 613.843321 = -14346.827880 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 16 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.392846 sec): 2 clusters Score: Raw -29902.595952 + Penalty 439.837566 = -29462.758386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.394286 sec): 3 clusters Score: Raw -29581.802467 + Penalty 892.964457 = -28688.838010 nChanged 241 SP:Iteration 1F (30.395717 sec): 3 clusters Score: Raw -29779.428776 + Penalty 910.092909 = -28869.335867 nChanged 67 SP:Iteration 2F (30.397159 sec): 3 clusters Score: Raw -29843.933294 + Penalty 924.494069 = -28919.439225 nChanged 41 SP:Iteration 3F (30.398623 sec): 3 clusters Score: Raw -29879.817168 + Penalty 941.675113 = -28938.142055 nChanged 33 SP:Iteration 4F (30.400144 sec): 3 clusters Score: Raw -29906.481245 + Penalty 958.351459 = -28948.129786 nChanged 24 SP:Iteration 5Q (30.401637 sec): 3 clusters Score: Raw -29932.861684 + Penalty 975.129917 = -28957.731768 nChanged 19 SP:Iteration 6Q (30.403075 sec): 3 clusters Score: Raw -29950.594971 + Penalty 991.835779 = -28958.759192 nChanged 20 SP:Iteration 7Q (30.404513 sec): 3 clusters Score: Raw -29971.122038 + Penalty 1004.060815 = -28967.061223 nChanged 16 SP:Iteration 8Q (30.405945 sec): 3 clusters Score: Raw -29991.080608 + Penalty 1012.112834 = -28978.967774 nChanged 11 SP:Iteration 9Q (30.407359 sec): 3 clusters Score: Raw -30001.753810 + Penalty 1017.712747 = -28984.041063 nChanged 5 SP:Iteration 10F (30.408912 sec): 3 clusters Score: Raw -30009.113436 + Penalty 1025.477802 = -28983.635634 nChanged 6 SP:Iteration 11F (30.410455 sec): 3 clusters Score: Raw -30013.996739 + Penalty 1031.211503 = -28982.785236 nChanged 4 SP:Iteration 12F (30.411995 sec): 3 clusters Score: Raw -30021.330572 + Penalty 1035.483869 = -28985.846703 nChanged 4 SP:Iteration 13Q (30.413451 sec): 3 clusters Score: Raw -30025.073199 + Penalty 1041.024900 = -28984.048299 nChanged 3 SP:Iteration 14F (30.414919 sec): 3 clusters Score: Raw -30028.425039 + Penalty 1041.986599 = -28986.438441 nChanged 1 SP:Iteration 15Q (30.416279 sec): 3 clusters Score: Raw -30030.082971 + Penalty 1043.687824 = -28986.395147 nChanged 1 SP:Iteration 16F (30.417762 sec): 3 clusters Score: Raw -30031.662112 + Penalty 1044.864459 = -28986.797652 nChanged 1 SP:Iteration 17Q (30.419135 sec): 3 clusters Score: Raw -30032.052678 + Penalty 1048.738406 = -28983.314272 nChanged 2 SP:Iteration 18F (30.420593 sec): 3 clusters Score: Raw -30033.635520 + Penalty 1050.702817 = -28982.932703 nChanged 1 SP:Iteration 19F (30.422032 sec): 3 clusters Score: Raw -30034.719916 + Penalty 1052.594496 = -28982.125420 nChanged 2 SP:Iteration 20F (30.423508 sec): 3 clusters Score: Raw -30036.138563 + Penalty 1058.140495 = -28977.998068 nChanged 3 SP:Iteration 21F (30.424973 sec): 3 clusters Score: Raw -30038.790746 + Penalty 1061.757387 = -28977.033359 nChanged 3 SP:Iteration 22F (30.426439 sec): 3 clusters Score: Raw -30041.016370 + Penalty 1062.096924 = -28978.919447 nChanged 1 SP:Iteration 23Q (30.427810 sec): 3 clusters Score: Raw -30041.685697 + Penalty 1063.335765 = -28978.349932 nChanged 2 SP:Iteration 24F (30.429277 sec): 3 clusters Score: Raw -30043.355546 + Penalty 1063.335765 = -28980.019781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.431808 sec): 2 clusters Score: Raw -15482.824110 + Penalty 664.934114 = -14817.889995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.432596 sec): 3 clusters Score: Raw -15400.278043 + Penalty 1330.508213 = -14069.769829 nChanged 81 SP:Iteration 1F (30.433371 sec): 3 clusters Score: Raw -15476.677664 + Penalty 1331.521114 = -14145.156550 nChanged 23 SP:Iteration 2F (30.434145 sec): 3 clusters Score: Raw -15498.041765 + Penalty 1333.226547 = -14164.815218 nChanged 11 SP:Iteration 3Q (30.434904 sec): 3 clusters Score: Raw -15508.211541 + Penalty 1335.114210 = -14173.097330 nChanged 6 SP:Iteration 4Q (30.435668 sec): 3 clusters Score: Raw -15513.180784 + Penalty 1336.831784 = -14176.349001 nChanged 5 SP:Iteration 5Q (30.436456 sec): 3 clusters Score: Raw -15519.152480 + Penalty 1338.188593 = -14180.963887 nChanged 4 SP:Iteration 6Q (30.437208 sec): 3 clusters Score: Raw -15521.787037 + Penalty 1338.786854 = -14183.000183 nChanged 2 SP:Iteration 7Q (30.437959 sec): 3 clusters Score: Raw -15524.210324 + Penalty 1339.302376 = -14184.907948 nChanged 1 SP:Iteration 8Q (30.438709 sec): 3 clusters Score: Raw -15525.157678 + Penalty 1339.907951 = -14185.249727 nChanged 1 SP:Iteration 9Q (30.439459 sec): 3 clusters Score: Raw -15525.661513 + Penalty 1339.907951 = -14185.753562 nChanged 0 SP:Iteration 10F (30.440225 sec): 3 clusters Score: Raw -15525.661513 + Penalty 1339.907951 = -14185.753562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 18 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.443715 sec): 2 clusters Score: Raw -36232.568230 + Penalty 217.658457 = -36014.909773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.445474 sec): 3 clusters Score: Raw -35753.532307 + Penalty 445.162458 = -35308.369849 nChanged 332 SP:Iteration 1F (30.447211 sec): 3 clusters Score: Raw -35960.984978 + Penalty 452.864945 = -35508.120033 nChanged 74 SP:Iteration 2F (30.449018 sec): 3 clusters Score: Raw -36004.611697 + Penalty 466.994666 = -35537.617031 nChanged 65 SP:Iteration 3F (30.450907 sec): 3 clusters Score: Raw -36064.056464 + Penalty 484.578063 = -35579.478401 nChanged 62 SP:Iteration 4F (30.452752 sec): 3 clusters Score: Raw -36127.642948 + Penalty 501.559516 = -35626.083432 nChanged 43 SP:Iteration 5F (30.454529 sec): 3 clusters Score: Raw -36175.295447 + Penalty 505.499983 = -35669.795464 nChanged 22 SP:Iteration 6Q (30.456260 sec): 3 clusters Score: Raw -36206.045860 + Penalty 502.394148 = -35703.651712 nChanged 14 SP:Iteration 7Q (30.457903 sec): 3 clusters Score: Raw -36219.809764 + Penalty 501.238703 = -35718.571061 nChanged 11 SP:Iteration 8Q (30.459504 sec): 3 clusters Score: Raw -36229.191897 + Penalty 496.553547 = -35732.638350 nChanged 3 SP:Iteration 9Q (30.461083 sec): 3 clusters Score: Raw -36231.859994 + Penalty 494.807656 = -35737.052337 nChanged 4 SP:Iteration 10F (30.462868 sec): 3 clusters Score: Raw -36234.126233 + Penalty 496.511953 = -35737.614280 nChanged 2 SP:Iteration 11Q (30.464429 sec): 3 clusters Score: Raw -36238.375115 + Penalty 499.629661 = -35738.745454 nChanged 3 SP:Iteration 12Q (30.466021 sec): 3 clusters Score: Raw -36241.045221 + Penalty 503.700142 = -35737.345078 nChanged 5 SP:Iteration 13F (30.467844 sec): 3 clusters Score: Raw -36245.268246 + Penalty 509.513078 = -35735.755168 nChanged 5 SP:Iteration 14F (30.469627 sec): 3 clusters Score: Raw -36249.902512 + Penalty 512.241282 = -35737.661230 nChanged 3 SP:Iteration 15Q (30.471160 sec): 3 clusters Score: Raw -36250.894232 + Penalty 510.121844 = -35740.772388 nChanged 4 SP:Iteration 16Q (30.472692 sec): 3 clusters Score: Raw -36253.111652 + Penalty 510.390319 = -35742.721333 nChanged 3 SP:Iteration 17Q (30.474217 sec): 3 clusters Score: Raw -36256.242501 + Penalty 510.390319 = -35745.852183 nChanged 0 SP:Iteration 18F (30.476060 sec): 3 clusters Score: Raw -36256.242501 + Penalty 510.390319 = -35745.852183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.477414 sec): 2 clusters Score: Raw -8194.105543 + Penalty 464.895934 = -7729.209610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.477944 sec): 3 clusters Score: Raw -8153.033995 + Penalty 927.762623 = -7225.271372 nChanged 35 SP:Iteration 1F (30.478464 sec): 3 clusters Score: Raw -8192.765360 + Penalty 928.995498 = -7263.769862 nChanged 13 SP:Iteration 2F (30.478991 sec): 3 clusters Score: Raw -8207.000464 + Penalty 931.406740 = -7275.593724 nChanged 7 SP:Iteration 3Q (30.479501 sec): 3 clusters Score: Raw -8213.152638 + Penalty 931.745250 = -7281.407388 nChanged 2 SP:Iteration 4Q (30.480040 sec): 3 clusters Score: Raw -8216.527872 + Penalty 932.440514 = -7284.087358 nChanged 1 SP:Iteration 5Q (30.480548 sec): 3 clusters Score: Raw -8217.019328 + Penalty 932.440514 = -7284.578814 nChanged 0 SP:Iteration 6F (30.481065 sec): 3 clusters Score: Raw -8217.019328 + Penalty 932.440514 = -7284.578814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.482280 sec): 2 clusters Score: Raw -304.806015 + Penalty 147.935195 = -156.870820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.482502 sec): 3 clusters Score: Raw -301.018750 + Penalty 307.133586 = 6.114836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.483089 sec): 2 clusters Score: Raw -2054.946457 + Penalty 262.756994 = -1792.189463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.483392 sec): 3 clusters Score: Raw -2073.688371 + Penalty 518.767434 = -1554.920938 nChanged 3 SP:Iteration 1F (30.483689 sec): 3 clusters Score: Raw -2077.984337 + Penalty 518.767434 = -1559.216903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.484884 sec): 2 clusters Score: Raw -11138.294701 + Penalty 328.994774 = -10809.299927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.485569 sec): 3 clusters Score: Raw -11051.860515 + Penalty 658.075586 = -10393.784929 nChanged 55 SP:Iteration 1F (30.486234 sec): 3 clusters Score: Raw -11095.930131 + Penalty 658.492320 = -10437.437811 nChanged 14 SP:Iteration 2F (30.486912 sec): 3 clusters Score: Raw -11112.404249 + Penalty 658.426194 = -10453.978054 nChanged 8 SP:Iteration 3Q (30.487565 sec): 3 clusters Score: Raw -11120.171770 + Penalty 658.489101 = -10461.682669 nChanged 5 SP:Iteration 4Q (30.488218 sec): 3 clusters Score: Raw -11122.361606 + Penalty 658.508543 = -10463.853064 nChanged 4 SP:Iteration 5Q (30.488871 sec): 3 clusters Score: Raw -11124.036486 + Penalty 658.277734 = -10465.758752 nChanged 2 SP:Iteration 6Q (30.489523 sec): 3 clusters Score: Raw -11125.565078 + Penalty 658.204047 = -10467.361032 nChanged 1 SP:Iteration 7Q (30.490173 sec): 3 clusters Score: Raw -11126.127427 + Penalty 658.086022 = -10468.041404 nChanged 1 SP:Iteration 8Q (30.490823 sec): 3 clusters Score: Raw -11127.080408 + Penalty 657.765302 = -10469.315106 nChanged 1 SP:Iteration 9Q (30.491474 sec): 3 clusters Score: Raw -11128.097598 + Penalty 657.765302 = -10470.332296 nChanged 0 SP:Iteration 10F (30.492132 sec): 3 clusters Score: Raw -11128.097598 + Penalty 657.765302 = -10470.332296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 25 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.495387 sec): 2 clusters Score: Raw -37739.554477 + Penalty 138.324933 = -37601.229544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.497279 sec): 3 clusters Score: Raw -37172.418769 + Penalty 312.630222 = -36859.788547 nChanged 392 SP:Iteration 1F (30.499245 sec): 3 clusters Score: Raw -37573.969212 + Penalty 330.260916 = -37243.708296 nChanged 83 SP:Iteration 2F (30.501200 sec): 3 clusters Score: Raw -37681.462454 + Penalty 331.267706 = -37350.194747 nChanged 29 SP:Iteration 3Q (30.503090 sec): 3 clusters Score: Raw -37708.954042 + Penalty 335.010048 = -37373.943994 nChanged 15 SP:Iteration 4Q (30.504858 sec): 3 clusters Score: Raw -37720.653961 + Penalty 339.999938 = -37380.654023 nChanged 10 SP:Iteration 5Q (30.506661 sec): 3 clusters Score: Raw -37726.605484 + Penalty 342.058159 = -37384.547324 nChanged 7 SP:Iteration 6Q (30.508428 sec): 3 clusters Score: Raw -37727.672801 + Penalty 345.277999 = -37382.394803 nChanged 4 SP:Iteration 7F (30.510408 sec): 3 clusters Score: Raw -37728.747767 + Penalty 345.550389 = -37383.197377 nChanged 8 SP:Iteration 8Q (30.512317 sec): 3 clusters Score: Raw -37733.290267 + Penalty 348.343297 = -37384.946970 nChanged 10 SP:Iteration 9Q (30.514176 sec): 3 clusters Score: Raw -37737.522115 + Penalty 356.326287 = -37381.195828 nChanged 8 SP:Iteration 10F (30.516252 sec): 3 clusters Score: Raw -37739.686344 + Penalty 360.240814 = -37379.445530 nChanged 3 SP:Iteration 11F (30.518183 sec): 3 clusters Score: Raw -37740.140055 + Penalty 362.525354 = -37377.614701 nChanged 2 SP:Iteration 12F (30.520120 sec): 3 clusters Score: Raw -37740.311214 + Penalty 367.012235 = -37373.298979 nChanged 4 SP:Iteration 13F (30.522053 sec): 3 clusters Score: Raw -37741.130254 + Penalty 372.774978 = -37368.355276 nChanged 3 SP:Iteration 14F (30.523983 sec): 3 clusters Score: Raw -37741.884361 + Penalty 374.893308 = -37366.991053 nChanged 5 SP:Iteration 15F (30.525919 sec): 3 clusters Score: Raw -37743.057435 + Penalty 375.520325 = -37367.537110 nChanged 4 SP:Iteration 16Q (30.527620 sec): 3 clusters Score: Raw -37744.877941 + Penalty 373.866932 = -37371.011009 nChanged 5 SP:Iteration 17Q (30.529322 sec): 3 clusters Score: Raw -37746.699138 + Penalty 381.392616 = -37365.306522 nChanged 5 SP:Iteration 18F (30.531256 sec): 3 clusters Score: Raw -37748.410419 + Penalty 384.593677 = -37363.816742 nChanged 6 SP:Iteration 19F (30.533190 sec): 3 clusters Score: Raw -37750.943610 + Penalty 387.785020 = -37363.158589 nChanged 8 SP:Iteration 20F (30.535128 sec): 3 clusters Score: Raw -37756.176008 + Penalty 389.237260 = -37366.938748 nChanged 7 SP:Iteration 21Q (30.536870 sec): 3 clusters Score: Raw -37761.060169 + Penalty 408.107084 = -37352.953085 nChanged 6 SP:Iteration 22F (30.538854 sec): 3 clusters Score: Raw -37763.851552 + Penalty 422.102600 = -37341.748953 nChanged 3 SP:Iteration 23F (30.540825 sec): 3 clusters Score: Raw -37765.579928 + Penalty 450.556118 = -37315.023810 nChanged 3 SP:Iteration 24F (30.542770 sec): 3 clusters Score: Raw -37767.574458 + Penalty 477.063031 = -37290.511427 nChanged 2 SP:Iteration 25F (30.544713 sec): 3 clusters Score: Raw -37769.018683 + Penalty 491.861985 = -37277.156698 nChanged 1 SP:Iteration 26F (30.546692 sec): 3 clusters Score: Raw -37769.861601 + Penalty 491.861985 = -37277.999616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.547401 sec): 2 clusters Score: Raw -819.653483 + Penalty 204.766053 = -614.887431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.547646 sec): 3 clusters Score: Raw -836.944278 + Penalty 409.285146 = -427.659131 nChanged 1 SP:Iteration 1F (30.547882 sec): 3 clusters Score: Raw -840.020323 + Penalty 409.285146 = -430.735176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.548720 sec): 2 clusters Score: Raw -5598.111817 + Penalty 293.356541 = -5304.755276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.549196 sec): 3 clusters Score: Raw -5569.776668 + Penalty 595.021978 = -4974.754690 nChanged 21 SP:Iteration 1F (30.549665 sec): 3 clusters Score: Raw -5590.731525 + Penalty 605.708248 = -4985.023277 nChanged 8 SP:Iteration 2F (30.550134 sec): 3 clusters Score: Raw -5600.711307 + Penalty 611.773937 = -4988.937369 nChanged 3 SP:Iteration 3Q (30.550600 sec): 3 clusters Score: Raw -5604.245295 + Penalty 621.051314 = -4983.193981 nChanged 5 SP:Iteration 4F (30.551070 sec): 3 clusters Score: Raw -5611.437747 + Penalty 624.445455 = -4986.992292 nChanged 1 SP:Iteration 5Q (30.551537 sec): 3 clusters Score: Raw -5612.429001 + Penalty 631.861348 = -4980.567653 nChanged 3 SP:Iteration 6F (30.552008 sec): 3 clusters Score: Raw -5616.903997 + Penalty 636.477215 = -4980.426782 nChanged 3 SP:Iteration 7F (30.552480 sec): 3 clusters Score: Raw -5623.174726 + Penalty 647.150241 = -4976.024485 nChanged 3 SP:Iteration 8F (30.552974 sec): 3 clusters Score: Raw -5627.794149 + Penalty 644.127757 = -4983.666392 nChanged 1 SP:Iteration 9Q (30.553434 sec): 3 clusters Score: Raw -5629.301557 + Penalty 644.127757 = -4985.173800 nChanged 0 SP:Iteration 10F (30.553907 sec): 3 clusters Score: Raw -5629.301557 + Penalty 644.127757 = -4985.173800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.554384 sec): 2 clusters Score: Raw -417.596731 + Penalty 132.268954 = -285.327777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.554608 sec): 3 clusters Score: Raw -418.048760 + Penalty 258.545922 = -159.502838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.555735 sec): 2 clusters Score: Raw -10163.134796 + Penalty 239.160020 = -9923.974777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.556379 sec): 3 clusters Score: Raw -10054.720882 + Penalty 475.202273 = -9579.518609 nChanged 66 SP:Iteration 1F (30.557031 sec): 3 clusters Score: Raw -10085.729299 + Penalty 476.114445 = -9609.614854 nChanged 17 SP:Iteration 2F (30.557663 sec): 3 clusters Score: Raw -10096.673385 + Penalty 480.411269 = -9616.262116 nChanged 15 SP:Iteration 3F (30.558298 sec): 3 clusters Score: Raw -10110.696847 + Penalty 487.157371 = -9623.539477 nChanged 14 SP:Iteration 4F (30.558936 sec): 3 clusters Score: Raw -10124.978142 + Penalty 481.760265 = -9643.217877 nChanged 16 SP:Iteration 5F (30.559576 sec): 3 clusters Score: Raw -10145.819798 + Penalty 481.603453 = -9664.216345 nChanged 9 SP:Iteration 6Q (30.560215 sec): 3 clusters Score: Raw -10155.742676 + Penalty 486.793459 = -9668.949218 nChanged 5 SP:Iteration 7Q (30.560843 sec): 3 clusters Score: Raw -10157.593363 + Penalty 486.793459 = -9670.799904 nChanged 0 SP:Iteration 8F (30.561488 sec): 3 clusters Score: Raw -10157.593363 + Penalty 486.793459 = -9670.799904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.562352 sec): 2 clusters Score: Raw -5186.343112 + Penalty 303.863654 = -4882.479457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.562839 sec): 3 clusters Score: Raw -5175.364004 + Penalty 612.843033 = -4562.520970 nChanged 31 SP:Iteration 1F (30.563317 sec): 3 clusters Score: Raw -5222.035354 + Penalty 607.727308 = -4614.308046 nChanged 8 SP:Iteration 2F (30.563793 sec): 3 clusters Score: Raw -5238.519505 + Penalty 607.727308 = -4630.792197 nChanged 6 SP:Iteration 3Q (30.564254 sec): 3 clusters Score: Raw -5245.732124 + Penalty 604.069893 = -4641.662231 nChanged 3 SP:Iteration 4Q (30.564713 sec): 3 clusters Score: Raw -5249.720823 + Penalty 602.824814 = -4646.896009 nChanged 1 SP:Iteration 5Q (30.565169 sec): 3 clusters Score: Raw -5250.272127 + Penalty 602.824814 = -4647.447313 nChanged 0 SP:Iteration 6F (30.565644 sec): 3 clusters Score: Raw -5250.272127 + Penalty 602.824814 = -4647.447313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.567049 sec): 2 clusters Score: Raw -14969.018717 + Penalty 335.914187 = -14633.104530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.567889 sec): 3 clusters Score: Raw -14808.418457 + Penalty 674.767443 = -14133.651015 nChanged 100 SP:Iteration 1F (30.568718 sec): 3 clusters Score: Raw -14883.226299 + Penalty 681.608809 = -14201.617489 nChanged 40 SP:Iteration 2F (30.569551 sec): 3 clusters Score: Raw -14927.783634 + Penalty 685.289071 = -14242.494563 nChanged 19 SP:Iteration 3F (30.570383 sec): 3 clusters Score: Raw -14953.248790 + Penalty 690.202973 = -14263.045817 nChanged 11 SP:Iteration 4Q (30.571212 sec): 3 clusters Score: Raw -14971.700464 + Penalty 698.180090 = -14273.520375 nChanged 11 SP:Iteration 5Q (30.572062 sec): 3 clusters Score: Raw -14985.382907 + Penalty 703.997127 = -14281.385780 nChanged 10 SP:Iteration 6Q (30.572875 sec): 3 clusters Score: Raw -14993.626450 + Penalty 708.154363 = -14285.472087 nChanged 6 SP:Iteration 7Q (30.573685 sec): 3 clusters Score: Raw -14997.401689 + Penalty 713.367656 = -14284.034034 nChanged 4 SP:Iteration 8F (30.574525 sec): 3 clusters Score: Raw -14999.292466 + Penalty 718.610827 = -14280.681638 nChanged 3 SP:Iteration 9F (30.575365 sec): 3 clusters Score: Raw -15000.452818 + Penalty 721.301344 = -14279.151474 nChanged 2 SP:Iteration 10F (30.576209 sec): 3 clusters Score: Raw -15003.172723 + Penalty 725.661436 = -14277.511286 nChanged 4 SP:Iteration 11F (30.577051 sec): 3 clusters Score: Raw -15005.599198 + Penalty 727.695923 = -14277.903275 nChanged 2 SP:Iteration 12Q (30.577859 sec): 3 clusters Score: Raw -15007.091781 + Penalty 729.571286 = -14277.520495 nChanged 1 SP:Iteration 13F (30.578704 sec): 3 clusters Score: Raw -15007.940628 + Penalty 732.041640 = -14275.898988 nChanged 1 SP:Iteration 14F (30.579546 sec): 3 clusters Score: Raw -15009.562166 + Penalty 734.688333 = -14274.873833 nChanged 3 SP:Iteration 15F (30.580389 sec): 3 clusters Score: Raw -15013.379496 + Penalty 735.844032 = -14277.535463 nChanged 1 SP:Iteration 16Q (30.581192 sec): 3 clusters Score: Raw -15014.125951 + Penalty 734.691050 = -14279.434900 nChanged 1 SP:Iteration 17Q (30.581997 sec): 3 clusters Score: Raw -15016.020694 + Penalty 734.691050 = -14281.329644 nChanged 0 SP:Iteration 18F (30.582840 sec): 3 clusters Score: Raw -15016.020694 + Penalty 734.691050 = -14281.329644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.583728 sec): 2 clusters Score: Raw -7456.513159 + Penalty 282.457351 = -7174.055807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.584224 sec): 3 clusters Score: Raw -7404.781153 + Penalty 566.340111 = -6838.441042 nChanged 30 SP:Iteration 1F (30.584711 sec): 3 clusters Score: Raw -7432.664365 + Penalty 568.748644 = -6863.915721 nChanged 5 SP:Iteration 2Q (30.585194 sec): 3 clusters Score: Raw -7439.360906 + Penalty 571.060371 = -6868.300535 nChanged 4 SP:Iteration 3Q (30.585677 sec): 3 clusters Score: Raw -7441.929935 + Penalty 572.133541 = -6869.796394 nChanged 1 SP:Iteration 4Q (30.586162 sec): 3 clusters Score: Raw -7442.109117 + Penalty 572.133541 = -6869.975577 nChanged 0 SP:Iteration 5F (30.586646 sec): 3 clusters Score: Raw -7442.109117 + Penalty 572.133541 = -6869.975577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.587132 sec): 2 clusters Score: Raw -446.035635 + Penalty 183.753178 = -262.282457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.587361 sec): 3 clusters Score: Raw -450.832483 + Penalty 368.895821 = -81.936662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.587890 sec): 2 clusters Score: Raw -1249.710451 + Penalty 217.719950 = -1031.990501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.588149 sec): 3 clusters Score: Raw -1268.164760 + Penalty 434.148179 = -834.016581 nChanged 1 SP:Iteration 1Q (30.588397 sec): 3 clusters Score: Raw -1272.863612 + Penalty 434.148179 = -838.715432 nChanged 0 SP:Iteration 2F (30.588650 sec): 3 clusters Score: Raw -1272.863612 + Penalty 434.148179 = -838.715432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.589274 sec): 2 clusters Score: Raw -2731.529410 + Penalty 334.776295 = -2396.753115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.589632 sec): 3 clusters Score: Raw -2750.787065 + Penalty 679.648646 = -2071.138420 nChanged 10 SP:Iteration 1F (30.589964 sec): 3 clusters Score: Raw -2768.461543 + Penalty 687.027667 = -2081.433876 nChanged 2 SP:Iteration 2Q (30.590284 sec): 3 clusters Score: Raw -2773.385116 + Penalty 691.676572 = -2081.708543 nChanged 1 SP:Iteration 3Q (30.590603 sec): 3 clusters Score: Raw -2776.159790 + Penalty 691.676572 = -2084.483218 nChanged 0 SP:Iteration 4F (30.590933 sec): 3 clusters Score: Raw -2776.159790 + Penalty 691.676572 = -2084.483218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.591609 sec): 2 clusters Score: Raw -3825.709369 + Penalty 439.939744 = -3385.769625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.591979 sec): 3 clusters Score: Raw -3856.906912 + Penalty 880.874111 = -2976.032800 nChanged 6 SP:Iteration 1F (30.592343 sec): 3 clusters Score: Raw -3875.699138 + Penalty 880.487751 = -2995.211388 nChanged 1 SP:Iteration 2Q (30.592694 sec): 3 clusters Score: Raw -3881.335078 + Penalty 880.487751 = -3000.847327 nChanged 0 SP:Iteration 3F (30.593056 sec): 3 clusters Score: Raw -3881.335078 + Penalty 880.487751 = -3000.847327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.594436 sec): 2 clusters Score: Raw -8962.270853 + Penalty 384.306880 = -8577.963973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.595013 sec): 3 clusters Score: Raw -8910.416799 + Penalty 768.782041 = -8141.634758 nChanged 42 SP:Iteration 1F (30.595559 sec): 3 clusters Score: Raw -8952.165348 + Penalty 769.149607 = -8183.015741 nChanged 16 SP:Iteration 2F (30.596106 sec): 3 clusters Score: Raw -8971.374701 + Penalty 769.064285 = -8202.310416 nChanged 10 SP:Iteration 3F (30.596650 sec): 3 clusters Score: Raw -8979.159786 + Penalty 768.986757 = -8210.173029 nChanged 4 SP:Iteration 4Q (30.597184 sec): 3 clusters Score: Raw -8982.020434 + Penalty 768.986757 = -8213.033677 nChanged 0 SP:Iteration 5F (30.597726 sec): 3 clusters Score: Raw -8982.020434 + Penalty 768.986757 = -8213.033677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.598336 sec): 2 clusters Score: Raw -1269.482537 + Penalty 134.563229 = -1134.919309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.598607 sec): 3 clusters Score: Raw -1270.764715 + Penalty 271.965667 = -998.799048 nChanged 2 SP:Iteration 1F (30.598871 sec): 3 clusters Score: Raw -1272.922150 + Penalty 285.484701 = -987.437449 nChanged 2 SP:Iteration 2F (30.599136 sec): 3 clusters Score: Raw -1279.395106 + Penalty 302.458899 = -976.936207 nChanged 2 SP:Iteration 3F (30.599400 sec): 3 clusters Score: Raw -1288.036565 + Penalty 314.919748 = -973.116817 nChanged 1 SP:Iteration 4F (30.599665 sec): 3 clusters Score: Raw -1296.175925 + Penalty 332.687023 = -963.488902 nChanged 1 SP:Iteration 5F (30.599930 sec): 3 clusters Score: Raw -1302.270982 + Penalty 332.687023 = -969.583960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.600441 sec): 2 clusters Score: Raw -1011.433247 + Penalty 245.144560 = -766.288688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.600687 sec): 3 clusters Score: Raw -1020.816276 + Penalty 463.884775 = -556.931501 nChanged 1 SP:Iteration 1Q (30.600922 sec): 3 clusters Score: Raw -1021.317213 + Penalty 463.884775 = -557.432438 nChanged 0 SP:Iteration 2F (30.601161 sec): 3 clusters Score: Raw -1021.317213 + Penalty 463.884775 = -557.432438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.601907 sec): 2 clusters Score: Raw -4338.240435 + Penalty 494.978613 = -3843.261822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.602299 sec): 3 clusters Score: Raw -4405.984326 + Penalty 990.046766 = -3415.937560 nChanged 7 SP:Iteration 1F (30.602685 sec): 3 clusters Score: Raw -4417.140660 + Penalty 990.217799 = -3426.922861 nChanged 2 SP:Iteration 2Q (30.603052 sec): 3 clusters Score: Raw -4419.166278 + Penalty 990.217799 = -3428.948480 nChanged 0 SP:Iteration 3F (30.603435 sec): 3 clusters Score: Raw -4419.166278 + Penalty 990.217799 = -3428.948480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.603903 sec): 2 clusters Score: Raw -300.880279 + Penalty 128.379910 = -172.500369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.604114 sec): 3 clusters Score: Raw -294.072389 + Penalty 128.379910 = -165.692479 nChanged 1 SP:Iteration 1F (30.604309 sec): 2 clusters Score: Raw -300.880279 + Penalty 128.379910 = -172.500369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.604852 sec): 2 clusters Score: Raw -1706.287299 + Penalty 318.067281 = -1388.220018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.605125 sec): 3 clusters Score: Raw -1733.685485 + Penalty 640.026149 = -1093.659337 nChanged 2 SP:Iteration 1F (30.605396 sec): 3 clusters Score: Raw -1740.640014 + Penalty 640.026149 = -1100.613865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.605857 sec): 2 clusters Score: Raw -148.047708 + Penalty 91.542198 = -56.505510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.606053 sec): 2 clusters Score: Raw -148.047708 + Penalty 91.542198 = -56.505510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.606521 sec): 2 clusters Score: Raw -362.304562 + Penalty 176.718154 = -185.586408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.606742 sec): 3 clusters Score: Raw -358.726655 + Penalty 324.578159 = -34.148496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.607278 sec): 2 clusters Score: Raw -1593.603979 + Penalty 298.785753 = -1294.818225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.607549 sec): 3 clusters Score: Raw -1607.882909 + Penalty 595.002514 = -1012.880395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.608034 sec): 2 clusters Score: Raw -619.461874 + Penalty 215.332558 = -404.129316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.608267 sec): 3 clusters Score: Raw -636.511409 + Penalty 428.110704 = -208.400705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.608736 sec): 2 clusters Score: Raw -336.240828 + Penalty 145.125409 = -191.115419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.608957 sec): 3 clusters Score: Raw -336.280156 + Penalty 280.339347 = -55.940810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.609433 sec): 2 clusters Score: Raw -533.329603 + Penalty 203.172652 = -330.156951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.609677 sec): 3 clusters Score: Raw -551.965834 + Penalty 400.118661 = -151.847173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.610722 sec): 2 clusters Score: Raw -9631.398959 + Penalty 731.794784 = -8899.604175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.611310 sec): 3 clusters Score: Raw -9648.451211 + Penalty 1465.586341 = -8182.864870 nChanged 34 SP:Iteration 1F (30.611888 sec): 3 clusters Score: Raw -9709.439490 + Penalty 1467.413183 = -8242.026307 nChanged 5 SP:Iteration 2Q (30.612457 sec): 3 clusters Score: Raw -9718.061758 + Penalty 1468.291075 = -8249.770683 nChanged 4 SP:Iteration 3Q (30.613047 sec): 3 clusters Score: Raw -9725.796495 + Penalty 1468.291075 = -8257.505420 nChanged 0 SP:Iteration 4F (30.613655 sec): 3 clusters Score: Raw -9725.796495 + Penalty 1468.291075 = -8257.505420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.614149 sec): 2 clusters Score: Raw -665.880954 + Penalty 203.303048 = -462.577907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.614384 sec): 3 clusters Score: Raw -680.613282 + Penalty 406.606095 = -274.007187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.614859 sec): 2 clusters Score: Raw -428.790431 + Penalty 136.471818 = -292.318613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.615084 sec): 3 clusters Score: Raw -427.603469 + Penalty 294.347721 = -133.255748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.615547 sec): 2 clusters Score: Raw -238.474453 + Penalty 112.272535 = -126.201918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.615762 sec): 3 clusters Score: Raw -233.770397 + Penalty 239.066093 = 5.295696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.616235 sec): 2 clusters Score: Raw -347.979694 + Penalty 151.444914 = -196.534780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.616455 sec): 3 clusters Score: Raw -344.595866 + Penalty 302.706471 = -41.889395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.616917 sec): 2 clusters Score: Raw -252.472548 + Penalty 136.511170 = -115.961378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.617133 sec): 3 clusters Score: Raw -244.377014 + Penalty 275.973326 = 31.596313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.617591 sec): 2 clusters Score: Raw -189.616202 + Penalty 98.693266 = -90.922936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.617804 sec): 3 clusters Score: Raw -187.094568 + Penalty 197.386532 = 10.291964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.618276 sec): 2 clusters Score: Raw -438.642917 + Penalty 158.693882 = -279.949034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.618501 sec): 3 clusters Score: Raw -437.369647 + Penalty 297.164293 = -140.205354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.619025 sec): 2 clusters Score: Raw -972.890156 + Penalty 228.020444 = -744.869712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.619270 sec): 3 clusters Score: Raw -985.491209 + Penalty 456.040888 = -529.450321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.619784 sec): 2 clusters Score: Raw -1074.020896 + Penalty 220.264340 = -853.756556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.620037 sec): 3 clusters Score: Raw -1081.754085 + Penalty 443.730739 = -638.023345 nChanged 1 SP:Iteration 1Q (30.620285 sec): 3 clusters Score: Raw -1083.675981 + Penalty 443.730739 = -639.945242 nChanged 0 SP:Iteration 2F (30.620533 sec): 3 clusters Score: Raw -1083.675981 + Penalty 443.730739 = -639.945242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.620991 sec): 2 clusters Score: Raw -180.685954 + Penalty 63.627507 = -117.058446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.621196 sec): 3 clusters Score: Raw -178.486067 + Penalty 125.211665 = -53.274402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.621675 sec): 2 clusters Score: Raw -607.542130 + Penalty 213.781375 = -393.760755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.621906 sec): 3 clusters Score: Raw -614.662264 + Penalty 427.518918 = -187.143346 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 (30.622362 sec): 2 clusters Score: Raw -147.788433 + Penalty 93.293690 = -54.494743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.622573 sec): 3 clusters Score: Raw -142.171941 + Penalty 188.262187 = 46.090245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.623036 sec): 2 clusters Score: Raw -254.627787 + Penalty 109.225771 = -145.402016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.623246 sec): 3 clusters Score: Raw -246.583402 + Penalty 211.130188 = -35.453214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.623700 sec): 2 clusters Score: Raw -99.428623 + Penalty 59.264175 = -40.164449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.623903 sec): 3 clusters Score: Raw -91.947377 + Penalty 118.528349 = 26.580972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.624367 sec): 2 clusters Score: Raw -246.284082 + Penalty 114.469770 = -131.814312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.624582 sec): 3 clusters Score: Raw -239.408020 + Penalty 238.495841 = -0.912179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 142 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.625052 sec): 2 clusters Score: Raw -341.913370 + Penalty 174.848813 = -167.064557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.625269 sec): 3 clusters Score: Raw -343.834694 + Penalty 346.869440 = 3.034746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.625728 sec): 2 clusters Score: Raw -192.009212 + Penalty 102.509648 = -89.499564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.625956 sec): 3 clusters Score: Raw -190.176196 + Penalty 189.843894 = -0.332302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.626427 sec): 2 clusters Score: Raw -398.258838 + Penalty 182.349954 = -215.908884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.626649 sec): 3 clusters Score: Raw -399.068409 + Penalty 355.522314 = -43.546095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.627096 sec): 2 clusters Score: Raw -44.988152 + Penalty 0.000000 = -44.988152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.627287 sec): 2 clusters Score: Raw -44.988152 + Penalty 0.000000 = -44.988152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.627738 sec): 2 clusters Score: Raw -99.684434 + Penalty 55.722301 = -43.962133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.627944 sec): 3 clusters Score: Raw -91.546447 + Penalty 111.444603 = 19.898155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.628396 sec): 2 clusters Score: Raw -95.108237 + Penalty 40.977578 = -54.130659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.628588 sec): 2 clusters Score: Raw -95.108237 + Penalty 40.977578 = -54.130659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 186 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.629050 sec): 2 clusters Score: Raw -252.017844 + Penalty 136.425767 = -115.592077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.629264 sec): 3 clusters Score: Raw -244.782070 + Penalty 282.898633 = 38.116563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 188 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.629738 sec): 2 clusters Score: Raw -434.404542 + Penalty 56.725683 = -377.678859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.629964 sec): 3 clusters Score: Raw -431.892473 + Penalty 203.921924 = -227.970549 nChanged 1 SP:Iteration 1F (30.630185 sec): 3 clusters Score: Raw -433.378195 + Penalty 203.921924 = -229.456271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.630634 sec): 2 clusters Score: Raw -45.635134 + Penalty 0.000000 = -45.635134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.630823 sec): 2 clusters Score: Raw -45.635134 + Penalty 0.000000 = -45.635134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.631275 sec): 2 clusters Score: Raw -98.942719 + Penalty 56.244918 = -42.697802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.631480 sec): 3 clusters Score: Raw -91.223657 + Penalty 112.489835 = 21.266178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.631930 sec): 2 clusters Score: Raw -88.708313 + Penalty 26.029674 = -62.678639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.632121 sec): 2 clusters Score: Raw -88.708313 + Penalty 26.029674 = -62.678639 nChanged 0 Deleting Class 127 (2 points): Lose 5.624588 but Gain 844.641786 Iteration 119Q (30.719190 sec): 72 clusters Score: Raw -764871.173198 + Penalty 50110.963977 = -714760.209220 nChanged 7 Deleting Class 55 (7 points): Lose 58.136780 but Gain 897.148150 Iteration 120F (31.363233 sec): 71 clusters Score: Raw -764818.641566 + Penalty 49348.358755 = -715470.282811 nChanged 9 Deleting Class 142 (7 points): Lose 58.681533 but Gain 887.658037 Iteration 121Q (31.441388 sec): 70 clusters Score: Raw -764793.333670 + Penalty 48468.776626 = -716324.557044 nChanged 8 Deleting Class 158 (8 points): Lose 41.700471 but Gain 866.292841 Iteration 122Q (31.520081 sec): 69 clusters Score: Raw -764763.966359 + Penalty 47629.287369 = -717134.678990 nChanged 9 Deleting Class 110 (3 points): Lose 19.254846 but Gain 838.906585 Iteration 123Q (31.597428 sec): 68 clusters Score: Raw -764760.119633 + Penalty 46794.026461 = -717966.093172 nChanged 5 Deleting Class 86 (5 points): Lose 31.725590 but Gain 837.914575 Iteration 124Q (31.674392 sec): 67 clusters Score: Raw -764733.210912 + Penalty 45960.143945 = -718773.066967 nChanged 6 Deleting Class 186 (5 points): Lose 31.990258 but Gain 837.390366 Iteration 125Q (31.751425 sec): 66 clusters Score: Raw -764708.840814 + Penalty 45124.317005 = -719584.523809 nChanged 5 Deleting Class 165 (1 points): Lose 9.655332 but Gain 811.416451 Iteration 126Q (31.827051 sec): 65 clusters Score: Raw -764705.856403 + Penalty 44314.802091 = -720391.054312 nChanged 2 Deleting Class 109 (12 points): Lose 53.621806 but Gain 849.895583 Iteration 127Q (31.904820 sec): 64 clusters Score: Raw -764654.842040 + Penalty 43471.111975 = -721183.730065 nChanged 12 Deleting Class 21 (6 points): Lose 22.276176 but Gain 815.638250 Iteration 128Q (31.981178 sec): 63 clusters Score: Raw -764648.269237 + Penalty 42658.571609 = -721989.697627 nChanged 6 Deleting Class 172 (2 points): Lose 4.162384 but Gain 794.162486 Iteration 129Q (32.056434 sec): 62 clusters Score: Raw -764652.407758 + Penalty 41864.780884 = -722787.626874 nChanged 2 Deleting Class 54 (3 points): Lose 33.691927 but Gain 823.156981 Iteration 130F (32.620159 sec): 61 clusters Score: Raw -764622.002598 + Penalty 41042.374010 = -723579.628587 nChanged 3 Deleting Class 34 (9 points): Lose 42.877179 but Gain 826.163864 Iteration 131Q (32.695496 sec): 60 clusters Score: Raw -764583.615697 + Penalty 40224.835579 = -724358.780118 nChanged 10 Deleting Class 195 (2 points): Lose 20.834380 but Gain 801.610888 Iteration 132Q (32.770733 sec): 59 clusters Score: Raw -764575.914067 + Penalty 39424.546710 = -725151.367357 nChanged 7 Deleting Class 67 (11 points): Lose 58.283609 but Gain 837.029613 Iteration 133Q (32.844576 sec): 58 clusters Score: Raw -764523.011666 + Penalty 38590.461561 = -725932.550105 nChanged 15 Deleting Class 154 (5 points): Lose 52.211398 but Gain 826.681792 Iteration 134Q (32.919672 sec): 57 clusters Score: Raw -764487.491263 + Penalty 37794.384853 = -726693.106409 nChanged 7 Deleting Class 11 (29 points): Lose 808.341379 but Gain 1576.857883 Iteration 135Q (32.994217 sec): 56 clusters Score: Raw -763695.882695 + Penalty 37042.595773 = -726653.286922 nChanged 31 Deleting Class 14 (57 points): Lose 265.384789 but Gain 1016.524416 Iteration 136F (33.497260 sec): 55 clusters Score: Raw -763569.485292 + Penalty 36109.574299 = -727459.910993 nChanged 63 Deleting Class 61 (16 points): Lose 82.747666 but Gain 832.702082 Iteration 137Q (33.570859 sec): 54 clusters Score: Raw -763631.022991 + Penalty 35309.633801 = -728321.389190 nChanged 29 Deleting Class 192 (1 points): Lose 5.574227 but Gain 753.634975 Iteration 138Q (33.644477 sec): 53 clusters Score: Raw -763669.499895 + Penalty 34566.172282 = -729103.327613 nChanged 12 Deleting Class 83 (7 points): Lose 28.842284 but Gain 768.843051 Iteration 139Q (33.717194 sec): 52 clusters Score: Raw -763653.261286 + Penalty 33804.859877 = -729848.401408 nChanged 17 Deleting Class 64 (8 points): Lose 29.381038 but Gain 758.037951 Iteration 140F (34.185096 sec): 51 clusters Score: Raw -763646.297091 + Penalty 33055.053910 = -730591.243181 nChanged 17 Deleting Class 44 (22 points): Lose 79.234471 but Gain 795.612665 Iteration 141Q (34.258244 sec): 50 clusters Score: Raw -763580.177701 + Penalty 32265.564847 = -731314.612854 nChanged 27 Deleting Class 8 (64 points): Lose 325.763536 but Gain 1041.723320 Iteration 142Q (34.330893 sec): 49 clusters Score: Raw -763282.980741 + Penalty 31303.891235 = -731979.089506 nChanged 70 Deleting Class 71 (14 points): Lose 55.300791 but Gain 761.028372 Iteration 143Q (34.405009 sec): 48 clusters Score: Raw -763461.531555 + Penalty 30551.303585 = -732910.227970 nChanged 44 Deleting Class 57 (37 points): Lose 146.536900 but Gain 840.530660 Iteration 144Q (34.476721 sec): 47 clusters Score: Raw -763356.960173 + Penalty 29745.348567 = -733611.611606 nChanged 57 Deleting Class 129 (5 points): Lose 15.063601 but Gain 702.623010 Iteration 145Q (34.549214 sec): 46 clusters Score: Raw -763410.534649 + Penalty 29052.510986 = -734358.023663 nChanged 20 Deleting Class 88 (4 points): Lose 17.430067 but Gain 703.295516 Iteration 146Q (34.620232 sec): 45 clusters Score: Raw -763406.134496 + Penalty 28362.220731 = -735043.913765 nChanged 9 Deleting Class 47 (6 points): Lose 31.677241 but Gain 707.820508 Iteration 147Q (34.689434 sec): 44 clusters Score: Raw -763385.235014 + Penalty 27663.424179 = -735721.810835 nChanged 9 Deleting Class 81 (5 points): Lose 14.994413 but Gain 689.136233 Iteration 148Q (34.759732 sec): 43 clusters Score: Raw -763383.235839 + Penalty 26973.401179 = -736409.834660 nChanged 6 Deleting Class 53 (36 points): Lose 216.887030 but Gain 876.829345 Iteration 149Q (34.828650 sec): 42 clusters Score: Raw -763174.212552 + Penalty 26059.910208 = -737114.302344 nChanged 37 Deleting Class 26 (17 points): Lose 57.710077 but Gain 713.977399 Iteration 150F (35.208926 sec): 41 clusters Score: Raw -763206.888203 + Penalty 25368.989239 = -737837.898964 nChanged 31 Deleting Class 126 (5 points): Lose 22.262272 but Gain 670.434998 Iteration 151Q (35.278373 sec): 40 clusters Score: Raw -763243.556038 + Penalty 24714.771460 = -738528.784578 nChanged 19 Deleting Class 38 (82 points): Lose 375.221853 but Gain 991.289374 Iteration 152Q (35.347106 sec): 39 clusters Score: Raw -762890.134944 + Penalty 23775.893415 = -739114.241528 nChanged 90 Deleting Class 12 (79 points): Lose 333.354683 but Gain 938.300371 Iteration 153Q (35.416278 sec): 38 clusters Score: Raw -762724.545165 + Penalty 22917.315038 = -739807.230127 nChanged 96 Deleting Class 174 (3 points): Lose 24.619006 but Gain 621.446275 Iteration 154Q (35.486439 sec): 37 clusters Score: Raw -762943.944160 + Penalty 22315.877970 = -740628.066190 nChanged 42 Deleting Class 74 (8 points): Lose 23.556890 but Gain 612.639338 Iteration 155Q (35.554907 sec): 36 clusters Score: Raw -762956.738193 + Penalty 21694.804787 = -741261.933406 nChanged 25 Deleting Class 105 (24 points): Lose 144.522959 but Gain 721.977672 Iteration 156Q (35.621677 sec): 35 clusters Score: Raw -762833.281139 + Penalty 20926.381191 = -741906.899948 nChanged 35 Deleting Class 28 (9 points): Lose 37.485652 but Gain 594.688108 Iteration 157Q (35.688486 sec): 34 clusters Score: Raw -762867.818873 + Penalty 20324.741986 = -742543.076887 nChanged 28 Deleting Class 35 (29 points): Lose 112.577869 but Gain 654.255788 Iteration 158Q (35.755461 sec): 33 clusters Score: Raw -762780.098854 + Penalty 19675.825675 = -743104.273179 nChanged 36 Deleting Class 93 (9 points): Lose 181.716754 but Gain 713.495963 Iteration 159Q (35.821282 sec): 32 clusters Score: Raw -762643.234456 + Penalty 19102.651892 = -743540.582563 nChanged 21 Deleting Class 37 (73 points): Lose 338.128557 but Gain 871.658356 Iteration 160F (36.115988 sec): 31 clusters Score: Raw -762407.847518 + Penalty 18405.283854 = -744002.563664 nChanged 88 Deleting Class 106 (49 points): Lose 176.468082 but Gain 704.861002 Iteration 161Q (36.182963 sec): 30 clusters Score: Raw -762483.706684 + Penalty 17669.799358 = -744813.907325 nChanged 82 Deleting Class 20 (171 points): Lose 391.165744 but Gain 902.349493 Iteration 162Q (36.248782 sec): 29 clusters Score: Raw -762211.288370 + Penalty 16824.366419 = -745386.921951 nChanged 202 Deleting Class 108 (3 points): Lose 16.098895 but Gain 421.771393 Iteration 163Q (36.316445 sec): 28 clusters Score: Raw -762454.699563 + Penalty 16364.527703 = -746090.171860 nChanged 43 Deleting Class 198 (10 points): Lose 190.405445 but Gain 580.616665 Iteration 164Q (36.381149 sec): 27 clusters Score: Raw -762286.174851 + Penalty 15770.049026 = -746516.125825 nChanged 37 Deleting Class 17 (317 points): Lose 858.439826 but Gain 1150.879548 Iteration 165Q (36.445982 sec): 26 clusters Score: Raw -761469.533775 + Penalty 14710.814166 = -746758.719609 nChanged 328 Deleting Class 33 (160 points): Lose 280.235047 but Gain 568.344759 Iteration 166Q (36.512822 sec): 25 clusters Score: Raw -761796.458341 + Penalty 14148.908293 = -747647.550047 nChanged 213 Deleting Class 188 (10 points): Lose 53.460017 but Gain 243.371561 Iteration 167Q (36.579064 sec): 24 clusters Score: Raw -761975.585294 + Penalty 13888.010849 = -748087.574446 nChanged 75 Deleting Class 27 (158 points): Lose 429.065936 but Gain 589.052748 Iteration 168Q (36.641268 sec): 23 clusters Score: Raw -761595.693974 + Penalty 13323.095569 = -748272.598405 nChanged 202 Deleting Class 43 (34 points): Lose 221.308472 but Gain 391.293109 Iteration 169Q (36.704051 sec): 22 clusters Score: Raw -761654.754839 + Penalty 12871.297446 = -748783.457393 nChanged 104 Deleting Class 29 (251 points): Lose 381.751465 but Gain 471.006719 Iteration 170F (36.911650 sec): 21 clusters Score: Raw -761367.117156 + Penalty 12530.923128 = -748836.194028 nChanged 303 Deleting Class 46 (133 points): Lose 952.516361 but Gain 968.277780 Iteration 171Q (36.975066 sec): 20 clusters Score: Raw -760773.053585 + Penalty 11701.794894 = -749071.258691 nChanged 212 Iteration 172Q (37.037353 sec): 20 clusters Score: Raw -761452.230482 + Penalty 11700.802682 = -749751.427800 nChanged 81 Iteration 173Q (37.097812 sec): 20 clusters Score: Raw -761513.859656 + Penalty 11709.896248 = -749803.963408 nChanged 54 Iteration 174Q (37.157075 sec): 20 clusters Score: Raw -761534.121616 + Penalty 11722.129904 = -749811.991712 nChanged 47 Iteration 175Q (37.217121 sec): 20 clusters Score: Raw -761566.054105 + Penalty 11734.339046 = -749831.715059 nChanged 33 Iteration 176Q (37.276556 sec): 20 clusters Score: Raw -761571.849335 + Penalty 11846.604648 = -749725.244687 nChanged 22 Iteration 177F (37.464978 sec): 20 clusters Score: Raw -761577.164841 + Penalty 11847.502611 = -749729.662229 nChanged 13 Iteration 178Q (37.524723 sec): 20 clusters Score: Raw -761578.239853 + Penalty 11847.540992 = -749730.698861 nChanged 9 Iteration 179Q (37.584503 sec): 20 clusters Score: Raw -761579.367175 + Penalty 11846.391199 = -749732.975975 nChanged 11 Iteration 180F (37.774344 sec): 20 clusters Score: Raw -761580.815616 + Penalty 11844.653075 = -749736.162541 nChanged 16 Iteration 181Q (37.834039 sec): 20 clusters Score: Raw -761583.039959 + Penalty 11846.215741 = -749736.824218 nChanged 13 Iteration 182Q (37.895297 sec): 20 clusters Score: Raw -761586.609863 + Penalty 11850.453094 = -749736.156769 nChanged 16 Iteration 183F (38.086326 sec): 20 clusters Score: Raw -761588.949056 + Penalty 11851.776358 = -749737.172699 nChanged 13 Iteration 184Q (38.146572 sec): 20 clusters Score: Raw -761590.514997 + Penalty 11853.236551 = -749737.278447 nChanged 20 Iteration 185Q (38.207073 sec): 20 clusters Score: Raw -761593.558346 + Penalty 11854.942576 = -749738.615770 nChanged 23 Iteration 186Q (38.267002 sec): 20 clusters Score: Raw -761597.227872 + Penalty 11856.374901 = -749740.852971 nChanged 19 Iteration 187Q (38.326443 sec): 20 clusters Score: Raw -761598.771574 + Penalty 11855.939545 = -749742.832029 nChanged 17 Iteration 188Q (38.386587 sec): 20 clusters Score: Raw -761599.816147 + Penalty 11856.377183 = -749743.438964 nChanged 18 Iteration 189Q (38.446705 sec): 20 clusters Score: Raw -761601.141410 + Penalty 11856.277120 = -749744.864290 nChanged 6 Iteration 190F (38.635537 sec): 20 clusters Score: Raw -761603.809380 + Penalty 11856.675214 = -749747.134165 nChanged 7 Iteration 191Q (38.694809 sec): 20 clusters Score: Raw -761604.255719 + Penalty 11857.710173 = -749746.545545 nChanged 5 Iteration 192F (38.884503 sec): 20 clusters Score: Raw -761604.541652 + Penalty 11858.795089 = -749745.746563 nChanged 2 Iteration 193F (39.074256 sec): 20 clusters Score: Raw -761604.672160 + Penalty 11858.795089 = -749745.877070 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 -761604.672160 + Penalty 11858.795089 = -749745.877070Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 1 (3307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.124691 sec): 2 clusters Score: Raw -132567.197571 + Penalty 161.374071 = -132405.823500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.130708 sec): 3 clusters Score: Raw -130449.107682 + Penalty 333.320045 = -130115.787637 nChanged 1486 SP:Iteration 1F (39.136603 sec): 3 clusters Score: Raw -131622.145412 + Penalty 355.709375 = -131266.436037 nChanged 508 SP:Iteration 2F (39.142472 sec): 3 clusters Score: Raw -132113.257321 + Penalty 377.862682 = -131735.394640 nChanged 234 SP:Iteration 3F (39.148333 sec): 3 clusters Score: Raw -132341.356331 + Penalty 403.994357 = -131937.361974 nChanged 143 SP:Iteration 4Q (39.154157 sec): 3 clusters Score: Raw -132469.059394 + Penalty 429.266667 = -132039.792727 nChanged 108 SP:Iteration 5Q (39.159626 sec): 3 clusters Score: Raw -132572.301608 + Penalty 451.184609 = -132121.116999 nChanged 67 SP:Iteration 6Q (39.164719 sec): 3 clusters Score: Raw -132638.305746 + Penalty 468.074382 = -132170.231364 nChanged 42 SP:Iteration 7Q (39.169629 sec): 3 clusters Score: Raw -132671.663428 + Penalty 476.201803 = -132195.461626 nChanged 19 SP:Iteration 8Q (39.174427 sec): 3 clusters Score: Raw -132685.882339 + Penalty 484.476700 = -132201.405638 nChanged 8 SP:Iteration 9Q (39.179160 sec): 3 clusters Score: Raw -132690.043409 + Penalty 493.669512 = -132196.373898 nChanged 7 SP:Iteration 10F (39.185026 sec): 3 clusters Score: Raw -132693.448812 + Penalty 491.857452 = -132201.591360 nChanged 4 SP:Iteration 11Q (39.189731 sec): 3 clusters Score: Raw -132695.045166 + Penalty 492.185870 = -132202.859296 nChanged 3 SP:Iteration 12Q (39.194426 sec): 3 clusters Score: Raw -132696.459616 + Penalty 490.107648 = -132206.351968 nChanged 2 SP:Iteration 13Q (39.199152 sec): 3 clusters Score: Raw -132697.430083 + Penalty 490.565556 = -132206.864527 nChanged 2 SP:Iteration 14Q (39.203836 sec): 3 clusters Score: Raw -132698.132287 + Penalty 489.357025 = -132208.775262 nChanged 1 SP:Iteration 15Q (39.208524 sec): 3 clusters Score: Raw -132700.245718 + Penalty 492.351135 = -132207.894583 nChanged 1 SP:Iteration 16F (39.214428 sec): 3 clusters Score: Raw -132701.014230 + Penalty 492.971283 = -132208.042946 nChanged 1 SP:Iteration 17Q (39.219355 sec): 3 clusters Score: Raw -132701.330676 + Penalty 495.847304 = -132205.483371 nChanged 1 SP:Iteration 18F (39.225217 sec): 3 clusters Score: Raw -132701.789310 + Penalty 502.072546 = -132199.716763 nChanged 3 SP:Iteration 19F (39.231066 sec): 3 clusters Score: Raw -132703.588691 + Penalty 496.270220 = -132207.318471 nChanged 3 SP:Iteration 20F (39.236920 sec): 3 clusters Score: Raw -132705.302161 + Penalty 496.270220 = -132209.031942 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 2 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.244786 sec): 2 clusters Score: Raw -62045.107639 + Penalty 334.055363 = -61711.052276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.247464 sec): 3 clusters Score: Raw -61164.463016 + Penalty 665.277675 = -60499.185341 nChanged 586 SP:Iteration 1F (39.250109 sec): 3 clusters Score: Raw -61446.909642 + Penalty 666.581676 = -60780.327966 nChanged 210 SP:Iteration 2F (39.252736 sec): 3 clusters Score: Raw -61586.398648 + Penalty 670.392121 = -60916.006527 nChanged 132 SP:Iteration 3F (39.255403 sec): 3 clusters Score: Raw -61665.151444 + Penalty 675.779820 = -60989.371623 nChanged 90 SP:Iteration 4F (39.258081 sec): 3 clusters Score: Raw -61735.432016 + Penalty 684.177857 = -61051.254159 nChanged 89 SP:Iteration 5F (39.260787 sec): 3 clusters Score: Raw -61805.583457 + Penalty 694.260053 = -61111.323405 nChanged 91 SP:Iteration 6F (39.263407 sec): 3 clusters Score: Raw -61872.104594 + Penalty 700.959614 = -61171.144980 nChanged 63 SP:Iteration 7Q (39.265982 sec): 3 clusters Score: Raw -61907.246627 + Penalty 706.142941 = -61201.103686 nChanged 47 SP:Iteration 8Q (39.268507 sec): 3 clusters Score: Raw -61927.092414 + Penalty 710.537512 = -61216.554902 nChanged 26 SP:Iteration 9Q (39.270998 sec): 3 clusters Score: Raw -61939.473937 + Penalty 710.912242 = -61228.561695 nChanged 25 SP:Iteration 10F (39.273620 sec): 3 clusters Score: Raw -61956.339593 + Penalty 713.235828 = -61243.103765 nChanged 23 SP:Iteration 11Q (39.276090 sec): 3 clusters Score: Raw -61966.519391 + Penalty 718.039309 = -61248.480082 nChanged 29 SP:Iteration 12Q (39.278542 sec): 3 clusters Score: Raw -61981.440942 + Penalty 718.364661 = -61263.076281 nChanged 24 SP:Iteration 13Q (39.281004 sec): 3 clusters Score: Raw -61994.238719 + Penalty 715.920036 = -61278.318683 nChanged 24 SP:Iteration 14Q (39.283439 sec): 3 clusters Score: Raw -62011.210501 + Penalty 713.926501 = -61297.284000 nChanged 19 SP:Iteration 15Q (39.285867 sec): 3 clusters Score: Raw -62028.586721 + Penalty 712.012395 = -61316.574325 nChanged 16 SP:Iteration 16Q (39.288211 sec): 3 clusters Score: Raw -62037.562735 + Penalty 715.073488 = -61322.489247 nChanged 13 SP:Iteration 17Q (39.290533 sec): 3 clusters Score: Raw -62044.481290 + Penalty 718.554765 = -61325.926525 nChanged 13 SP:Iteration 18Q (39.292838 sec): 3 clusters Score: Raw -62048.940514 + Penalty 718.916831 = -61330.023683 nChanged 11 SP:Iteration 19Q (39.295127 sec): 3 clusters Score: Raw -62053.829012 + Penalty 718.216166 = -61335.612846 nChanged 8 SP:Iteration 20F (39.297744 sec): 3 clusters Score: Raw -62055.679872 + Penalty 716.856171 = -61338.823701 nChanged 4 SP:Iteration 21Q (39.300001 sec): 3 clusters Score: Raw -62057.125093 + Penalty 717.725068 = -61339.400025 nChanged 2 SP:Iteration 22Q (39.302255 sec): 3 clusters Score: Raw -62057.171190 + Penalty 717.725068 = -61339.446122 nChanged 0 SP:Iteration 23F (39.304873 sec): 3 clusters Score: Raw -62057.171190 + Penalty 717.725068 = -61339.446122 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.310877 sec): 2 clusters Score: Raw -63791.098368 + Penalty 585.560168 = -63205.538200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.313482 sec): 3 clusters Score: Raw -63023.878797 + Penalty 1179.028381 = -61844.850416 nChanged 539 SP:Iteration 1F (39.316063 sec): 3 clusters Score: Raw -63509.574302 + Penalty 1200.871595 = -62308.702707 nChanged 199 SP:Iteration 2F (39.318797 sec): 3 clusters Score: Raw -63730.866361 + Penalty 1213.477390 = -62517.388971 nChanged 77 SP:Iteration 3F (39.321437 sec): 3 clusters Score: Raw -63782.086256 + Penalty 1226.400851 = -62555.685405 nChanged 48 SP:Iteration 4Q (39.323922 sec): 3 clusters Score: Raw -63815.242068 + Penalty 1239.716783 = -62575.525286 nChanged 37 SP:Iteration 5Q (39.326390 sec): 3 clusters Score: Raw -63841.688741 + Penalty 1251.674847 = -62590.013894 nChanged 25 SP:Iteration 6Q (39.328819 sec): 3 clusters Score: Raw -63854.463259 + Penalty 1259.616186 = -62594.847072 nChanged 18 SP:Iteration 7Q (39.331231 sec): 3 clusters Score: Raw -63860.554610 + Penalty 1266.163227 = -62594.391383 nChanged 14 SP:Iteration 8F (39.333748 sec): 3 clusters Score: Raw -63865.206782 + Penalty 1270.292558 = -62594.914224 nChanged 8 SP:Iteration 9Q (39.336151 sec): 3 clusters Score: Raw -63867.233748 + Penalty 1272.566644 = -62594.667104 nChanged 4 SP:Iteration 10F (39.338664 sec): 3 clusters Score: Raw -63868.746659 + Penalty 1276.846775 = -62591.899884 nChanged 7 SP:Iteration 11F (39.341179 sec): 3 clusters Score: Raw -63871.409601 + Penalty 1281.492983 = -62589.916618 nChanged 8 SP:Iteration 12F (39.343731 sec): 3 clusters Score: Raw -63873.885299 + Penalty 1287.164252 = -62586.721047 nChanged 10 SP:Iteration 13F (39.346245 sec): 3 clusters Score: Raw -63878.174991 + Penalty 1291.068575 = -62587.106416 nChanged 8 SP:Iteration 14Q (39.348621 sec): 3 clusters Score: Raw -63881.461179 + Penalty 1294.065094 = -62587.396085 nChanged 5 SP:Iteration 15Q (39.350990 sec): 3 clusters Score: Raw -63884.385583 + Penalty 1297.303877 = -62587.081706 nChanged 4 SP:Iteration 16F (39.353501 sec): 3 clusters Score: Raw -63886.195561 + Penalty 1299.165393 = -62587.030168 nChanged 3 SP:Iteration 17F (39.356017 sec): 3 clusters Score: Raw -63887.261049 + Penalty 1301.093080 = -62586.167969 nChanged 2 SP:Iteration 18F (39.358569 sec): 3 clusters Score: Raw -63888.196786 + Penalty 1302.118847 = -62586.077939 nChanged 2 SP:Iteration 19F (39.361084 sec): 3 clusters Score: Raw -63889.089230 + Penalty 1303.071789 = -62586.017441 nChanged 2 SP:Iteration 20F (39.363596 sec): 3 clusters Score: Raw -63889.682635 + Penalty 1305.200756 = -62584.481880 nChanged 3 SP:Iteration 21F (39.366111 sec): 3 clusters Score: Raw -63890.510566 + Penalty 1305.951832 = -62584.558733 nChanged 1 SP:Iteration 22Q (39.368468 sec): 3 clusters Score: Raw -63891.023798 + Penalty 1307.093136 = -62583.930662 nChanged 2 SP:Iteration 23F (39.370981 sec): 3 clusters Score: Raw -63891.524070 + Penalty 1307.619359 = -62583.904711 nChanged 1 SP:Iteration 24F (39.373492 sec): 3 clusters Score: Raw -63891.631343 + Penalty 1308.912620 = -62582.718723 nChanged 4 SP:Iteration 25F (39.376006 sec): 3 clusters Score: Raw -63892.530742 + Penalty 1310.623688 = -62581.907054 nChanged 3 SP:Iteration 26F (39.378519 sec): 3 clusters Score: Raw -63893.492755 + Penalty 1312.534558 = -62580.958197 nChanged 2 SP:Iteration 27F (39.381029 sec): 3 clusters Score: Raw -63894.558809 + Penalty 1315.652284 = -62578.906525 nChanged 4 SP:Iteration 28F (39.383597 sec): 3 clusters Score: Raw -63897.386660 + Penalty 1318.179288 = -62579.207372 nChanged 5 SP:Iteration 29Q (39.386014 sec): 3 clusters Score: Raw -63898.869234 + Penalty 1319.828932 = -62579.040303 nChanged 4 SP:Iteration 30F (39.388628 sec): 3 clusters Score: Raw -63902.376799 + Penalty 1320.746147 = -62581.630652 nChanged 4 SP:Iteration 31Q (39.391008 sec): 3 clusters Score: Raw -63904.706578 + Penalty 1321.250027 = -62583.456551 nChanged 5 SP:Iteration 32Q (39.393349 sec): 3 clusters Score: Raw -63906.772836 + Penalty 1322.502117 = -62584.270718 nChanged 5 SP:Iteration 33Q (39.395703 sec): 3 clusters Score: Raw -63909.203943 + Penalty 1324.368727 = -62584.835216 nChanged 6 SP:Iteration 34Q (39.398122 sec): 3 clusters Score: Raw -63911.472529 + Penalty 1326.134318 = -62585.338211 nChanged 3 SP:Iteration 35Q (39.400491 sec): 3 clusters Score: Raw -63912.491820 + Penalty 1328.639417 = -62583.852404 nChanged 4 SP:Iteration 36F (39.403009 sec): 3 clusters Score: Raw -63914.540405 + Penalty 1329.925999 = -62584.614406 nChanged 5 SP:Iteration 37Q (39.405330 sec): 3 clusters Score: Raw -63916.642862 + Penalty 1330.561423 = -62586.081439 nChanged 4 SP:Iteration 38Q (39.407647 sec): 3 clusters Score: Raw -63918.166410 + Penalty 1331.782444 = -62586.383966 nChanged 2 SP:Iteration 39Q (39.409977 sec): 3 clusters Score: Raw -63919.020491 + Penalty 1331.782444 = -62587.238047 nChanged 0 SP:Iteration 40F (39.412494 sec): 3 clusters Score: Raw -63919.020491 + Penalty 1331.782444 = -62587.238047 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 4 (5042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.436761 sec): 2 clusters Score: Raw -207893.431116 + Penalty 165.367229 = -207728.063888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.446029 sec): 3 clusters Score: Raw -204639.887683 + Penalty 367.353727 = -204272.533956 nChanged 2363 SP:Iteration 1F (39.454937 sec): 3 clusters Score: Raw -207027.871182 + Penalty 371.399460 = -206656.471722 nChanged 476 SP:Iteration 2F (39.463909 sec): 3 clusters Score: Raw -207463.555194 + Penalty 373.363316 = -207090.191878 nChanged 237 SP:Iteration 3Q (39.472832 sec): 3 clusters Score: Raw -207724.979065 + Penalty 365.346879 = -207359.632186 nChanged 120 SP:Iteration 4Q (39.481778 sec): 3 clusters Score: Raw -207850.474807 + Penalty 377.876584 = -207472.598223 nChanged 59 SP:Iteration 5Q (39.490734 sec): 3 clusters Score: Raw -207893.295899 + Penalty 370.257472 = -207523.038427 nChanged 17 SP:Iteration 6Q (39.498913 sec): 3 clusters Score: Raw -207906.034337 + Penalty 360.283804 = -207545.750532 nChanged 7 SP:Iteration 7Q (39.506896 sec): 3 clusters Score: Raw -207912.462538 + Penalty 364.116010 = -207548.346528 nChanged 3 SP:Iteration 8Q (39.514834 sec): 3 clusters Score: Raw -207914.199790 + Penalty 363.413296 = -207550.786494 nChanged 3 SP:Iteration 9Q (39.522584 sec): 3 clusters Score: Raw -207915.027024 + Penalty 371.409038 = -207543.617987 nChanged 3 SP:Iteration 10F (39.531758 sec): 3 clusters Score: Raw -207915.982366 + Penalty 374.264011 = -207541.718355 nChanged 5 SP:Iteration 11F (39.540641 sec): 3 clusters Score: Raw -207921.346203 + Penalty 354.592533 = -207566.753670 nChanged 4 SP:Iteration 12Q (39.548056 sec): 3 clusters Score: Raw -207925.082641 + Penalty 361.506808 = -207563.575833 nChanged 3 SP:Iteration 13F (39.556940 sec): 3 clusters Score: Raw -207928.453463 + Penalty 363.026007 = -207565.427456 nChanged 1 SP:Iteration 14Q (39.564113 sec): 3 clusters Score: Raw -207929.306673 + Penalty 363.026007 = -207566.280666 nChanged 0 SP:Iteration 15F (39.573016 sec): 3 clusters Score: Raw -207929.306673 + Penalty 363.026007 = -207566.280666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.580370 sec): 2 clusters Score: Raw -34111.788330 + Penalty 160.076592 = -33951.711738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.582031 sec): 3 clusters Score: Raw -33621.096706 + Penalty 316.082950 = -33305.013756 nChanged 361 SP:Iteration 1F (39.583661 sec): 3 clusters Score: Raw -33854.956286 + Penalty 308.697606 = -33546.258680 nChanged 101 SP:Iteration 2F (39.585266 sec): 3 clusters Score: Raw -33930.199673 + Penalty 305.648192 = -33624.551481 nChanged 56 SP:Iteration 3F (39.586850 sec): 3 clusters Score: Raw -33975.558511 + Penalty 305.574096 = -33669.984416 nChanged 29 SP:Iteration 4Q (39.588418 sec): 3 clusters Score: Raw -33987.429664 + Penalty 307.658233 = -33679.771431 nChanged 22 SP:Iteration 5Q (39.589985 sec): 3 clusters Score: Raw -33993.569090 + Penalty 310.899688 = -33682.669402 nChanged 14 SP:Iteration 6Q (39.591547 sec): 3 clusters Score: Raw -34000.961710 + Penalty 313.719199 = -33687.242510 nChanged 14 SP:Iteration 7Q (39.593110 sec): 3 clusters Score: Raw -34006.853812 + Penalty 315.171487 = -33691.682325 nChanged 13 SP:Iteration 8Q (39.594669 sec): 3 clusters Score: Raw -34011.198979 + Penalty 316.570113 = -33694.628866 nChanged 14 SP:Iteration 9Q (39.596223 sec): 3 clusters Score: Raw -34016.612159 + Penalty 317.133570 = -33699.478588 nChanged 7 SP:Iteration 10F (39.597842 sec): 3 clusters Score: Raw -34019.920305 + Penalty 317.610353 = -33702.309952 nChanged 5 SP:Iteration 11Q (39.599423 sec): 3 clusters Score: Raw -34021.897207 + Penalty 317.639991 = -33704.257216 nChanged 4 SP:Iteration 12Q (39.600983 sec): 3 clusters Score: Raw -34022.814997 + Penalty 317.328105 = -33705.486892 nChanged 2 SP:Iteration 13Q (39.602544 sec): 3 clusters Score: Raw -34022.978737 + Penalty 316.807853 = -33706.170884 nChanged 3 SP:Iteration 14Q (39.604096 sec): 3 clusters Score: Raw -34023.881698 + Penalty 316.341664 = -33707.540034 nChanged 3 SP:Iteration 15Q (39.605689 sec): 3 clusters Score: Raw -34024.052097 + Penalty 316.202911 = -33707.849186 nChanged 1 SP:Iteration 16Q (39.607264 sec): 3 clusters Score: Raw -34024.091075 + Penalty 316.076521 = -33708.014554 nChanged 1 SP:Iteration 17Q (39.608821 sec): 3 clusters Score: Raw -34024.085033 + Penalty 316.076521 = -33708.008512 nChanged 0 SP:Iteration 18F (39.610425 sec): 3 clusters Score: Raw -34024.085033 + Penalty 316.076521 = -33708.008512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.620927 sec): 2 clusters Score: Raw -96137.800051 + Penalty 221.743039 = -95916.057012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.625130 sec): 3 clusters Score: Raw -94748.095046 + Penalty 442.715125 = -94305.379921 nChanged 987 SP:Iteration 1F (39.629298 sec): 3 clusters Score: Raw -95273.136061 + Penalty 441.415814 = -94831.720247 nChanged 275 SP:Iteration 2F (39.633263 sec): 3 clusters Score: Raw -95424.178511 + Penalty 440.066683 = -94984.111828 nChanged 203 SP:Iteration 3F (39.637213 sec): 3 clusters Score: Raw -95571.630959 + Penalty 443.737822 = -95127.893137 nChanged 185 SP:Iteration 4F (39.641155 sec): 3 clusters Score: Raw -95710.874238 + Penalty 447.937724 = -95262.936514 nChanged 132 SP:Iteration 5F (39.645109 sec): 3 clusters Score: Raw -95825.294753 + Penalty 456.178181 = -95369.116572 nChanged 130 SP:Iteration 6F (39.649044 sec): 3 clusters Score: Raw -95953.006636 + Penalty 454.248974 = -95498.757662 nChanged 86 SP:Iteration 7Q (39.653003 sec): 3 clusters Score: Raw -96039.695258 + Penalty 461.279082 = -95578.416177 nChanged 52 SP:Iteration 8Q (39.656960 sec): 3 clusters Score: Raw -96104.425934 + Penalty 463.209425 = -95641.216509 nChanged 32 SP:Iteration 9Q (39.660650 sec): 3 clusters Score: Raw -96147.477745 + Penalty 467.650120 = -95679.827625 nChanged 6 SP:Iteration 10F (39.664669 sec): 3 clusters Score: Raw -96158.180371 + Penalty 473.703272 = -95684.477099 nChanged 2 SP:Iteration 11Q (39.667846 sec): 3 clusters Score: Raw -96159.613158 + Penalty 474.721383 = -95684.891775 nChanged 1 SP:Iteration 12Q (39.671066 sec): 3 clusters Score: Raw -96160.499960 + Penalty 474.721383 = -95685.778577 nChanged 0 SP:Iteration 13F (39.675017 sec): 3 clusters Score: Raw -96160.499960 + Penalty 474.721383 = -95685.778577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.680042 sec): 2 clusters Score: Raw -17366.838020 + Penalty 187.604084 = -17179.233937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.681013 sec): 3 clusters Score: Raw -17156.644318 + Penalty 377.076827 = -16779.567491 nChanged 163 SP:Iteration 1F (39.681963 sec): 3 clusters Score: Raw -17288.539823 + Penalty 381.360061 = -16907.179762 nChanged 51 SP:Iteration 2F (39.682905 sec): 3 clusters Score: Raw -17338.224637 + Penalty 391.567998 = -16946.656639 nChanged 36 SP:Iteration 3F (39.683852 sec): 3 clusters Score: Raw -17364.438699 + Penalty 397.557748 = -16966.880952 nChanged 16 SP:Iteration 4Q (39.684788 sec): 3 clusters Score: Raw -17376.202202 + Penalty 404.032207 = -16972.169995 nChanged 11 SP:Iteration 5Q (39.685720 sec): 3 clusters Score: Raw -17386.523876 + Penalty 414.833066 = -16971.690810 nChanged 16 SP:Iteration 6F (39.686659 sec): 3 clusters Score: Raw -17407.417132 + Penalty 426.471865 = -16980.945268 nChanged 8 SP:Iteration 7Q (39.687579 sec): 3 clusters Score: Raw -17413.214063 + Penalty 432.537241 = -16980.676822 nChanged 3 SP:Iteration 8F (39.688518 sec): 3 clusters Score: Raw -17414.313579 + Penalty 438.937321 = -16975.376257 nChanged 3 SP:Iteration 9F (39.689455 sec): 3 clusters Score: Raw -17416.345561 + Penalty 440.923004 = -16975.422557 nChanged 3 SP:Iteration 10F (39.690393 sec): 3 clusters Score: Raw -17418.361118 + Penalty 445.230083 = -16973.131035 nChanged 3 SP:Iteration 11F (39.691332 sec): 3 clusters Score: Raw -17421.712691 + Penalty 445.230083 = -16976.482608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.692790 sec): 2 clusters Score: Raw -11760.146372 + Penalty 471.287977 = -11288.858395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.693626 sec): 3 clusters Score: Raw -11670.773236 + Penalty 948.621694 = -10722.151541 nChanged 74 SP:Iteration 1F (39.694420 sec): 3 clusters Score: Raw -11745.602751 + Penalty 947.213292 = -10798.389459 nChanged 20 SP:Iteration 2F (39.695207 sec): 3 clusters Score: Raw -11773.202185 + Penalty 946.008209 = -10827.193976 nChanged 19 SP:Iteration 3F (39.695995 sec): 3 clusters Score: Raw -11802.062009 + Penalty 942.841746 = -10859.220263 nChanged 19 SP:Iteration 4F (39.696782 sec): 3 clusters Score: Raw -11835.937326 + Penalty 942.332123 = -10893.605204 nChanged 19 SP:Iteration 5F (39.697572 sec): 3 clusters Score: Raw -11880.806660 + Penalty 940.141000 = -10940.665661 nChanged 13 SP:Iteration 6Q (39.698318 sec): 3 clusters Score: Raw -11914.451643 + Penalty 940.098140 = -10974.353503 nChanged 5 SP:Iteration 7Q (39.699035 sec): 3 clusters Score: Raw -11921.788280 + Penalty 939.391165 = -10982.397116 nChanged 4 SP:Iteration 8Q (39.699751 sec): 3 clusters Score: Raw -11925.517457 + Penalty 939.058765 = -10986.458692 nChanged 2 SP:Iteration 9Q (39.700473 sec): 3 clusters Score: Raw -11927.839892 + Penalty 938.897659 = -10988.942233 nChanged 1 SP:Iteration 10F (39.701227 sec): 3 clusters Score: Raw -11928.058527 + Penalty 938.762636 = -10989.295891 nChanged 1 SP:Iteration 11Q (39.701935 sec): 3 clusters Score: Raw -11928.373001 + Penalty 938.762636 = -10989.610365 nChanged 0 SP:Iteration 12F (39.702695 sec): 3 clusters Score: Raw -11928.373001 + Penalty 938.762636 = -10989.610365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 13 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.703234 sec): 2 clusters Score: Raw -1153.621343 + Penalty 58.665646 = -1094.955697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.703502 sec): 3 clusters Score: Raw -1162.162374 + Penalty 142.638998 = -1019.523376 nChanged 6 SP:Iteration 1F (39.703772 sec): 3 clusters Score: Raw -1172.134298 + Penalty 178.957511 = -993.176787 nChanged 3 SP:Iteration 2F (39.704032 sec): 3 clusters Score: Raw -1183.228157 + Penalty 178.957511 = -1004.270646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.705497 sec): 2 clusters Score: Raw -16081.704047 + Penalty 381.897072 = -15699.806975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.706381 sec): 3 clusters Score: Raw -15908.861279 + Penalty 763.794145 = -15145.067134 nChanged 107 SP:Iteration 1F (39.707250 sec): 3 clusters Score: Raw -15991.175039 + Penalty 772.559871 = -15218.615168 nChanged 44 SP:Iteration 2F (39.708119 sec): 3 clusters Score: Raw -16038.354868 + Penalty 787.844794 = -15250.510074 nChanged 28 SP:Iteration 3F (39.708954 sec): 3 clusters Score: Raw -16067.641864 + Penalty 809.381297 = -15258.260567 nChanged 21 SP:Iteration 4F (39.709786 sec): 3 clusters Score: Raw -16097.636167 + Penalty 832.783354 = -15264.852813 nChanged 19 SP:Iteration 5F (39.710618 sec): 3 clusters Score: Raw -16121.709194 + Penalty 860.028757 = -15261.680437 nChanged 18 SP:Iteration 6F (39.711450 sec): 3 clusters Score: Raw -16150.660149 + Penalty 897.792325 = -15252.867824 nChanged 17 SP:Iteration 7F (39.712281 sec): 3 clusters Score: Raw -16175.142462 + Penalty 933.430628 = -15241.711834 nChanged 10 SP:Iteration 8F (39.713112 sec): 3 clusters Score: Raw -16190.668898 + Penalty 949.792895 = -15240.876003 nChanged 4 SP:Iteration 9F (39.713946 sec): 3 clusters Score: Raw -16198.032763 + Penalty 967.042321 = -15230.990442 nChanged 4 SP:Iteration 10F (39.714777 sec): 3 clusters Score: Raw -16206.288117 + Penalty 976.940728 = -15229.347389 nChanged 2 SP:Iteration 11F (39.715607 sec): 3 clusters Score: Raw -16214.592741 + Penalty 980.705339 = -15233.887403 nChanged 3 SP:Iteration 12Q (39.716371 sec): 3 clusters Score: Raw -16219.440687 + Penalty 980.705339 = -15238.735349 nChanged 0 SP:Iteration 13F (39.717203 sec): 3 clusters Score: Raw -16219.440687 + Penalty 980.705339 = -15238.735349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 16 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.719655 sec): 2 clusters Score: Raw -32856.673567 + Penalty 457.183159 = -32399.490408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.721114 sec): 3 clusters Score: Raw -32507.908553 + Penalty 912.232810 = -31595.675743 nChanged 246 SP:Iteration 1F (39.722606 sec): 3 clusters Score: Raw -32711.408206 + Penalty 909.891800 = -31801.516406 nChanged 98 SP:Iteration 2F (39.724069 sec): 3 clusters Score: Raw -32835.465172 + Penalty 907.553906 = -31927.911266 nChanged 58 SP:Iteration 3F (39.725526 sec): 3 clusters Score: Raw -32885.898980 + Penalty 905.879581 = -31980.019399 nChanged 28 SP:Iteration 4Q (39.727000 sec): 3 clusters Score: Raw -32908.742516 + Penalty 902.327573 = -32006.414944 nChanged 23 SP:Iteration 5Q (39.728512 sec): 3 clusters Score: Raw -32931.430332 + Penalty 896.663060 = -32034.767272 nChanged 20 SP:Iteration 6Q (39.730024 sec): 3 clusters Score: Raw -32952.371326 + Penalty 892.613436 = -32059.757890 nChanged 10 SP:Iteration 7Q (39.731537 sec): 3 clusters Score: Raw -32960.059310 + Penalty 889.964552 = -32070.094758 nChanged 8 SP:Iteration 8Q (39.732956 sec): 3 clusters Score: Raw -32965.072959 + Penalty 889.520996 = -32075.551963 nChanged 9 SP:Iteration 9Q (39.734366 sec): 3 clusters Score: Raw -32970.401442 + Penalty 890.122481 = -32080.278961 nChanged 8 SP:Iteration 10F (39.735828 sec): 3 clusters Score: Raw -32975.976852 + Penalty 890.464529 = -32085.512323 nChanged 5 SP:Iteration 11Q (39.737260 sec): 3 clusters Score: Raw -32979.809797 + Penalty 892.055740 = -32087.754057 nChanged 6 SP:Iteration 12Q (39.738679 sec): 3 clusters Score: Raw -32982.479986 + Penalty 889.843901 = -32092.636084 nChanged 3 SP:Iteration 13Q (39.740201 sec): 3 clusters Score: Raw -32983.253506 + Penalty 889.843901 = -32093.409604 nChanged 0 SP:Iteration 14F (39.741736 sec): 3 clusters Score: Raw -32983.253506 + Penalty 889.843901 = -32093.409604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 18 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.745138 sec): 2 clusters Score: Raw -42385.694577 + Penalty 252.919651 = -42132.774926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.747168 sec): 3 clusters Score: Raw -41801.416536 + Penalty 505.366871 = -41296.049666 nChanged 378 SP:Iteration 1F (39.749063 sec): 3 clusters Score: Raw -42071.689939 + Penalty 505.654667 = -41566.035272 nChanged 130 SP:Iteration 2F (39.750908 sec): 3 clusters Score: Raw -42187.547266 + Penalty 507.156558 = -41680.390708 nChanged 63 SP:Iteration 3F (39.752751 sec): 3 clusters Score: Raw -42239.425358 + Penalty 508.454111 = -41730.971246 nChanged 30 SP:Iteration 4Q (39.754573 sec): 3 clusters Score: Raw -42250.585387 + Penalty 508.606026 = -41741.979361 nChanged 10 SP:Iteration 5Q (39.756391 sec): 3 clusters Score: Raw -42253.956186 + Penalty 508.971858 = -41744.984328 nChanged 7 SP:Iteration 6Q (39.758238 sec): 3 clusters Score: Raw -42255.610036 + Penalty 509.058801 = -41746.551235 nChanged 3 SP:Iteration 7Q (39.760083 sec): 3 clusters Score: Raw -42256.145417 + Penalty 509.029666 = -41747.115751 nChanged 1 SP:Iteration 8Q (39.761885 sec): 3 clusters Score: Raw -42256.428965 + Penalty 509.029666 = -41747.399299 nChanged 0 SP:Iteration 9F (39.763725 sec): 3 clusters Score: Raw -42256.428965 + Penalty 509.029666 = -41747.399299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.764779 sec): 2 clusters Score: Raw -6587.072733 + Penalty 437.832995 = -6149.239738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.765290 sec): 3 clusters Score: Raw -6565.935778 + Penalty 875.294889 = -5690.640889 nChanged 31 SP:Iteration 1F (39.765763 sec): 3 clusters Score: Raw -6596.843326 + Penalty 878.320685 = -5718.522641 nChanged 14 SP:Iteration 2F (39.766240 sec): 3 clusters Score: Raw -6618.673015 + Penalty 878.085230 = -5740.587786 nChanged 5 SP:Iteration 3Q (39.766704 sec): 3 clusters Score: Raw -6626.130788 + Penalty 882.512284 = -5743.618503 nChanged 7 SP:Iteration 4Q (39.767163 sec): 3 clusters Score: Raw -6633.578590 + Penalty 881.157992 = -5752.420597 nChanged 1 SP:Iteration 5Q (39.767621 sec): 3 clusters Score: Raw -6634.268704 + Penalty 881.157992 = -5753.110711 nChanged 0 SP:Iteration 6F (39.768092 sec): 3 clusters Score: Raw -6634.268704 + Penalty 881.157992 = -5753.110711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 23 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.769488 sec): 2 clusters Score: Raw -15449.651099 + Penalty 374.597649 = -15075.053451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.770299 sec): 3 clusters Score: Raw -15313.037666 + Penalty 750.582656 = -14562.455010 nChanged 94 SP:Iteration 1F (39.771089 sec): 3 clusters Score: Raw -15397.572881 + Penalty 756.396985 = -14641.175896 nChanged 38 SP:Iteration 2F (39.771878 sec): 3 clusters Score: Raw -15446.066532 + Penalty 762.564139 = -14683.502393 nChanged 26 SP:Iteration 3F (39.772664 sec): 3 clusters Score: Raw -15482.128196 + Penalty 766.105649 = -14716.022546 nChanged 15 SP:Iteration 4Q (39.773443 sec): 3 clusters Score: Raw -15504.459576 + Penalty 769.427546 = -14735.032030 nChanged 12 SP:Iteration 5Q (39.774221 sec): 3 clusters Score: Raw -15515.688844 + Penalty 772.949425 = -14742.739419 nChanged 4 SP:Iteration 6Q (39.774987 sec): 3 clusters Score: Raw -15522.597449 + Penalty 772.949425 = -14749.648024 nChanged 0 SP:Iteration 7F (39.775773 sec): 3 clusters Score: Raw -15522.597449 + Penalty 772.949425 = -14749.648024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 25 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.778486 sec): 2 clusters Score: Raw -36281.224530 + Penalty 147.009918 = -36134.214612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.780214 sec): 3 clusters Score: Raw -35760.454839 + Penalty 301.840699 = -35458.614140 nChanged 370 SP:Iteration 1F (39.781931 sec): 3 clusters Score: Raw -36024.312938 + Penalty 328.013274 = -35696.299664 nChanged 135 SP:Iteration 2F (39.783625 sec): 3 clusters Score: Raw -36146.140155 + Penalty 357.545131 = -35788.595024 nChanged 76 SP:Iteration 3F (39.785309 sec): 3 clusters Score: Raw -36224.542322 + Penalty 372.629461 = -35851.912861 nChanged 39 SP:Iteration 4Q (39.786956 sec): 3 clusters Score: Raw -36267.519535 + Penalty 379.520587 = -35887.998948 nChanged 14 SP:Iteration 5Q (39.788549 sec): 3 clusters Score: Raw -36281.417453 + Penalty 384.750298 = -35896.667154 nChanged 9 SP:Iteration 6Q (39.790071 sec): 3 clusters Score: Raw -36285.316937 + Penalty 398.053159 = -35887.263779 nChanged 10 SP:Iteration 7F (39.791779 sec): 3 clusters Score: Raw -36290.757614 + Penalty 414.590493 = -35876.167121 nChanged 10 SP:Iteration 8F (39.793473 sec): 3 clusters Score: Raw -36295.176970 + Penalty 429.644216 = -35865.532754 nChanged 8 SP:Iteration 9F (39.795140 sec): 3 clusters Score: Raw -36299.890170 + Penalty 446.031128 = -35853.859043 nChanged 9 SP:Iteration 10F (39.796816 sec): 3 clusters Score: Raw -36304.211110 + Penalty 463.161729 = -35841.049381 nChanged 7 SP:Iteration 11F (39.798477 sec): 3 clusters Score: Raw -36307.432111 + Penalty 468.318290 = -35839.113821 nChanged 4 SP:Iteration 12F (39.800140 sec): 3 clusters Score: Raw -36308.808906 + Penalty 472.724864 = -35836.084041 nChanged 5 SP:Iteration 13F (39.801804 sec): 3 clusters Score: Raw -36311.198916 + Penalty 475.657539 = -35835.541377 nChanged 1 SP:Iteration 14F (39.803498 sec): 3 clusters Score: Raw -36311.252897 + Penalty 475.657539 = -35835.595358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.804643 sec): 2 clusters Score: Raw -7383.086530 + Penalty 375.064086 = -7008.022444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.805225 sec): 3 clusters Score: Raw -7378.580566 + Penalty 759.534147 = -6619.046419 nChanged 45 SP:Iteration 1F (39.805796 sec): 3 clusters Score: Raw -7466.918679 + Penalty 765.217876 = -6701.700803 nChanged 14 SP:Iteration 2F (39.806367 sec): 3 clusters Score: Raw -7482.561791 + Penalty 770.976478 = -6711.585312 nChanged 6 SP:Iteration 3Q (39.806916 sec): 3 clusters Score: Raw -7490.100639 + Penalty 772.198420 = -6717.902220 nChanged 4 SP:Iteration 4Q (39.807460 sec): 3 clusters Score: Raw -7493.967936 + Penalty 773.336994 = -6720.630942 nChanged 1 SP:Iteration 5Q (39.808005 sec): 3 clusters Score: Raw -7496.250185 + Penalty 777.401799 = -6718.848386 nChanged 2 SP:Iteration 6F (39.808573 sec): 3 clusters Score: Raw -7500.136702 + Penalty 780.558741 = -6719.577961 nChanged 1 SP:Iteration 7Q (39.809116 sec): 3 clusters Score: Raw -7502.044406 + Penalty 781.174042 = -6720.870364 nChanged 3 SP:Iteration 8Q (39.809656 sec): 3 clusters Score: Raw -7506.336485 + Penalty 779.363661 = -6726.972825 nChanged 2 SP:Iteration 9Q (39.810197 sec): 3 clusters Score: Raw -7508.689373 + Penalty 778.869523 = -6729.819850 nChanged 1 SP:Iteration 10F (39.810765 sec): 3 clusters Score: Raw -7509.316897 + Penalty 778.869523 = -6730.447373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.812205 sec): 2 clusters Score: Raw -16601.990877 + Penalty 398.210766 = -16203.780111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.813077 sec): 3 clusters Score: Raw -16429.481372 + Penalty 797.386121 = -15632.095250 nChanged 131 SP:Iteration 1F (39.813938 sec): 3 clusters Score: Raw -16523.546683 + Penalty 800.458905 = -15723.087778 nChanged 36 SP:Iteration 2F (39.814796 sec): 3 clusters Score: Raw -16559.668237 + Penalty 801.917074 = -15757.751163 nChanged 18 SP:Iteration 3Q (39.815653 sec): 3 clusters Score: Raw -16581.830918 + Penalty 804.842303 = -15776.988615 nChanged 19 SP:Iteration 4Q (39.816502 sec): 3 clusters Score: Raw -16606.439756 + Penalty 808.468211 = -15797.971544 nChanged 11 SP:Iteration 5Q (39.817350 sec): 3 clusters Score: Raw -16617.937270 + Penalty 817.579951 = -15800.357318 nChanged 16 SP:Iteration 6Q (39.818194 sec): 3 clusters Score: Raw -16634.860159 + Penalty 822.254033 = -15812.606126 nChanged 10 SP:Iteration 7Q (39.819036 sec): 3 clusters Score: Raw -16646.035139 + Penalty 824.609537 = -15821.425603 nChanged 4 SP:Iteration 8Q (39.819873 sec): 3 clusters Score: Raw -16650.254911 + Penalty 825.540672 = -15824.714239 nChanged 3 SP:Iteration 9Q (39.820708 sec): 3 clusters Score: Raw -16651.545488 + Penalty 826.427079 = -15825.118409 nChanged 1 SP:Iteration 10F (39.821564 sec): 3 clusters Score: Raw -16652.162816 + Penalty 827.482836 = -15824.679980 nChanged 3 SP:Iteration 11F (39.822441 sec): 3 clusters Score: Raw -16653.831866 + Penalty 826.931865 = -15826.900000 nChanged 1 SP:Iteration 12Q (39.823275 sec): 3 clusters Score: Raw -16654.154816 + Penalty 826.931865 = -15827.222951 nChanged 0 SP:Iteration 13F (39.824133 sec): 3 clusters Score: Raw -16654.154816 + Penalty 826.931865 = -15827.222951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.825545 sec): 2 clusters Score: Raw -9515.193383 + Penalty 390.030286 = -9125.163097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.826097 sec): 3 clusters Score: Raw -9451.823006 + Penalty 781.550088 = -8670.272917 nChanged 42 SP:Iteration 1F (39.826668 sec): 3 clusters Score: Raw -9494.217110 + Penalty 783.997200 = -8710.219910 nChanged 12 SP:Iteration 2F (39.827211 sec): 3 clusters Score: Raw -9509.406311 + Penalty 784.971072 = -8724.435240 nChanged 11 SP:Iteration 3F (39.827754 sec): 3 clusters Score: Raw -9521.703883 + Penalty 787.830751 = -8733.873132 nChanged 5 SP:Iteration 4Q (39.828287 sec): 3 clusters Score: Raw -9528.047268 + Penalty 788.878257 = -8739.169011 nChanged 5 SP:Iteration 5Q (39.828817 sec): 3 clusters Score: Raw -9532.368950 + Penalty 790.796606 = -8741.572344 nChanged 5 SP:Iteration 6Q (39.829391 sec): 3 clusters Score: Raw -9537.978999 + Penalty 792.401772 = -8745.577227 nChanged 5 SP:Iteration 7Q (39.829936 sec): 3 clusters Score: Raw -9543.580692 + Penalty 792.813934 = -8750.766758 nChanged 2 SP:Iteration 8Q (39.830476 sec): 3 clusters Score: Raw -9545.715892 + Penalty 793.262841 = -8752.453051 nChanged 1 SP:Iteration 9Q (39.831016 sec): 3 clusters Score: Raw -9545.767423 + Penalty 793.736089 = -8752.031334 nChanged 1 SP:Iteration 10F (39.831577 sec): 3 clusters Score: Raw -9545.998372 + Penalty 792.522613 = -8753.475759 nChanged 2 SP:Iteration 11Q (39.832123 sec): 3 clusters Score: Raw -9546.741149 + Penalty 793.079091 = -8753.662058 nChanged 1 SP:Iteration 12Q (39.832647 sec): 3 clusters Score: Raw -9546.999701 + Penalty 793.677494 = -8753.322207 nChanged 3 SP:Iteration 13F (39.833194 sec): 3 clusters Score: Raw -9547.986022 + Penalty 794.346923 = -8753.639099 nChanged 1 SP:Iteration 14Q (39.833726 sec): 3 clusters Score: Raw -9547.943706 + Penalty 794.912051 = -8753.031656 nChanged 1 SP:Iteration 15F (39.834274 sec): 3 clusters Score: Raw -9550.063957 + Penalty 795.509321 = -8754.554637 nChanged 1 SP:Iteration 16Q (39.834806 sec): 3 clusters Score: Raw -9551.434379 + Penalty 795.509321 = -8755.925058 nChanged 0 SP:Iteration 17F (39.835351 sec): 3 clusters Score: Raw -9551.434379 + Penalty 795.509321 = -8755.925058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.836800 sec): 2 clusters Score: Raw -15808.358438 + Penalty 785.899349 = -15022.459088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.837619 sec): 3 clusters Score: Raw -15746.366058 + Penalty 1570.662351 = -14175.703707 nChanged 77 SP:Iteration 1F (39.838424 sec): 3 clusters Score: Raw -15852.568488 + Penalty 1569.436885 = -14283.131602 nChanged 16 SP:Iteration 2Q (39.839214 sec): 3 clusters Score: Raw -15880.603282 + Penalty 1567.522985 = -14313.080298 nChanged 12 SP:Iteration 3Q (39.839997 sec): 3 clusters Score: Raw -15897.054485 + Penalty 1566.579891 = -14330.474594 nChanged 3 SP:Iteration 4Q (39.840778 sec): 3 clusters Score: Raw -15898.602878 + Penalty 1565.979078 = -14332.623800 nChanged 2 SP:Iteration 5Q (39.841558 sec): 3 clusters Score: Raw -15902.129239 + Penalty 1564.923499 = -14337.205740 nChanged 2 SP:Iteration 6Q (39.842336 sec): 3 clusters Score: Raw -15905.802598 + Penalty 1564.359439 = -14341.443159 nChanged 1 SP:Iteration 7Q (39.843116 sec): 3 clusters Score: Raw -15906.361550 + Penalty 1564.359439 = -14342.002111 nChanged 0 SP:Iteration 8F (39.843922 sec): 3 clusters Score: Raw -15906.361550 + Penalty 1564.359439 = -14342.002111 nChanged 0 Time taken for this iteration:39.313976 seconds. 300->20 Clusters: Score -749745.877070, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 194 (time per iteration =205.501619 ms) Total iterations: 1649 (time per iteration =24.176661 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3042508750.000000 (time per metric unit =13.103434ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 76062718750.000000 (time per metric unit=524.137378ps) That took 39.867314 seconds. FileBase PeterP-2013-09-04_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 0.18 and 0.27 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 19447 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 19447 points ------ Starting initial clusters from distinct float masks Not enough masks (187) to generate starting clusters (300), so starting with (188) clusters instead. Assigned 188 initial classes from 187 unique masks. Deleting Class 141 (1 points): Lose 16.765679 but Gain 1558.252661 Iteration 0F (2.208356 sec): 187 clusters Score: Raw -610855.519061 + Penalty 171272.022238 = -439583.496823 nChanged 2528 Deleting Class 182 (2 points): Lose 35.271083 but Gain 1558.715465 Iteration 1F (3.868499 sec): 183 clusters Score: Raw -614103.643162 + Penalty 169933.023836 = -444170.619327 nChanged 691 Deleting Class 153 (2 points): Lose 61.162831 but Gain 1577.881340 Iteration 2Q (4.028927 sec): 182 clusters Score: Raw -614866.866169 + Penalty 168489.357281 = -446377.508888 nChanged 394 Deleting Class 70 (2 points): Lose 45.223675 but Gain 1550.355902 Iteration 3Q (4.159309 sec): 181 clusters Score: Raw -615168.099729 + Penalty 166858.092556 = -448310.007173 nChanged 248 Deleting Class 44 (3 points): Lose 60.571623 but Gain 1555.812515 Iteration 4Q (4.275306 sec): 180 clusters Score: Raw -615295.513343 + Penalty 165545.031256 = -449750.482087 nChanged 154 Deleting Class 187 (1 points): Lose 3.461977 but Gain 1477.500401 Iteration 5Q (4.382214 sec): 179 clusters Score: Raw -615456.811828 + Penalty 164118.458166 = -451338.353662 nChanged 104 Deleting Class 148 (2 points): Lose 22.643018 but Gain 1495.113147 Iteration 6Q (4.484997 sec): 178 clusters Score: Raw -615511.550020 + Penalty 162669.226814 = -452842.323206 nChanged 86 Deleting Class 142 (3 points): Lose 62.987246 but Gain 1499.818280 Iteration 7Q (4.585240 sec): 177 clusters Score: Raw -615550.907970 + Penalty 160262.727532 = -455288.180437 nChanged 88 Deleting Class 149 (2 points): Lose 31.713969 but Gain 1463.213355 Iteration 8Q (4.683803 sec): 175 clusters Score: Raw -615606.624728 + Penalty 158910.391140 = -456696.233588 nChanged 57 Deleting Class 157 (2 points): Lose 29.981016 but Gain 1461.407876 Iteration 9Q (4.779628 sec): 174 clusters Score: Raw -615635.750837 + Penalty 157623.679643 = -458012.071194 nChanged 51 Deleting Class 111 (1 points): Lose 11.889417 but Gain 1442.810619 Iteration 10F (6.327305 sec): 173 clusters Score: Raw -615670.331319 + Penalty 156194.425853 = -459475.905466 nChanged 50 Deleting Class 176 (2 points): Lose 33.053453 but Gain 1456.935047 Iteration 11Q (6.423559 sec): 172 clusters Score: Raw -615675.339546 + Penalty 154962.581876 = -460712.757670 nChanged 47 Deleting Class 63 (1 points): Lose 34.688012 but Gain 1451.191917 Iteration 12Q (6.520884 sec): 171 clusters Score: Raw -615675.122613 + Penalty 153593.462140 = -462081.660472 nChanged 29 Deleting Class 181 (2 points): Lose 37.038596 but Gain 1443.172247 Iteration 13Q (6.616134 sec): 170 clusters Score: Raw -615689.278343 + Penalty 152242.596851 = -463446.681492 nChanged 33 Deleting Class 171 (1 points): Lose 18.763477 but Gain 1417.003629 Iteration 14Q (6.711170 sec): 169 clusters Score: Raw -615708.436454 + Penalty 150833.793699 = -464874.642754 nChanged 45 Deleting Class 131 (3 points): Lose 40.726781 but Gain 1437.409874 Iteration 15Q (6.806632 sec): 168 clusters Score: Raw -615734.921201 + Penalty 149459.046033 = -466275.875168 nChanged 47 Deleting Class 156 (2 points): Lose 59.884278 but Gain 1448.803527 Iteration 16Q (6.901704 sec): 167 clusters Score: Raw -615716.509821 + Penalty 148169.116240 = -467547.393580 nChanged 42 Deleting Class 169 (1 points): Lose 15.329776 but Gain 1399.661469 Iteration 17Q (6.995849 sec): 166 clusters Score: Raw -615795.500881 + Penalty 146776.105189 = -469019.395693 nChanged 23 Deleting Class 132 (2 points): Lose 27.601298 but Gain 1410.836514 Iteration 18Q (7.087986 sec): 165 clusters Score: Raw -615785.772573 + Penalty 145397.434031 = -470388.338542 nChanged 16 Deleting Class 174 (1 points): Lose 19.898781 but Gain 1391.649280 Iteration 19Q (7.180343 sec): 164 clusters Score: Raw -615795.505838 + Penalty 144010.191558 = -471785.314281 nChanged 10 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 -615795.505838 + Penalty 144010.191558 = -471785.314281Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.257061 sec): 2 clusters Score: Raw -86012.931933 + Penalty 132.970485 = -85879.961448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.261764 sec): 3 clusters Score: Raw -84400.207558 + Penalty 269.271858 = -84130.935700 nChanged 1174 SP:Iteration 1F (7.266240 sec): 3 clusters Score: Raw -85141.601567 + Penalty 281.390217 = -84860.211350 nChanged 375 SP:Iteration 2F (7.270718 sec): 3 clusters Score: Raw -85472.307381 + Penalty 306.487626 = -85165.819756 nChanged 270 SP:Iteration 3F (7.275351 sec): 3 clusters Score: Raw -85777.786686 + Penalty 350.206802 = -85427.579884 nChanged 158 SP:Iteration 4F (7.279867 sec): 3 clusters Score: Raw -85956.922411 + Penalty 384.792312 = -85572.130099 nChanged 62 SP:Iteration 5Q (7.283951 sec): 3 clusters Score: Raw -86021.174977 + Penalty 394.630457 = -85626.544521 nChanged 25 SP:Iteration 6Q (7.287816 sec): 3 clusters Score: Raw -86046.315472 + Penalty 399.269630 = -85647.045841 nChanged 7 SP:Iteration 7Q (7.291485 sec): 3 clusters Score: Raw -86053.018129 + Penalty 400.607286 = -85652.410843 nChanged 5 SP:Iteration 8Q (7.295057 sec): 3 clusters Score: Raw -86057.168232 + Penalty 400.607286 = -85656.560946 nChanged 0 SP:Iteration 9F (7.299454 sec): 3 clusters Score: Raw -86057.168232 + Penalty 400.607286 = -85656.560946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.300098 sec): 2 clusters Score: Raw -965.809946 + Penalty 211.573269 = -754.236677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.300366 sec): 3 clusters Score: Raw -1010.651696 + Penalty 425.141679 = -585.510016 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 3 (3928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.318368 sec): 2 clusters Score: Raw -132447.370665 + Penalty 142.374243 = -132304.996421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.325721 sec): 3 clusters Score: Raw -129891.275647 + Penalty 274.130168 = -129617.145479 nChanged 1852 SP:Iteration 1F (7.332784 sec): 3 clusters Score: Raw -131454.458990 + Penalty 261.746710 = -131192.712279 nChanged 446 SP:Iteration 2F (7.339843 sec): 3 clusters Score: Raw -131870.941042 + Penalty 251.773384 = -131619.167658 nChanged 291 SP:Iteration 3F (7.346857 sec): 3 clusters Score: Raw -132183.471712 + Penalty 244.329127 = -131939.142585 nChanged 208 SP:Iteration 4F (7.353961 sec): 3 clusters Score: Raw -132434.225102 + Penalty 241.726222 = -132192.498880 nChanged 103 SP:Iteration 5Q (7.361101 sec): 3 clusters Score: Raw -132592.333026 + Penalty 239.967819 = -132352.365206 nChanged 48 SP:Iteration 6Q (7.367755 sec): 3 clusters Score: Raw -132675.936363 + Penalty 239.612223 = -132436.324140 nChanged 29 SP:Iteration 7Q (7.374100 sec): 3 clusters Score: Raw -132692.909247 + Penalty 239.033407 = -132453.875840 nChanged 17 SP:Iteration 8Q (7.380615 sec): 3 clusters Score: Raw -132700.491808 + Penalty 238.096631 = -132462.395176 nChanged 15 SP:Iteration 9Q (7.386898 sec): 3 clusters Score: Raw -132708.272941 + Penalty 237.576693 = -132470.696248 nChanged 11 SP:Iteration 10F (7.393953 sec): 3 clusters Score: Raw -132711.889832 + Penalty 237.345552 = -132474.544281 nChanged 8 SP:Iteration 11Q (7.400026 sec): 3 clusters Score: Raw -132713.883872 + Penalty 237.396177 = -132476.487695 nChanged 4 SP:Iteration 12Q (7.406253 sec): 3 clusters Score: Raw -132714.129215 + Penalty 237.319580 = -132476.809636 nChanged 1 SP:Iteration 13Q (7.412314 sec): 3 clusters Score: Raw -132714.140289 + Penalty 237.319580 = -132476.820709 nChanged 0 SP:Iteration 14F (7.419343 sec): 3 clusters Score: Raw -132714.140289 + Penalty 237.319580 = -132476.820709 nChanged 0 Score: Raw -634022.034829 + Penalty 144123.487920 = -489898.546909 Splitting cluster 3 changes total score from -471785.314281 to -489898.546909 So it's getting split into cluster 44. Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.889283 sec): 2 clusters Score: Raw -59927.993528 + Penalty 224.738283 = -59703.255245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.892321 sec): 3 clusters Score: Raw -58969.877263 + Penalty 451.385701 = -58518.491562 nChanged 688 SP:Iteration 1F (8.895289 sec): 3 clusters Score: Raw -59449.065749 + Penalty 452.315994 = -58996.749756 nChanged 169 SP:Iteration 2F (8.898256 sec): 3 clusters Score: Raw -59546.445833 + Penalty 457.568163 = -59088.877669 nChanged 137 SP:Iteration 3F (8.901238 sec): 3 clusters Score: Raw -59651.601798 + Penalty 466.131028 = -59185.470770 nChanged 129 SP:Iteration 4F (8.904197 sec): 3 clusters Score: Raw -59739.944929 + Penalty 469.028527 = -59270.916402 nChanged 83 SP:Iteration 5F (8.907235 sec): 3 clusters Score: Raw -59784.617744 + Penalty 470.417695 = -59314.200049 nChanged 47 SP:Iteration 6Q (8.910277 sec): 3 clusters Score: Raw -59814.610428 + Penalty 470.288432 = -59344.321996 nChanged 46 SP:Iteration 7Q (8.913433 sec): 3 clusters Score: Raw -59842.519971 + Penalty 471.791251 = -59370.728720 nChanged 38 SP:Iteration 8Q (8.916639 sec): 3 clusters Score: Raw -59863.376929 + Penalty 473.742918 = -59389.634010 nChanged 30 SP:Iteration 9Q (8.919592 sec): 3 clusters Score: Raw -59882.467812 + Penalty 473.174933 = -59409.292879 nChanged 30 SP:Iteration 10F (8.922547 sec): 3 clusters Score: Raw -59904.816508 + Penalty 465.782425 = -59439.034083 nChanged 25 SP:Iteration 11Q (8.925523 sec): 3 clusters Score: Raw -59927.868083 + Penalty 462.635965 = -59465.232117 nChanged 13 SP:Iteration 12Q (8.928491 sec): 3 clusters Score: Raw -59940.752965 + Penalty 463.835876 = -59476.917089 nChanged 3 SP:Iteration 13Q (8.931357 sec): 3 clusters Score: Raw -59941.330844 + Penalty 462.741112 = -59478.589732 nChanged 1 SP:Iteration 14Q (8.934217 sec): 3 clusters Score: Raw -59941.788581 + Penalty 462.741112 = -59479.047469 nChanged 0 SP:Iteration 15F (8.937166 sec): 3 clusters Score: Raw -59941.788581 + Penalty 462.741112 = -59479.047469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.942614 sec): 2 clusters Score: Raw -37174.935987 + Penalty 143.290208 = -37031.645779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.944733 sec): 3 clusters Score: Raw -36496.446580 + Penalty 294.700853 = -36201.745727 nChanged 474 SP:Iteration 1F (8.946756 sec): 3 clusters Score: Raw -36837.406822 + Penalty 308.962449 = -36528.444373 nChanged 144 SP:Iteration 2F (8.948771 sec): 3 clusters Score: Raw -36948.075950 + Penalty 320.675017 = -36627.400933 nChanged 93 SP:Iteration 3F (8.950788 sec): 3 clusters Score: Raw -37039.764886 + Penalty 331.740229 = -36708.024657 nChanged 67 SP:Iteration 4F (8.952800 sec): 3 clusters Score: Raw -37111.693817 + Penalty 371.348735 = -36740.345082 nChanged 50 SP:Iteration 5Q (8.954819 sec): 3 clusters Score: Raw -37166.110583 + Penalty 388.460655 = -36777.649928 nChanged 24 SP:Iteration 6Q (8.956900 sec): 3 clusters Score: Raw -37187.496032 + Penalty 417.174707 = -36770.321325 nChanged 14 SP:Iteration 7F (8.958951 sec): 3 clusters Score: Raw -37202.011414 + Penalty 441.340898 = -36760.670516 nChanged 6 SP:Iteration 8F (8.960962 sec): 3 clusters Score: Raw -37208.395476 + Penalty 437.412242 = -36770.983234 nChanged 2 SP:Iteration 9Q (8.962873 sec): 3 clusters Score: Raw -37211.155222 + Penalty 438.375333 = -36772.779889 nChanged 2 SP:Iteration 10F (8.964885 sec): 3 clusters Score: Raw -37214.039403 + Penalty 438.375333 = -36775.664070 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.972940 sec): 2 clusters Score: Raw -69719.110056 + Penalty 198.535378 = -69520.574679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.976644 sec): 3 clusters Score: Raw -68471.679706 + Penalty 392.243348 = -68079.436358 nChanged 877 SP:Iteration 1F (8.980249 sec): 3 clusters Score: Raw -69324.750303 + Penalty 397.849397 = -68926.900906 nChanged 232 SP:Iteration 2F (8.983830 sec): 3 clusters Score: Raw -69508.436420 + Penalty 401.061154 = -69107.375266 nChanged 109 SP:Iteration 3F (8.987417 sec): 3 clusters Score: Raw -69596.299011 + Penalty 416.899954 = -69179.399057 nChanged 65 SP:Iteration 4Q (8.991003 sec): 3 clusters Score: Raw -69652.572830 + Penalty 423.779054 = -69228.793776 nChanged 43 SP:Iteration 5Q (8.994721 sec): 3 clusters Score: Raw -69685.879139 + Penalty 407.763098 = -69278.116040 nChanged 30 SP:Iteration 6Q (8.998302 sec): 3 clusters Score: Raw -69710.354787 + Penalty 395.387964 = -69314.966823 nChanged 23 SP:Iteration 7Q (9.001883 sec): 3 clusters Score: Raw -69729.495834 + Penalty 384.510374 = -69344.985460 nChanged 15 SP:Iteration 8Q (9.005381 sec): 3 clusters Score: Raw -69740.343619 + Penalty 383.293784 = -69357.049835 nChanged 6 SP:Iteration 9Q (9.008788 sec): 3 clusters Score: Raw -69744.628071 + Penalty 391.466439 = -69353.161631 nChanged 6 SP:Iteration 10F (9.012441 sec): 3 clusters Score: Raw -69749.592370 + Penalty 391.466439 = -69358.125930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.015226 sec): 2 clusters Score: Raw -16869.867602 + Penalty 90.886480 = -16778.981122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.016375 sec): 3 clusters Score: Raw -16571.106019 + Penalty 188.174620 = -16382.931399 nChanged 198 SP:Iteration 1F (9.017504 sec): 3 clusters Score: Raw -16715.478189 + Penalty 191.465211 = -16524.012978 nChanged 51 SP:Iteration 2F (9.018638 sec): 3 clusters Score: Raw -16753.517034 + Penalty 195.812258 = -16557.704776 nChanged 24 SP:Iteration 3Q (9.019767 sec): 3 clusters Score: Raw -16769.672343 + Penalty 198.317560 = -16571.354783 nChanged 14 SP:Iteration 4Q (9.020880 sec): 3 clusters Score: Raw -16782.034362 + Penalty 202.063889 = -16579.970473 nChanged 12 SP:Iteration 5Q (9.021948 sec): 3 clusters Score: Raw -16787.972285 + Penalty 203.809269 = -16584.163015 nChanged 12 SP:Iteration 6Q (9.023005 sec): 3 clusters Score: Raw -16792.535937 + Penalty 208.979100 = -16583.556837 nChanged 16 SP:Iteration 7F (9.024119 sec): 3 clusters Score: Raw -16798.753693 + Penalty 213.194185 = -16585.559508 nChanged 15 SP:Iteration 8Q (9.025158 sec): 3 clusters Score: Raw -16809.044381 + Penalty 215.904830 = -16593.139550 nChanged 11 SP:Iteration 9Q (9.026186 sec): 3 clusters Score: Raw -16816.208092 + Penalty 219.073692 = -16597.134400 nChanged 6 SP:Iteration 10F (9.027272 sec): 3 clusters Score: Raw -16818.115583 + Penalty 221.711846 = -16596.403738 nChanged 6 SP:Iteration 11F (9.028353 sec): 3 clusters Score: Raw -16819.677060 + Penalty 221.400809 = -16598.276251 nChanged 4 SP:Iteration 12Q (9.029373 sec): 3 clusters Score: Raw -16820.623179 + Penalty 223.403219 = -16597.219960 nChanged 2 SP:Iteration 13F (9.030463 sec): 3 clusters Score: Raw -16821.044109 + Penalty 224.547983 = -16596.496126 nChanged 5 SP:Iteration 14F (9.031555 sec): 3 clusters Score: Raw -16822.395315 + Penalty 224.517824 = -16597.877491 nChanged 6 SP:Iteration 15Q (9.032568 sec): 3 clusters Score: Raw -16824.409834 + Penalty 231.396619 = -16593.013215 nChanged 7 SP:Iteration 16F (9.033655 sec): 3 clusters Score: Raw -16826.376842 + Penalty 233.491515 = -16592.885327 nChanged 4 SP:Iteration 17F (9.034740 sec): 3 clusters Score: Raw -16827.272560 + Penalty 231.961097 = -16595.311464 nChanged 6 SP:Iteration 18Q (9.035744 sec): 3 clusters Score: Raw -16831.677551 + Penalty 231.118440 = -16600.559111 nChanged 11 SP:Iteration 19Q (9.036745 sec): 3 clusters Score: Raw -16839.783759 + Penalty 236.403051 = -16603.380708 nChanged 11 SP:Iteration 20F (9.037832 sec): 3 clusters Score: Raw -16846.847984 + Penalty 235.189695 = -16611.658290 nChanged 7 SP:Iteration 21Q (9.038810 sec): 3 clusters Score: Raw -16850.212203 + Penalty 239.516777 = -16610.695426 nChanged 6 SP:Iteration 22F (9.039901 sec): 3 clusters Score: Raw -16853.917473 + Penalty 234.523673 = -16619.393800 nChanged 8 SP:Iteration 23Q (9.040865 sec): 3 clusters Score: Raw -16859.599188 + Penalty 238.082644 = -16621.516545 nChanged 6 SP:Iteration 24Q (9.041821 sec): 3 clusters Score: Raw -16863.479280 + Penalty 240.477609 = -16623.001671 nChanged 4 SP:Iteration 25Q (9.042763 sec): 3 clusters Score: Raw -16866.045863 + Penalty 243.064048 = -16622.981815 nChanged 2 SP:Iteration 26F (9.043851 sec): 3 clusters Score: Raw -16866.921720 + Penalty 240.093035 = -16626.828686 nChanged 2 SP:Iteration 27Q (9.044787 sec): 3 clusters Score: Raw -16868.379404 + Penalty 251.633871 = -16616.745533 nChanged 2 SP:Iteration 28F (9.045878 sec): 3 clusters Score: Raw -16869.651918 + Penalty 264.529918 = -16605.122000 nChanged 2 SP:Iteration 29F (9.046969 sec): 3 clusters Score: Raw -16873.004444 + Penalty 264.529918 = -16608.474526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.048830 sec): 2 clusters Score: Raw -6806.105345 + Penalty 214.879857 = -6591.225488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.049424 sec): 3 clusters Score: Raw -6733.991868 + Penalty 450.879909 = -6283.111959 nChanged 57 SP:Iteration 1F (9.049981 sec): 3 clusters Score: Raw -6790.519486 + Penalty 461.408339 = -6329.111146 nChanged 11 SP:Iteration 2F (9.050535 sec): 3 clusters Score: Raw -6803.192250 + Penalty 473.127337 = -6330.064913 nChanged 8 SP:Iteration 3Q (9.051086 sec): 3 clusters Score: Raw -6815.588943 + Penalty 481.077432 = -6334.511511 nChanged 4 SP:Iteration 4Q (9.051630 sec): 3 clusters Score: Raw -6820.235346 + Penalty 482.968627 = -6337.266719 nChanged 2 SP:Iteration 5Q (9.052168 sec): 3 clusters Score: Raw -6825.637540 + Penalty 482.968627 = -6342.668913 nChanged 0 SP:Iteration 6F (9.052719 sec): 3 clusters Score: Raw -6825.637540 + Penalty 482.968627 = -6342.668913 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 9 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.057014 sec): 2 clusters Score: Raw -41819.422041 + Penalty 120.254023 = -41699.168018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.059445 sec): 3 clusters Score: Raw -41109.669900 + Penalty 241.021721 = -40868.648179 nChanged 524 SP:Iteration 1F (9.061778 sec): 3 clusters Score: Raw -41570.916439 + Penalty 240.647442 = -41330.268998 nChanged 88 SP:Iteration 2F (9.064200 sec): 3 clusters Score: Raw -41622.120486 + Penalty 240.535280 = -41381.585207 nChanged 59 SP:Iteration 3Q (9.066505 sec): 3 clusters Score: Raw -41655.169708 + Penalty 240.472225 = -41414.697482 nChanged 45 SP:Iteration 4Q (9.068804 sec): 3 clusters Score: Raw -41675.862746 + Penalty 240.164701 = -41435.698045 nChanged 28 SP:Iteration 5Q (9.071098 sec): 3 clusters Score: Raw -41688.019824 + Penalty 239.197331 = -41448.822492 nChanged 29 SP:Iteration 6Q (9.073382 sec): 3 clusters Score: Raw -41703.280377 + Penalty 238.034731 = -41465.245646 nChanged 33 SP:Iteration 7Q (9.075649 sec): 3 clusters Score: Raw -41726.903939 + Penalty 236.342165 = -41490.561774 nChanged 30 SP:Iteration 8Q (9.077895 sec): 3 clusters Score: Raw -41775.641039 + Penalty 232.832527 = -41542.808512 nChanged 44 SP:Iteration 9Q (9.080120 sec): 3 clusters Score: Raw -41845.455176 + Penalty 230.133358 = -41615.321818 nChanged 32 SP:Iteration 10F (9.082458 sec): 3 clusters Score: Raw -41867.003148 + Penalty 229.500533 = -41637.502615 nChanged 16 SP:Iteration 11Q (9.084583 sec): 3 clusters Score: Raw -41873.057211 + Penalty 229.330336 = -41643.726875 nChanged 11 SP:Iteration 12Q (9.086700 sec): 3 clusters Score: Raw -41875.617177 + Penalty 227.994776 = -41647.622401 nChanged 6 SP:Iteration 13Q (9.088803 sec): 3 clusters Score: Raw -41876.794033 + Penalty 227.748794 = -41649.045239 nChanged 3 SP:Iteration 14Q (9.090909 sec): 3 clusters Score: Raw -41877.258100 + Penalty 227.240397 = -41650.017704 nChanged 3 SP:Iteration 15Q (9.093010 sec): 3 clusters Score: Raw -41878.266432 + Penalty 226.776639 = -41651.489793 nChanged 3 SP:Iteration 16Q (9.095107 sec): 3 clusters Score: Raw -41878.982507 + Penalty 226.738387 = -41652.244120 nChanged 2 SP:Iteration 17Q (9.097203 sec): 3 clusters Score: Raw -41879.151056 + Penalty 225.881696 = -41653.269360 nChanged 3 SP:Iteration 18Q (9.099303 sec): 3 clusters Score: Raw -41880.400672 + Penalty 225.853811 = -41654.546861 nChanged 2 SP:Iteration 19Q (9.101397 sec): 3 clusters Score: Raw -41880.503259 + Penalty 225.769497 = -41654.733762 nChanged 1 SP:Iteration 20F (9.103735 sec): 3 clusters Score: Raw -41880.571039 + Penalty 225.733928 = -41654.837111 nChanged 1 SP:Iteration 21Q (9.105827 sec): 3 clusters Score: Raw -41880.746361 + Penalty 225.691064 = -41655.055297 nChanged 2 SP:Iteration 22Q (9.107920 sec): 3 clusters Score: Raw -41881.054675 + Penalty 225.678993 = -41655.375682 nChanged 2 SP:Iteration 23Q (9.110092 sec): 3 clusters Score: Raw -41881.341682 + Penalty 225.692880 = -41655.648802 nChanged 1 SP:Iteration 24Q (9.112365 sec): 3 clusters Score: Raw -41881.434292 + Penalty 225.427092 = -41656.007201 nChanged 2 SP:Iteration 25Q (9.114634 sec): 3 clusters Score: Raw -41881.712594 + Penalty 225.444078 = -41656.268516 nChanged 1 SP:Iteration 26Q (9.116906 sec): 3 clusters Score: Raw -41881.788460 + Penalty 224.697763 = -41657.090697 nChanged 2 SP:Iteration 27Q (9.119184 sec): 3 clusters Score: Raw -41882.094464 + Penalty 224.527209 = -41657.567255 nChanged 3 SP:Iteration 28Q (9.121305 sec): 3 clusters Score: Raw -41882.385937 + Penalty 224.402798 = -41657.983139 nChanged 1 SP:Iteration 29Q (9.123395 sec): 3 clusters Score: Raw -41882.744254 + Penalty 224.081001 = -41658.663253 nChanged 2 SP:Iteration 30F (9.125736 sec): 3 clusters Score: Raw -41883.122290 + Penalty 223.926215 = -41659.196075 nChanged 1 SP:Iteration 31Q (9.127821 sec): 3 clusters Score: Raw -41883.624537 + Penalty 223.433888 = -41660.190649 nChanged 3 SP:Iteration 32Q (9.129910 sec): 3 clusters Score: Raw -41884.794325 + Penalty 223.352606 = -41661.441719 nChanged 2 SP:Iteration 33Q (9.132025 sec): 3 clusters Score: Raw -41885.172674 + Penalty 222.754832 = -41662.417843 nChanged 2 SP:Iteration 34Q (9.134183 sec): 3 clusters Score: Raw -41885.678033 + Penalty 222.684047 = -41662.993986 nChanged 1 SP:Iteration 35Q (9.136312 sec): 3 clusters Score: Raw -41885.774375 + Penalty 222.604291 = -41663.170084 nChanged 1 SP:Iteration 36Q (9.138390 sec): 3 clusters Score: Raw -41885.848351 + Penalty 222.604291 = -41663.244060 nChanged 0 SP:Iteration 37F (9.140732 sec): 3 clusters Score: Raw -41885.848351 + Penalty 222.604291 = -41663.244060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.145181 sec): 2 clusters Score: Raw -44291.001904 + Penalty 171.634414 = -44119.367490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.147586 sec): 3 clusters Score: Raw -43500.473593 + Penalty 335.767516 = -43164.706077 nChanged 558 SP:Iteration 1F (9.149938 sec): 3 clusters Score: Raw -43940.663290 + Penalty 333.424622 = -43607.238668 nChanged 169 SP:Iteration 2F (9.152280 sec): 3 clusters Score: Raw -44057.425107 + Penalty 338.211613 = -43719.213495 nChanged 74 SP:Iteration 3F (9.154622 sec): 3 clusters Score: Raw -44095.069932 + Penalty 340.780838 = -43754.289094 nChanged 57 SP:Iteration 4Q (9.156965 sec): 3 clusters Score: Raw -44128.161865 + Penalty 344.848501 = -43783.313364 nChanged 48 SP:Iteration 5Q (9.159309 sec): 3 clusters Score: Raw -44163.226836 + Penalty 349.585030 = -43813.641806 nChanged 49 SP:Iteration 6Q (9.161652 sec): 3 clusters Score: Raw -44198.944806 + Penalty 353.577720 = -43845.367085 nChanged 41 SP:Iteration 7Q (9.163996 sec): 3 clusters Score: Raw -44229.366171 + Penalty 353.025898 = -43876.340273 nChanged 30 SP:Iteration 8Q (9.166340 sec): 3 clusters Score: Raw -44258.885620 + Penalty 347.952625 = -43910.932995 nChanged 28 SP:Iteration 9Q (9.168682 sec): 3 clusters Score: Raw -44285.791660 + Penalty 345.907101 = -43939.884559 nChanged 22 SP:Iteration 10F (9.171026 sec): 3 clusters Score: Raw -44301.937663 + Penalty 351.665114 = -43950.272548 nChanged 9 SP:Iteration 11Q (9.173279 sec): 3 clusters Score: Raw -44320.758301 + Penalty 351.685884 = -43969.072417 nChanged 3 SP:Iteration 12Q (9.175355 sec): 3 clusters Score: Raw -44329.840288 + Penalty 348.959384 = -43980.880904 nChanged 6 SP:Iteration 13Q (9.177302 sec): 3 clusters Score: Raw -44335.243584 + Penalty 348.959384 = -43986.284199 nChanged 0 SP:Iteration 14F (9.179641 sec): 3 clusters Score: Raw -44335.243584 + Penalty 348.959384 = -43986.284199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.180853 sec): 2 clusters Score: Raw -2648.751073 + Penalty 202.647116 = -2446.103957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.181199 sec): 3 clusters Score: Raw -2632.327346 + Penalty 403.329051 = -2228.998295 nChanged 11 SP:Iteration 1F (9.181532 sec): 3 clusters Score: Raw -2646.931352 + Penalty 403.499577 = -2243.431775 nChanged 3 SP:Iteration 2Q (9.181862 sec): 3 clusters Score: Raw -2650.431344 + Penalty 401.875644 = -2248.555700 nChanged 3 SP:Iteration 3Q (9.182191 sec): 3 clusters Score: Raw -2654.282622 + Penalty 402.951400 = -2251.331223 nChanged 1 SP:Iteration 4Q (9.182521 sec): 3 clusters Score: Raw -2655.003008 + Penalty 402.951400 = -2252.051609 nChanged 0 SP:Iteration 5F (9.182850 sec): 3 clusters Score: Raw -2655.003008 + Penalty 402.951400 = -2252.051609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.183850 sec): 2 clusters Score: Raw -3145.535814 + Penalty 249.261372 = -2896.274442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.184217 sec): 3 clusters Score: Raw -3121.346139 + Penalty 498.853255 = -2622.492884 nChanged 15 SP:Iteration 1F (9.184579 sec): 3 clusters Score: Raw -3140.535775 + Penalty 497.619144 = -2642.916631 nChanged 5 SP:Iteration 2F (9.184968 sec): 3 clusters Score: Raw -3145.256127 + Penalty 497.643511 = -2647.612615 nChanged 3 SP:Iteration 3Q (9.185325 sec): 3 clusters Score: Raw -3149.353286 + Penalty 494.945460 = -2654.407826 nChanged 2 SP:Iteration 4Q (9.185682 sec): 3 clusters Score: Raw -3151.341661 + Penalty 494.927596 = -2656.414065 nChanged 3 SP:Iteration 5Q (9.186037 sec): 3 clusters Score: Raw -3155.618127 + Penalty 492.021927 = -2663.596200 nChanged 3 SP:Iteration 6Q (9.186392 sec): 3 clusters Score: Raw -3159.067693 + Penalty 492.231254 = -2666.836439 nChanged 4 SP:Iteration 7Q (9.186746 sec): 3 clusters Score: Raw -3164.758237 + Penalty 492.231254 = -2672.526983 nChanged 0 SP:Iteration 8F (9.187106 sec): 3 clusters Score: Raw -3164.758237 + Penalty 492.231254 = -2672.526983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 13 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.192427 sec): 2 clusters Score: Raw -56879.979029 + Penalty 156.058932 = -56723.920097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.195566 sec): 3 clusters Score: Raw -55897.941221 + Penalty 319.302664 = -55578.638557 nChanged 703 SP:Iteration 1F (9.198674 sec): 3 clusters Score: Raw -56659.262021 + Penalty 315.689094 = -56343.572927 nChanged 199 SP:Iteration 2F (9.201948 sec): 3 clusters Score: Raw -56790.163598 + Penalty 314.964283 = -56475.199315 nChanged 77 SP:Iteration 3Q (9.205089 sec): 3 clusters Score: Raw -56835.679070 + Penalty 317.371525 = -56518.307546 nChanged 53 SP:Iteration 4Q (9.208205 sec): 3 clusters Score: Raw -56872.327875 + Penalty 317.116936 = -56555.210939 nChanged 52 SP:Iteration 5Q (9.211282 sec): 3 clusters Score: Raw -56909.368497 + Penalty 317.995307 = -56591.373191 nChanged 45 SP:Iteration 6Q (9.214361 sec): 3 clusters Score: Raw -56943.720697 + Penalty 316.553066 = -56627.167631 nChanged 33 SP:Iteration 7Q (9.217507 sec): 3 clusters Score: Raw -56973.648771 + Penalty 319.838367 = -56653.810404 nChanged 16 SP:Iteration 8Q (9.220618 sec): 3 clusters Score: Raw -56987.383541 + Penalty 320.602506 = -56666.781036 nChanged 4 SP:Iteration 9Q (9.223527 sec): 3 clusters Score: Raw -56989.690015 + Penalty 317.649062 = -56672.040952 nChanged 4 SP:Iteration 10F (9.226619 sec): 3 clusters Score: Raw -56991.735358 + Penalty 317.649062 = -56674.086295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.227816 sec): 2 clusters Score: Raw -3000.439756 + Penalty 193.475302 = -2806.964453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.228178 sec): 3 clusters Score: Raw -2985.719930 + Penalty 396.359549 = -2589.360381 nChanged 12 SP:Iteration 1F (9.228530 sec): 3 clusters Score: Raw -2998.793387 + Penalty 394.891712 = -2603.901675 nChanged 4 SP:Iteration 2F (9.228874 sec): 3 clusters Score: Raw -3008.398352 + Penalty 394.313672 = -2614.084681 nChanged 2 SP:Iteration 3Q (9.229236 sec): 3 clusters Score: Raw -3010.421388 + Penalty 394.313672 = -2616.107716 nChanged 0 SP:Iteration 4F (9.229582 sec): 3 clusters Score: Raw -3010.421388 + Penalty 394.313672 = -2616.107716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.230705 sec): 2 clusters Score: Raw -4546.959310 + Penalty 254.609204 = -4292.350106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.231162 sec): 3 clusters Score: Raw -4520.026007 + Penalty 510.444515 = -4009.581493 nChanged 27 SP:Iteration 1F (9.231610 sec): 3 clusters Score: Raw -4562.563675 + Penalty 511.495898 = -4051.067777 nChanged 12 SP:Iteration 2F (9.232057 sec): 3 clusters Score: Raw -4588.452148 + Penalty 511.874027 = -4076.578120 nChanged 6 SP:Iteration 3Q (9.232489 sec): 3 clusters Score: Raw -4597.926032 + Penalty 511.874027 = -4086.052004 nChanged 0 SP:Iteration 4F (9.232966 sec): 3 clusters Score: Raw -4597.926032 + Penalty 511.874027 = -4086.052004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.234210 sec): 2 clusters Score: Raw -6312.847096 + Penalty 236.131826 = -6076.715271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.234752 sec): 3 clusters Score: Raw -6231.756831 + Penalty 468.473331 = -5763.283500 nChanged 52 SP:Iteration 1F (9.235286 sec): 3 clusters Score: Raw -6263.692609 + Penalty 467.874483 = -5795.818126 nChanged 16 SP:Iteration 2F (9.235819 sec): 3 clusters Score: Raw -6273.912912 + Penalty 468.870589 = -5805.042323 nChanged 6 SP:Iteration 3Q (9.236347 sec): 3 clusters Score: Raw -6278.690070 + Penalty 469.436551 = -5809.253519 nChanged 6 SP:Iteration 4Q (9.236861 sec): 3 clusters Score: Raw -6284.915042 + Penalty 470.326956 = -5814.588086 nChanged 6 SP:Iteration 5Q (9.237377 sec): 3 clusters Score: Raw -6301.537019 + Penalty 474.750968 = -5826.786050 nChanged 11 SP:Iteration 6F (9.237895 sec): 3 clusters Score: Raw -6313.082282 + Penalty 478.282835 = -5834.799447 nChanged 11 SP:Iteration 7F (9.238413 sec): 3 clusters Score: Raw -6322.423659 + Penalty 481.642421 = -5840.781238 nChanged 5 SP:Iteration 8Q (9.238923 sec): 3 clusters Score: Raw -6324.827031 + Penalty 482.917212 = -5841.909819 nChanged 2 SP:Iteration 9Q (9.239435 sec): 3 clusters Score: Raw -6325.359627 + Penalty 482.917212 = -5842.442415 nChanged 0 SP:Iteration 10F (9.239953 sec): 3 clusters Score: Raw -6325.359627 + Penalty 482.917212 = -5842.442415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.240762 sec): 2 clusters Score: Raw -123.646977 + Penalty 87.556852 = -36.090125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.240980 sec): 3 clusters Score: Raw -117.400533 + Penalty 188.399285 = 70.998752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.241708 sec): 2 clusters Score: Raw -90.391376 + Penalty 74.258712 = -16.132664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.241901 sec): 2 clusters Score: Raw -90.391376 + Penalty 74.258712 = -16.132664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.243708 sec): 2 clusters Score: Raw -8399.868195 + Penalty 197.417147 = -8202.451048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.244322 sec): 3 clusters Score: Raw -8310.719327 + Penalty 396.131740 = -7914.587586 nChanged 72 SP:Iteration 1F (9.244921 sec): 3 clusters Score: Raw -8359.603643 + Penalty 397.070247 = -7962.533396 nChanged 11 SP:Iteration 2Q (9.245531 sec): 3 clusters Score: Raw -8368.283321 + Penalty 397.838106 = -7970.445216 nChanged 6 SP:Iteration 3Q (9.246129 sec): 3 clusters Score: Raw -8373.511011 + Penalty 398.623490 = -7974.887521 nChanged 8 SP:Iteration 4Q (9.246726 sec): 3 clusters Score: Raw -8382.541473 + Penalty 398.678828 = -7983.862645 nChanged 8 SP:Iteration 5Q (9.247322 sec): 3 clusters Score: Raw -8389.263647 + Penalty 400.268891 = -7988.994756 nChanged 11 SP:Iteration 6Q (9.247918 sec): 3 clusters Score: Raw -8402.145220 + Penalty 401.310667 = -8000.834553 nChanged 8 SP:Iteration 7Q (9.248509 sec): 3 clusters Score: Raw -8408.534899 + Penalty 402.028393 = -8006.506506 nChanged 2 SP:Iteration 8Q (9.249102 sec): 3 clusters Score: Raw -8409.167617 + Penalty 402.028393 = -8007.139224 nChanged 0 SP:Iteration 9F (9.249704 sec): 3 clusters Score: Raw -8409.167617 + Penalty 402.028393 = -8007.139224 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 20 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.254007 sec): 2 clusters Score: Raw -40188.499408 + Penalty 297.844866 = -39890.654543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.256065 sec): 3 clusters Score: Raw -39584.725124 + Penalty 596.040081 = -38988.685043 nChanged 418 SP:Iteration 1F (9.258087 sec): 3 clusters Score: Raw -39783.949963 + Penalty 595.699966 = -39188.249997 nChanged 94 SP:Iteration 2F (9.260113 sec): 3 clusters Score: Raw -39827.273902 + Penalty 595.333121 = -39231.940780 nChanged 76 SP:Iteration 3F (9.262134 sec): 3 clusters Score: Raw -39889.174548 + Penalty 594.299531 = -39294.875017 nChanged 88 SP:Iteration 4F (9.264232 sec): 3 clusters Score: Raw -39979.969304 + Penalty 593.185560 = -39386.783744 nChanged 100 SP:Iteration 5F (9.266301 sec): 3 clusters Score: Raw -40096.955495 + Penalty 592.481955 = -39504.473540 nChanged 89 SP:Iteration 6F (9.268322 sec): 3 clusters Score: Raw -40188.848169 + Penalty 591.118320 = -39597.729849 nChanged 60 SP:Iteration 7F (9.270355 sec): 3 clusters Score: Raw -40247.371542 + Penalty 589.701595 = -39657.669947 nChanged 41 SP:Iteration 8Q (9.272346 sec): 3 clusters Score: Raw -40275.192983 + Penalty 588.442828 = -39686.750155 nChanged 20 SP:Iteration 9Q (9.274331 sec): 3 clusters Score: Raw -40285.470952 + Penalty 587.500507 = -39697.970445 nChanged 8 SP:Iteration 10F (9.276364 sec): 3 clusters Score: Raw -40291.949790 + Penalty 585.243051 = -39706.706739 nChanged 8 SP:Iteration 11Q (9.278336 sec): 3 clusters Score: Raw -40296.263671 + Penalty 583.969487 = -39712.294184 nChanged 5 SP:Iteration 12Q (9.280305 sec): 3 clusters Score: Raw -40299.951228 + Penalty 582.936196 = -39717.015032 nChanged 6 SP:Iteration 13Q (9.282266 sec): 3 clusters Score: Raw -40305.430283 + Penalty 582.349546 = -39723.080737 nChanged 7 SP:Iteration 14Q (9.284216 sec): 3 clusters Score: Raw -40309.577177 + Penalty 582.344163 = -39727.233014 nChanged 5 SP:Iteration 15Q (9.286136 sec): 3 clusters Score: Raw -40310.882011 + Penalty 582.439272 = -39728.442738 nChanged 3 SP:Iteration 16Q (9.288044 sec): 3 clusters Score: Raw -40311.277474 + Penalty 582.439272 = -39728.838202 nChanged 0 SP:Iteration 17F (9.290086 sec): 3 clusters Score: Raw -40311.277474 + Penalty 582.439272 = -39728.838202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.291806 sec): 2 clusters Score: Raw -553.392125 + Penalty 136.610266 = -416.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.292051 sec): 3 clusters Score: Raw -560.095273 + Penalty 267.612936 = -292.482337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.292834 sec): 2 clusters Score: Raw -140.757186 + Penalty 127.217079 = -13.540107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.293045 sec): 3 clusters Score: Raw -131.785800 + Penalty 240.068861 = 108.283061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.293794 sec): 2 clusters Score: Raw -363.102236 + Penalty 136.086480 = -227.015756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.294019 sec): 3 clusters Score: Raw -365.135950 + Penalty 262.338973 = -102.796977 nChanged 1 SP:Iteration 1F (9.294239 sec): 3 clusters Score: Raw -366.831567 + Penalty 262.338973 = -104.492594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.295169 sec): 2 clusters Score: Raw -2819.420490 + Penalty 180.822603 = -2638.597887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.295531 sec): 3 clusters Score: Raw -2801.372330 + Penalty 358.917082 = -2442.455248 nChanged 19 SP:Iteration 1F (9.295911 sec): 3 clusters Score: Raw -2818.934593 + Penalty 361.021503 = -2457.913090 nChanged 4 SP:Iteration 2Q (9.296263 sec): 3 clusters Score: Raw -2822.456838 + Penalty 362.338067 = -2460.118771 nChanged 2 SP:Iteration 3Q (9.296616 sec): 3 clusters Score: Raw -2824.628523 + Penalty 363.474456 = -2461.154067 nChanged 2 SP:Iteration 4Q (9.296966 sec): 3 clusters Score: Raw -2830.205517 + Penalty 363.474456 = -2466.731061 nChanged 0 SP:Iteration 5F (9.297318 sec): 3 clusters Score: Raw -2830.205517 + Penalty 363.474456 = -2466.731061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.298526 sec): 2 clusters Score: Raw -5898.782072 + Penalty 156.029137 = -5742.752935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.299062 sec): 3 clusters Score: Raw -5833.387133 + Penalty 311.917071 = -5521.470062 nChanged 57 SP:Iteration 1F (9.299586 sec): 3 clusters Score: Raw -5922.834258 + Penalty 310.378442 = -5612.455815 nChanged 29 SP:Iteration 2F (9.300108 sec): 3 clusters Score: Raw -6011.151219 + Penalty 310.158355 = -5700.992864 nChanged 8 SP:Iteration 3Q (9.300589 sec): 3 clusters Score: Raw -6024.260201 + Penalty 310.158355 = -5714.101846 nChanged 0 SP:Iteration 4F (9.301111 sec): 3 clusters Score: Raw -6024.260201 + Penalty 310.158355 = -5714.101846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.301934 sec): 2 clusters Score: Raw -178.477754 + Penalty 126.600333 = -51.877421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.302155 sec): 3 clusters Score: Raw -172.575876 + Penalty 240.205475 = 67.629599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.302892 sec): 2 clusters Score: Raw -212.656230 + Penalty 116.720142 = -95.936088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.303108 sec): 3 clusters Score: Raw -206.808209 + Penalty 237.244015 = 30.435806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.303930 sec): 2 clusters Score: Raw -1472.064559 + Penalty 324.164605 = -1147.899955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.304212 sec): 3 clusters Score: Raw -1509.829462 + Penalty 647.100987 = -862.728476 nChanged 2 SP:Iteration 1Q (9.304480 sec): 3 clusters Score: Raw -1515.227702 + Penalty 647.100987 = -868.126715 nChanged 0 SP:Iteration 2F (9.304755 sec): 3 clusters Score: Raw -1515.227702 + Penalty 647.100987 = -868.126715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.305694 sec): 2 clusters Score: Raw -2761.336749 + Penalty 210.816700 = -2550.520050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.306048 sec): 3 clusters Score: Raw -2750.974025 + Penalty 427.125076 = -2323.848948 nChanged 13 SP:Iteration 1F (9.306394 sec): 3 clusters Score: Raw -2768.350834 + Penalty 431.703009 = -2336.647825 nChanged 4 SP:Iteration 2F (9.306740 sec): 3 clusters Score: Raw -2774.192362 + Penalty 436.926204 = -2337.266158 nChanged 2 SP:Iteration 3Q (9.307082 sec): 3 clusters Score: Raw -2775.752965 + Penalty 435.900917 = -2339.852048 nChanged 1 SP:Iteration 4Q (9.307426 sec): 3 clusters Score: Raw -2777.846568 + Penalty 435.900917 = -2341.945651 nChanged 0 SP:Iteration 5F (9.307770 sec): 3 clusters Score: Raw -2777.846568 + Penalty 435.900917 = -2341.945651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.308530 sec): 2 clusters Score: Raw -267.256045 + Penalty 139.301559 = -127.954485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.308775 sec): 3 clusters Score: Raw -277.664830 + Penalty 276.315382 = -1.349448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.309513 sec): 2 clusters Score: Raw -203.707233 + Penalty 186.425796 = -17.281437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.309726 sec): 3 clusters Score: Raw -190.522805 + Penalty 356.686500 = 166.163695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.310499 sec): 2 clusters Score: Raw -795.648478 + Penalty 217.888012 = -577.760466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.310745 sec): 3 clusters Score: Raw -827.537646 + Penalty 435.886854 = -391.650792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.311668 sec): 2 clusters Score: Raw -2877.327895 + Penalty 301.428236 = -2575.899659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.312019 sec): 3 clusters Score: Raw -2868.090734 + Penalty 606.933845 = -2261.156890 nChanged 8 SP:Iteration 1F (9.312364 sec): 3 clusters Score: Raw -2881.448615 + Penalty 608.843510 = -2272.605104 nChanged 2 SP:Iteration 2Q (9.312704 sec): 3 clusters Score: Raw -2888.163599 + Penalty 609.136786 = -2279.026813 nChanged 1 SP:Iteration 3Q (9.313042 sec): 3 clusters Score: Raw -2892.011360 + Penalty 609.136786 = -2282.874573 nChanged 0 SP:Iteration 4F (9.313384 sec): 3 clusters Score: Raw -2892.011360 + Penalty 609.136786 = -2282.874573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.314243 sec): 2 clusters Score: Raw -1658.266300 + Penalty 334.187570 = -1324.078729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.314535 sec): 3 clusters Score: Raw -1708.296603 + Penalty 671.225178 = -1037.071425 nChanged 1 SP:Iteration 1Q (9.314814 sec): 3 clusters Score: Raw -1711.066995 + Penalty 673.090854 = -1037.976140 nChanged 1 SP:Iteration 2Q (9.315099 sec): 3 clusters Score: Raw -1712.254789 + Penalty 673.090854 = -1039.163934 nChanged 0 SP:Iteration 3F (9.315398 sec): 3 clusters Score: Raw -1712.254789 + Penalty 673.090854 = -1039.163934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.316407 sec): 2 clusters Score: Raw -586.814688 + Penalty 241.497138 = -345.317551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.316649 sec): 3 clusters Score: Raw -621.975785 + Penalty 482.403059 = -139.572726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.318804 sec): 2 clusters Score: Raw -9451.492950 + Penalty 312.874240 = -9138.618710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.319509 sec): 3 clusters Score: Raw -9338.921799 + Penalty 629.955448 = -8708.966351 nChanged 83 SP:Iteration 1F (9.320203 sec): 3 clusters Score: Raw -9400.086439 + Penalty 635.378551 = -8764.707887 nChanged 23 SP:Iteration 2F (9.320894 sec): 3 clusters Score: Raw -9423.449780 + Penalty 644.524569 = -8778.925211 nChanged 15 SP:Iteration 3F (9.321583 sec): 3 clusters Score: Raw -9438.124320 + Penalty 653.771534 = -8784.352787 nChanged 10 SP:Iteration 4Q (9.322267 sec): 3 clusters Score: Raw -9450.106845 + Penalty 658.862150 = -8791.244695 nChanged 7 SP:Iteration 5Q (9.322951 sec): 3 clusters Score: Raw -9456.776424 + Penalty 663.350661 = -8793.425763 nChanged 3 SP:Iteration 6Q (9.323667 sec): 3 clusters Score: Raw -9460.595769 + Penalty 665.990186 = -8794.605584 nChanged 5 SP:Iteration 7Q (9.324351 sec): 3 clusters Score: Raw -9464.049427 + Penalty 670.743614 = -8793.305813 nChanged 2 SP:Iteration 8F (9.325070 sec): 3 clusters Score: Raw -9466.003966 + Penalty 673.587724 = -8792.416242 nChanged 2 SP:Iteration 9F (9.325805 sec): 3 clusters Score: Raw -9467.404462 + Penalty 687.916203 = -8779.488258 nChanged 6 SP:Iteration 10F (9.326533 sec): 3 clusters Score: Raw -9472.340699 + Penalty 694.433092 = -8777.907608 nChanged 3 SP:Iteration 11F (9.327257 sec): 3 clusters Score: Raw -9475.037035 + Penalty 697.287743 = -8777.749292 nChanged 2 SP:Iteration 12F (9.327953 sec): 3 clusters Score: Raw -9477.661015 + Penalty 700.300040 = -8777.360975 nChanged 2 SP:Iteration 13F (9.328645 sec): 3 clusters Score: Raw -9479.377978 + Penalty 701.953536 = -8777.424442 nChanged 1 SP:Iteration 14Q (9.329346 sec): 3 clusters Score: Raw -9479.653760 + Penalty 701.953536 = -8777.700224 nChanged 0 SP:Iteration 15F (9.330054 sec): 3 clusters Score: Raw -9479.653760 + Penalty 701.953536 = -8777.700224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.331093 sec): 2 clusters Score: Raw -358.087172 + Penalty 193.188370 = -164.898802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.331318 sec): 3 clusters Score: Raw -357.976798 + Penalty 369.051875 = 11.075077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.332152 sec): 2 clusters Score: Raw -92.901712 + Penalty 83.733522 = -9.168189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.332351 sec): 2 clusters Score: Raw -92.901712 + Penalty 83.733522 = -9.168189 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 (9.333263 sec): 2 clusters Score: Raw -1160.851100 + Penalty 392.594694 = -768.256406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.333541 sec): 3 clusters Score: Raw -1267.870658 + Penalty 797.911799 = -469.958859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.334385 sec): 2 clusters Score: Raw -269.868825 + Penalty 143.554078 = -126.314747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.334610 sec): 3 clusters Score: Raw -274.105101 + Penalty 250.304266 = -23.800835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.335495 sec): 2 clusters Score: Raw -1133.368692 + Penalty 358.033197 = -775.335496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.335760 sec): 3 clusters Score: Raw -1222.005033 + Penalty 714.926075 = -507.078958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.336741 sec): 2 clusters Score: Raw -2068.777547 + Penalty 285.140644 = -1783.636903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.337063 sec): 3 clusters Score: Raw -2133.028479 + Penalty 567.947589 = -1565.080890 nChanged 2 SP:Iteration 1Q (9.337366 sec): 3 clusters Score: Raw -2135.523567 + Penalty 567.947589 = -1567.575978 nChanged 0 SP:Iteration 2F (9.337683 sec): 3 clusters Score: Raw -2135.523567 + Penalty 567.947589 = -1567.575978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.338581 sec): 2 clusters Score: Raw -269.466525 + Penalty 132.608517 = -136.858008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.338840 sec): 3 clusters Score: Raw -276.183525 + Penalty 259.680249 = -16.503276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.339682 sec): 2 clusters Score: Raw -240.324896 + Penalty 116.224106 = -124.100790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.339903 sec): 3 clusters Score: Raw -244.754280 + Penalty 235.171193 = -9.583087 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 (9.340732 sec): 2 clusters Score: Raw -374.214216 + Penalty 227.136813 = -147.077403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.340958 sec): 3 clusters Score: Raw -376.780179 + Penalty 454.273627 = 77.493448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.341830 sec): 2 clusters Score: Raw -1029.797522 + Penalty 403.165324 = -626.632197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.342087 sec): 3 clusters Score: Raw -1131.735843 + Penalty 808.181702 = -323.554140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.342963 sec): 2 clusters Score: Raw -987.856409 + Penalty 228.355147 = -759.501262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.343228 sec): 3 clusters Score: Raw -1004.815641 + Penalty 459.440971 = -545.374670 nChanged 1 SP:Iteration 1Q (9.343485 sec): 3 clusters Score: Raw -1009.457963 + Penalty 459.440971 = -550.016992 nChanged 0 SP:Iteration 2F (9.343746 sec): 3 clusters Score: Raw -1009.457963 + Penalty 459.440971 = -550.016992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.344627 sec): 2 clusters Score: Raw -352.700108 + Penalty 167.417534 = -185.282574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.344855 sec): 3 clusters Score: Raw -363.945040 + Penalty 347.600143 = -16.344898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.345705 sec): 2 clusters Score: Raw -600.885555 + Penalty 114.801905 = -486.083650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.345941 sec): 3 clusters Score: Raw -602.276059 + Penalty 219.462275 = -382.813784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.346827 sec): 2 clusters Score: Raw -1087.304360 + Penalty 310.960985 = -776.343375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.347094 sec): 3 clusters Score: Raw -1145.436274 + Penalty 619.757082 = -525.679192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.347920 sec): 2 clusters Score: Raw -38.314201 + Penalty 0.000000 = -38.314201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.348111 sec): 2 clusters Score: Raw -38.314201 + Penalty 0.000000 = -38.314201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.348900 sec): 2 clusters Score: Raw -541.221609 + Penalty 190.869317 = -350.352292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.349137 sec): 3 clusters Score: Raw -562.628304 + Penalty 382.217752 = -180.410552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.349940 sec): 2 clusters Score: Raw -315.926885 + Penalty 134.813839 = -181.113046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.350162 sec): 3 clusters Score: Raw -326.106531 + Penalty 258.202425 = -67.904106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.350939 sec): 2 clusters Score: Raw -209.188686 + Penalty 128.650737 = -80.537949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.351155 sec): 3 clusters Score: Raw -205.799128 + Penalty 237.969494 = 32.170366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.351890 sec): 2 clusters Score: Raw -151.586475 + Penalty 157.904385 = 6.317910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.352101 sec): 3 clusters Score: Raw -138.551527 + Penalty 323.998074 = 185.446547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.352865 sec): 2 clusters Score: Raw -643.874946 + Penalty 192.394435 = -451.480510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.353103 sec): 3 clusters Score: Raw -646.663308 + Penalty 368.546033 = -278.117274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.353891 sec): 2 clusters Score: Raw -983.774964 + Penalty 285.026202 = -698.748762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.354143 sec): 3 clusters Score: Raw -1040.983402 + Penalty 586.572564 = -454.410837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.354883 sec): 2 clusters Score: Raw -252.249493 + Penalty 169.622211 = -82.627282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.355104 sec): 3 clusters Score: Raw -256.692652 + Penalty 339.244423 = 82.551771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 60 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.355860 sec): 2 clusters Score: Raw -473.711386 + Penalty 162.949270 = -310.762116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.356093 sec): 3 clusters Score: Raw -488.022210 + Penalty 327.000574 = -161.021635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.356842 sec): 2 clusters Score: Raw -442.755571 + Penalty 224.866187 = -217.889384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.357068 sec): 3 clusters Score: Raw -452.057896 + Penalty 449.732374 = -2.325522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.357809 sec): 2 clusters Score: Raw -369.907436 + Penalty 205.230427 = -164.677009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.358029 sec): 3 clusters Score: Raw -368.550754 + Penalty 391.274109 = 22.723355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.358760 sec): 2 clusters Score: Raw -188.171376 + Penalty 157.155155 = -31.016222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.358977 sec): 3 clusters Score: Raw -179.630744 + Penalty 314.310309 = 134.679565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.359738 sec): 2 clusters Score: Raw -290.898854 + Penalty 107.916675 = -182.982179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.359960 sec): 3 clusters Score: Raw -299.125532 + Penalty 230.536362 = -68.589170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.360737 sec): 2 clusters Score: Raw -750.000841 + Penalty 262.734985 = -487.265856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.360982 sec): 3 clusters Score: Raw -796.173440 + Penalty 526.847038 = -269.326403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.361719 sec): 2 clusters Score: Raw -275.889334 + Penalty 189.508011 = -86.381323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.361939 sec): 3 clusters Score: Raw -272.614598 + Penalty 379.948757 = 107.334159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.362722 sec): 2 clusters Score: Raw -963.575341 + Penalty 308.118407 = -655.456934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.362977 sec): 3 clusters Score: Raw -1017.363069 + Penalty 621.604471 = -395.758598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.363708 sec): 2 clusters Score: Raw -148.549303 + Penalty 155.671935 = 7.122632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.363919 sec): 3 clusters Score: Raw -136.464008 + Penalty 313.769806 = 177.305799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.364654 sec): 2 clusters Score: Raw -197.692644 + Penalty 183.526309 = -14.166335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.364868 sec): 3 clusters Score: Raw -185.447045 + Penalty 372.842848 = 187.395804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 72 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.365652 sec): 2 clusters Score: Raw -1120.623265 + Penalty 529.440687 = -591.182578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.365907 sec): 3 clusters Score: Raw -1256.278394 + Penalty 1058.881375 = -197.397019 nChanged 1 SP:Iteration 1Q (9.366148 sec): 3 clusters Score: Raw -1270.854799 + Penalty 1058.881375 = -211.973424 nChanged 0 SP:Iteration 2F (9.366399 sec): 3 clusters Score: Raw -1270.854799 + Penalty 1058.881375 = -211.973424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.367130 sec): 2 clusters Score: Raw -156.459122 + Penalty 92.107086 = -64.352036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.367342 sec): 3 clusters Score: Raw -158.701335 + Penalty 184.214173 = 25.512838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.368097 sec): 2 clusters Score: Raw -495.614425 + Penalty 213.649885 = -281.964539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.368329 sec): 3 clusters Score: Raw -527.581930 + Penalty 426.514976 = -101.066954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.369097 sec): 2 clusters Score: Raw -500.187495 + Penalty 273.251398 = -226.936096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.369324 sec): 3 clusters Score: Raw -503.057206 + Penalty 537.072365 = 34.015159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.370064 sec): 2 clusters Score: Raw -211.469457 + Penalty 137.039873 = -74.429584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.370281 sec): 3 clusters Score: Raw -208.015563 + Penalty 274.414620 = 66.399057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.371011 sec): 2 clusters Score: Raw -132.334129 + Penalty 82.675747 = -49.658382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.371207 sec): 2 clusters Score: Raw -132.334129 + Penalty 82.675747 = -49.658382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.371941 sec): 2 clusters Score: Raw -227.893139 + Penalty 165.832173 = -62.060966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.372157 sec): 3 clusters Score: Raw -219.332380 + Penalty 341.885259 = 122.552879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.372919 sec): 2 clusters Score: Raw -590.421122 + Penalty 235.285943 = -355.135179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.373157 sec): 3 clusters Score: Raw -619.826822 + Penalty 465.702888 = -154.123934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.373899 sec): 2 clusters Score: Raw -309.858569 + Penalty 212.020808 = -97.837761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.374120 sec): 3 clusters Score: Raw -311.403542 + Penalty 453.850938 = 142.447396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.374856 sec): 2 clusters Score: Raw -259.766485 + Penalty 171.144685 = -88.621800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.375076 sec): 3 clusters Score: Raw -261.701815 + Penalty 342.289370 = 80.587555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.375796 sec): 2 clusters Score: Raw -40.718545 + Penalty 0.000000 = -40.718545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.375986 sec): 2 clusters Score: Raw -40.718545 + Penalty 0.000000 = -40.718545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.376734 sec): 2 clusters Score: Raw -571.353086 + Penalty 314.783969 = -256.569117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.376966 sec): 3 clusters Score: Raw -588.315828 + Penalty 604.885492 = 16.569664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.377711 sec): 2 clusters Score: Raw -349.306896 + Penalty 148.710182 = -200.596713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.377932 sec): 3 clusters Score: Raw -351.395264 + Penalty 243.945168 = -107.450096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.378679 sec): 2 clusters Score: Raw -202.691311 + Penalty 194.589694 = -8.101617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.378893 sec): 3 clusters Score: Raw -191.644988 + Penalty 373.269322 = 181.624334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.379672 sec): 2 clusters Score: Raw -611.437499 + Penalty 125.394784 = -486.042716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.379915 sec): 3 clusters Score: Raw -619.523868 + Penalty 254.438804 = -365.085064 nChanged 1 SP:Iteration 1F (9.380152 sec): 3 clusters Score: Raw -620.696447 + Penalty 254.438804 = -366.257642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.380906 sec): 2 clusters Score: Raw -373.854673 + Penalty 170.575467 = -203.279206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.381128 sec): 3 clusters Score: Raw -378.119366 + Penalty 314.524768 = -63.594598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.381878 sec): 2 clusters Score: Raw -470.199478 + Penalty 214.294626 = -255.904852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.382109 sec): 3 clusters Score: Raw -476.155447 + Penalty 405.727050 = -70.428397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.382834 sec): 2 clusters Score: Raw -91.446798 + Penalty 81.932993 = -9.513804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.383040 sec): 3 clusters Score: Raw -81.764545 + Penalty 163.865987 = 82.101442 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 (9.383786 sec): 2 clusters Score: Raw -426.265109 + Penalty 207.925979 = -218.339129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.384012 sec): 3 clusters Score: Raw -433.227400 + Penalty 414.457836 = -18.769563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.384740 sec): 2 clusters Score: Raw -142.081921 + Penalty 152.424742 = 10.342821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.384937 sec): 2 clusters Score: Raw -142.081921 + Penalty 152.424742 = 10.342821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.385671 sec): 2 clusters Score: Raw -276.140470 + Penalty 179.540851 = -96.599619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.385890 sec): 3 clusters Score: Raw -275.714818 + Penalty 353.206624 = 77.491805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.386628 sec): 2 clusters Score: Raw -370.763512 + Penalty 294.204381 = -76.559131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.386849 sec): 3 clusters Score: Raw -363.204913 + Penalty 587.010173 = 223.805261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.387586 sec): 2 clusters Score: Raw -316.290514 + Penalty 268.043157 = -48.247357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.387804 sec): 3 clusters Score: Raw -307.608893 + Penalty 539.142477 = 231.533583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.388552 sec): 2 clusters Score: Raw -169.779397 + Penalty 115.407124 = -54.372273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.388762 sec): 3 clusters Score: Raw -163.050423 + Penalty 231.957625 = 68.907202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.389498 sec): 2 clusters Score: Raw -177.154305 + Penalty 147.349397 = -29.804909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.389710 sec): 3 clusters Score: Raw -171.012129 + Penalty 279.570263 = 108.558134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 98 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.390484 sec): 2 clusters Score: Raw -931.836710 + Penalty 339.162075 = -592.674634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.390733 sec): 3 clusters Score: Raw -1004.210433 + Penalty 682.698186 = -321.512247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.391464 sec): 2 clusters Score: Raw -178.866123 + Penalty 145.265731 = -33.600392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.391659 sec): 2 clusters Score: Raw -178.866123 + Penalty 145.265731 = -33.600392 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 (9.392395 sec): 2 clusters Score: Raw -275.066486 + Penalty 162.106626 = -112.959860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.392617 sec): 3 clusters Score: Raw -285.937315 + Penalty 349.914895 = 63.977580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.393355 sec): 2 clusters Score: Raw -285.742039 + Penalty 123.924577 = -161.817462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393573 sec): 3 clusters Score: Raw -289.544823 + Penalty 243.340664 = -46.204159 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 (9.394300 sec): 2 clusters Score: Raw -130.819560 + Penalty 104.842716 = -25.976845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.394495 sec): 2 clusters Score: Raw -130.819560 + Penalty 104.842716 = -25.976845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.395224 sec): 2 clusters Score: Raw -127.493603 + Penalty 112.853513 = -14.640091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.395434 sec): 3 clusters Score: Raw -122.924184 + Penalty 220.799740 = 97.875556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.396158 sec): 2 clusters Score: Raw -85.435864 + Penalty 51.781006 = -33.654859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.396350 sec): 2 clusters Score: Raw -85.435864 + Penalty 51.781006 = -33.654859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.397084 sec): 2 clusters Score: Raw -190.674010 + Penalty 128.826092 = -61.847918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.397301 sec): 3 clusters Score: Raw -194.722652 + Penalty 261.291943 = 66.569291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.398067 sec): 2 clusters Score: Raw -378.632263 + Penalty 214.765877 = -163.866387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.398294 sec): 3 clusters Score: Raw -394.989491 + Penalty 426.337805 = 31.348314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.399031 sec): 2 clusters Score: Raw -166.531837 + Penalty 99.660547 = -66.871290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.399245 sec): 3 clusters Score: Raw -160.551457 + Penalty 225.521151 = 64.969694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.399984 sec): 2 clusters Score: Raw -274.045615 + Penalty 134.135343 = -139.910271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.400205 sec): 3 clusters Score: Raw -283.903290 + Penalty 263.874622 = -20.028668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.400927 sec): 2 clusters Score: Raw -91.869648 + Penalty 82.972299 = -8.897348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.401120 sec): 2 clusters Score: Raw -91.869648 + Penalty 82.972299 = -8.897348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.401853 sec): 2 clusters Score: Raw -258.908341 + Penalty 160.698946 = -98.209396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.402071 sec): 3 clusters Score: Raw -254.791846 + Penalty 315.121541 = 60.329695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.402808 sec): 2 clusters Score: Raw -259.388726 + Penalty 152.533184 = -106.855543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.403027 sec): 3 clusters Score: Raw -261.748732 + Penalty 305.066367 = 43.317635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.403771 sec): 2 clusters Score: Raw -357.724538 + Penalty 146.657139 = -211.067399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.403992 sec): 3 clusters Score: Raw -355.034512 + Penalty 261.724751 = -93.309761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.404723 sec): 2 clusters Score: Raw -144.129357 + Penalty 145.581522 = 1.452164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.404932 sec): 3 clusters Score: Raw -134.573873 + Penalty 294.427581 = 159.853707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.405660 sec): 2 clusters Score: Raw -150.520012 + Penalty 157.911502 = 7.391490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.405870 sec): 3 clusters Score: Raw -138.073403 + Penalty 307.997197 = 169.923795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.406591 sec): 2 clusters Score: Raw -87.993078 + Penalty 66.810757 = -21.182321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.406797 sec): 3 clusters Score: Raw -79.266597 + Penalty 133.621514 = 54.354917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.407547 sec): 2 clusters Score: Raw -214.770807 + Penalty 139.566523 = -75.204283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.407764 sec): 3 clusters Score: Raw -211.542360 + Penalty 282.379209 = 70.836849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.408504 sec): 2 clusters Score: Raw -302.231504 + Penalty 175.631508 = -126.599997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.408725 sec): 3 clusters Score: Raw -303.589367 + Penalty 349.255876 = 45.666510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.409458 sec): 2 clusters Score: Raw -173.230875 + Penalty 122.112058 = -51.118817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.409671 sec): 3 clusters Score: Raw -167.329272 + Penalty 244.413501 = 77.084229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.410398 sec): 2 clusters Score: Raw -134.821910 + Penalty 123.655085 = -11.166825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.410609 sec): 3 clusters Score: Raw -126.220993 + Penalty 256.893263 = 130.672269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.411336 sec): 2 clusters Score: Raw -189.021810 + Penalty 144.517077 = -44.504734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.411549 sec): 3 clusters Score: Raw -179.133853 + Penalty 289.034154 = 109.900301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 122 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.412283 sec): 2 clusters Score: Raw -270.943502 + Penalty 190.817790 = -80.125713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.412502 sec): 3 clusters Score: Raw -269.692583 + Penalty 381.635579 = 111.942996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.413223 sec): 2 clusters Score: Raw -39.399475 + Penalty 0.000000 = -39.399475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.413415 sec): 2 clusters Score: Raw -39.399475 + Penalty 0.000000 = -39.399475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.414150 sec): 2 clusters Score: Raw -287.261496 + Penalty 206.241143 = -81.020353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.414368 sec): 3 clusters Score: Raw -282.136872 + Penalty 422.692903 = 140.556031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.415100 sec): 2 clusters Score: Raw -135.246172 + Penalty 104.276461 = -30.969712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.415310 sec): 3 clusters Score: Raw -126.503316 + Penalty 201.403418 = 74.900102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.416035 sec): 2 clusters Score: Raw -78.185378 + Penalty 64.271435 = -13.913943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.416243 sec): 3 clusters Score: Raw -73.935607 + Penalty 128.542870 = 54.607263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.416983 sec): 2 clusters Score: Raw -93.942380 + Penalty 88.976063 = -4.966317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.417176 sec): 2 clusters Score: Raw -93.942380 + Penalty 88.976063 = -4.966317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.417914 sec): 2 clusters Score: Raw -316.482051 + Penalty 211.057850 = -105.424201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.418136 sec): 3 clusters Score: Raw -320.862180 + Penalty 417.024807 = 96.162627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.418858 sec): 2 clusters Score: Raw -87.201516 + Penalty 73.070035 = -14.131481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.419067 sec): 3 clusters Score: Raw -79.427260 + Penalty 146.140070 = 66.712810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.419800 sec): 2 clusters Score: Raw -219.072514 + Penalty 127.980300 = -91.092214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.419999 sec): 2 clusters Score: Raw -219.072514 + Penalty 127.980300 = -91.092214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.420725 sec): 2 clusters Score: Raw -82.033614 + Penalty 60.177938 = -21.855677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.420918 sec): 2 clusters Score: Raw -82.033614 + Penalty 60.177938 = -21.855677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.421654 sec): 2 clusters Score: Raw -238.187385 + Penalty 192.958050 = -45.229335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.421868 sec): 3 clusters Score: Raw -230.150990 + Penalty 388.608040 = 158.457050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.422593 sec): 2 clusters Score: Raw -93.747866 + Penalty 96.343232 = 2.595366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.422802 sec): 3 clusters Score: Raw -83.938739 + Penalty 192.686463 = 108.747725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.423535 sec): 2 clusters Score: Raw -187.589811 + Penalty 107.422135 = -80.167675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.423733 sec): 2 clusters Score: Raw -187.589811 + Penalty 107.422135 = -80.167675 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 (9.424451 sec): 2 clusters Score: Raw -42.253769 + Penalty 0.000000 = -42.253769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.424642 sec): 2 clusters Score: Raw -42.253769 + Penalty 0.000000 = -42.253769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.425394 sec): 2 clusters Score: Raw -305.537126 + Penalty 148.553633 = -156.983493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.425618 sec): 3 clusters Score: Raw -305.869416 + Penalty 298.678321 = -7.191095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.426374 sec): 2 clusters Score: Raw -174.800548 + Penalty 129.958715 = -44.841833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.426587 sec): 3 clusters Score: Raw -168.477124 + Penalty 269.079614 = 100.602491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.427311 sec): 2 clusters Score: Raw -38.651524 + Penalty 0.000000 = -38.651524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.427500 sec): 2 clusters Score: Raw -38.651524 + Penalty 0.000000 = -38.651524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.428235 sec): 2 clusters Score: Raw -253.463481 + Penalty 228.245075 = -25.218406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.428451 sec): 3 clusters Score: Raw -244.803550 + Penalty 439.290600 = 194.487050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.429175 sec): 2 clusters Score: Raw -42.386454 + Penalty 0.000000 = -42.386454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.429366 sec): 2 clusters Score: Raw -42.386454 + Penalty 0.000000 = -42.386454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.430095 sec): 2 clusters Score: Raw -130.152392 + Penalty 100.638014 = -29.514378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.430290 sec): 2 clusters Score: Raw -130.152392 + Penalty 100.638014 = -29.514378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.431009 sec): 2 clusters Score: Raw -40.964183 + Penalty 0.000000 = -40.964183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.431200 sec): 2 clusters Score: Raw -40.964183 + Penalty 0.000000 = -40.964183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.431925 sec): 2 clusters Score: Raw -143.208353 + Penalty 135.073953 = -8.134399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.432136 sec): 3 clusters Score: Raw -132.964077 + Penalty 270.716550 = 137.752473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.432862 sec): 2 clusters Score: Raw -90.546391 + Penalty 81.885359 = -8.661031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.433070 sec): 3 clusters Score: Raw -82.233352 + Penalty 163.770719 = 81.537367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.433799 sec): 2 clusters Score: Raw -124.434984 + Penalty 75.385047 = -49.049937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.433996 sec): 2 clusters Score: Raw -124.434984 + Penalty 75.385047 = -49.049937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.434711 sec): 2 clusters Score: Raw -40.804065 + Penalty 0.000000 = -40.804065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.434902 sec): 2 clusters Score: Raw -40.804065 + Penalty 0.000000 = -40.804065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 155 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.435651 sec): 2 clusters Score: Raw -207.876511 + Penalty 117.757121 = -90.119390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.435869 sec): 3 clusters Score: Raw -204.990068 + Penalty 242.565156 = 37.575088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.436590 sec): 2 clusters Score: Raw -42.088841 + Penalty 0.000000 = -42.088841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.436782 sec): 2 clusters Score: Raw -42.088841 + Penalty 0.000000 = -42.088841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.437505 sec): 2 clusters Score: Raw -90.402541 + Penalty 82.279174 = -8.123367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.437698 sec): 2 clusters Score: Raw -90.402541 + Penalty 82.279174 = -8.123367 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 (9.438427 sec): 2 clusters Score: Raw -150.000347 + Penalty 153.503155 = 3.502808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.438637 sec): 3 clusters Score: Raw -137.013479 + Penalty 301.646124 = 164.632646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.439362 sec): 2 clusters Score: Raw -89.182986 + Penalty 69.340902 = -19.842084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.439568 sec): 3 clusters Score: Raw -80.190567 + Penalty 138.681803 = 58.491236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.440285 sec): 2 clusters Score: Raw -40.615623 + Penalty 0.000000 = -40.615623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.440473 sec): 2 clusters Score: Raw -40.615623 + Penalty 0.000000 = -40.615623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.441201 sec): 2 clusters Score: Raw -127.349428 + Penalty 68.019136 = -59.330292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.441397 sec): 2 clusters Score: Raw -127.349428 + Penalty 68.019136 = -59.330292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.442121 sec): 2 clusters Score: Raw -86.613879 + Penalty 75.432542 = -11.181337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.442313 sec): 2 clusters Score: Raw -86.613879 + Penalty 75.432542 = -11.181337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.443030 sec): 2 clusters Score: Raw -39.481339 + Penalty 0.000000 = -39.481339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.443221 sec): 2 clusters Score: Raw -39.481339 + Penalty 0.000000 = -39.481339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.443938 sec): 2 clusters Score: Raw -41.155793 + Penalty 0.000000 = -41.155793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.444130 sec): 2 clusters Score: Raw -41.155793 + Penalty 0.000000 = -41.155793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.444864 sec): 2 clusters Score: Raw -92.535536 + Penalty 95.973978 = 3.438442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.445058 sec): 2 clusters Score: Raw -92.535536 + Penalty 95.973978 = 3.438442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.445788 sec): 2 clusters Score: Raw -137.958344 + Penalty 137.128745 = -0.829599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.445998 sec): 3 clusters Score: Raw -128.958026 + Penalty 274.732310 = 145.774285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.446722 sec): 2 clusters Score: Raw -89.325960 + Penalty 73.249472 = -16.076489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.446930 sec): 3 clusters Score: Raw -80.473404 + Penalty 146.498943 = 66.025539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.447657 sec): 2 clusters Score: Raw -131.884323 + Penalty 105.722675 = -26.161648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.447868 sec): 3 clusters Score: Raw -124.351572 + Penalty 210.983279 = 86.631708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.448590 sec): 2 clusters Score: Raw -82.230242 + Penalty 54.272698 = -27.957544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.448783 sec): 2 clusters Score: Raw -82.230242 + Penalty 54.272698 = -27.957544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.449509 sec): 2 clusters Score: Raw -93.622067 + Penalty 89.367858 = -4.254209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.449715 sec): 3 clusters Score: Raw -83.821156 + Penalty 178.735716 = 94.914560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.450431 sec): 2 clusters Score: Raw -39.127911 + Penalty 0.000000 = -39.127911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.450619 sec): 2 clusters Score: Raw -39.127911 + Penalty 0.000000 = -39.127911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.451339 sec): 2 clusters Score: Raw -92.747734 + Penalty 83.099945 = -9.647788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.451532 sec): 2 clusters Score: Raw -92.747734 + Penalty 83.099945 = -9.647788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.452252 sec): 2 clusters Score: Raw -93.234454 + Penalty 98.034422 = 4.799967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.452461 sec): 3 clusters Score: Raw -83.837047 + Penalty 196.068843 = 112.231796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.453189 sec): 2 clusters Score: Raw -150.144830 + Penalty 158.967797 = 8.822967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.453398 sec): 3 clusters Score: Raw -138.324631 + Penalty 318.705749 = 180.381118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.454130 sec): 2 clusters Score: Raw -41.137767 + Penalty 0.000000 = -41.137767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.454321 sec): 2 clusters Score: Raw -41.137767 + Penalty 0.000000 = -41.137767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.455044 sec): 2 clusters Score: Raw -89.164035 + Penalty 66.582255 = -22.581780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.455237 sec): 2 clusters Score: Raw -89.164035 + Penalty 66.582255 = -22.581780 nChanged 0 Deleting Class 56 (3 points): Lose 53.096017 but Gain 1419.405709 Iteration 20F (10.943962 sec): 164 clusters Score: Raw -616077.319643 + Penalty 142770.892204 = -473306.427438 nChanged 64 Deleting Class 137 (1 points): Lose 9.867493 but Gain 1369.294600 Iteration 21Q (11.040337 sec): 163 clusters Score: Raw -616112.450966 + Penalty 141526.477122 = -474585.973844 nChanged 23 Deleting Class 184 (3 points): Lose 70.234106 but Gain 1428.964746 Iteration 22Q (11.133493 sec): 162 clusters Score: Raw -616071.549597 + Penalty 140185.282237 = -475886.267361 nChanged 8 Deleting Class 183 (2 points): Lose 39.384738 but Gain 1396.721894 Iteration 23Q (11.224636 sec): 161 clusters Score: Raw -616061.027444 + Penalty 139048.212653 = -477012.814791 nChanged 4 Deleting Class 135 (2 points): Lose 22.430876 but Gain 1372.627071 Iteration 24Q (11.315823 sec): 160 clusters Score: Raw -616080.266784 + Penalty 137694.817683 = -478385.449102 nChanged 4 Deleting Class 115 (3 points): Lose 72.852298 but Gain 1419.469688 Iteration 25Q (11.405695 sec): 159 clusters Score: Raw -616013.599146 + Penalty 136333.346901 = -479680.252245 nChanged 5 Deleting Class 69 (3 points): Lose 56.830974 but Gain 1399.338173 Iteration 26Q (11.495638 sec): 158 clusters Score: Raw -615984.714459 + Penalty 135097.052856 = -480887.661603 nChanged 7 Deleting Class 160 (3 points): Lose 41.209441 but Gain 1379.842966 Iteration 27Q (11.585979 sec): 157 clusters Score: Raw -615975.189042 + Penalty 133762.670021 = -482212.519021 nChanged 6 Deleting Class 95 (6 points): Lose 143.481031 but Gain 1477.344660 Iteration 28Q (11.675735 sec): 156 clusters Score: Raw -615848.795291 + Penalty 132365.265722 = -483483.529569 nChanged 6 Deleting Class 94 (7 points): Lose 169.132363 but Gain 1493.080291 Iteration 29Q (11.766348 sec): 155 clusters Score: Raw -615729.841875 + Penalty 131221.178008 = -484508.663867 nChanged 8 Deleting Class 92 (3 points): Lose 50.499724 but Gain 1370.149091 Iteration 30F (13.132115 sec): 154 clusters Score: Raw -615772.640523 + Penalty 129942.093317 = -485830.547206 nChanged 4 Deleting Class 144 (6 points): Lose 101.063921 but Gain 1411.774145 Iteration 31Q (13.222072 sec): 153 clusters Score: Raw -615704.369091 + Penalty 128870.970396 = -486833.398695 nChanged 8 Deleting Class 168 (2 points): Lose 63.117981 but Gain 1367.366216 Iteration 32Q (13.310863 sec): 152 clusters Score: Raw -615701.630491 + Penalty 127830.218575 = -487871.411917 nChanged 7 Deleting Class 147 (2 points): Lose 40.659150 but Gain 1341.516204 Iteration 33Q (13.399905 sec): 151 clusters Score: Raw -615733.263269 + Penalty 126884.851774 = -488848.411495 nChanged 4 Deleting Class 86 (4 points): Lose 88.880802 but Gain 1386.184979 Iteration 34Q (13.488712 sec): 150 clusters Score: Raw -615685.543140 + Penalty 125672.694932 = -490012.848208 nChanged 5 Deleting Class 145 (2 points): Lose 24.364230 but Gain 1306.345437 Iteration 35Q (13.576803 sec): 149 clusters Score: Raw -615712.524981 + Penalty 124380.252346 = -491332.272635 nChanged 2 Deleting Class 31 (5 points): Lose 81.019425 but Gain 1360.523811 Iteration 36Q (13.665608 sec): 148 clusters Score: Raw -615642.512512 + Penalty 123321.628719 = -492320.883793 nChanged 6 Deleting Class 167 (2 points): Lose 21.866601 but Gain 1281.073442 Iteration 37Q (13.754172 sec): 147 clusters Score: Raw -615683.280872 + Penalty 122058.561052 = -493624.719820 nChanged 2 Deleting Class 114 (3 points): Lose 50.477058 but Gain 1308.635244 Iteration 38Q (13.842653 sec): 146 clusters Score: Raw -615642.860547 + Penalty 120828.170988 = -494814.689560 nChanged 3 Deleting Class 71 (4 points): Lose 60.003479 but Gain 1307.373522 Iteration 39Q (13.929251 sec): 145 clusters Score: Raw -615604.185639 + Penalty 119574.172794 = -496030.012845 nChanged 5 Deleting Class 185 (1 points): Lose 41.084847 but Gain 1287.653609 Iteration 40F (15.211740 sec): 144 clusters Score: Raw -615581.008394 + Penalty 119582.370838 = -495998.637556 nChanged 3 Deleting Class 178 (2 points): Lose 29.626100 but Gain 1273.247107 Iteration 41F (16.485312 sec): 143 clusters Score: Raw -615556.781354 + Penalty 118401.654413 = -497155.126941 nChanged 5 Deleting Class 127 (2 points): Lose 29.157356 but Gain 1267.665096 Iteration 42Q (16.572480 sec): 142 clusters Score: Raw -615557.148274 + Penalty 117228.130428 = -498329.017846 nChanged 2 Deleting Class 82 (2 points): Lose 53.909992 but Gain 1244.568589 Iteration 43Q (16.659502 sec): 141 clusters Score: Raw -615519.878437 + Penalty 116067.443541 = -499452.434896 nChanged 2 Deleting Class 129 (4 points): Lose 47.995209 but Gain 1230.441697 Iteration 44Q (16.745439 sec): 140 clusters Score: Raw -615476.464177 + Penalty 114908.955302 = -500567.508875 nChanged 4 Deleting Class 170 (3 points): Lose 50.380194 but Gain 1232.653060 Iteration 45Q (16.831436 sec): 139 clusters Score: Raw -615443.156476 + Penalty 113774.169850 = -501668.986627 nChanged 3 Deleting Class 159 (3 points): Lose 41.033477 but Gain 1225.724250 Iteration 46Q (16.917389 sec): 138 clusters Score: Raw -615438.969762 + Penalty 112559.183147 = -502879.786616 nChanged 3 Deleting Class 109 (2 points): Lose 10.431769 but Gain 1182.127921 Iteration 47Q (17.002341 sec): 137 clusters Score: Raw -615436.701595 + Penalty 111405.661509 = -504031.040086 nChanged 3 Deleting Class 38 (2 points): Lose 25.671053 but Gain 1192.973265 Iteration 48Q (17.087395 sec): 136 clusters Score: Raw -615417.606174 + Penalty 110220.388674 = -505197.217501 nChanged 2 Deleting Class 150 (3 points): Lose 51.705439 but Gain 1214.182500 Iteration 49Q (17.174363 sec): 135 clusters Score: Raw -615374.936719 + Penalty 109045.179163 = -506329.757556 nChanged 3 Deleting Class 151 (2 points): Lose 14.030898 but Gain 1166.642005 Iteration 50F (18.364597 sec): 134 clusters Score: Raw -615378.368536 + Penalty 107884.271362 = -507494.097174 nChanged 3 Deleting Class 123 (2 points): Lose 36.006425 but Gain 1172.416315 Iteration 51Q (18.449180 sec): 133 clusters Score: Raw -615347.208998 + Penalty 106762.307712 = -508584.901286 nChanged 3 Deleting Class 90 (2 points): Lose 31.135277 but Gain 1167.320657 Iteration 52Q (18.532931 sec): 132 clusters Score: Raw -615338.848663 + Penalty 105617.574324 = -509721.274339 nChanged 3 Deleting Class 180 (2 points): Lose 56.287776 but Gain 1183.946525 Iteration 53Q (18.617107 sec): 131 clusters Score: Raw -615297.292673 + Penalty 104439.101752 = -510858.190921 nChanged 3 Deleting Class 134 (5 points): Lose 59.511778 but Gain 1183.983051 Iteration 54Q (18.701892 sec): 130 clusters Score: Raw -615241.836345 + Penalty 103282.248274 = -511959.588070 nChanged 5 Deleting Class 158 (1 points): Lose 13.621516 but Gain 1125.939322 Iteration 55Q (18.786002 sec): 129 clusters Score: Raw -615243.394896 + Penalty 102183.753971 = -513059.640925 nChanged 1 Deleting Class 22 (3 points): Lose 31.764436 but Gain 1143.556896 Iteration 56Q (18.868845 sec): 128 clusters Score: Raw -615234.959377 + Penalty 101099.737051 = -514135.222326 nChanged 3 Deleting Class 83 (12 points): Lose 157.254593 but Gain 1251.005847 Iteration 57Q (18.952010 sec): 127 clusters Score: Raw -615089.001408 + Penalty 99964.618875 = -515124.382533 nChanged 12 Deleting Class 97 (5 points): Lose 52.189605 but Gain 1137.831161 Iteration 58Q (19.035862 sec): 126 clusters Score: Raw -615108.622258 + Penalty 98914.139359 = -516194.482899 nChanged 5 Deleting Class 120 (3 points): Lose 33.580744 but Gain 1111.538062 Iteration 59Q (19.119327 sec): 125 clusters Score: Raw -615092.745130 + Penalty 97816.980871 = -517275.764259 nChanged 5 Deleting Class 116 (3 points): Lose 27.964913 but Gain 1099.396027 Iteration 60F (20.225148 sec): 124 clusters Score: Raw -615077.833550 + Penalty 96737.149046 = -518340.684504 nChanged 4 Deleting Class 124 (6 points): Lose 81.783433 but Gain 1136.717143 Iteration 61Q (20.307647 sec): 123 clusters Score: Raw -615007.551476 + Penalty 95625.043961 = -519382.507514 nChanged 6 Deleting Class 64 (4 points): Lose 70.816237 but Gain 1119.515173 Iteration 62Q (20.391063 sec): 122 clusters Score: Raw -614962.103116 + Penalty 94543.852543 = -520418.250573 nChanged 6 Deleting Class 165 (2 points): Lose 27.344335 but Gain 1074.707038 Iteration 63Q (20.472754 sec): 121 clusters Score: Raw -614962.075694 + Penalty 93516.220086 = -521445.855607 nChanged 4 Deleting Class 18 (2 points): Lose 17.853674 but Gain 1057.983182 Iteration 64Q (20.553714 sec): 120 clusters Score: Raw -614959.737132 + Penalty 92498.787983 = -522460.949149 nChanged 4 Deleting Class 172 (3 points): Lose 42.200831 but Gain 1071.049285 Iteration 65Q (20.636206 sec): 119 clusters Score: Raw -614927.861346 + Penalty 91635.012344 = -523292.849002 nChanged 6 Deleting Class 128 (7 points): Lose 60.066883 but Gain 1071.113608 Iteration 66Q (20.718425 sec): 118 clusters Score: Raw -614899.474408 + Penalty 90645.918322 = -524253.556085 nChanged 10 Deleting Class 163 (1 points): Lose 14.921646 but Gain 1024.288195 Iteration 67Q (20.799184 sec): 117 clusters Score: Raw -614905.658261 + Penalty 89642.155157 = -525263.503104 nChanged 3 Deleting Class 75 (13 points): Lose 150.217670 but Gain 1157.411794 Iteration 68Q (20.879479 sec): 116 clusters Score: Raw -614767.348824 + Penalty 88554.663503 = -526212.685322 nChanged 14 Deleting Class 122 (6 points): Lose 46.311275 but Gain 1051.709902 Iteration 69Q (20.960126 sec): 115 clusters Score: Raw -614781.413097 + Penalty 87551.446850 = -527229.966247 nChanged 7 Deleting Class 162 (3 points): Lose 30.127375 but Gain 1033.341212 Iteration 70F (21.983524 sec): 114 clusters Score: Raw -614771.820794 + Penalty 86519.473507 = -528252.347287 nChanged 3 Deleting Class 99 (4 points): Lose 35.372596 but Gain 1034.819322 Iteration 71Q (22.064182 sec): 113 clusters Score: Raw -614742.667812 + Penalty 85502.080230 = -529240.587582 nChanged 5 Deleting Class 80 (7 points): Lose 76.795374 but Gain 1076.000597 Iteration 72Q (22.144364 sec): 112 clusters Score: Raw -614673.800531 + Penalty 84478.121892 = -530195.678639 nChanged 7 Deleting Class 47 (25 points): Lose 259.474250 but Gain 1255.870156 Iteration 73Q (22.224171 sec): 111 clusters Score: Raw -614439.815921 + Penalty 83444.260841 = -530995.555080 nChanged 27 Deleting Class 104 (4 points): Lose 82.415386 but Gain 1076.783556 Iteration 74Q (22.305500 sec): 110 clusters Score: Raw -614508.412651 + Penalty 82408.296399 = -532100.116253 nChanged 7 Deleting Class 67 (6 points): Lose 50.844691 but Gain 1044.490938 Iteration 75Q (22.384744 sec): 109 clusters Score: Raw -614497.093926 + Penalty 81388.651995 = -533108.441931 nChanged 11 Deleting Class 46 (8 points): Lose 91.388998 but Gain 1078.692412 Iteration 76Q (22.463466 sec): 108 clusters Score: Raw -614418.935268 + Penalty 80342.884483 = -534076.050784 nChanged 9 Deleting Class 121 (4 points): Lose 44.868533 but Gain 1029.486184 Iteration 77Q (22.542874 sec): 107 clusters Score: Raw -614395.825990 + Penalty 79353.882118 = -535041.943873 nChanged 9 Deleting Class 103 (3 points): Lose 34.768686 but Gain 1014.442508 Iteration 78Q (22.620968 sec): 106 clusters Score: Raw -614375.060825 + Penalty 78382.958273 = -535992.102551 nChanged 7 Deleting Class 78 (5 points): Lose 51.554968 but Gain 1017.539729 Iteration 79Q (22.699180 sec): 105 clusters Score: Raw -614336.603842 + Penalty 77383.530867 = -536953.072976 nChanged 8 Deleting Class 154 (1 points): Lose 13.725657 but Gain 976.563884 Iteration 80F (23.631584 sec): 104 clusters Score: Raw -614335.997806 + Penalty 76404.814238 = -537931.183569 nChanged 5 Deleting Class 59 (7 points): Lose 59.367038 but Gain 1015.037031 Iteration 81Q (23.709671 sec): 103 clusters Score: Raw -614285.732494 + Penalty 75435.970368 = -538849.762126 nChanged 10 Deleting Class 52 (2 points): Lose 27.114631 but Gain 975.339442 Iteration 82Q (23.788251 sec): 102 clusters Score: Raw -614279.757467 + Penalty 74540.969704 = -539738.787763 nChanged 5 Deleting Class 118 (9 points): Lose 50.703997 but Gain 998.198524 Iteration 83Q (23.866213 sec): 101 clusters Score: Raw -614245.999672 + Penalty 73574.428211 = -540671.571461 nChanged 10 Deleting Class 106 (12 points): Lose 61.687440 but Gain 1001.661597 Iteration 84Q (23.943618 sec): 100 clusters Score: Raw -614200.005943 + Penalty 72684.881008 = -541515.124935 nChanged 12 Deleting Class 93 (6 points): Lose 58.102960 but Gain 989.556011 Iteration 85Q (24.021056 sec): 99 clusters Score: Raw -614177.337750 + Penalty 71814.587260 = -542362.750489 nChanged 8 Deleting Class 175 (3 points): Lose 23.624940 but Gain 950.343262 Iteration 86Q (24.097878 sec): 98 clusters Score: Raw -614191.614607 + Penalty 70908.798007 = -543282.816600 nChanged 7 Deleting Class 186 (2 points): Lose 24.704063 but Gain 948.614697 Iteration 87Q (24.175793 sec): 97 clusters Score: Raw -614183.480215 + Penalty 70012.113519 = -544171.366696 nChanged 4 Deleting Class 125 (3 points): Lose 28.506143 but Gain 937.343215 Iteration 88Q (24.251447 sec): 96 clusters Score: Raw -614178.646515 + Penalty 69136.632846 = -545042.013670 nChanged 4 Deleting Class 102 (3 points): Lose 38.486815 but Gain 942.433292 Iteration 89Q (24.327161 sec): 95 clusters Score: Raw -614155.181467 + Penalty 68204.337050 = -545950.844418 nChanged 4 Deleting Class 89 (17 points): Lose 92.851669 but Gain 991.997437 Iteration 90F (25.182593 sec): 94 clusters Score: Raw -614075.760553 + Penalty 67327.698780 = -546748.061773 nChanged 19 Deleting Class 61 (11 points): Lose 74.285628 but Gain 979.753711 Iteration 91Q (25.258799 sec): 93 clusters Score: Raw -614073.571854 + Penalty 66396.990630 = -547676.581223 nChanged 15 Deleting Class 98 (32 points): Lose 263.039330 but Gain 1160.231659 Iteration 92Q (25.333989 sec): 92 clusters Score: Raw -613865.642994 + Penalty 65405.569578 = -548460.073416 nChanged 38 Deleting Class 126 (2 points): Lose 19.600949 but Gain 915.691846 Iteration 93Q (25.409993 sec): 91 clusters Score: Raw -613964.506995 + Penalty 64504.079804 = -549460.427191 nChanged 8 Deleting Class 140 (4 points): Lose 30.043587 but Gain 925.777798 Iteration 94Q (25.484208 sec): 90 clusters Score: Raw -613947.053911 + Penalty 63636.408552 = -550310.645360 nChanged 10 Deleting Class 37 (10 points): Lose 85.977122 but Gain 973.388795 Iteration 95Q (25.558107 sec): 89 clusters Score: Raw -613878.192166 + Penalty 62722.234493 = -551155.957672 nChanged 16 Deleting Class 146 (3 points): Lose 17.433510 but Gain 904.637148 Iteration 96Q (25.633139 sec): 88 clusters Score: Raw -613885.818704 + Penalty 61824.056843 = -552061.761861 nChanged 9 Deleting Class 26 (4 points): Lose 23.733203 but Gain 901.853931 Iteration 97Q (25.707632 sec): 87 clusters Score: Raw -613868.417982 + Penalty 60927.196057 = -552941.221925 nChanged 8 Deleting Class 119 (5 points): Lose 35.594875 but Gain 903.928395 Iteration 98Q (25.781562 sec): 86 clusters Score: Raw -613843.808111 + Penalty 60029.989425 = -553813.818686 nChanged 7 Deleting Class 81 (6 points): Lose 75.764415 but Gain 943.279766 Iteration 99Q (25.856415 sec): 85 clusters Score: Raw -613784.823049 + Penalty 59114.581555 = -554670.241494 nChanged 7 Deleting Class 41 (39 points): Lose 235.098323 but Gain 1111.465305 Iteration 100F (26.614645 sec): 84 clusters Score: Raw -613577.363877 + Penalty 58228.452768 = -555348.911109 nChanged 41 Deleting Class 62 (8 points): Lose 111.214741 but Gain 974.657084 Iteration 101Q (26.689486 sec): 83 clusters Score: Raw -613611.906803 + Penalty 57362.850038 = -556249.056765 nChanged 20 Deleting Class 110 (6 points): Lose 40.267714 but Gain 885.707107 Iteration 102Q (26.763092 sec): 82 clusters Score: Raw -613656.783222 + Penalty 56527.506997 = -557129.276225 nChanged 9 Deleting Class 133 (2 points): Lose 24.677341 but Gain 857.370722 Iteration 103Q (26.836060 sec): 81 clusters Score: Raw -613646.770800 + Penalty 55692.095401 = -557954.675400 nChanged 6 Deleting Class 66 (21 points): Lose 99.955336 but Gain 932.060076 Iteration 104Q (26.908718 sec): 80 clusters Score: Raw -613560.197595 + Penalty 54814.327245 = -558745.870350 nChanged 27 Deleting Class 91 (11 points): Lose 88.593878 but Gain 915.669417 Iteration 105Q (26.981392 sec): 79 clusters Score: Raw -613527.405156 + Penalty 53959.252264 = -559568.152892 nChanged 23 Deleting Class 35 (19 points): Lose 97.841872 but Gain 923.644234 Iteration 106Q (27.053803 sec): 78 clusters Score: Raw -613479.146013 + Penalty 53097.077986 = -560382.068028 nChanged 32 Deleting Class 60 (22 points): Lose 131.907745 but Gain 961.708674 Iteration 107Q (27.126528 sec): 77 clusters Score: Raw -613417.214398 + Penalty 52261.827360 = -561155.387037 nChanged 38 Deleting Class 68 (43 points): Lose 249.064615 but Gain 1074.779417 Iteration 108Q (27.199655 sec): 76 clusters Score: Raw -613255.251450 + Penalty 51378.336799 = -561876.914651 nChanged 56 Deleting Class 79 (26 points): Lose 176.148194 but Gain 1000.688829 Iteration 109Q (27.271785 sec): 75 clusters Score: Raw -613232.077744 + Penalty 50454.470668 = -562777.607076 nChanged 39 Deleting Class 117 (5 points): Lose 32.521309 but Gain 856.374729 Iteration 110F (27.940523 sec): 74 clusters Score: Raw -613287.318802 + Penalty 49621.532443 = -563665.786359 nChanged 31 Deleting Class 40 (9 points): Lose 45.123841 but Gain 868.335800 Iteration 111Q (28.012202 sec): 73 clusters Score: Raw -613296.434802 + Penalty 48743.509626 = -564552.925176 nChanged 29 Deleting Class 39 (41 points): Lose 366.637955 but Gain 1186.981711 Iteration 112Q (28.083182 sec): 72 clusters Score: Raw -612967.606971 + Penalty 47745.775545 = -565221.831426 nChanged 55 Deleting Class 74 (15 points): Lose 62.591128 but Gain 882.706348 Iteration 113Q (28.154700 sec): 71 clusters Score: Raw -613169.690577 + Penalty 46940.074534 = -566229.616043 nChanged 35 Deleting Class 112 (6 points): Lose 32.494482 but Gain 840.700755 Iteration 114Q (28.225289 sec): 70 clusters Score: Raw -613204.380726 + Penalty 46117.539666 = -567086.841060 nChanged 15 Deleting Class 77 (5 points): Lose 49.827453 but Gain 856.875025 Iteration 115Q (28.294797 sec): 69 clusters Score: Raw -613171.663539 + Penalty 45280.607327 = -567891.056212 nChanged 12 Deleting Class 48 (50 points): Lose 255.096615 but Gain 1049.972260 Iteration 116Q (28.363400 sec): 68 clusters Score: Raw -612934.609674 + Penalty 44669.029850 = -568265.579824 nChanged 58 Deleting Class 166 (2 points): Lose 52.396249 but Gain 939.375775 Iteration 117Q (28.433491 sec): 67 clusters Score: Raw -613066.388376 + Penalty 43756.180151 = -569310.208224 nChanged 27 Deleting Class 76 (5 points): Lose 51.050592 but Gain 840.871299 Iteration 118Q (28.502157 sec): 66 clusters Score: Raw -613046.732743 + Penalty 42929.688307 = -570117.044436 nChanged 15 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 -613046.732743 + Penalty 42929.688307 = -570117.044436Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.548248 sec): 2 clusters Score: Raw -86161.700189 + Penalty 134.189974 = -86027.510215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.552906 sec): 3 clusters Score: Raw -84580.691700 + Penalty 283.275883 = -84297.415817 nChanged 1113 SP:Iteration 1F (28.557297 sec): 3 clusters Score: Raw -85594.743427 + Penalty 290.013668 = -85304.729759 nChanged 266 SP:Iteration 2F (28.561682 sec): 3 clusters Score: Raw -85774.346663 + Penalty 299.341787 = -85475.004876 nChanged 160 SP:Iteration 3F (28.566057 sec): 3 clusters Score: Raw -85912.717864 + Penalty 306.062198 = -85606.655666 nChanged 122 SP:Iteration 4Q (28.570498 sec): 3 clusters Score: Raw -86032.235541 + Penalty 322.885444 = -85709.350097 nChanged 102 SP:Iteration 5Q (28.575038 sec): 3 clusters Score: Raw -86126.427901 + Penalty 345.908542 = -85780.519360 nChanged 47 SP:Iteration 6Q (28.579562 sec): 3 clusters Score: Raw -86163.076818 + Penalty 360.137372 = -85802.939446 nChanged 33 SP:Iteration 7Q (28.583721 sec): 3 clusters Score: Raw -86190.501506 + Penalty 375.140737 = -85815.360769 nChanged 21 SP:Iteration 8Q (28.587576 sec): 3 clusters Score: Raw -86209.720353 + Penalty 384.284898 = -85825.435455 nChanged 9 SP:Iteration 9Q (28.591228 sec): 3 clusters Score: Raw -86215.803439 + Penalty 373.356986 = -85842.446453 nChanged 4 SP:Iteration 10F (28.595648 sec): 3 clusters Score: Raw -86218.538482 + Penalty 374.613506 = -85843.924976 nChanged 2 SP:Iteration 11Q (28.599203 sec): 3 clusters Score: Raw -86219.767210 + Penalty 369.978961 = -85849.788249 nChanged 1 SP:Iteration 12Q (28.602744 sec): 3 clusters Score: Raw -86220.782413 + Penalty 369.978961 = -85850.803451 nChanged 0 SP:Iteration 13F (28.607238 sec): 3 clusters Score: Raw -86220.782413 + Penalty 369.978961 = -85850.803451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.607899 sec): 2 clusters Score: Raw -1180.247072 + Penalty 255.217375 = -925.029696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.608168 sec): 3 clusters Score: Raw -1214.276029 + Penalty 513.106961 = -701.169067 nChanged 2 SP:Iteration 1F (28.608428 sec): 3 clusters Score: Raw -1219.068865 + Penalty 513.106961 = -705.961904 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 3 (3328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.623681 sec): 2 clusters Score: Raw -113967.215833 + Penalty 157.167790 = -113810.048042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.629970 sec): 3 clusters Score: Raw -111807.191509 + Penalty 319.578156 = -111487.613353 nChanged 1527 SP:Iteration 1F (28.636024 sec): 3 clusters Score: Raw -112972.928592 + Penalty 329.545744 = -112643.382848 nChanged 413 SP:Iteration 2F (28.641972 sec): 3 clusters Score: Raw -113274.066142 + Penalty 339.201350 = -112934.864792 nChanged 217 SP:Iteration 3F (28.647942 sec): 3 clusters Score: Raw -113411.948290 + Penalty 348.283841 = -113063.664449 nChanged 144 SP:Iteration 4Q (28.653834 sec): 3 clusters Score: Raw -113489.298502 + Penalty 356.144980 = -113133.153522 nChanged 99 SP:Iteration 5Q (28.659711 sec): 3 clusters Score: Raw -113543.086719 + Penalty 363.615087 = -113179.471632 nChanged 88 SP:Iteration 6Q (28.665601 sec): 3 clusters Score: Raw -113584.115400 + Penalty 370.056990 = -113214.058410 nChanged 82 SP:Iteration 7Q (28.671323 sec): 3 clusters Score: Raw -113616.133940 + Penalty 377.932872 = -113238.201068 nChanged 82 SP:Iteration 8Q (28.676988 sec): 3 clusters Score: Raw -113648.135996 + Penalty 384.940688 = -113263.195308 nChanged 79 SP:Iteration 9Q (28.682551 sec): 3 clusters Score: Raw -113679.977048 + Penalty 390.981691 = -113288.995357 nChanged 70 SP:Iteration 10F (28.688456 sec): 3 clusters Score: Raw -113706.913861 + Penalty 395.649983 = -113311.263878 nChanged 55 SP:Iteration 11Q (28.693908 sec): 3 clusters Score: Raw -113728.704384 + Penalty 404.747649 = -113323.956735 nChanged 46 SP:Iteration 12Q (28.699306 sec): 3 clusters Score: Raw -113743.673060 + Penalty 412.842109 = -113330.830951 nChanged 41 SP:Iteration 13Q (28.704689 sec): 3 clusters Score: Raw -113756.916056 + Penalty 422.447413 = -113334.468642 nChanged 42 SP:Iteration 14Q (28.710139 sec): 3 clusters Score: Raw -113774.302153 + Penalty 431.722219 = -113342.579934 nChanged 44 SP:Iteration 15Q (28.715395 sec): 3 clusters Score: Raw -113794.508058 + Penalty 439.121925 = -113355.386133 nChanged 48 SP:Iteration 16Q (28.720589 sec): 3 clusters Score: Raw -113814.734969 + Penalty 445.126323 = -113369.608645 nChanged 44 SP:Iteration 17Q (28.725697 sec): 3 clusters Score: Raw -113836.767417 + Penalty 452.934386 = -113383.833031 nChanged 42 SP:Iteration 18Q (28.730809 sec): 3 clusters Score: Raw -113859.071257 + Penalty 456.932511 = -113402.138746 nChanged 36 SP:Iteration 19Q (28.735869 sec): 3 clusters Score: Raw -113878.930683 + Penalty 460.424744 = -113418.505939 nChanged 35 SP:Iteration 20F (28.741770 sec): 3 clusters Score: Raw -113899.722520 + Penalty 463.190326 = -113436.532194 nChanged 29 SP:Iteration 21Q (28.746718 sec): 3 clusters Score: Raw -113921.768598 + Penalty 477.874958 = -113443.893640 nChanged 27 SP:Iteration 22Q (28.751739 sec): 3 clusters Score: Raw -113942.587647 + Penalty 495.778593 = -113446.809054 nChanged 24 SP:Iteration 23Q (28.756577 sec): 3 clusters Score: Raw -113960.900742 + Penalty 514.917781 = -113445.982961 nChanged 16 SP:Iteration 24F (28.762547 sec): 3 clusters Score: Raw -113974.153796 + Penalty 537.439667 = -113436.714129 nChanged 9 SP:Iteration 25F (28.768572 sec): 3 clusters Score: Raw -113982.834455 + Penalty 542.306308 = -113440.528147 nChanged 4 SP:Iteration 26Q (28.773287 sec): 3 clusters Score: Raw -113985.928130 + Penalty 547.674142 = -113438.253988 nChanged 5 SP:Iteration 27F (28.779680 sec): 3 clusters Score: Raw -113990.043691 + Penalty 551.169636 = -113438.874055 nChanged 3 SP:Iteration 28Q (28.785327 sec): 3 clusters Score: Raw -113992.373403 + Penalty 552.667269 = -113439.706134 nChanged 1 SP:Iteration 29Q (28.790442 sec): 3 clusters Score: Raw -113992.574184 + Penalty 551.463761 = -113441.110423 nChanged 1 SP:Iteration 30F (28.797138 sec): 3 clusters Score: Raw -113992.883459 + Penalty 557.645967 = -113435.237492 nChanged 3 SP:Iteration 31F (28.803516 sec): 3 clusters Score: Raw -113994.124449 + Penalty 560.064561 = -113434.059888 nChanged 2 SP:Iteration 32F (28.810261 sec): 3 clusters Score: Raw -113994.628871 + Penalty 557.171845 = -113437.457026 nChanged 3 SP:Iteration 33Q (28.815264 sec): 3 clusters Score: Raw -113995.785566 + Penalty 579.039338 = -113416.746228 nChanged 7 SP:Iteration 34F (28.821972 sec): 3 clusters Score: Raw -113999.811280 + Penalty 600.284056 = -113399.527224 nChanged 4 SP:Iteration 35F (28.828344 sec): 3 clusters Score: Raw -114002.918001 + Penalty 622.601162 = -113380.316839 nChanged 3 SP:Iteration 36F (28.835348 sec): 3 clusters Score: Raw -114005.117247 + Penalty 639.736596 = -113365.380652 nChanged 5 SP:Iteration 37F (28.841535 sec): 3 clusters Score: Raw -114010.122971 + Penalty 654.804901 = -113355.318070 nChanged 4 SP:Iteration 38F (28.847518 sec): 3 clusters Score: Raw -114015.975517 + Penalty 664.359097 = -113351.616420 nChanged 1 SP:Iteration 39F (28.853543 sec): 3 clusters Score: Raw -114016.676361 + Penalty 674.137142 = -113342.539219 nChanged 1 SP:Iteration 40F (28.859520 sec): 3 clusters Score: Raw -114017.236959 + Penalty 674.137142 = -113343.099816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.866586 sec): 2 clusters Score: Raw -61456.108993 + Penalty 237.755158 = -61218.353835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.869681 sec): 3 clusters Score: Raw -60467.846019 + Penalty 474.834144 = -59993.011875 nChanged 690 SP:Iteration 1F (28.872707 sec): 3 clusters Score: Raw -60903.409921 + Penalty 474.527404 = -60428.882517 nChanged 190 SP:Iteration 2F (28.875726 sec): 3 clusters Score: Raw -61045.769825 + Penalty 473.536173 = -60572.233652 nChanged 125 SP:Iteration 3F (28.878811 sec): 3 clusters Score: Raw -61134.638470 + Penalty 472.183393 = -60662.455078 nChanged 86 SP:Iteration 4F (28.882018 sec): 3 clusters Score: Raw -61168.079396 + Penalty 471.240002 = -60696.839394 nChanged 46 SP:Iteration 5Q (28.885187 sec): 3 clusters Score: Raw -61182.104703 + Penalty 469.894558 = -60712.210145 nChanged 39 SP:Iteration 6Q (28.888151 sec): 3 clusters Score: Raw -61191.341896 + Penalty 469.103692 = -60722.238204 nChanged 28 SP:Iteration 7Q (28.891108 sec): 3 clusters Score: Raw -61201.441736 + Penalty 467.992695 = -60733.449040 nChanged 45 SP:Iteration 8Q (28.894093 sec): 3 clusters Score: Raw -61217.928733 + Penalty 467.177248 = -60750.751486 nChanged 44 SP:Iteration 9Q (28.897051 sec): 3 clusters Score: Raw -61237.526059 + Penalty 466.021097 = -60771.504962 nChanged 45 SP:Iteration 10F (28.900079 sec): 3 clusters Score: Raw -61255.010768 + Penalty 464.962606 = -60790.048162 nChanged 50 SP:Iteration 11Q (28.903068 sec): 3 clusters Score: Raw -61276.210262 + Penalty 463.650100 = -60812.560162 nChanged 46 SP:Iteration 12Q (28.906008 sec): 3 clusters Score: Raw -61291.650349 + Penalty 463.286538 = -60828.363811 nChanged 37 SP:Iteration 13Q (28.908981 sec): 3 clusters Score: Raw -61302.570204 + Penalty 463.860055 = -60838.710149 nChanged 35 SP:Iteration 14Q (28.911886 sec): 3 clusters Score: Raw -61315.195055 + Penalty 464.690640 = -60850.504415 nChanged 41 SP:Iteration 15Q (28.914778 sec): 3 clusters Score: Raw -61334.158646 + Penalty 466.450338 = -60867.708308 nChanged 46 SP:Iteration 16Q (28.917653 sec): 3 clusters Score: Raw -61354.628733 + Penalty 468.441950 = -60886.186783 nChanged 41 SP:Iteration 17Q (28.920512 sec): 3 clusters Score: Raw -61376.096758 + Penalty 470.776322 = -60905.320436 nChanged 37 SP:Iteration 18Q (28.923344 sec): 3 clusters Score: Raw -61392.325460 + Penalty 473.934395 = -60918.391064 nChanged 30 SP:Iteration 19Q (28.926146 sec): 3 clusters Score: Raw -61406.552532 + Penalty 477.887416 = -60928.665116 nChanged 32 SP:Iteration 20F (28.929153 sec): 3 clusters Score: Raw -61422.048257 + Penalty 481.810597 = -60940.237660 nChanged 29 SP:Iteration 21Q (28.931912 sec): 3 clusters Score: Raw -61436.802048 + Penalty 486.811783 = -60949.990265 nChanged 32 SP:Iteration 22Q (28.934640 sec): 3 clusters Score: Raw -61450.916008 + Penalty 489.461980 = -60961.454028 nChanged 17 SP:Iteration 23Q (28.937359 sec): 3 clusters Score: Raw -61456.143593 + Penalty 491.640949 = -60964.502644 nChanged 15 SP:Iteration 24Q (28.940040 sec): 3 clusters Score: Raw -61460.773070 + Penalty 494.468320 = -60966.304750 nChanged 9 SP:Iteration 25Q (28.942698 sec): 3 clusters Score: Raw -61463.305969 + Penalty 498.451295 = -60964.854674 nChanged 12 SP:Iteration 26F (28.945702 sec): 3 clusters Score: Raw -61467.450329 + Penalty 499.508447 = -60967.941882 nChanged 12 SP:Iteration 27Q (28.948350 sec): 3 clusters Score: Raw -61472.165614 + Penalty 503.530223 = -60968.635391 nChanged 13 SP:Iteration 28Q (28.950977 sec): 3 clusters Score: Raw -61477.605931 + Penalty 508.847107 = -60968.758824 nChanged 18 SP:Iteration 29Q (28.953595 sec): 3 clusters Score: Raw -61486.867591 + Penalty 516.027787 = -60970.839804 nChanged 19 SP:Iteration 30F (28.956600 sec): 3 clusters Score: Raw -61496.902803 + Penalty 521.738652 = -60975.164151 nChanged 12 SP:Iteration 31Q (28.959182 sec): 3 clusters Score: Raw -61502.777819 + Penalty 523.707967 = -60979.069852 nChanged 9 SP:Iteration 32Q (28.961733 sec): 3 clusters Score: Raw -61506.054728 + Penalty 526.294999 = -60979.759730 nChanged 4 SP:Iteration 33Q (28.964263 sec): 3 clusters Score: Raw -61507.299677 + Penalty 526.053934 = -60981.245743 nChanged 2 SP:Iteration 34Q (28.966787 sec): 3 clusters Score: Raw -61507.800113 + Penalty 526.099280 = -60981.700833 nChanged 2 SP:Iteration 35Q (28.969312 sec): 3 clusters Score: Raw -61508.198370 + Penalty 526.365681 = -60981.832689 nChanged 1 SP:Iteration 36Q (28.971829 sec): 3 clusters Score: Raw -61508.326863 + Penalty 526.365681 = -60981.961182 nChanged 0 SP:Iteration 37F (28.974833 sec): 3 clusters Score: Raw -61508.326863 + Penalty 526.365681 = -60981.961182 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.980870 sec): 2 clusters Score: Raw -37033.631686 + Penalty 145.813101 = -36887.818585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.982963 sec): 3 clusters Score: Raw -36393.497138 + Penalty 356.286814 = -36037.210324 nChanged 444 SP:Iteration 1F (28.985126 sec): 3 clusters Score: Raw -36832.038856 + Penalty 414.137649 = -36417.901207 nChanged 128 SP:Iteration 2F (28.987306 sec): 3 clusters Score: Raw -36959.047663 + Penalty 470.872100 = -36488.175563 nChanged 55 SP:Iteration 3F (28.989382 sec): 3 clusters Score: Raw -37021.603286 + Penalty 516.344592 = -36505.258694 nChanged 33 SP:Iteration 4Q (28.991163 sec): 3 clusters Score: Raw -37059.618149 + Penalty 545.318435 = -36514.299713 nChanged 10 SP:Iteration 5Q (28.992872 sec): 3 clusters Score: Raw -37071.675527 + Penalty 577.880706 = -36493.794821 nChanged 6 SP:Iteration 6F (28.994920 sec): 3 clusters Score: Raw -37077.160836 + Penalty 593.337741 = -36483.823095 nChanged 3 SP:Iteration 7F (28.996950 sec): 3 clusters Score: Raw -37079.244828 + Penalty 623.302250 = -36455.942578 nChanged 3 SP:Iteration 8F (28.999076 sec): 3 clusters Score: Raw -37080.956291 + Penalty 623.302250 = -36457.654041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.007210 sec): 2 clusters Score: Raw -70654.353523 + Penalty 205.708288 = -70448.645235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.010942 sec): 3 clusters Score: Raw -69388.637231 + Penalty 415.713707 = -68972.923524 nChanged 879 SP:Iteration 1F (29.014543 sec): 3 clusters Score: Raw -70188.599819 + Penalty 398.671739 = -69789.928080 nChanged 283 SP:Iteration 2F (29.018136 sec): 3 clusters Score: Raw -70493.596530 + Penalty 407.078673 = -70086.517857 nChanged 110 SP:Iteration 3F (29.021724 sec): 3 clusters Score: Raw -70606.217695 + Penalty 402.515580 = -70203.702115 nChanged 37 SP:Iteration 4Q (29.025516 sec): 3 clusters Score: Raw -70642.371611 + Penalty 404.060777 = -70238.310835 nChanged 22 SP:Iteration 5Q (29.029576 sec): 3 clusters Score: Raw -70657.953150 + Penalty 390.824031 = -70267.129119 nChanged 10 SP:Iteration 6Q (29.033234 sec): 3 clusters Score: Raw -70666.768908 + Penalty 380.128452 = -70286.640456 nChanged 5 SP:Iteration 7Q (29.036544 sec): 3 clusters Score: Raw -70671.620705 + Penalty 389.331298 = -70282.289407 nChanged 2 SP:Iteration 8F (29.040159 sec): 3 clusters Score: Raw -70672.852376 + Penalty 389.331298 = -70283.521078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.043510 sec): 2 clusters Score: Raw -17073.422444 + Penalty 93.858263 = -16979.564180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.044592 sec): 3 clusters Score: Raw -16783.395123 + Penalty 193.203826 = -16590.191296 nChanged 212 SP:Iteration 1F (29.045664 sec): 3 clusters Score: Raw -16901.637733 + Penalty 198.985351 = -16702.652382 nChanged 42 SP:Iteration 2F (29.046721 sec): 3 clusters Score: Raw -16921.449400 + Penalty 204.364412 = -16717.084988 nChanged 34 SP:Iteration 3F (29.047782 sec): 3 clusters Score: Raw -16940.384363 + Penalty 211.264921 = -16729.119443 nChanged 36 SP:Iteration 4F (29.048837 sec): 3 clusters Score: Raw -16969.107899 + Penalty 224.781268 = -16744.326630 nChanged 35 SP:Iteration 5F (29.049892 sec): 3 clusters Score: Raw -16998.757377 + Penalty 236.977928 = -16761.779449 nChanged 32 SP:Iteration 6F (29.050946 sec): 3 clusters Score: Raw -17023.713081 + Penalty 243.629259 = -16780.083821 nChanged 20 SP:Iteration 7Q (29.051999 sec): 3 clusters Score: Raw -17042.082688 + Penalty 251.786304 = -16790.296384 nChanged 14 SP:Iteration 8Q (29.053051 sec): 3 clusters Score: Raw -17056.586689 + Penalty 258.321592 = -16798.265097 nChanged 9 SP:Iteration 9Q (29.054065 sec): 3 clusters Score: Raw -17065.198543 + Penalty 264.948302 = -16800.250240 nChanged 8 SP:Iteration 10F (29.055120 sec): 3 clusters Score: Raw -17070.823479 + Penalty 281.433490 = -16789.389989 nChanged 5 SP:Iteration 11F (29.056174 sec): 3 clusters Score: Raw -17074.950785 + Penalty 313.334198 = -16761.616587 nChanged 4 SP:Iteration 12F (29.057228 sec): 3 clusters Score: Raw -17079.177671 + Penalty 329.838156 = -16749.339515 nChanged 2 SP:Iteration 13F (29.058317 sec): 3 clusters Score: Raw -17080.561968 + Penalty 345.273143 = -16735.288824 nChanged 1 SP:Iteration 14F (29.059371 sec): 3 clusters Score: Raw -17081.590025 + Penalty 365.180470 = -16716.409556 nChanged 1 SP:Iteration 15F (29.060426 sec): 3 clusters Score: Raw -17084.391459 + Penalty 380.162146 = -16704.229313 nChanged 1 SP:Iteration 16F (29.061479 sec): 3 clusters Score: Raw -17086.871917 + Penalty 380.162146 = -16706.709771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.063694 sec): 2 clusters Score: Raw -6764.938402 + Penalty 237.139724 = -6527.798678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.064250 sec): 3 clusters Score: Raw -6687.397023 + Penalty 476.920285 = -6210.476737 nChanged 48 SP:Iteration 1F (29.064797 sec): 3 clusters Score: Raw -6734.016787 + Penalty 475.800090 = -6258.216697 nChanged 16 SP:Iteration 2F (29.065344 sec): 3 clusters Score: Raw -6752.131558 + Penalty 473.723334 = -6278.408224 nChanged 13 SP:Iteration 3F (29.065890 sec): 3 clusters Score: Raw -6765.516133 + Penalty 473.866296 = -6291.649838 nChanged 6 SP:Iteration 4Q (29.066428 sec): 3 clusters Score: Raw -6768.903263 + Penalty 473.482259 = -6295.421004 nChanged 2 SP:Iteration 5Q (29.066971 sec): 3 clusters Score: Raw -6770.711751 + Penalty 474.818257 = -6295.893494 nChanged 1 SP:Iteration 6Q (29.067512 sec): 3 clusters Score: Raw -6771.044995 + Penalty 475.997894 = -6295.047101 nChanged 1 SP:Iteration 7F (29.068069 sec): 3 clusters Score: Raw -6772.331246 + Penalty 478.617253 = -6293.713993 nChanged 2 SP:Iteration 8F (29.068623 sec): 3 clusters Score: Raw -6773.513979 + Penalty 481.647371 = -6291.866608 nChanged 2 SP:Iteration 9F (29.069168 sec): 3 clusters Score: Raw -6774.962339 + Penalty 489.000599 = -6285.961739 nChanged 6 SP:Iteration 10F (29.069727 sec): 3 clusters Score: Raw -6779.571500 + Penalty 503.151296 = -6276.420204 nChanged 6 SP:Iteration 11F (29.070288 sec): 3 clusters Score: Raw -6785.455006 + Penalty 507.993832 = -6277.461173 nChanged 5 SP:Iteration 12Q (29.070832 sec): 3 clusters Score: Raw -6789.882011 + Penalty 506.822808 = -6283.059203 nChanged 1 SP:Iteration 13Q (29.071371 sec): 3 clusters Score: Raw -6790.200531 + Penalty 506.822808 = -6283.377723 nChanged 0 SP:Iteration 14F (29.071931 sec): 3 clusters Score: Raw -6790.200531 + Penalty 506.822808 = -6283.377723 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 9 (1223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.078498 sec): 2 clusters Score: Raw -41413.628357 + Penalty 118.254625 = -41295.373731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.080855 sec): 3 clusters Score: Raw -40674.217996 + Penalty 220.698941 = -40453.519055 nChanged 527 SP:Iteration 1F (29.083174 sec): 3 clusters Score: Raw -41144.885186 + Penalty 202.101055 = -40942.784131 nChanged 70 SP:Iteration 2F (29.085538 sec): 3 clusters Score: Raw -41332.663189 + Penalty 201.733816 = -41130.929373 nChanged 17 SP:Iteration 3Q (29.087743 sec): 3 clusters Score: Raw -41343.262337 + Penalty 200.599170 = -41142.663167 nChanged 13 SP:Iteration 4Q (29.089919 sec): 3 clusters Score: Raw -41348.188186 + Penalty 200.689975 = -41147.498212 nChanged 12 SP:Iteration 5Q (29.091954 sec): 3 clusters Score: Raw -41354.306143 + Penalty 201.087382 = -41153.218761 nChanged 8 SP:Iteration 6Q (29.093961 sec): 3 clusters Score: Raw -41357.145876 + Penalty 201.592667 = -41155.553209 nChanged 7 SP:Iteration 7Q (29.095962 sec): 3 clusters Score: Raw -41359.150909 + Penalty 202.510170 = -41156.640739 nChanged 7 SP:Iteration 8Q (29.097972 sec): 3 clusters Score: Raw -41361.328253 + Penalty 201.853479 = -41159.474774 nChanged 5 SP:Iteration 9Q (29.099972 sec): 3 clusters Score: Raw -41362.513807 + Penalty 202.243619 = -41160.270188 nChanged 4 SP:Iteration 10F (29.102265 sec): 3 clusters Score: Raw -41362.868371 + Penalty 202.572960 = -41160.295411 nChanged 3 SP:Iteration 11Q (29.104277 sec): 3 clusters Score: Raw -41363.231146 + Penalty 202.921430 = -41160.309716 nChanged 2 SP:Iteration 12Q (29.106287 sec): 3 clusters Score: Raw -41363.637303 + Penalty 203.547525 = -41160.089778 nChanged 2 SP:Iteration 13F (29.108549 sec): 3 clusters Score: Raw -41363.750391 + Penalty 203.723476 = -41160.026915 nChanged 1 SP:Iteration 14F (29.110808 sec): 3 clusters Score: Raw -41363.842956 + Penalty 204.157053 = -41159.685903 nChanged 3 SP:Iteration 15F (29.113071 sec): 3 clusters Score: Raw -41364.489355 + Penalty 205.841364 = -41158.647991 nChanged 6 SP:Iteration 16F (29.115335 sec): 3 clusters Score: Raw -41365.277953 + Penalty 205.870101 = -41159.407852 nChanged 2 SP:Iteration 17Q (29.117356 sec): 3 clusters Score: Raw -41365.340731 + Penalty 205.870101 = -41159.470630 nChanged 0 SP:Iteration 18F (29.119621 sec): 3 clusters Score: Raw -41365.340731 + Penalty 205.870101 = -41159.470630 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.125290 sec): 2 clusters Score: Raw -44532.788430 + Penalty 174.205406 = -44358.583023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.127703 sec): 3 clusters Score: Raw -43724.518419 + Penalty 347.122395 = -43377.396024 nChanged 557 SP:Iteration 1F (29.130066 sec): 3 clusters Score: Raw -44094.899504 + Penalty 356.819463 = -43738.080041 nChanged 197 SP:Iteration 2F (29.132425 sec): 3 clusters Score: Raw -44320.958707 + Penalty 393.207145 = -43927.751562 nChanged 141 SP:Iteration 3F (29.134775 sec): 3 clusters Score: Raw -44511.523922 + Penalty 444.621187 = -44066.902735 nChanged 23 SP:Iteration 4Q (29.137066 sec): 3 clusters Score: Raw -44540.365793 + Penalty 503.961727 = -44036.404066 nChanged 5 SP:Iteration 5F (29.139428 sec): 3 clusters Score: Raw -44550.197905 + Penalty 503.961727 = -44046.236178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.140809 sec): 2 clusters Score: Raw -2757.506276 + Penalty 206.580463 = -2550.925812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.141177 sec): 3 clusters Score: Raw -2737.312151 + Penalty 412.817762 = -2324.494389 nChanged 15 SP:Iteration 1F (29.141513 sec): 3 clusters Score: Raw -2755.407460 + Penalty 411.509687 = -2343.897774 nChanged 4 SP:Iteration 2F (29.141845 sec): 3 clusters Score: Raw -2759.447863 + Penalty 411.509687 = -2347.938176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.143045 sec): 2 clusters Score: Raw -4352.445731 + Penalty 343.189845 = -4009.255886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.143470 sec): 3 clusters Score: Raw -4328.172486 + Penalty 686.379689 = -3641.792797 nChanged 24 SP:Iteration 1F (29.143889 sec): 3 clusters Score: Raw -4357.203109 + Penalty 686.379689 = -3670.823420 nChanged 2 SP:Iteration 2Q (29.144301 sec): 3 clusters Score: Raw -4358.871752 + Penalty 686.642067 = -3672.229685 nChanged 3 SP:Iteration 3Q (29.144712 sec): 3 clusters Score: Raw -4361.657894 + Penalty 686.970643 = -3674.687250 nChanged 1 SP:Iteration 4Q (29.145123 sec): 3 clusters Score: Raw -4362.376671 + Penalty 687.643412 = -3674.733259 nChanged 1 SP:Iteration 5Q (29.145536 sec): 3 clusters Score: Raw -4362.964509 + Penalty 688.458901 = -3674.505608 nChanged 1 SP:Iteration 6F (29.145953 sec): 3 clusters Score: Raw -4363.365429 + Penalty 688.458901 = -3674.906528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 13 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.151593 sec): 2 clusters Score: Raw -57861.907114 + Penalty 159.337139 = -57702.569975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.154743 sec): 3 clusters Score: Raw -56848.586429 + Penalty 326.982234 = -56521.604194 nChanged 694 SP:Iteration 1F (29.157770 sec): 3 clusters Score: Raw -57372.866645 + Penalty 328.490106 = -57044.376539 nChanged 164 SP:Iteration 2F (29.160747 sec): 3 clusters Score: Raw -57501.696133 + Penalty 331.015260 = -57170.680873 nChanged 126 SP:Iteration 3F (29.163715 sec): 3 clusters Score: Raw -57610.208535 + Penalty 333.999619 = -57276.208916 nChanged 115 SP:Iteration 4F (29.166680 sec): 3 clusters Score: Raw -57738.505206 + Penalty 340.745322 = -57397.759884 nChanged 96 SP:Iteration 5F (29.169646 sec): 3 clusters Score: Raw -57844.297839 + Penalty 345.939641 = -57498.358197 nChanged 70 SP:Iteration 6Q (29.172447 sec): 3 clusters Score: Raw -57910.301385 + Penalty 348.977093 = -57561.324292 nChanged 37 SP:Iteration 7Q (29.175192 sec): 3 clusters Score: Raw -57939.176922 + Penalty 352.932074 = -57586.244848 nChanged 19 SP:Iteration 8Q (29.177848 sec): 3 clusters Score: Raw -57951.708679 + Penalty 353.453287 = -57598.255392 nChanged 15 SP:Iteration 9Q (29.180425 sec): 3 clusters Score: Raw -57959.228107 + Penalty 352.428460 = -57606.799646 nChanged 5 SP:Iteration 10F (29.183432 sec): 3 clusters Score: Raw -57960.775108 + Penalty 350.755050 = -57610.020059 nChanged 9 SP:Iteration 11Q (29.185995 sec): 3 clusters Score: Raw -57966.470970 + Penalty 347.280666 = -57619.190304 nChanged 8 SP:Iteration 12Q (29.188665 sec): 3 clusters Score: Raw -57972.441053 + Penalty 345.381975 = -57627.059078 nChanged 7 SP:Iteration 13Q (29.191380 sec): 3 clusters Score: Raw -57975.042426 + Penalty 343.736657 = -57631.305769 nChanged 5 SP:Iteration 14Q (29.193933 sec): 3 clusters Score: Raw -57976.820918 + Penalty 341.624124 = -57635.196794 nChanged 2 SP:Iteration 15Q (29.196451 sec): 3 clusters Score: Raw -57977.475374 + Penalty 341.624124 = -57635.851250 nChanged 0 SP:Iteration 16F (29.199416 sec): 3 clusters Score: Raw -57977.475374 + Penalty 341.624124 = -57635.851250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.200771 sec): 2 clusters Score: Raw -2732.563605 + Penalty 221.043263 = -2511.520342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.201129 sec): 3 clusters Score: Raw -2733.062272 + Penalty 442.775976 = -2290.286296 nChanged 11 SP:Iteration 1F (29.201460 sec): 3 clusters Score: Raw -2746.020206 + Penalty 444.605030 = -2301.415176 nChanged 2 SP:Iteration 2Q (29.201796 sec): 3 clusters Score: Raw -2749.033494 + Penalty 446.913097 = -2302.120396 nChanged 2 SP:Iteration 3Q (29.202127 sec): 3 clusters Score: Raw -2751.542540 + Penalty 448.633633 = -2302.908907 nChanged 1 SP:Iteration 4Q (29.202448 sec): 3 clusters Score: Raw -2752.329942 + Penalty 448.633633 = -2303.696309 nChanged 0 SP:Iteration 5F (29.202778 sec): 3 clusters Score: Raw -2752.329942 + Penalty 448.633633 = -2303.696309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.203992 sec): 2 clusters Score: Raw -4078.804271 + Penalty 324.551460 = -3754.252811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.204415 sec): 3 clusters Score: Raw -4081.131297 + Penalty 651.723989 = -3429.407308 nChanged 13 SP:Iteration 1F (29.204832 sec): 3 clusters Score: Raw -4103.776134 + Penalty 651.344832 = -3452.431302 nChanged 3 SP:Iteration 2Q (29.205238 sec): 3 clusters Score: Raw -4111.032611 + Penalty 651.485298 = -3459.547313 nChanged 2 SP:Iteration 3Q (29.205641 sec): 3 clusters Score: Raw -4115.188183 + Penalty 650.945863 = -3464.242320 nChanged 3 SP:Iteration 4Q (29.206043 sec): 3 clusters Score: Raw -4120.742806 + Penalty 649.669296 = -3471.073509 nChanged 2 SP:Iteration 5Q (29.206443 sec): 3 clusters Score: Raw -4123.926825 + Penalty 648.666221 = -3475.260603 nChanged 2 SP:Iteration 6Q (29.206867 sec): 3 clusters Score: Raw -4126.976800 + Penalty 648.378123 = -3478.598677 nChanged 1 SP:Iteration 7Q (29.207266 sec): 3 clusters Score: Raw -4128.061714 + Penalty 648.378123 = -3479.683592 nChanged 0 SP:Iteration 8F (29.207681 sec): 3 clusters Score: Raw -4128.061714 + Penalty 648.378123 = -3479.683592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.209617 sec): 2 clusters Score: Raw -7843.824824 + Penalty 318.115433 = -7525.709391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.210220 sec): 3 clusters Score: Raw -7773.704623 + Penalty 636.689840 = -7137.014782 nChanged 61 SP:Iteration 1F (29.210813 sec): 3 clusters Score: Raw -7834.512117 + Penalty 637.610600 = -7196.901517 nChanged 9 SP:Iteration 2Q (29.211391 sec): 3 clusters Score: Raw -7841.702334 + Penalty 633.805470 = -7207.896864 nChanged 4 SP:Iteration 3Q (29.211966 sec): 3 clusters Score: Raw -7846.922547 + Penalty 633.901624 = -7213.020924 nChanged 7 SP:Iteration 4Q (29.212541 sec): 3 clusters Score: Raw -7850.536916 + Penalty 632.264521 = -7218.272396 nChanged 6 SP:Iteration 5Q (29.213113 sec): 3 clusters Score: Raw -7855.095504 + Penalty 631.028440 = -7224.067064 nChanged 5 SP:Iteration 6Q (29.213687 sec): 3 clusters Score: Raw -7857.436163 + Penalty 631.603098 = -7225.833065 nChanged 3 SP:Iteration 7Q (29.214258 sec): 3 clusters Score: Raw -7858.704972 + Penalty 632.320983 = -7226.383989 nChanged 5 SP:Iteration 8Q (29.214830 sec): 3 clusters Score: Raw -7861.682713 + Penalty 632.204670 = -7229.478043 nChanged 3 SP:Iteration 9Q (29.215403 sec): 3 clusters Score: Raw -7862.686471 + Penalty 632.533821 = -7230.152651 nChanged 2 SP:Iteration 10F (29.215993 sec): 3 clusters Score: Raw -7864.486838 + Penalty 633.581358 = -7230.905480 nChanged 3 SP:Iteration 11Q (29.216566 sec): 3 clusters Score: Raw -7866.820602 + Penalty 636.878985 = -7229.941618 nChanged 6 SP:Iteration 12F (29.217156 sec): 3 clusters Score: Raw -7870.488052 + Penalty 638.923939 = -7231.564112 nChanged 3 SP:Iteration 13Q (29.217734 sec): 3 clusters Score: Raw -7871.369524 + Penalty 640.455999 = -7230.913525 nChanged 2 SP:Iteration 14F (29.218324 sec): 3 clusters Score: Raw -7871.894028 + Penalty 640.455999 = -7231.438029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.219531 sec): 2 clusters Score: Raw -168.521309 + Penalty 112.762400 = -55.758909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.219744 sec): 3 clusters Score: Raw -162.245967 + Penalty 230.080708 = 67.834741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.221622 sec): 2 clusters Score: Raw -8843.510362 + Penalty 206.543575 = -8636.966787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.222280 sec): 3 clusters Score: Raw -8737.351342 + Penalty 411.698982 = -8325.652361 nChanged 78 SP:Iteration 1F (29.222912 sec): 3 clusters Score: Raw -8796.043633 + Penalty 412.706649 = -8383.336984 nChanged 17 SP:Iteration 2F (29.223562 sec): 3 clusters Score: Raw -8808.221938 + Penalty 414.518977 = -8393.702961 nChanged 11 SP:Iteration 3Q (29.224200 sec): 3 clusters Score: Raw -8815.716805 + Penalty 417.761168 = -8397.955637 nChanged 11 SP:Iteration 4Q (29.224838 sec): 3 clusters Score: Raw -8825.552399 + Penalty 421.579188 = -8403.973211 nChanged 11 SP:Iteration 5Q (29.225476 sec): 3 clusters Score: Raw -8833.994592 + Penalty 425.139743 = -8408.854850 nChanged 9 SP:Iteration 6Q (29.226112 sec): 3 clusters Score: Raw -8839.702952 + Penalty 427.076769 = -8412.626183 nChanged 5 SP:Iteration 7Q (29.226744 sec): 3 clusters Score: Raw -8842.809417 + Penalty 428.258888 = -8414.550529 nChanged 1 SP:Iteration 8Q (29.227386 sec): 3 clusters Score: Raw -8847.475920 + Penalty 428.681784 = -8418.794136 nChanged 3 SP:Iteration 9Q (29.228002 sec): 3 clusters Score: Raw -8850.197261 + Penalty 428.690768 = -8421.506493 nChanged 2 SP:Iteration 10F (29.228625 sec): 3 clusters Score: Raw -8852.811973 + Penalty 429.171345 = -8423.640628 nChanged 6 SP:Iteration 11Q (29.229240 sec): 3 clusters Score: Raw -8856.714162 + Penalty 430.008686 = -8426.705475 nChanged 1 SP:Iteration 12Q (29.229853 sec): 3 clusters Score: Raw -8857.204439 + Penalty 430.992542 = -8426.211898 nChanged 1 SP:Iteration 13F (29.230476 sec): 3 clusters Score: Raw -8858.941362 + Penalty 432.552239 = -8426.389123 nChanged 2 SP:Iteration 14Q (29.231087 sec): 3 clusters Score: Raw -8860.889423 + Penalty 435.201705 = -8425.687718 nChanged 3 SP:Iteration 15F (29.231710 sec): 3 clusters Score: Raw -8863.140136 + Penalty 433.776587 = -8429.363549 nChanged 2 SP:Iteration 16Q (29.232316 sec): 3 clusters Score: Raw -8865.442568 + Penalty 432.608238 = -8432.834330 nChanged 1 SP:Iteration 17Q (29.232921 sec): 3 clusters Score: Raw -8866.960258 + Penalty 431.758757 = -8435.201501 nChanged 1 SP:Iteration 18Q (29.233527 sec): 3 clusters Score: Raw -8867.587859 + Penalty 431.758757 = -8435.829101 nChanged 0 SP:Iteration 19F (29.234150 sec): 3 clusters Score: Raw -8867.587859 + Penalty 431.758757 = -8435.829101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 20 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.238475 sec): 2 clusters Score: Raw -41314.560935 + Penalty 303.108415 = -41011.452520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.240554 sec): 3 clusters Score: Raw -40708.789385 + Penalty 609.882247 = -40098.907138 nChanged 445 SP:Iteration 1F (29.242660 sec): 3 clusters Score: Raw -41050.712614 + Penalty 616.255755 = -40434.456859 nChanged 110 SP:Iteration 2F (29.244735 sec): 3 clusters Score: Raw -41137.498736 + Penalty 618.932779 = -40518.565957 nChanged 63 SP:Iteration 3F (29.246763 sec): 3 clusters Score: Raw -41182.764869 + Penalty 621.695892 = -40561.068977 nChanged 45 SP:Iteration 4Q (29.248751 sec): 3 clusters Score: Raw -41211.879821 + Penalty 623.749842 = -40588.129979 nChanged 41 SP:Iteration 5Q (29.250715 sec): 3 clusters Score: Raw -41238.761013 + Penalty 625.081473 = -40613.679540 nChanged 39 SP:Iteration 6Q (29.252668 sec): 3 clusters Score: Raw -41258.808341 + Penalty 624.971283 = -40633.837058 nChanged 21 SP:Iteration 7Q (29.254604 sec): 3 clusters Score: Raw -41265.387158 + Penalty 623.727997 = -40641.659161 nChanged 19 SP:Iteration 8Q (29.256535 sec): 3 clusters Score: Raw -41273.426309 + Penalty 622.697604 = -40650.728706 nChanged 13 SP:Iteration 9Q (29.258465 sec): 3 clusters Score: Raw -41278.309045 + Penalty 621.341708 = -40656.967337 nChanged 11 SP:Iteration 10F (29.260490 sec): 3 clusters Score: Raw -41280.137536 + Penalty 620.202011 = -40659.935524 nChanged 6 SP:Iteration 11Q (29.262415 sec): 3 clusters Score: Raw -41283.373468 + Penalty 618.373623 = -40664.999845 nChanged 13 SP:Iteration 12Q (29.264339 sec): 3 clusters Score: Raw -41289.835682 + Penalty 616.776692 = -40673.058990 nChanged 12 SP:Iteration 13Q (29.266259 sec): 3 clusters Score: Raw -41292.528476 + Penalty 615.014033 = -40677.514442 nChanged 13 SP:Iteration 14Q (29.268183 sec): 3 clusters Score: Raw -41295.498926 + Penalty 612.975164 = -40682.523762 nChanged 17 SP:Iteration 15Q (29.270106 sec): 3 clusters Score: Raw -41301.352848 + Penalty 610.302091 = -40691.050757 nChanged 25 SP:Iteration 16Q (29.272031 sec): 3 clusters Score: Raw -41311.777178 + Penalty 608.719602 = -40703.057576 nChanged 22 SP:Iteration 17Q (29.273955 sec): 3 clusters Score: Raw -41317.132685 + Penalty 607.991348 = -40709.141337 nChanged 11 SP:Iteration 18Q (29.275883 sec): 3 clusters Score: Raw -41321.284696 + Penalty 607.236890 = -40714.047806 nChanged 15 SP:Iteration 19Q (29.277814 sec): 3 clusters Score: Raw -41327.966654 + Penalty 606.504646 = -40721.462008 nChanged 13 SP:Iteration 20F (29.279876 sec): 3 clusters Score: Raw -41330.210317 + Penalty 606.312669 = -40723.897648 nChanged 3 SP:Iteration 21Q (29.281815 sec): 3 clusters Score: Raw -41330.498799 + Penalty 605.937792 = -40724.561007 nChanged 6 SP:Iteration 22Q (29.283754 sec): 3 clusters Score: Raw -41331.815595 + Penalty 605.259089 = -40726.556506 nChanged 11 SP:Iteration 23Q (29.285710 sec): 3 clusters Score: Raw -41336.185004 + Penalty 604.471338 = -40731.713666 nChanged 14 SP:Iteration 24Q (29.287656 sec): 3 clusters Score: Raw -41339.029495 + Penalty 604.208037 = -40734.821458 nChanged 12 SP:Iteration 25Q (29.289635 sec): 3 clusters Score: Raw -41343.513022 + Penalty 603.698442 = -40739.814580 nChanged 16 SP:Iteration 26Q (29.291752 sec): 3 clusters Score: Raw -41350.155243 + Penalty 602.892947 = -40747.262297 nChanged 19 SP:Iteration 27Q (29.293847 sec): 3 clusters Score: Raw -41358.944705 + Penalty 601.872403 = -40757.072302 nChanged 21 SP:Iteration 28Q (29.295811 sec): 3 clusters Score: Raw -41367.814194 + Penalty 601.215058 = -40766.599136 nChanged 26 SP:Iteration 29Q (29.297754 sec): 3 clusters Score: Raw -41378.245071 + Penalty 598.903398 = -40779.341672 nChanged 25 SP:Iteration 30F (29.299772 sec): 3 clusters Score: Raw -41388.353859 + Penalty 597.633613 = -40790.720246 nChanged 18 SP:Iteration 31Q (29.301731 sec): 3 clusters Score: Raw -41396.180132 + Penalty 597.148700 = -40799.031433 nChanged 12 SP:Iteration 32Q (29.303683 sec): 3 clusters Score: Raw -41400.396625 + Penalty 596.968535 = -40803.428090 nChanged 9 SP:Iteration 33Q (29.305642 sec): 3 clusters Score: Raw -41403.360972 + Penalty 596.916960 = -40806.444013 nChanged 4 SP:Iteration 34Q (29.307596 sec): 3 clusters Score: Raw -41405.246898 + Penalty 596.195739 = -40809.051159 nChanged 2 SP:Iteration 35Q (29.309557 sec): 3 clusters Score: Raw -41406.845148 + Penalty 596.283795 = -40810.561353 nChanged 3 SP:Iteration 36Q (29.311512 sec): 3 clusters Score: Raw -41407.837197 + Penalty 596.319886 = -40811.517311 nChanged 3 SP:Iteration 37Q (29.313470 sec): 3 clusters Score: Raw -41408.538007 + Penalty 595.559310 = -40812.978698 nChanged 3 SP:Iteration 38Q (29.315427 sec): 3 clusters Score: Raw -41409.441555 + Penalty 595.177762 = -40814.263792 nChanged 3 SP:Iteration 39Q (29.317385 sec): 3 clusters Score: Raw -41411.776187 + Penalty 594.236995 = -40817.539192 nChanged 5 SP:Iteration 40F (29.319404 sec): 3 clusters Score: Raw -41413.099914 + Penalty 594.519557 = -40818.580356 nChanged 2 SP:Iteration 41Q (29.321368 sec): 3 clusters Score: Raw -41413.535833 + Penalty 594.637347 = -40818.898486 nChanged 1 SP:Iteration 42Q (29.323325 sec): 3 clusters Score: Raw -41413.554088 + Penalty 594.683791 = -40818.870297 nChanged 1 SP:Iteration 43F (29.325350 sec): 3 clusters Score: Raw -41413.601768 + Penalty 594.766721 = -40818.835047 nChanged 1 SP:Iteration 44F (29.327365 sec): 3 clusters Score: Raw -41413.952127 + Penalty 594.702470 = -40819.249657 nChanged 2 SP:Iteration 45Q (29.329336 sec): 3 clusters Score: Raw -41415.194714 + Penalty 593.834300 = -40821.360414 nChanged 1 SP:Iteration 46Q (29.331296 sec): 3 clusters Score: Raw -41418.293177 + Penalty 593.764966 = -40824.528211 nChanged 3 SP:Iteration 47Q (29.333254 sec): 3 clusters Score: Raw -41422.345143 + Penalty 592.047544 = -40830.297600 nChanged 5 SP:Iteration 48Q (29.335189 sec): 3 clusters Score: Raw -41427.837409 + Penalty 591.602985 = -40836.234424 nChanged 8 SP:Iteration 49Q (29.337116 sec): 3 clusters Score: Raw -41434.723895 + Penalty 590.564625 = -40844.159270 nChanged 5 SP:Iteration 50F (29.339134 sec): 3 clusters Score: Raw -41437.045812 + Penalty 590.283095 = -40846.762717 nChanged 4 SP:Iteration 51Q (29.341040 sec): 3 clusters Score: Raw -41438.119007 + Penalty 590.479121 = -40847.639886 nChanged 2 SP:Iteration 52Q (29.342944 sec): 3 clusters Score: Raw -41438.418240 + Penalty 590.479121 = -40847.939119 nChanged 0 SP:Iteration 53F (29.345017 sec): 3 clusters Score: Raw -41438.418240 + Penalty 590.479121 = -40847.939119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.346846 sec): 2 clusters Score: Raw -1104.406868 + Penalty 282.724372 = -821.682496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.347148 sec): 3 clusters Score: Raw -1133.709254 + Penalty 565.891892 = -567.817362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.348058 sec): 2 clusters Score: Raw -486.415503 + Penalty 176.540032 = -309.875471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.348287 sec): 3 clusters Score: Raw -493.191777 + Penalty 353.080065 = -140.111713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.349346 sec): 2 clusters Score: Raw -3163.610550 + Penalty 220.222620 = -2943.387930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.349726 sec): 3 clusters Score: Raw -3149.649369 + Penalty 435.514554 = -2714.134815 nChanged 14 SP:Iteration 1F (29.350098 sec): 3 clusters Score: Raw -3166.905515 + Penalty 432.849219 = -2734.056296 nChanged 4 SP:Iteration 2Q (29.350465 sec): 3 clusters Score: Raw -3172.822527 + Penalty 431.043316 = -2741.779210 nChanged 2 SP:Iteration 3Q (29.350827 sec): 3 clusters Score: Raw -3176.923610 + Penalty 429.892261 = -2747.031349 nChanged 1 SP:Iteration 4Q (29.351189 sec): 3 clusters Score: Raw -3178.968406 + Penalty 430.890435 = -2748.077971 nChanged 2 SP:Iteration 5Q (29.351550 sec): 3 clusters Score: Raw -3182.927492 + Penalty 434.205784 = -2748.721708 nChanged 2 SP:Iteration 6Q (29.351912 sec): 3 clusters Score: Raw -3184.507091 + Penalty 436.630859 = -2747.876232 nChanged 1 SP:Iteration 7F (29.352280 sec): 3 clusters Score: Raw -3185.849099 + Penalty 436.630859 = -2749.218240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.353655 sec): 2 clusters Score: Raw -6216.009274 + Penalty 162.597993 = -6053.411281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.354207 sec): 3 clusters Score: Raw -6143.388426 + Penalty 328.853333 = -5814.535093 nChanged 57 SP:Iteration 1F (29.354745 sec): 3 clusters Score: Raw -6202.936405 + Penalty 344.995456 = -5857.940949 nChanged 22 SP:Iteration 2F (29.355299 sec): 3 clusters Score: Raw -6240.699227 + Penalty 370.423959 = -5870.275268 nChanged 13 SP:Iteration 3F (29.355832 sec): 3 clusters Score: Raw -6264.454997 + Penalty 389.261455 = -5875.193541 nChanged 6 SP:Iteration 4Q (29.356332 sec): 3 clusters Score: Raw -6274.568795 + Penalty 407.157835 = -5867.410960 nChanged 2 SP:Iteration 5F (29.356865 sec): 3 clusters Score: Raw -6282.275932 + Penalty 407.157835 = -5875.118097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.357820 sec): 2 clusters Score: Raw -257.674749 + Penalty 147.098793 = -110.575956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.358044 sec): 3 clusters Score: Raw -255.146973 + Penalty 290.658259 = 35.511287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.358977 sec): 2 clusters Score: Raw -1460.198518 + Penalty 366.875387 = -1093.323131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.359258 sec): 3 clusters Score: Raw -1539.430675 + Penalty 725.524238 = -813.906437 nChanged 1 SP:Iteration 1Q (29.359523 sec): 3 clusters Score: Raw -1543.699079 + Penalty 725.524238 = -818.174841 nChanged 0 SP:Iteration 2F (29.359825 sec): 3 clusters Score: Raw -1543.699079 + Penalty 725.524238 = -818.174841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.360911 sec): 2 clusters Score: Raw -3182.648125 + Penalty 260.403204 = -2922.244921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.361295 sec): 3 clusters Score: Raw -3190.538422 + Penalty 520.655488 = -2669.882934 nChanged 15 SP:Iteration 1F (29.361672 sec): 3 clusters Score: Raw -3212.408360 + Penalty 519.940392 = -2692.467968 nChanged 4 SP:Iteration 2Q (29.362039 sec): 3 clusters Score: Raw -3219.895173 + Penalty 518.455733 = -2701.439440 nChanged 3 SP:Iteration 3Q (29.362400 sec): 3 clusters Score: Raw -3225.006440 + Penalty 518.996669 = -2706.009770 nChanged 4 SP:Iteration 4Q (29.362760 sec): 3 clusters Score: Raw -3232.858428 + Penalty 518.390452 = -2714.467975 nChanged 1 SP:Iteration 5Q (29.363119 sec): 3 clusters Score: Raw -3237.021868 + Penalty 517.065200 = -2719.956667 nChanged 1 SP:Iteration 6Q (29.363473 sec): 3 clusters Score: Raw -3238.461228 + Penalty 517.065200 = -2721.396027 nChanged 0 SP:Iteration 7F (29.363848 sec): 3 clusters Score: Raw -3238.461228 + Penalty 517.065200 = -2721.396027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.364722 sec): 2 clusters Score: Raw -304.373113 + Penalty 148.136552 = -156.236560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.364945 sec): 3 clusters Score: Raw -314.960372 + Penalty 296.273104 = -18.687268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.365823 sec): 2 clusters Score: Raw -980.761979 + Penalty 253.148684 = -727.613295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.366077 sec): 3 clusters Score: Raw -1013.585391 + Penalty 508.998069 = -504.587322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.367174 sec): 2 clusters Score: Raw -3874.242858 + Penalty 420.188159 = -3454.054700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.367570 sec): 3 clusters Score: Raw -3886.595922 + Penalty 849.609195 = -3036.986727 nChanged 7 SP:Iteration 1F (29.367965 sec): 3 clusters Score: Raw -3904.181255 + Penalty 849.609195 = -3054.572060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.369002 sec): 2 clusters Score: Raw -2639.291222 + Penalty 461.268519 = -2178.022703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.369340 sec): 3 clusters Score: Raw -2705.479986 + Penalty 924.777000 = -1780.702985 nChanged 5 SP:Iteration 1F (29.369674 sec): 3 clusters Score: Raw -2719.233638 + Penalty 925.308753 = -1793.924886 nChanged 1 SP:Iteration 2Q (29.369993 sec): 3 clusters Score: Raw -2725.023626 + Penalty 927.023656 = -1797.999970 nChanged 1 SP:Iteration 3Q (29.370312 sec): 3 clusters Score: Raw -2727.085055 + Penalty 928.950577 = -1798.134477 nChanged 1 SP:Iteration 4Q (29.370628 sec): 3 clusters Score: Raw -2729.453201 + Penalty 928.950577 = -1800.502624 nChanged 0 SP:Iteration 5F (29.370959 sec): 3 clusters Score: Raw -2729.453201 + Penalty 928.950577 = -1800.502624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.373080 sec): 2 clusters Score: Raw -9597.352071 + Penalty 356.546617 = -9240.805454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.373752 sec): 3 clusters Score: Raw -9518.184957 + Penalty 740.347839 = -8777.837118 nChanged 73 SP:Iteration 1F (29.374440 sec): 3 clusters Score: Raw -9601.989244 + Penalty 795.007695 = -8806.981549 nChanged 29 SP:Iteration 2F (29.375100 sec): 3 clusters Score: Raw -9657.525610 + Penalty 829.201090 = -8828.324520 nChanged 9 SP:Iteration 3Q (29.375745 sec): 3 clusters Score: Raw -9674.303557 + Penalty 862.797994 = -8811.505563 nChanged 9 SP:Iteration 4F (29.376403 sec): 3 clusters Score: Raw -9697.039994 + Penalty 870.257331 = -8826.782663 nChanged 2 SP:Iteration 5Q (29.377002 sec): 3 clusters Score: Raw -9698.746322 + Penalty 870.257331 = -8828.488990 nChanged 0 SP:Iteration 6F (29.377661 sec): 3 clusters Score: Raw -9698.746322 + Penalty 870.257331 = -8828.488990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.379069 sec): 2 clusters Score: Raw -2933.577904 + Penalty 424.487349 = -2509.090555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.379437 sec): 3 clusters Score: Raw -2989.081564 + Penalty 849.941220 = -2139.140343 nChanged 12 SP:Iteration 1F (29.379798 sec): 3 clusters Score: Raw -3014.837298 + Penalty 851.281392 = -2163.555907 nChanged 1 SP:Iteration 2Q (29.380142 sec): 3 clusters Score: Raw -3016.355402 + Penalty 851.281392 = -2165.074010 nChanged 0 SP:Iteration 3F (29.380502 sec): 3 clusters Score: Raw -3016.355402 + Penalty 851.281392 = -2165.074010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.381409 sec): 2 clusters Score: Raw -424.599081 + Penalty 195.151122 = -229.447959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.381636 sec): 3 clusters Score: Raw -440.309096 + Penalty 393.674733 = -46.634362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 44 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.384524 sec): 2 clusters Score: Raw -22696.891652 + Penalty 68.693900 = -22628.197752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.385897 sec): 3 clusters Score: Raw -22334.607805 + Penalty 154.530819 = -22180.076985 nChanged 288 SP:Iteration 1F (29.387242 sec): 3 clusters Score: Raw -22625.157269 + Penalty 157.948672 = -22467.208597 nChanged 43 SP:Iteration 2F (29.388616 sec): 3 clusters Score: Raw -22663.826563 + Penalty 154.988808 = -22508.837756 nChanged 19 SP:Iteration 3Q (29.389914 sec): 3 clusters Score: Raw -22675.536282 + Penalty 155.770259 = -22519.766023 nChanged 12 SP:Iteration 4Q (29.391171 sec): 3 clusters Score: Raw -22680.181026 + Penalty 150.600589 = -22529.580437 nChanged 5 SP:Iteration 5Q (29.392416 sec): 3 clusters Score: Raw -22684.505598 + Penalty 150.281450 = -22534.224148 nChanged 6 SP:Iteration 6Q (29.393737 sec): 3 clusters Score: Raw -22687.916905 + Penalty 150.259573 = -22537.657333 nChanged 6 SP:Iteration 7Q (29.395024 sec): 3 clusters Score: Raw -22689.372379 + Penalty 148.608622 = -22540.763757 nChanged 5 SP:Iteration 8Q (29.396286 sec): 3 clusters Score: Raw -22692.385876 + Penalty 150.200443 = -22542.185433 nChanged 6 SP:Iteration 9Q (29.397499 sec): 3 clusters Score: Raw -22695.361133 + Penalty 149.641606 = -22545.719527 nChanged 7 SP:Iteration 10F (29.398843 sec): 3 clusters Score: Raw -22698.551883 + Penalty 148.493933 = -22550.057950 nChanged 9 SP:Iteration 11Q (29.400039 sec): 3 clusters Score: Raw -22706.266850 + Penalty 150.950671 = -22555.316179 nChanged 7 SP:Iteration 12Q (29.401289 sec): 3 clusters Score: Raw -22709.754520 + Penalty 154.378118 = -22555.376402 nChanged 5 SP:Iteration 13Q (29.402619 sec): 3 clusters Score: Raw -22711.891076 + Penalty 157.496532 = -22554.394545 nChanged 3 SP:Iteration 14F (29.404053 sec): 3 clusters Score: Raw -22713.043913 + Penalty 162.268656 = -22550.775257 nChanged 5 SP:Iteration 15F (29.405553 sec): 3 clusters Score: Raw -22716.195998 + Penalty 178.184302 = -22538.011695 nChanged 10 SP:Iteration 16F (29.406987 sec): 3 clusters Score: Raw -22724.741545 + Penalty 188.232324 = -22536.509221 nChanged 6 SP:Iteration 17F (29.408318 sec): 3 clusters Score: Raw -22728.589342 + Penalty 194.752431 = -22533.836911 nChanged 2 SP:Iteration 18F (29.409646 sec): 3 clusters Score: Raw -22728.993179 + Penalty 194.752431 = -22534.240749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.411365 sec): 2 clusters Score: Raw -240.324896 + Penalty 116.224106 = -124.100790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.411587 sec): 3 clusters Score: Raw -244.274090 + Penalty 213.888058 = -30.386033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.412480 sec): 2 clusters Score: Raw -546.153695 + Penalty 240.134861 = -306.018834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.412712 sec): 3 clusters Score: Raw -582.262079 + Penalty 480.269721 = -101.992358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.413568 sec): 2 clusters Score: Raw -600.885555 + Penalty 114.801905 = -486.083650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.413801 sec): 3 clusters Score: Raw -600.887132 + Penalty 231.215802 = -369.671329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.414720 sec): 2 clusters Score: Raw -1499.803034 + Penalty 373.200178 = -1126.602856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.415002 sec): 3 clusters Score: Raw -1565.403029 + Penalty 748.822669 = -816.580360 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 (29.415872 sec): 2 clusters Score: Raw -612.165764 + Penalty 216.242354 = -395.923410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.416110 sec): 3 clusters Score: Raw -631.383103 + Penalty 433.492609 = -197.890494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.416947 sec): 2 clusters Score: Raw -315.926885 + Penalty 134.813839 = -181.113046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.417169 sec): 3 clusters Score: Raw -327.569062 + Penalty 274.130755 = -53.438307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.417993 sec): 2 clusters Score: Raw -209.188686 + Penalty 128.650737 = -80.537949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.418206 sec): 3 clusters Score: Raw -205.729814 + Penalty 301.859378 = 96.129564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.419071 sec): 2 clusters Score: Raw -845.355415 + Penalty 227.494237 = -617.861177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.419317 sec): 3 clusters Score: Raw -863.584555 + Penalty 453.050962 = -410.533593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.420222 sec): 2 clusters Score: Raw -1339.093277 + Penalty 345.025019 = -994.068258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.420493 sec): 3 clusters Score: Raw -1390.578679 + Penalty 684.887165 = -705.691514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.421364 sec): 2 clusters Score: Raw -290.898854 + Penalty 107.916675 = -182.982179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.421582 sec): 3 clusters Score: Raw -301.669350 + Penalty 215.833350 = -85.836000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 72 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.422455 sec): 2 clusters Score: Raw -1120.623265 + Penalty 529.440687 = -591.182578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.422713 sec): 3 clusters Score: Raw -1283.071008 + Penalty 1058.881375 = -224.189633 nChanged 2 SP:Iteration 1F (29.422967 sec): 3 clusters Score: Raw -1318.448144 + Penalty 1058.881375 = -259.566769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.423790 sec): 2 clusters Score: Raw -156.459122 + Penalty 92.107086 = -64.352036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.424002 sec): 3 clusters Score: Raw -153.442611 + Penalty 199.606716 = 46.164106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.424849 sec): 2 clusters Score: Raw -545.779405 + Penalty 226.088967 = -319.690439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.425081 sec): 3 clusters Score: Raw -564.168851 + Penalty 450.128884 = -114.039967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.426171 sec): 2 clusters Score: Raw -3019.982139 + Penalty 269.944806 = -2750.037332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.426570 sec): 3 clusters Score: Raw -3025.434117 + Penalty 536.520427 = -2488.913690 nChanged 10 SP:Iteration 1F (29.426970 sec): 3 clusters Score: Raw -3044.270717 + Penalty 540.481096 = -2503.789622 nChanged 4 SP:Iteration 2Q (29.427359 sec): 3 clusters Score: Raw -3051.751587 + Penalty 547.919339 = -2503.832248 nChanged 5 SP:Iteration 3Q (29.427751 sec): 3 clusters Score: Raw -3060.007431 + Penalty 552.970405 = -2507.037026 nChanged 3 SP:Iteration 4Q (29.428140 sec): 3 clusters Score: Raw -3063.205539 + Penalty 557.162441 = -2506.043098 nChanged 2 SP:Iteration 5F (29.428540 sec): 3 clusters Score: Raw -3068.026387 + Penalty 562.464121 = -2505.562266 nChanged 2 SP:Iteration 6F (29.428932 sec): 3 clusters Score: Raw -3070.764657 + Penalty 568.857967 = -2501.906690 nChanged 3 SP:Iteration 7F (29.429333 sec): 3 clusters Score: Raw -3074.119995 + Penalty 571.930858 = -2502.189138 nChanged 1 SP:Iteration 8Q (29.429720 sec): 3 clusters Score: Raw -3075.082102 + Penalty 577.550309 = -2497.531793 nChanged 3 SP:Iteration 9F (29.430118 sec): 3 clusters Score: Raw -3081.858442 + Penalty 581.954723 = -2499.903719 nChanged 2 SP:Iteration 10F (29.430514 sec): 3 clusters Score: Raw -3084.747854 + Penalty 586.593517 = -2498.154337 nChanged 1 SP:Iteration 11F (29.430912 sec): 3 clusters Score: Raw -3089.118336 + Penalty 584.435137 = -2504.683199 nChanged 1 SP:Iteration 12Q (29.431291 sec): 3 clusters Score: Raw -3093.001944 + Penalty 584.435137 = -2508.566807 nChanged 0 SP:Iteration 13F (29.431688 sec): 3 clusters Score: Raw -3093.001944 + Penalty 584.435137 = -2508.566807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.432585 sec): 2 clusters Score: Raw -373.854673 + Penalty 170.575467 = -203.279206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.432810 sec): 3 clusters Score: Raw -397.039171 + Penalty 332.291098 = -64.748073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.433663 sec): 2 clusters Score: Raw -255.649909 + Penalty 152.726040 = -102.923869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.433879 sec): 3 clusters Score: Raw -250.405185 + Penalty 303.418371 = 53.013187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.434708 sec): 2 clusters Score: Raw -237.443867 + Penalty 152.197767 = -85.246100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.434929 sec): 3 clusters Score: Raw -246.241993 + Penalty 304.395534 = 58.153541 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 (29.435756 sec): 2 clusters Score: Raw -328.188870 + Penalty 138.829183 = -189.359687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.435977 sec): 3 clusters Score: Raw -330.560915 + Penalty 279.850479 = -50.710436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.436798 sec): 2 clusters Score: Raw -190.674010 + Penalty 128.826092 = -61.847918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.437013 sec): 3 clusters Score: Raw -194.722652 + Penalty 261.291943 = 66.569291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.437835 sec): 2 clusters Score: Raw -166.531837 + Penalty 99.660547 = -66.871290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.438043 sec): 3 clusters Score: Raw -163.075772 + Penalty 176.263927 = 13.188155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.438868 sec): 2 clusters Score: Raw -274.045615 + Penalty 134.135343 = -139.910271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.439090 sec): 3 clusters Score: Raw -280.941888 + Penalty 274.380981 = -6.560908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.439926 sec): 2 clusters Score: Raw -485.637764 + Penalty 179.298087 = -306.339677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.440156 sec): 3 clusters Score: Raw -492.768651 + Penalty 354.553148 = -138.215503 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 (29.440979 sec): 2 clusters Score: Raw -264.129864 + Penalty 147.972724 = -116.157140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.441193 sec): 3 clusters Score: Raw -259.207590 + Penalty 308.612833 = 49.405243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.442018 sec): 2 clusters Score: Raw -227.340558 + Penalty 129.775803 = -97.564755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.442236 sec): 3 clusters Score: Raw -232.666895 + Penalty 259.551606 = 26.884711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.443062 sec): 2 clusters Score: Raw -351.568259 + Penalty 164.400451 = -187.167808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.443297 sec): 3 clusters Score: Raw -352.286077 + Penalty 329.278418 = -23.007659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.444113 sec): 2 clusters Score: Raw -83.347476 + Penalty 52.049895 = -31.297581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.444306 sec): 2 clusters Score: Raw -83.347476 + Penalty 52.049895 = -31.297581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.445121 sec): 2 clusters Score: Raw -124.434984 + Penalty 75.385047 = -49.049937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.445330 sec): 3 clusters Score: Raw -118.713328 + Penalty 154.920300 = 36.206973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 155 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.446154 sec): 2 clusters Score: Raw -207.876511 + Penalty 117.757121 = -90.119390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.446369 sec): 3 clusters Score: Raw -206.496423 + Penalty 228.701931 = 22.205508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.447187 sec): 2 clusters Score: Raw -127.349428 + Penalty 68.019136 = -59.330292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.447381 sec): 2 clusters Score: Raw -127.349428 + Penalty 68.019136 = -59.330292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.448191 sec): 2 clusters Score: Raw -82.230242 + Penalty 54.272698 = -27.957544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.448384 sec): 2 clusters Score: Raw -82.230242 + Penalty 54.272698 = -27.957544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.449187 sec): 2 clusters Score: Raw -39.127911 + Penalty 0.000000 = -39.127911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.449375 sec): 2 clusters Score: Raw -39.127911 + Penalty 0.000000 = -39.127911 nChanged 0 Deleting Class 49 (14 points): Lose 111.480476 but Gain 898.593344 Iteration 119Q (29.527364 sec): 65 clusters Score: Raw -612950.072245 + Penalty 42053.525125 = -570896.547119 nChanged 23 Deleting Class 100 (6 points): Lose 48.519990 but Gain 838.852075 Iteration 120F (30.122147 sec): 64 clusters Score: Raw -612947.750725 + Penalty 41144.723555 = -571803.027169 nChanged 18 Deleting Class 96 (6 points): Lose 64.402355 but Gain 841.763700 Iteration 121Q (30.190879 sec): 63 clusters Score: Raw -612909.919618 + Penalty 40315.683880 = -572594.235737 nChanged 13 Deleting Class 34 (71 points): Lose 292.451786 but Gain 1069.708860 Iteration 122Q (30.261279 sec): 62 clusters Score: Raw -612639.268317 + Penalty 39524.213159 = -573115.055158 nChanged 82 Deleting Class 17 (4 points): Lose 28.834202 but Gain 803.277615 Iteration 123Q (30.331429 sec): 61 clusters Score: Raw -612819.500286 + Penalty 38757.403931 = -574062.096355 nChanged 23 Deleting Class 177 (2 points): Lose 8.924807 but Gain 773.237239 Iteration 124Q (30.400207 sec): 60 clusters Score: Raw -612837.221152 + Penalty 37990.507460 = -574846.713692 nChanged 8 Deleting Class 27 (6 points): Lose 49.013208 but Gain 810.748608 Iteration 125Q (30.468124 sec): 59 clusters Score: Raw -612795.755619 + Penalty 37201.369294 = -575594.386325 nChanged 7 Deleting Class 72 (26 points): Lose 843.233254 but Gain 1604.760316 Iteration 126Q (30.535405 sec): 58 clusters Score: Raw -611966.223092 + Penalty 36458.379123 = -575507.843969 nChanged 27 Deleting Class 73 (6 points): Lose 71.273849 but Gain 972.344641 Iteration 127F (31.061516 sec): 57 clusters Score: Raw -612023.686645 + Penalty 35710.749184 = -576312.937461 nChanged 13 Deleting Class 136 (8 points): Lose 163.561117 but Gain 980.736973 Iteration 128Q (31.128702 sec): 56 clusters Score: Raw -611913.299494 + Penalty 34747.829546 = -577165.469948 nChanged 14 Deleting Class 51 (43 points): Lose 237.588570 but Gain 1007.934969 Iteration 129Q (31.196023 sec): 55 clusters Score: Raw -611729.938736 + Penalty 33893.197612 = -577836.741124 nChanged 48 Deleting Class 32 (44 points): Lose 151.370952 but Gain 911.910844 Iteration 130F (31.692209 sec): 54 clusters Score: Raw -611714.796957 + Penalty 33046.403361 = -578668.393595 nChanged 51 Deleting Class 84 (14 points): Lose 88.524384 but Gain 846.033102 Iteration 131Q (31.759497 sec): 53 clusters Score: Raw -611699.760416 + Penalty 32217.747607 = -579482.012809 nChanged 22 Deleting Class 130 (6 points): Lose 63.841132 but Gain 815.565361 Iteration 132Q (31.826574 sec): 52 clusters Score: Raw -611671.270661 + Penalty 31415.876675 = -580255.393985 nChanged 15 Deleting Class 55 (5 points): Lose 38.959788 but Gain 789.395893 Iteration 133Q (31.892816 sec): 51 clusters Score: Raw -611645.385258 + Penalty 30655.750629 = -580989.634628 nChanged 13 Deleting Class 105 (5 points): Lose 43.814052 but Gain 790.471861 Iteration 134Q (31.957503 sec): 50 clusters Score: Raw -611614.757054 + Penalty 29890.454270 = -581724.302784 nChanged 17 Deleting Class 139 (8 points): Lose 38.019378 but Gain 780.751991 Iteration 135Q (32.021619 sec): 49 clusters Score: Raw -611595.343123 + Penalty 29144.859633 = -582450.483490 nChanged 19 Deleting Class 43 (11 points): Lose 70.899007 but Gain 803.706815 Iteration 136Q (32.086767 sec): 48 clusters Score: Raw -611541.543797 + Penalty 28370.293511 = -583171.250285 nChanged 20 Deleting Class 143 (2 points): Lose 15.609858 but Gain 741.568390 Iteration 137Q (32.151674 sec): 47 clusters Score: Raw -611553.447956 + Penalty 27651.478159 = -583901.969797 nChanged 12 Deleting Class 28 (43 points): Lose 262.676576 but Gain 979.578070 Iteration 138Q (32.215388 sec): 46 clusters Score: Raw -611302.549718 + Penalty 26740.313596 = -584562.236122 nChanged 47 Deleting Class 58 (40 points): Lose 286.863508 but Gain 991.195247 Iteration 139Q (32.279461 sec): 45 clusters Score: Raw -611143.369252 + Penalty 25868.490512 = -585274.878740 nChanged 51 Deleting Class 45 (8 points): Lose 57.901716 but Gain 765.729959 Iteration 140F (32.687041 sec): 44 clusters Score: Raw -611192.414475 + Penalty 25189.130313 = -586003.284162 nChanged 28 Deleting Class 155 (5 points): Lose 25.233016 but Gain 722.553091 Iteration 141Q (32.750335 sec): 43 clusters Score: Raw -611188.782573 + Penalty 24473.074594 = -586715.707979 nChanged 17 Deleting Class 30 (9 points): Lose 35.733136 but Gain 724.855162 Iteration 142Q (32.814015 sec): 42 clusters Score: Raw -611164.840075 + Penalty 23752.372001 = -587412.468074 nChanged 17 Deleting Class 107 (4 points): Lose 30.132830 but Gain 709.944863 Iteration 143Q (32.876827 sec): 41 clusters Score: Raw -611147.950997 + Penalty 23043.330928 = -588104.620070 nChanged 10 Deleting Class 179 (1 points): Lose 16.614171 but Gain 696.264579 Iteration 144Q (32.940160 sec): 40 clusters Score: Raw -611137.665968 + Penalty 22350.609787 = -588787.056180 nChanged 4 Deleting Class 113 (12 points): Lose 36.679368 but Gain 712.561556 Iteration 145Q (33.002163 sec): 39 clusters Score: Raw -611104.617689 + Penalty 21642.249662 = -589462.368027 nChanged 13 Deleting Class 33 (93 points): Lose 318.843610 but Gain 994.684381 Iteration 146Q (33.063873 sec): 38 clusters Score: Raw -610800.294581 + Penalty 20872.383556 = -589927.911025 nChanged 95 Deleting Class 57 (22 points): Lose 68.880615 but Gain 747.722098 Iteration 147Q (33.126321 sec): 37 clusters Score: Raw -610916.560493 + Penalty 20157.925911 = -590758.634582 nChanged 40 Deleting Class 152 (3 points): Lose 8.142000 but Gain 677.637714 Iteration 148Q (33.188468 sec): 36 clusters Score: Raw -610946.848296 + Penalty 19487.770883 = -591459.077413 nChanged 7 Deleting Class 21 (40 points): Lose 188.825437 but Gain 853.587930 Iteration 149Q (33.249229 sec): 35 clusters Score: Raw -610767.926371 + Penalty 18677.876840 = -592090.049530 nChanged 40 Deleting Class 88 (10 points): Lose 66.579555 but Gain 731.573036 Iteration 150F (33.573370 sec): 34 clusters Score: Raw -610799.900521 + Penalty 17954.785709 = -592845.114811 nChanged 21 Deleting Class 53 (16 points): Lose 109.204867 but Gain 770.215259 Iteration 151Q (33.633987 sec): 33 clusters Score: Raw -610715.296111 + Penalty 17188.416024 = -593526.880087 nChanged 19 Deleting Class 23 (12 points): Lose 54.818431 but Gain 701.600571 Iteration 152Q (33.693749 sec): 32 clusters Score: Raw -610689.382519 + Penalty 16491.483148 = -594197.899371 nChanged 18 Deleting Class 2 (38 points): Lose 116.234404 but Gain 750.061128 Iteration 153Q (33.753615 sec): 31 clusters Score: Raw -610591.854486 + Penalty 15746.210177 = -594845.644309 nChanged 44 Deleting Class 108 (7 points): Lose 47.972767 but Gain 680.733701 Iteration 154Q (33.813353 sec): 30 clusters Score: Raw -610599.980549 + Penalty 15070.296909 = -595529.683640 nChanged 20 Deleting Class 101 (8 points): Lose 40.761752 but Gain 659.311821 Iteration 155Q (33.872724 sec): 29 clusters Score: Raw -610575.823268 + Penalty 14411.263832 = -596164.559436 nChanged 16 Deleting Class 54 (8 points): Lose 30.223219 but Gain 640.242604 Iteration 156Q (33.932504 sec): 28 clusters Score: Raw -610561.525517 + Penalty 13770.531084 = -596790.994433 nChanged 15 Deleting Class 164 (3 points): Lose 12.969228 but Gain 611.425390 Iteration 157Q (33.990844 sec): 27 clusters Score: Raw -610562.447222 + Penalty 13161.853094 = -597400.594127 nChanged 9 Deleting Class 42 (125 points): Lose 446.488886 but Gain 1018.805772 Iteration 158Q (34.049077 sec): 26 clusters Score: Raw -610122.500254 + Penalty 12375.641377 = -597746.858878 nChanged 128 Deleting Class 65 (9 points): Lose 45.940735 but Gain 546.929485 Iteration 159Q (34.107039 sec): 25 clusters Score: Raw -610392.930037 + Penalty 11892.655361 = -598500.274676 nChanged 67 Deleting Class 11 (88 points): Lose 195.056586 but Gain 566.736800 Iteration 160F (34.339014 sec): 24 clusters Score: Raw -610257.940101 + Penalty 11352.016359 = -598905.923742 nChanged 117 Deleting Class 29 (157 points): Lose 449.549555 but Gain 777.077083 Iteration 161Q (34.397205 sec): 23 clusters Score: Raw -609945.121484 + Penalty 10625.459938 = -599319.661546 nChanged 187 Deleting Class 14 (64 points): Lose 219.500333 but Gain 557.069530 Iteration 162Q (34.455510 sec): 22 clusters Score: Raw -610045.341251 + Penalty 10117.118928 = -599928.222323 nChanged 108 Deleting Class 50 (15 points): Lose 95.497705 but Gain 418.648168 Iteration 163Q (34.511578 sec): 21 clusters Score: Raw -610070.733754 + Penalty 9681.699705 = -600389.034049 nChanged 44 Deleting Class 24 (101 points): Lose 262.134511 but Gain 509.674828 Iteration 164Q (34.566686 sec): 20 clusters Score: Raw -609853.611994 + Penalty 9196.326289 = -600657.285706 nChanged 124 Deleting Class 12 (137 points): Lose 618.411184 but Gain 802.133469 Iteration 165Q (34.622168 sec): 19 clusters Score: Raw -609418.413801 + Penalty 8486.572410 = -600931.841392 nChanged 171 Iteration 166Q (34.677931 sec): 19 clusters Score: Raw -609761.016917 + Penalty 8483.413818 = -601277.603099 nChanged 45 Iteration 167Q (34.733041 sec): 19 clusters Score: Raw -609791.600988 + Penalty 8485.749384 = -601305.851603 nChanged 27 Iteration 168Q (34.787139 sec): 19 clusters Score: Raw -609813.813503 + Penalty 8483.698241 = -601330.115262 nChanged 24 Iteration 169Q (34.841686 sec): 19 clusters Score: Raw -609831.694653 + Penalty 8484.600212 = -601347.094442 nChanged 16 Iteration 170F (35.023527 sec): 19 clusters Score: Raw -609843.224134 + Penalty 8482.321480 = -601360.902654 nChanged 18 Iteration 171Q (35.079236 sec): 19 clusters Score: Raw -609852.622086 + Penalty 8480.491976 = -601372.130110 nChanged 21 Iteration 172Q (35.134702 sec): 19 clusters Score: Raw -609861.182894 + Penalty 8477.401178 = -601383.781716 nChanged 21 Iteration 173Q (35.190525 sec): 19 clusters Score: Raw -609868.140687 + Penalty 8478.253796 = -601389.886891 nChanged 10 Iteration 174Q (35.246318 sec): 19 clusters Score: Raw -609870.689265 + Penalty 8475.745998 = -601394.943266 nChanged 6 Iteration 175Q (35.300885 sec): 19 clusters Score: Raw -609874.760563 + Penalty 8472.408246 = -601402.352317 nChanged 8 Iteration 176Q (35.356655 sec): 19 clusters Score: Raw -609881.082012 + Penalty 8468.144259 = -601412.937753 nChanged 7 Iteration 177Q (35.411105 sec): 19 clusters Score: Raw -609886.321972 + Penalty 8465.242488 = -601421.079483 nChanged 6 Iteration 178Q (35.466998 sec): 19 clusters Score: Raw -609888.038666 + Penalty 8461.677677 = -601426.360988 nChanged 5 Iteration 179Q (35.521559 sec): 19 clusters Score: Raw -609889.527825 + Penalty 8455.693722 = -601433.834103 nChanged 6 Iteration 180F (35.703614 sec): 19 clusters Score: Raw -609890.818276 + Penalty 8454.039862 = -601436.778414 nChanged 4 Iteration 181Q (35.765774 sec): 19 clusters Score: Raw -609891.140195 + Penalty 8454.039862 = -601437.100333 nChanged 0 Iteration 182F (35.949149 sec): 19 clusters Score: Raw -609891.140195 + Penalty 8454.039862 = -601437.100333 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 -609891.140195 + Penalty 8454.039862 = -601437.100333Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.995848 sec): 2 clusters Score: Raw -86698.661783 + Penalty 136.360613 = -86562.301170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.000520 sec): 3 clusters Score: Raw -85100.973787 + Penalty 271.032892 = -84829.940895 nChanged 1135 SP:Iteration 1F (36.004960 sec): 3 clusters Score: Raw -85850.184379 + Penalty 271.517814 = -85578.666566 nChanged 235 SP:Iteration 2F (36.009394 sec): 3 clusters Score: Raw -85978.193000 + Penalty 273.138628 = -85705.054372 nChanged 152 SP:Iteration 3F (36.013819 sec): 3 clusters Score: Raw -86120.938937 + Penalty 275.244923 = -85845.694014 nChanged 147 SP:Iteration 4F (36.018274 sec): 3 clusters Score: Raw -86217.782733 + Penalty 277.440761 = -85940.341972 nChanged 105 SP:Iteration 5Q (36.022650 sec): 3 clusters Score: Raw -86258.720579 + Penalty 279.044880 = -85979.675699 nChanged 74 SP:Iteration 6Q (36.027032 sec): 3 clusters Score: Raw -86281.269485 + Penalty 280.539509 = -86000.729976 nChanged 53 SP:Iteration 7Q (36.031453 sec): 3 clusters Score: Raw -86294.972589 + Penalty 281.833762 = -86013.138827 nChanged 50 SP:Iteration 8Q (36.035752 sec): 3 clusters Score: Raw -86307.552851 + Penalty 283.553353 = -86023.999498 nChanged 45 SP:Iteration 9Q (36.040037 sec): 3 clusters Score: Raw -86319.081253 + Penalty 284.836966 = -86034.244288 nChanged 35 SP:Iteration 10F (36.044580 sec): 3 clusters Score: Raw -86327.187655 + Penalty 286.098024 = -86041.089631 nChanged 28 SP:Iteration 11Q (36.048980 sec): 3 clusters Score: Raw -86333.207273 + Penalty 288.033752 = -86045.173521 nChanged 36 SP:Iteration 12Q (36.053410 sec): 3 clusters Score: Raw -86342.231747 + Penalty 290.350708 = -86051.881039 nChanged 41 SP:Iteration 13Q (36.057795 sec): 3 clusters Score: Raw -86353.071653 + Penalty 293.116243 = -86059.955410 nChanged 44 SP:Iteration 14Q (36.062019 sec): 3 clusters Score: Raw -86368.391322 + Penalty 296.727940 = -86071.663382 nChanged 58 SP:Iteration 15Q (36.066211 sec): 3 clusters Score: Raw -86391.684313 + Penalty 300.580520 = -86091.103793 nChanged 67 SP:Iteration 16Q (36.070365 sec): 3 clusters Score: Raw -86422.099169 + Penalty 306.496671 = -86115.602499 nChanged 63 SP:Iteration 17Q (36.074485 sec): 3 clusters Score: Raw -86449.507138 + Penalty 314.635333 = -86134.871805 nChanged 69 SP:Iteration 18Q (36.078580 sec): 3 clusters Score: Raw -86484.832285 + Penalty 325.573023 = -86159.259261 nChanged 68 SP:Iteration 19Q (36.082710 sec): 3 clusters Score: Raw -86520.912880 + Penalty 337.567234 = -86183.345646 nChanged 58 SP:Iteration 20F (36.087167 sec): 3 clusters Score: Raw -86554.576750 + Penalty 347.999218 = -86206.577532 nChanged 60 SP:Iteration 21Q (36.091160 sec): 3 clusters Score: Raw -86595.832180 + Penalty 365.806326 = -86230.025854 nChanged 63 SP:Iteration 22Q (36.095109 sec): 3 clusters Score: Raw -86643.687811 + Penalty 380.327110 = -86263.360701 nChanged 46 SP:Iteration 23Q (36.099031 sec): 3 clusters Score: Raw -86679.711436 + Penalty 386.257662 = -86293.453774 nChanged 29 SP:Iteration 24Q (36.102845 sec): 3 clusters Score: Raw -86697.972770 + Penalty 397.477839 = -86300.494931 nChanged 23 SP:Iteration 25Q (36.106580 sec): 3 clusters Score: Raw -86709.441345 + Penalty 410.412552 = -86299.028793 nChanged 12 SP:Iteration 26F (36.110975 sec): 3 clusters Score: Raw -86716.948003 + Penalty 428.912516 = -86288.035487 nChanged 10 SP:Iteration 27F (36.115378 sec): 3 clusters Score: Raw -86724.377966 + Penalty 436.760630 = -86287.617336 nChanged 10 SP:Iteration 28F (36.119778 sec): 3 clusters Score: Raw -86729.089317 + Penalty 442.161170 = -86286.928147 nChanged 4 SP:Iteration 29F (36.124173 sec): 3 clusters Score: Raw -86730.636618 + Penalty 442.896746 = -86287.739873 nChanged 2 SP:Iteration 30F (36.128611 sec): 3 clusters Score: Raw -86733.176877 + Penalty 442.896746 = -86290.280132 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 3 (3382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.143590 sec): 2 clusters Score: Raw -115675.909238 + Penalty 162.459848 = -115513.449389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.149971 sec): 3 clusters Score: Raw -113438.878558 + Penalty 325.034130 = -113113.844428 nChanged 1549 SP:Iteration 1F (36.156391 sec): 3 clusters Score: Raw -114241.670393 + Penalty 325.272474 = -113916.397919 nChanged 458 SP:Iteration 2F (36.162487 sec): 3 clusters Score: Raw -114395.857069 + Penalty 324.945471 = -114070.911598 nChanged 237 SP:Iteration 3F (36.168559 sec): 3 clusters Score: Raw -114501.795409 + Penalty 325.204528 = -114176.590881 nChanged 215 SP:Iteration 4F (36.174620 sec): 3 clusters Score: Raw -114604.195075 + Penalty 326.742755 = -114277.452320 nChanged 214 SP:Iteration 5F (36.180718 sec): 3 clusters Score: Raw -114702.959829 + Penalty 329.974269 = -114372.985561 nChanged 202 SP:Iteration 6F (36.186761 sec): 3 clusters Score: Raw -114807.798102 + Penalty 334.262999 = -114473.535102 nChanged 186 SP:Iteration 7F (36.192791 sec): 3 clusters Score: Raw -114921.380252 + Penalty 338.475485 = -114582.904767 nChanged 162 SP:Iteration 8Q (36.198852 sec): 3 clusters Score: Raw -115050.576428 + Penalty 342.335234 = -114708.241194 nChanged 144 SP:Iteration 9Q (36.204849 sec): 3 clusters Score: Raw -115225.277471 + Penalty 344.268850 = -114881.008621 nChanged 104 SP:Iteration 10F (36.210868 sec): 3 clusters Score: Raw -115304.525748 + Penalty 344.893791 = -114959.631957 nChanged 75 SP:Iteration 11Q (36.216802 sec): 3 clusters Score: Raw -115340.075535 + Penalty 346.201078 = -114993.874457 nChanged 54 SP:Iteration 12Q (36.222533 sec): 3 clusters Score: Raw -115366.474763 + Penalty 349.622967 = -115016.851796 nChanged 58 SP:Iteration 13Q (36.228174 sec): 3 clusters Score: Raw -115396.439447 + Penalty 355.307277 = -115041.132170 nChanged 61 SP:Iteration 14Q (36.233790 sec): 3 clusters Score: Raw -115427.592256 + Penalty 361.636741 = -115065.955514 nChanged 65 SP:Iteration 15Q (36.239383 sec): 3 clusters Score: Raw -115459.385407 + Penalty 369.775566 = -115089.609841 nChanged 74 SP:Iteration 16Q (36.245198 sec): 3 clusters Score: Raw -115493.321198 + Penalty 379.432471 = -115113.888727 nChanged 70 SP:Iteration 17Q (36.251281 sec): 3 clusters Score: Raw -115528.981953 + Penalty 389.124851 = -115139.857102 nChanged 79 SP:Iteration 18Q (36.257376 sec): 3 clusters Score: Raw -115578.079181 + Penalty 402.805889 = -115175.273293 nChanged 72 SP:Iteration 19Q (36.262898 sec): 3 clusters Score: Raw -115618.539395 + Penalty 412.283576 = -115206.255819 nChanged 44 SP:Iteration 20F (36.269008 sec): 3 clusters Score: Raw -115638.156331 + Penalty 419.570878 = -115218.585453 nChanged 39 SP:Iteration 21Q (36.274384 sec): 3 clusters Score: Raw -115654.406111 + Penalty 428.727694 = -115225.678417 nChanged 40 SP:Iteration 22Q (36.279748 sec): 3 clusters Score: Raw -115670.341036 + Penalty 433.393455 = -115236.947581 nChanged 37 SP:Iteration 23Q (36.285006 sec): 3 clusters Score: Raw -115688.702762 + Penalty 441.678917 = -115247.023844 nChanged 41 SP:Iteration 24Q (36.290204 sec): 3 clusters Score: Raw -115710.393150 + Penalty 449.293991 = -115261.099160 nChanged 34 SP:Iteration 25Q (36.295318 sec): 3 clusters Score: Raw -115726.030212 + Penalty 462.438555 = -115263.591657 nChanged 23 SP:Iteration 26Q (36.300376 sec): 3 clusters Score: Raw -115737.543864 + Penalty 469.801267 = -115267.742597 nChanged 19 SP:Iteration 27Q (36.305390 sec): 3 clusters Score: Raw -115744.152932 + Penalty 477.953785 = -115266.199146 nChanged 9 SP:Iteration 28F (36.311389 sec): 3 clusters Score: Raw -115747.516704 + Penalty 483.103136 = -115264.413568 nChanged 7 SP:Iteration 29F (36.317390 sec): 3 clusters Score: Raw -115749.673375 + Penalty 488.629070 = -115261.044304 nChanged 5 SP:Iteration 30F (36.323386 sec): 3 clusters Score: Raw -115750.819217 + Penalty 491.832896 = -115258.986320 nChanged 3 SP:Iteration 31F (36.329380 sec): 3 clusters Score: Raw -115751.023976 + Penalty 491.832896 = -115259.191080 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.336717 sec): 2 clusters Score: Raw -62579.022538 + Penalty 240.531488 = -62338.491051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.339877 sec): 3 clusters Score: Raw -61555.678510 + Penalty 480.549471 = -61075.129040 nChanged 720 SP:Iteration 1F (36.342997 sec): 3 clusters Score: Raw -61913.619216 + Penalty 481.170514 = -61432.448703 nChanged 187 SP:Iteration 2F (36.346105 sec): 3 clusters Score: Raw -62035.734710 + Penalty 484.108105 = -61551.626605 nChanged 172 SP:Iteration 3F (36.349222 sec): 3 clusters Score: Raw -62191.344754 + Penalty 486.080019 = -61705.264736 nChanged 135 SP:Iteration 4F (36.352359 sec): 3 clusters Score: Raw -62304.195763 + Penalty 487.580673 = -61816.615090 nChanged 94 SP:Iteration 5F (36.355503 sec): 3 clusters Score: Raw -62372.523192 + Penalty 488.248551 = -61884.274642 nChanged 74 SP:Iteration 6Q (36.358849 sec): 3 clusters Score: Raw -62414.129823 + Penalty 488.450480 = -61925.679343 nChanged 52 SP:Iteration 7Q (36.361956 sec): 3 clusters Score: Raw -62443.519880 + Penalty 491.450632 = -61952.069248 nChanged 32 SP:Iteration 8Q (36.364963 sec): 3 clusters Score: Raw -62460.140160 + Penalty 492.964407 = -61967.175752 nChanged 27 SP:Iteration 9Q (36.367953 sec): 3 clusters Score: Raw -62477.369802 + Penalty 494.427677 = -61982.942125 nChanged 27 SP:Iteration 10F (36.371199 sec): 3 clusters Score: Raw -62496.733117 + Penalty 496.936113 = -61999.797004 nChanged 29 SP:Iteration 11Q (36.374133 sec): 3 clusters Score: Raw -62515.985185 + Penalty 497.676664 = -62018.308521 nChanged 26 SP:Iteration 12Q (36.377034 sec): 3 clusters Score: Raw -62531.820979 + Penalty 499.706384 = -62032.114595 nChanged 24 SP:Iteration 13Q (36.379941 sec): 3 clusters Score: Raw -62546.661147 + Penalty 503.067893 = -62043.593254 nChanged 29 SP:Iteration 14Q (36.382875 sec): 3 clusters Score: Raw -62564.060268 + Penalty 506.229159 = -62057.831108 nChanged 22 SP:Iteration 15Q (36.385711 sec): 3 clusters Score: Raw -62572.471451 + Penalty 509.582852 = -62062.888599 nChanged 19 SP:Iteration 16Q (36.388514 sec): 3 clusters Score: Raw -62580.192332 + Penalty 512.574833 = -62067.617499 nChanged 14 SP:Iteration 17Q (36.391302 sec): 3 clusters Score: Raw -62587.035693 + Penalty 513.326413 = -62073.709280 nChanged 10 SP:Iteration 18Q (36.394069 sec): 3 clusters Score: Raw -62593.101865 + Penalty 515.387212 = -62077.714652 nChanged 16 SP:Iteration 19Q (36.396831 sec): 3 clusters Score: Raw -62600.373376 + Penalty 517.769808 = -62082.603568 nChanged 13 SP:Iteration 20F (36.399942 sec): 3 clusters Score: Raw -62603.783115 + Penalty 518.786908 = -62084.996207 nChanged 10 SP:Iteration 21Q (36.402677 sec): 3 clusters Score: Raw -62606.295752 + Penalty 519.430620 = -62086.865132 nChanged 9 SP:Iteration 22Q (36.405403 sec): 3 clusters Score: Raw -62609.284603 + Penalty 519.658027 = -62089.626576 nChanged 11 SP:Iteration 23Q (36.408110 sec): 3 clusters Score: Raw -62613.879231 + Penalty 520.816155 = -62093.063076 nChanged 9 SP:Iteration 24Q (36.410805 sec): 3 clusters Score: Raw -62617.471619 + Penalty 521.949974 = -62095.521645 nChanged 6 SP:Iteration 25Q (36.413481 sec): 3 clusters Score: Raw -62618.948814 + Penalty 523.631353 = -62095.317461 nChanged 7 SP:Iteration 26F (36.416558 sec): 3 clusters Score: Raw -62621.217847 + Penalty 526.429642 = -62094.788205 nChanged 7 SP:Iteration 27F (36.419635 sec): 3 clusters Score: Raw -62624.285865 + Penalty 525.807973 = -62098.477892 nChanged 7 SP:Iteration 28Q (36.422292 sec): 3 clusters Score: Raw -62626.866737 + Penalty 524.972476 = -62101.894261 nChanged 5 SP:Iteration 29Q (36.424944 sec): 3 clusters Score: Raw -62628.782629 + Penalty 522.759863 = -62106.022766 nChanged 6 SP:Iteration 30F (36.428127 sec): 3 clusters Score: Raw -62631.143055 + Penalty 523.969418 = -62107.173637 nChanged 4 SP:Iteration 31Q (36.430805 sec): 3 clusters Score: Raw -62632.905329 + Penalty 524.549572 = -62108.355757 nChanged 5 SP:Iteration 32Q (36.433432 sec): 3 clusters Score: Raw -62634.358961 + Penalty 525.522539 = -62108.836422 nChanged 4 SP:Iteration 33Q (36.436056 sec): 3 clusters Score: Raw -62635.530843 + Penalty 528.020901 = -62107.509942 nChanged 6 SP:Iteration 34F (36.439132 sec): 3 clusters Score: Raw -62638.699524 + Penalty 529.800622 = -62108.898902 nChanged 6 SP:Iteration 35Q (36.441738 sec): 3 clusters Score: Raw -62641.131831 + Penalty 531.282334 = -62109.849498 nChanged 2 SP:Iteration 36Q (36.444338 sec): 3 clusters Score: Raw -62641.463927 + Penalty 531.781657 = -62109.682270 nChanged 1 SP:Iteration 37F (36.447414 sec): 3 clusters Score: Raw -62641.546032 + Penalty 531.781657 = -62109.764375 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.453353 sec): 2 clusters Score: Raw -36308.233028 + Penalty 139.122932 = -36169.110096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.455391 sec): 3 clusters Score: Raw -35652.794540 + Penalty 277.777916 = -35375.016624 nChanged 452 SP:Iteration 1F (36.457400 sec): 3 clusters Score: Raw -35975.253870 + Penalty 287.962442 = -35687.291428 nChanged 132 SP:Iteration 2F (36.459531 sec): 3 clusters Score: Raw -36054.157078 + Penalty 299.857114 = -35754.299964 nChanged 75 SP:Iteration 3F (36.461654 sec): 3 clusters Score: Raw -36104.814655 + Penalty 312.763573 = -35792.051082 nChanged 57 SP:Iteration 4F (36.463612 sec): 3 clusters Score: Raw -36148.741180 + Penalty 322.945064 = -35825.796115 nChanged 47 SP:Iteration 5Q (36.465585 sec): 3 clusters Score: Raw -36190.397975 + Penalty 330.262120 = -35860.135855 nChanged 33 SP:Iteration 6Q (36.467561 sec): 3 clusters Score: Raw -36226.556341 + Penalty 338.679144 = -35887.877197 nChanged 33 SP:Iteration 7Q (36.469533 sec): 3 clusters Score: Raw -36265.402017 + Penalty 342.630741 = -35922.771276 nChanged 23 SP:Iteration 8Q (36.471378 sec): 3 clusters Score: Raw -36294.287969 + Penalty 348.464598 = -35945.823371 nChanged 12 SP:Iteration 9Q (36.473119 sec): 3 clusters Score: Raw -36303.158100 + Penalty 353.201873 = -35949.956227 nChanged 4 SP:Iteration 10F (36.475082 sec): 3 clusters Score: Raw -36303.997313 + Penalty 355.226517 = -35948.770795 nChanged 3 SP:Iteration 11F (36.477044 sec): 3 clusters Score: Raw -36304.498579 + Penalty 359.540840 = -35944.957739 nChanged 3 SP:Iteration 12F (36.479008 sec): 3 clusters Score: Raw -36305.081133 + Penalty 360.618934 = -35944.462200 nChanged 3 SP:Iteration 13F (36.481001 sec): 3 clusters Score: Raw -36305.786938 + Penalty 359.837636 = -35945.949303 nChanged 6 SP:Iteration 14Q (36.482694 sec): 3 clusters Score: Raw -36307.477996 + Penalty 361.510474 = -35945.967522 nChanged 3 SP:Iteration 15Q (36.484384 sec): 3 clusters Score: Raw -36308.100171 + Penalty 361.586583 = -35946.513588 nChanged 1 SP:Iteration 16Q (36.486072 sec): 3 clusters Score: Raw -36308.291810 + Penalty 361.586583 = -35946.705226 nChanged 0 SP:Iteration 17F (36.488037 sec): 3 clusters Score: Raw -36308.291810 + Penalty 361.586583 = -35946.705226 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.496356 sec): 2 clusters Score: Raw -73607.409013 + Penalty 216.156957 = -73391.252057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.500264 sec): 3 clusters Score: Raw -72337.826730 + Penalty 445.895268 = -71891.931463 nChanged 922 SP:Iteration 1F (36.504097 sec): 3 clusters Score: Raw -73048.765487 + Penalty 468.760241 = -72580.005246 nChanged 287 SP:Iteration 2F (36.507920 sec): 3 clusters Score: Raw -73233.635202 + Penalty 487.776559 = -72745.858642 nChanged 143 SP:Iteration 3F (36.511731 sec): 3 clusters Score: Raw -73329.523963 + Penalty 508.992441 = -72820.531522 nChanged 99 SP:Iteration 4Q (36.515546 sec): 3 clusters Score: Raw -73415.849280 + Penalty 528.122028 = -72887.727252 nChanged 80 SP:Iteration 5Q (36.519365 sec): 3 clusters Score: Raw -73519.661048 + Penalty 540.138973 = -72979.522076 nChanged 53 SP:Iteration 6Q (36.523165 sec): 3 clusters Score: Raw -73579.626069 + Penalty 545.199623 = -73034.426446 nChanged 37 SP:Iteration 7Q (36.526700 sec): 3 clusters Score: Raw -73608.761783 + Penalty 542.420298 = -73066.341486 nChanged 22 SP:Iteration 8Q (36.530073 sec): 3 clusters Score: Raw -73621.171429 + Penalty 545.356192 = -73075.815237 nChanged 19 SP:Iteration 9Q (36.533435 sec): 3 clusters Score: Raw -73630.606748 + Penalty 545.973736 = -73084.633012 nChanged 14 SP:Iteration 10F (36.537352 sec): 3 clusters Score: Raw -73635.384085 + Penalty 547.376247 = -73088.007837 nChanged 7 SP:Iteration 11Q (36.540622 sec): 3 clusters Score: Raw -73637.406926 + Penalty 548.576498 = -73088.830429 nChanged 10 SP:Iteration 12Q (36.543878 sec): 3 clusters Score: Raw -73640.303447 + Penalty 548.486567 = -73091.816880 nChanged 7 SP:Iteration 13Q (36.547231 sec): 3 clusters Score: Raw -73643.586226 + Penalty 550.694077 = -73092.892149 nChanged 4 SP:Iteration 14Q (36.550461 sec): 3 clusters Score: Raw -73644.617956 + Penalty 549.057343 = -73095.560613 nChanged 4 SP:Iteration 15Q (36.553686 sec): 3 clusters Score: Raw -73645.481478 + Penalty 548.540884 = -73096.940594 nChanged 4 SP:Iteration 16Q (36.556950 sec): 3 clusters Score: Raw -73647.871487 + Penalty 544.708493 = -73103.162993 nChanged 5 SP:Iteration 17Q (36.560245 sec): 3 clusters Score: Raw -73649.660686 + Penalty 545.241421 = -73104.419265 nChanged 5 SP:Iteration 18Q (36.563731 sec): 3 clusters Score: Raw -73651.978221 + Penalty 542.864883 = -73109.113338 nChanged 4 SP:Iteration 19Q (36.566942 sec): 3 clusters Score: Raw -73653.304869 + Penalty 542.864883 = -73110.439986 nChanged 0 SP:Iteration 20F (36.570748 sec): 3 clusters Score: Raw -73653.304869 + Penalty 542.864883 = -73110.439986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 7 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.574172 sec): 2 clusters Score: Raw -16482.074159 + Penalty 92.231845 = -16389.842314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.575221 sec): 3 clusters Score: Raw -16189.280390 + Penalty 175.904275 = -16013.376115 nChanged 204 SP:Iteration 1F (36.576254 sec): 3 clusters Score: Raw -16320.169455 + Penalty 172.214639 = -16147.954815 nChanged 44 SP:Iteration 2F (36.577282 sec): 3 clusters Score: Raw -16343.518837 + Penalty 172.393820 = -16171.125017 nChanged 20 SP:Iteration 3Q (36.578332 sec): 3 clusters Score: Raw -16356.182876 + Penalty 172.986254 = -16183.196622 nChanged 20 SP:Iteration 4Q (36.579346 sec): 3 clusters Score: Raw -16370.366388 + Penalty 172.519539 = -16197.846849 nChanged 23 SP:Iteration 5Q (36.580371 sec): 3 clusters Score: Raw -16383.459061 + Penalty 168.452124 = -16215.006938 nChanged 19 SP:Iteration 6Q (36.581390 sec): 3 clusters Score: Raw -16398.877024 + Penalty 167.514022 = -16231.363002 nChanged 14 SP:Iteration 7Q (36.582393 sec): 3 clusters Score: Raw -16418.927911 + Penalty 166.024793 = -16252.903119 nChanged 15 SP:Iteration 8Q (36.583369 sec): 3 clusters Score: Raw -16430.606526 + Penalty 167.672373 = -16262.934153 nChanged 10 SP:Iteration 9Q (36.584324 sec): 3 clusters Score: Raw -16437.813846 + Penalty 170.010794 = -16267.803053 nChanged 9 SP:Iteration 10F (36.585369 sec): 3 clusters Score: Raw -16442.442561 + Penalty 171.972992 = -16270.469569 nChanged 7 SP:Iteration 11Q (36.586310 sec): 3 clusters Score: Raw -16448.756908 + Penalty 176.231191 = -16272.525717 nChanged 11 SP:Iteration 12Q (36.587241 sec): 3 clusters Score: Raw -16457.694712 + Penalty 182.195840 = -16275.498872 nChanged 11 SP:Iteration 13Q (36.588158 sec): 3 clusters Score: Raw -16464.873531 + Penalty 185.063489 = -16279.810042 nChanged 5 SP:Iteration 14Q (36.589061 sec): 3 clusters Score: Raw -16466.352896 + Penalty 186.090895 = -16280.262001 nChanged 1 SP:Iteration 15Q (36.589956 sec): 3 clusters Score: Raw -16466.405201 + Penalty 187.163989 = -16279.241212 nChanged 1 SP:Iteration 16F (36.590980 sec): 3 clusters Score: Raw -16466.525021 + Penalty 189.458030 = -16277.066992 nChanged 2 SP:Iteration 17F (36.592006 sec): 3 clusters Score: Raw -16467.020242 + Penalty 191.884991 = -16275.135251 nChanged 3 SP:Iteration 18F (36.593032 sec): 3 clusters Score: Raw -16467.822211 + Penalty 198.748328 = -16269.073884 nChanged 6 SP:Iteration 19F (36.594061 sec): 3 clusters Score: Raw -16471.607333 + Penalty 209.523201 = -16262.084133 nChanged 8 SP:Iteration 20F (36.595088 sec): 3 clusters Score: Raw -16478.722572 + Penalty 232.078474 = -16246.644098 nChanged 8 SP:Iteration 21F (36.596117 sec): 3 clusters Score: Raw -16486.212592 + Penalty 240.932791 = -16245.279801 nChanged 4 SP:Iteration 22F (36.597143 sec): 3 clusters Score: Raw -16490.681303 + Penalty 246.071199 = -16244.610104 nChanged 2 SP:Iteration 23F (36.598167 sec): 3 clusters Score: Raw -16492.153090 + Penalty 246.071199 = -16246.081891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.600414 sec): 2 clusters Score: Raw -10418.230461 + Penalty 340.301824 = -10077.928637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.601179 sec): 3 clusters Score: Raw -10284.476686 + Penalty 692.346877 = -9592.129809 nChanged 97 SP:Iteration 1F (36.601930 sec): 3 clusters Score: Raw -10391.618503 + Penalty 701.488519 = -9690.129984 nChanged 31 SP:Iteration 2F (36.602681 sec): 3 clusters Score: Raw -10438.452682 + Penalty 709.800227 = -9728.652454 nChanged 20 SP:Iteration 3F (36.603431 sec): 3 clusters Score: Raw -10461.446388 + Penalty 715.360739 = -9746.085649 nChanged 20 SP:Iteration 4F (36.604179 sec): 3 clusters Score: Raw -10480.373477 + Penalty 717.580496 = -9762.792981 nChanged 6 SP:Iteration 5Q (36.604915 sec): 3 clusters Score: Raw -10485.874936 + Penalty 722.634266 = -9763.240670 nChanged 5 SP:Iteration 6Q (36.605650 sec): 3 clusters Score: Raw -10488.781554 + Penalty 726.526163 = -9762.255391 nChanged 1 SP:Iteration 7F (36.606402 sec): 3 clusters Score: Raw -10489.949185 + Penalty 730.019921 = -9759.929264 nChanged 1 SP:Iteration 8F (36.607150 sec): 3 clusters Score: Raw -10490.568126 + Penalty 730.019921 = -9760.548206 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 9 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.611595 sec): 2 clusters Score: Raw -42973.311085 + Penalty 123.331693 = -42849.979392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.614049 sec): 3 clusters Score: Raw -42177.913660 + Penalty 250.994397 = -41926.919263 nChanged 562 SP:Iteration 1F (36.616443 sec): 3 clusters Score: Raw -42694.365984 + Penalty 260.813969 = -42433.552015 nChanged 132 SP:Iteration 2F (36.618824 sec): 3 clusters Score: Raw -42763.289529 + Penalty 268.988385 = -42494.301144 nChanged 85 SP:Iteration 3F (36.621199 sec): 3 clusters Score: Raw -42816.576268 + Penalty 277.428161 = -42539.148107 nChanged 64 SP:Iteration 4F (36.623571 sec): 3 clusters Score: Raw -42872.674358 + Penalty 285.037872 = -42587.636486 nChanged 47 SP:Iteration 5Q (36.625929 sec): 3 clusters Score: Raw -42910.731316 + Penalty 289.076981 = -42621.654335 nChanged 30 SP:Iteration 6Q (36.628280 sec): 3 clusters Score: Raw -42927.943521 + Penalty 291.222427 = -42636.721094 nChanged 21 SP:Iteration 7Q (36.630581 sec): 3 clusters Score: Raw -42935.587521 + Penalty 294.801251 = -42640.786270 nChanged 15 SP:Iteration 8Q (36.632870 sec): 3 clusters Score: Raw -42939.202454 + Penalty 296.281169 = -42642.921286 nChanged 11 SP:Iteration 9Q (36.635129 sec): 3 clusters Score: Raw -42941.868848 + Penalty 299.960713 = -42641.908135 nChanged 14 SP:Iteration 10F (36.637504 sec): 3 clusters Score: Raw -42947.175940 + Penalty 303.851557 = -42643.324383 nChanged 16 SP:Iteration 11Q (36.639743 sec): 3 clusters Score: Raw -42952.166448 + Penalty 305.792769 = -42646.373679 nChanged 12 SP:Iteration 12Q (36.641957 sec): 3 clusters Score: Raw -42955.676707 + Penalty 310.731277 = -42644.945430 nChanged 15 SP:Iteration 13F (36.644325 sec): 3 clusters Score: Raw -42959.566941 + Penalty 313.802060 = -42645.764882 nChanged 11 SP:Iteration 14Q (36.646510 sec): 3 clusters Score: Raw -42963.671923 + Penalty 315.824278 = -42647.847644 nChanged 14 SP:Iteration 15Q (36.648677 sec): 3 clusters Score: Raw -42968.247722 + Penalty 318.972025 = -42649.275698 nChanged 13 SP:Iteration 16Q (36.650841 sec): 3 clusters Score: Raw -42972.212627 + Penalty 325.054881 = -42647.157746 nChanged 14 SP:Iteration 17F (36.653208 sec): 3 clusters Score: Raw -42979.062952 + Penalty 331.702800 = -42647.360152 nChanged 14 SP:Iteration 18Q (36.655336 sec): 3 clusters Score: Raw -42984.648367 + Penalty 336.657046 = -42647.991321 nChanged 14 SP:Iteration 19Q (36.657456 sec): 3 clusters Score: Raw -42990.288945 + Penalty 343.267853 = -42647.021093 nChanged 15 SP:Iteration 20F (36.659921 sec): 3 clusters Score: Raw -43002.893839 + Penalty 345.838800 = -42657.055039 nChanged 12 SP:Iteration 21Q (36.662050 sec): 3 clusters Score: Raw -43009.718102 + Penalty 350.031019 = -42659.687083 nChanged 9 SP:Iteration 22Q (36.664325 sec): 3 clusters Score: Raw -43014.351692 + Penalty 350.271320 = -42664.080372 nChanged 6 SP:Iteration 23Q (36.666542 sec): 3 clusters Score: Raw -43016.632597 + Penalty 352.495502 = -42664.137095 nChanged 5 SP:Iteration 24Q (36.668665 sec): 3 clusters Score: Raw -43017.540631 + Penalty 352.250647 = -42665.289984 nChanged 2 SP:Iteration 25Q (36.670698 sec): 3 clusters Score: Raw -43017.937969 + Penalty 351.701018 = -42666.236951 nChanged 1 SP:Iteration 26Q (36.672728 sec): 3 clusters Score: Raw -43018.063101 + Penalty 350.837688 = -42667.225412 nChanged 1 SP:Iteration 27Q (36.674755 sec): 3 clusters Score: Raw -43018.121809 + Penalty 352.099654 = -42666.022155 nChanged 1 SP:Iteration 28F (36.677141 sec): 3 clusters Score: Raw -43018.171629 + Penalty 352.099654 = -42666.071975 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.682220 sec): 2 clusters Score: Raw -49396.784831 + Penalty 195.797343 = -49200.987489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.684922 sec): 3 clusters Score: Raw -48548.750283 + Penalty 381.449194 = -48167.301089 nChanged 609 SP:Iteration 1F (36.687622 sec): 3 clusters Score: Raw -48975.984801 + Penalty 377.096210 = -48598.888591 nChanged 153 SP:Iteration 2F (36.690384 sec): 3 clusters Score: Raw -49128.302114 + Penalty 375.996413 = -48752.305701 nChanged 86 SP:Iteration 3F (36.693065 sec): 3 clusters Score: Raw -49200.653283 + Penalty 378.637223 = -48822.016060 nChanged 63 SP:Iteration 4Q (36.695630 sec): 3 clusters Score: Raw -49253.949094 + Penalty 379.622868 = -48874.326226 nChanged 42 SP:Iteration 5Q (36.698150 sec): 3 clusters Score: Raw -49288.552683 + Penalty 379.833004 = -48908.719679 nChanged 35 SP:Iteration 6Q (36.700653 sec): 3 clusters Score: Raw -49305.132905 + Penalty 381.540534 = -48923.592371 nChanged 29 SP:Iteration 7Q (36.703146 sec): 3 clusters Score: Raw -49320.640002 + Penalty 383.265415 = -48937.374588 nChanged 29 SP:Iteration 8Q (36.705635 sec): 3 clusters Score: Raw -49349.559680 + Penalty 385.676543 = -48963.883137 nChanged 41 SP:Iteration 9Q (36.708124 sec): 3 clusters Score: Raw -49380.098665 + Penalty 388.288792 = -48991.809873 nChanged 41 SP:Iteration 10F (36.710775 sec): 3 clusters Score: Raw -49407.357977 + Penalty 390.511730 = -49016.846247 nChanged 36 SP:Iteration 11Q (36.713285 sec): 3 clusters Score: Raw -49430.057425 + Penalty 392.194207 = -49037.863219 nChanged 29 SP:Iteration 12Q (36.715781 sec): 3 clusters Score: Raw -49446.607118 + Penalty 393.531360 = -49053.075757 nChanged 24 SP:Iteration 13Q (36.718255 sec): 3 clusters Score: Raw -49458.745539 + Penalty 394.940457 = -49063.805082 nChanged 22 SP:Iteration 14Q (36.720709 sec): 3 clusters Score: Raw -49470.367477 + Penalty 396.350021 = -49074.017456 nChanged 21 SP:Iteration 15Q (36.723141 sec): 3 clusters Score: Raw -49479.807585 + Penalty 397.263591 = -49082.543994 nChanged 15 SP:Iteration 16Q (36.725560 sec): 3 clusters Score: Raw -49486.023389 + Penalty 397.601627 = -49088.421762 nChanged 13 SP:Iteration 17Q (36.727975 sec): 3 clusters Score: Raw -49492.339453 + Penalty 398.279422 = -49094.060031 nChanged 11 SP:Iteration 18Q (36.730369 sec): 3 clusters Score: Raw -49498.407066 + Penalty 398.787061 = -49099.620005 nChanged 12 SP:Iteration 19Q (36.732752 sec): 3 clusters Score: Raw -49508.845306 + Penalty 400.090337 = -49108.754968 nChanged 16 SP:Iteration 20F (36.735480 sec): 3 clusters Score: Raw -49531.259989 + Penalty 400.400976 = -49130.859014 nChanged 19 SP:Iteration 21Q (36.737957 sec): 3 clusters Score: Raw -49549.640768 + Penalty 400.653210 = -49148.987559 nChanged 11 SP:Iteration 22Q (36.740350 sec): 3 clusters Score: Raw -49556.563997 + Penalty 400.953855 = -49155.610141 nChanged 6 SP:Iteration 23Q (36.742734 sec): 3 clusters Score: Raw -49559.570957 + Penalty 400.710874 = -49158.860083 nChanged 3 SP:Iteration 24Q (36.745104 sec): 3 clusters Score: Raw -49560.756574 + Penalty 400.577212 = -49160.179362 nChanged 2 SP:Iteration 25Q (36.747471 sec): 3 clusters Score: Raw -49561.286728 + Penalty 400.577212 = -49160.709516 nChanged 0 SP:Iteration 26F (36.750116 sec): 3 clusters Score: Raw -49561.286728 + Penalty 400.577212 = -49160.709516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 13 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.755708 sec): 2 clusters Score: Raw -57778.805616 + Penalty 159.157549 = -57619.648067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.758763 sec): 3 clusters Score: Raw -56721.231800 + Penalty 316.518318 = -56404.713482 nChanged 744 SP:Iteration 1F (36.761813 sec): 3 clusters Score: Raw -57179.431318 + Penalty 315.819600 = -56863.611719 nChanged 303 SP:Iteration 2F (36.764905 sec): 3 clusters Score: Raw -57325.040316 + Penalty 319.890379 = -57005.149936 nChanged 164 SP:Iteration 3F (36.768188 sec): 3 clusters Score: Raw -57408.595059 + Penalty 325.930426 = -57082.664633 nChanged 128 SP:Iteration 4F (36.771299 sec): 3 clusters Score: Raw -57485.659548 + Penalty 332.632346 = -57153.027201 nChanged 113 SP:Iteration 5F (36.774298 sec): 3 clusters Score: Raw -57573.742071 + Penalty 338.682083 = -57235.059988 nChanged 119 SP:Iteration 6F (36.777334 sec): 3 clusters Score: Raw -57668.799381 + Penalty 341.837253 = -57326.962128 nChanged 99 SP:Iteration 7F (36.780331 sec): 3 clusters Score: Raw -57742.942671 + Penalty 346.982277 = -57395.960394 nChanged 84 SP:Iteration 8F (36.783329 sec): 3 clusters Score: Raw -57807.609186 + Penalty 350.301197 = -57457.307988 nChanged 60 SP:Iteration 9Q (36.786558 sec): 3 clusters Score: Raw -57854.061877 + Penalty 358.333968 = -57495.727909 nChanged 47 SP:Iteration 10F (36.789779 sec): 3 clusters Score: Raw -57885.835720 + Penalty 362.355589 = -57523.480130 nChanged 29 SP:Iteration 11Q (36.792814 sec): 3 clusters Score: Raw -57901.764625 + Penalty 358.834295 = -57542.930330 nChanged 21 SP:Iteration 12Q (36.795672 sec): 3 clusters Score: Raw -57915.696336 + Penalty 357.872758 = -57557.823578 nChanged 12 SP:Iteration 13Q (36.798440 sec): 3 clusters Score: Raw -57922.865189 + Penalty 355.914331 = -57566.950857 nChanged 6 SP:Iteration 14Q (36.801113 sec): 3 clusters Score: Raw -57924.780182 + Penalty 355.914331 = -57568.865851 nChanged 0 SP:Iteration 15F (36.804115 sec): 3 clusters Score: Raw -57924.780182 + Penalty 355.914331 = -57568.865851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.806268 sec): 2 clusters Score: Raw -11550.611131 + Penalty 556.908961 = -10993.702169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.807100 sec): 3 clusters Score: Raw -11448.685919 + Penalty 1111.945605 = -10336.740314 nChanged 82 SP:Iteration 1F (36.807909 sec): 3 clusters Score: Raw -11556.815580 + Penalty 1113.471651 = -10443.343929 nChanged 27 SP:Iteration 2F (36.808717 sec): 3 clusters Score: Raw -11609.099490 + Penalty 1118.998104 = -10490.101386 nChanged 23 SP:Iteration 3F (36.809522 sec): 3 clusters Score: Raw -11644.982153 + Penalty 1122.080752 = -10522.901401 nChanged 9 SP:Iteration 4Q (36.810305 sec): 3 clusters Score: Raw -11657.671955 + Penalty 1123.541991 = -10534.129963 nChanged 7 SP:Iteration 5Q (36.811082 sec): 3 clusters Score: Raw -11669.000303 + Penalty 1127.094966 = -10541.905337 nChanged 7 SP:Iteration 6Q (36.811855 sec): 3 clusters Score: Raw -11677.150939 + Penalty 1131.077168 = -10546.073771 nChanged 7 SP:Iteration 7Q (36.812624 sec): 3 clusters Score: Raw -11686.829624 + Penalty 1136.056771 = -10550.772853 nChanged 4 SP:Iteration 8Q (36.813388 sec): 3 clusters Score: Raw -11694.412690 + Penalty 1137.315736 = -10557.096954 nChanged 1 SP:Iteration 9Q (36.814149 sec): 3 clusters Score: Raw -11695.844968 + Penalty 1138.412098 = -10557.432870 nChanged 1 SP:Iteration 10F (36.814955 sec): 3 clusters Score: Raw -11696.785570 + Penalty 1139.433410 = -10557.352159 nChanged 1 SP:Iteration 11F (36.815763 sec): 3 clusters Score: Raw -11698.402646 + Penalty 1139.433410 = -10558.969236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.817485 sec): 2 clusters Score: Raw -9918.384540 + Penalty 351.659536 = -9566.725004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.818191 sec): 3 clusters Score: Raw -9803.459417 + Penalty 713.068174 = -9090.391243 nChanged 82 SP:Iteration 1F (36.818887 sec): 3 clusters Score: Raw -9884.312723 + Penalty 729.805699 = -9154.507024 nChanged 32 SP:Iteration 2F (36.819582 sec): 3 clusters Score: Raw -9930.474914 + Penalty 743.611627 = -9186.863287 nChanged 21 SP:Iteration 3F (36.820277 sec): 3 clusters Score: Raw -9956.786105 + Penalty 758.146121 = -9198.639983 nChanged 10 SP:Iteration 4Q (36.820954 sec): 3 clusters Score: Raw -9971.813720 + Penalty 769.546718 = -9202.267002 nChanged 11 SP:Iteration 5Q (36.821630 sec): 3 clusters Score: Raw -9986.499032 + Penalty 775.236003 = -9211.263030 nChanged 3 SP:Iteration 6Q (36.822301 sec): 3 clusters Score: Raw -9994.072990 + Penalty 775.043805 = -9219.029185 nChanged 1 SP:Iteration 7Q (36.823001 sec): 3 clusters Score: Raw -9996.251590 + Penalty 774.922230 = -9221.329359 nChanged 1 SP:Iteration 8Q (36.823673 sec): 3 clusters Score: Raw -9997.053724 + Penalty 774.922230 = -9222.131494 nChanged 0 SP:Iteration 9F (36.824366 sec): 3 clusters Score: Raw -9997.053724 + Penalty 774.922230 = -9222.131494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.826107 sec): 2 clusters Score: Raw -10699.739440 + Penalty 235.904776 = -10463.834664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.826849 sec): 3 clusters Score: Raw -10571.618271 + Penalty 475.644158 = -10095.974113 nChanged 93 SP:Iteration 1F (36.827580 sec): 3 clusters Score: Raw -10646.494742 + Penalty 480.564285 = -10165.930458 nChanged 23 SP:Iteration 2F (36.828309 sec): 3 clusters Score: Raw -10662.926906 + Penalty 487.180783 = -10175.746123 nChanged 15 SP:Iteration 3Q (36.829034 sec): 3 clusters Score: Raw -10679.223349 + Penalty 494.822118 = -10184.401231 nChanged 15 SP:Iteration 4Q (36.829757 sec): 3 clusters Score: Raw -10693.199629 + Penalty 505.996888 = -10187.202742 nChanged 13 SP:Iteration 5Q (36.830477 sec): 3 clusters Score: Raw -10706.997667 + Penalty 518.762881 = -10188.234785 nChanged 12 SP:Iteration 6Q (36.831197 sec): 3 clusters Score: Raw -10725.531930 + Penalty 538.449253 = -10187.082678 nChanged 12 SP:Iteration 7F (36.831925 sec): 3 clusters Score: Raw -10739.123985 + Penalty 562.447834 = -10176.676151 nChanged 10 SP:Iteration 8F (36.832653 sec): 3 clusters Score: Raw -10750.454001 + Penalty 579.547191 = -10170.906810 nChanged 7 SP:Iteration 9F (36.833381 sec): 3 clusters Score: Raw -10762.567206 + Penalty 599.503870 = -10163.063336 nChanged 5 SP:Iteration 10F (36.834108 sec): 3 clusters Score: Raw -10772.622012 + Penalty 619.462514 = -10153.159498 nChanged 5 SP:Iteration 11F (36.834836 sec): 3 clusters Score: Raw -10780.711966 + Penalty 637.751364 = -10142.960602 nChanged 4 SP:Iteration 12F (36.835563 sec): 3 clusters Score: Raw -10792.105214 + Penalty 649.944095 = -10142.161119 nChanged 3 SP:Iteration 13F (36.836293 sec): 3 clusters Score: Raw -10798.592990 + Penalty 653.171565 = -10145.421425 nChanged 1 SP:Iteration 14Q (36.836956 sec): 3 clusters Score: Raw -10799.694101 + Penalty 653.171565 = -10146.522536 nChanged 0 SP:Iteration 15F (36.837683 sec): 3 clusters Score: Raw -10799.694101 + Penalty 653.171565 = -10146.522536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 20 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.844097 sec): 2 clusters Score: Raw -44537.041510 + Penalty 326.268904 = -44210.772606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.846404 sec): 3 clusters Score: Raw -43854.752251 + Penalty 652.400017 = -43202.352234 nChanged 478 SP:Iteration 1F (36.848623 sec): 3 clusters Score: Raw -44100.994300 + Penalty 652.333697 = -43448.660604 nChanged 129 SP:Iteration 2F (36.850843 sec): 3 clusters Score: Raw -44200.950517 + Penalty 652.555190 = -43548.395327 nChanged 101 SP:Iteration 3F (36.853062 sec): 3 clusters Score: Raw -44300.014823 + Penalty 652.708399 = -43647.306424 nChanged 94 SP:Iteration 4F (36.855277 sec): 3 clusters Score: Raw -44409.032323 + Penalty 653.044156 = -43755.988167 nChanged 84 SP:Iteration 5F (36.857496 sec): 3 clusters Score: Raw -44493.045263 + Penalty 655.102425 = -43837.942838 nChanged 82 SP:Iteration 6F (36.859720 sec): 3 clusters Score: Raw -44558.524664 + Penalty 657.366623 = -43901.158041 nChanged 58 SP:Iteration 7Q (36.861870 sec): 3 clusters Score: Raw -44599.523723 + Penalty 658.279272 = -43941.244451 nChanged 30 SP:Iteration 8Q (36.864053 sec): 3 clusters Score: Raw -44613.265011 + Penalty 659.072126 = -43954.192885 nChanged 22 SP:Iteration 9Q (36.866261 sec): 3 clusters Score: Raw -44622.459263 + Penalty 659.560345 = -43962.898918 nChanged 20 SP:Iteration 10F (36.868673 sec): 3 clusters Score: Raw -44632.179628 + Penalty 660.700093 = -43971.479535 nChanged 16 SP:Iteration 11Q (36.870914 sec): 3 clusters Score: Raw -44640.940237 + Penalty 661.313436 = -43979.626801 nChanged 9 SP:Iteration 12Q (36.873062 sec): 3 clusters Score: Raw -44644.359526 + Penalty 661.777973 = -43982.581553 nChanged 8 SP:Iteration 13Q (36.875194 sec): 3 clusters Score: Raw -44648.773938 + Penalty 662.019296 = -43986.754642 nChanged 7 SP:Iteration 14Q (36.877326 sec): 3 clusters Score: Raw -44651.315688 + Penalty 662.365151 = -43988.950537 nChanged 4 SP:Iteration 15Q (36.879459 sec): 3 clusters Score: Raw -44652.329385 + Penalty 662.958609 = -43989.370776 nChanged 5 SP:Iteration 16Q (36.881591 sec): 3 clusters Score: Raw -44658.291071 + Penalty 663.427802 = -43994.863269 nChanged 5 SP:Iteration 17Q (36.883720 sec): 3 clusters Score: Raw -44660.943893 + Penalty 663.411380 = -43997.532513 nChanged 3 SP:Iteration 18Q (36.885852 sec): 3 clusters Score: Raw -44661.624048 + Penalty 663.590669 = -43998.033379 nChanged 2 SP:Iteration 19Q (36.887982 sec): 3 clusters Score: Raw -44661.896530 + Penalty 663.590669 = -43998.305861 nChanged 0 SP:Iteration 20F (36.890195 sec): 3 clusters Score: Raw -44661.896530 + Penalty 663.590669 = -43998.305861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.893140 sec): 2 clusters Score: Raw -6514.441799 + Penalty 186.920337 = -6327.521461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.893713 sec): 3 clusters Score: Raw -6451.537059 + Penalty 423.086442 = -6028.450617 nChanged 63 SP:Iteration 1F (36.894276 sec): 3 clusters Score: Raw -6529.483911 + Penalty 459.881321 = -6069.602589 nChanged 19 SP:Iteration 2F (36.894844 sec): 3 clusters Score: Raw -6553.819236 + Penalty 483.535376 = -6070.283861 nChanged 7 SP:Iteration 3Q (36.895385 sec): 3 clusters Score: Raw -6562.935720 + Penalty 498.379747 = -6064.555974 nChanged 6 SP:Iteration 4F (36.895945 sec): 3 clusters Score: Raw -6578.734199 + Penalty 512.746041 = -6065.988157 nChanged 4 SP:Iteration 5Q (36.896467 sec): 3 clusters Score: Raw -6585.754594 + Penalty 521.309785 = -6064.444809 nChanged 2 SP:Iteration 6F (36.897024 sec): 3 clusters Score: Raw -6589.335485 + Penalty 521.309785 = -6068.025699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.898740 sec): 2 clusters Score: Raw -9292.776846 + Penalty 385.627586 = -8907.149259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.899434 sec): 3 clusters Score: Raw -9234.913876 + Penalty 825.942418 = -8408.971457 nChanged 71 SP:Iteration 1F (36.900115 sec): 3 clusters Score: Raw -9379.107551 + Penalty 850.165849 = -8528.941702 nChanged 23 SP:Iteration 2F (36.900795 sec): 3 clusters Score: Raw -9431.092226 + Penalty 852.804659 = -8578.287567 nChanged 10 SP:Iteration 3Q (36.901432 sec): 3 clusters Score: Raw -9457.484215 + Penalty 844.681943 = -8612.802272 nChanged 8 SP:Iteration 4Q (36.902033 sec): 3 clusters Score: Raw -9476.815459 + Penalty 840.581716 = -8636.233743 nChanged 4 SP:Iteration 5Q (36.902610 sec): 3 clusters Score: Raw -9488.648534 + Penalty 834.952821 = -8653.695713 nChanged 4 SP:Iteration 6Q (36.903182 sec): 3 clusters Score: Raw -9498.225071 + Penalty 836.928856 = -8661.296215 nChanged 2 SP:Iteration 7Q (36.903752 sec): 3 clusters Score: Raw -9514.515546 + Penalty 838.042128 = -8676.473418 nChanged 2 SP:Iteration 8Q (36.904315 sec): 3 clusters Score: Raw -9527.698768 + Penalty 840.640657 = -8687.058111 nChanged 1 SP:Iteration 9Q (36.904874 sec): 3 clusters Score: Raw -9533.021864 + Penalty 840.640657 = -8692.381207 nChanged 0 SP:Iteration 10F (36.905529 sec): 3 clusters Score: Raw -9533.021864 + Penalty 840.640657 = -8692.381207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 44 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.908665 sec): 2 clusters Score: Raw -23491.371947 + Penalty 70.298251 = -23421.073695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.910075 sec): 3 clusters Score: Raw -23089.123958 + Penalty 139.744474 = -22949.379484 nChanged 309 SP:Iteration 1F (36.911484 sec): 3 clusters Score: Raw -23279.594253 + Penalty 139.919590 = -23139.674662 nChanged 56 SP:Iteration 2F (36.912871 sec): 3 clusters Score: Raw -23304.254475 + Penalty 139.705966 = -23164.548509 nChanged 39 SP:Iteration 3F (36.914250 sec): 3 clusters Score: Raw -23337.581821 + Penalty 139.752017 = -23197.829804 nChanged 37 SP:Iteration 4F (36.915614 sec): 3 clusters Score: Raw -23376.297516 + Penalty 139.925116 = -23236.372399 nChanged 31 SP:Iteration 5Q (36.916988 sec): 3 clusters Score: Raw -23388.737986 + Penalty 140.464205 = -23248.273780 nChanged 24 SP:Iteration 6Q (36.918381 sec): 3 clusters Score: Raw -23403.990615 + Penalty 140.378562 = -23263.612053 nChanged 16 SP:Iteration 7Q (36.919716 sec): 3 clusters Score: Raw -23414.019296 + Penalty 140.314021 = -23273.705275 nChanged 8 SP:Iteration 8Q (36.921076 sec): 3 clusters Score: Raw -23416.925636 + Penalty 140.401373 = -23276.524263 nChanged 8 SP:Iteration 9Q (36.922421 sec): 3 clusters Score: Raw -23418.176629 + Penalty 140.636235 = -23277.540394 nChanged 6 SP:Iteration 10F (36.923803 sec): 3 clusters Score: Raw -23419.235703 + Penalty 140.866809 = -23278.368894 nChanged 6 SP:Iteration 11Q (36.925170 sec): 3 clusters Score: Raw -23420.508446 + Penalty 140.948273 = -23279.560173 nChanged 4 SP:Iteration 12Q (36.926518 sec): 3 clusters Score: Raw -23421.897366 + Penalty 141.155478 = -23280.741888 nChanged 7 SP:Iteration 13Q (36.927877 sec): 3 clusters Score: Raw -23422.853214 + Penalty 141.409506 = -23281.443708 nChanged 6 SP:Iteration 14Q (36.929242 sec): 3 clusters Score: Raw -23424.132809 + Penalty 141.613859 = -23282.518949 nChanged 6 SP:Iteration 15Q (36.930586 sec): 3 clusters Score: Raw -23425.930087 + Penalty 141.641114 = -23284.288974 nChanged 6 SP:Iteration 16Q (36.931935 sec): 3 clusters Score: Raw -23427.119139 + Penalty 141.664963 = -23285.454176 nChanged 3 SP:Iteration 17Q (36.933295 sec): 3 clusters Score: Raw -23427.412270 + Penalty 141.664963 = -23285.747307 nChanged 0 SP:Iteration 18F (36.934677 sec): 3 clusters Score: Raw -23427.412270 + Penalty 141.664963 = -23285.747307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.937213 sec): 2 clusters Score: Raw -8995.397594 + Penalty 440.531076 = -8554.866518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.937999 sec): 3 clusters Score: Raw -8904.311023 + Penalty 872.504522 = -8031.806501 nChanged 82 SP:Iteration 1F (36.938773 sec): 3 clusters Score: Raw -8985.024269 + Penalty 872.333120 = -8112.691149 nChanged 23 SP:Iteration 2F (36.939546 sec): 3 clusters Score: Raw -9020.082903 + Penalty 875.845551 = -8144.237352 nChanged 14 SP:Iteration 3Q (36.940306 sec): 3 clusters Score: Raw -9040.246058 + Penalty 877.588721 = -8162.657338 nChanged 11 SP:Iteration 4Q (36.941062 sec): 3 clusters Score: Raw -9047.654644 + Penalty 878.848591 = -8168.806053 nChanged 7 SP:Iteration 5Q (36.941818 sec): 3 clusters Score: Raw -9054.089720 + Penalty 880.265803 = -8173.823917 nChanged 7 SP:Iteration 6Q (36.942572 sec): 3 clusters Score: Raw -9063.063539 + Penalty 881.997779 = -8181.065759 nChanged 5 SP:Iteration 7Q (36.943325 sec): 3 clusters Score: Raw -9071.144578 + Penalty 882.784278 = -8188.360300 nChanged 6 SP:Iteration 8Q (36.944073 sec): 3 clusters Score: Raw -9078.358743 + Penalty 884.759953 = -8193.598790 nChanged 2 SP:Iteration 9Q (36.944818 sec): 3 clusters Score: Raw -9080.870677 + Penalty 885.951774 = -8194.918903 nChanged 1 SP:Iteration 10F (36.945586 sec): 3 clusters Score: Raw -9081.834834 + Penalty 885.951774 = -8195.883060 nChanged 0 Time taken for this iteration:36.421233 seconds. 300->19 Clusters: Score -601437.100333, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =202.020295 ms) Total iterations: 1617 (time per iteration =22.863150 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3000493750.000000 (time per metric unit =12.321210ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 75012343750.000000 (time per metric unit=492.848405ps) That took 36.969714 seconds. FileBase PeterP-2013-09-04_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 0.12 and 0.18 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 12526 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 12526 points ------ Starting initial clusters from distinct float masks Not enough masks (135) to generate starting clusters (300), so starting with (136) clusters instead. Assigned 136 initial classes from 135 unique masks. Deleting Class 118 (1 points): Lose 9.589278 but Gain 1485.810657 Iteration 0F (1.113168 sec): 135 clusters Score: Raw -437844.343914 + Penalty 110692.556534 = -327151.787379 nChanged 1416 Deleting Class 135 (1 points): Lose 43.251636 but Gain 1497.527759 Iteration 1F (1.843555 sec): 131 clusters Score: Raw -441782.220040 + Penalty 110974.252059 = -330807.967982 nChanged 338 Deleting Class 112 (1 points): Lose 3.615539 but Gain 1419.798215 Iteration 2Q (1.923341 sec): 130 clusters Score: Raw -442295.098049 + Penalty 109694.683730 = -332600.414319 nChanged 149 Deleting Class 93 (1 points): Lose 14.731661 but Gain 1410.897990 Iteration 3Q (1.985853 sec): 129 clusters Score: Raw -442453.771070 + Penalty 108350.966851 = -334102.804218 nChanged 85 Deleting Class 80 (1 points): Lose 9.434333 but Gain 1370.047012 Iteration 4Q (2.043108 sec): 128 clusters Score: Raw -442536.952888 + Penalty 107037.454285 = -335499.498603 nChanged 65 Deleting Class 133 (1 points): Lose 9.153657 but Gain 1366.134568 Iteration 5Q (2.101232 sec): 127 clusters Score: Raw -442621.666199 + Penalty 105781.563045 = -336840.103155 nChanged 52 Deleting Class 123 (3 points): Lose 52.693407 but Gain 1396.951796 Iteration 6Q (2.158095 sec): 126 clusters Score: Raw -442678.495546 + Penalty 104523.953595 = -338154.541951 nChanged 58 Deleting Class 95 (1 points): Lose 11.685138 but Gain 1283.530031 Iteration 7Q (2.213021 sec): 125 clusters Score: Raw -442772.112699 + Penalty 103349.332194 = -339422.780505 nChanged 66 Deleting Class 131 (1 points): Lose 13.369685 but Gain 1282.567937 Iteration 8Q (2.267940 sec): 124 clusters Score: Raw -442894.710337 + Penalty 102201.576732 = -340693.133605 nChanged 49 Deleting Class 75 (2 points): Lose 19.933251 but Gain 1285.746856 Iteration 9Q (2.321454 sec): 123 clusters Score: Raw -443008.514026 + Penalty 100983.636360 = -342024.877667 nChanged 40 Deleting Class 134 (1 points): Lose 19.151580 but Gain 1275.468111 Iteration 10F (3.025090 sec): 122 clusters Score: Raw -443091.251458 + Penalty 99785.575638 = -343305.675821 nChanged 36 Deleting Class 129 (1 points): Lose 9.348114 but Gain 1253.663016 Iteration 11Q (3.074871 sec): 121 clusters Score: Raw -443178.663999 + Penalty 98568.895656 = -344609.768343 nChanged 22 Deleting Class 117 (2 points): Lose 24.516874 but Gain 1254.976650 Iteration 12Q (3.123286 sec): 120 clusters Score: Raw -443182.200570 + Penalty 96457.315089 = -346724.885481 nChanged 15 Deleting Class 41 (13 points): Lose 229.410798 but Gain 1432.117593 Iteration 13Q (3.171462 sec): 118 clusters Score: Raw -442966.982681 + Penalty 95096.303596 = -347870.679085 nChanged 23 Deleting Class 40 (5 points): Lose 58.459978 but Gain 1247.545215 Iteration 14Q (3.219575 sec): 117 clusters Score: Raw -442972.881884 + Penalty 93859.855705 = -349113.026179 nChanged 11 Deleting Class 37 (2 points): Lose 44.409657 but Gain 1232.971085 Iteration 15Q (3.267181 sec): 116 clusters Score: Raw -442949.539480 + Penalty 92769.123576 = -350180.415904 nChanged 5 Deleting Class 126 (1 points): Lose 16.590720 but Gain 1204.215300 Iteration 16Q (3.314087 sec): 115 clusters Score: Raw -442978.246155 + Penalty 91828.155034 = -351150.091122 nChanged 3 Deleting Class 88 (6 points): Lose 129.141035 but Gain 1312.446126 Iteration 17Q (3.360839 sec): 114 clusters Score: Raw -442883.291129 + Penalty 90556.342210 = -352326.948919 nChanged 7 Deleting Class 86 (2 points): Lose 27.361038 but Gain 1204.180086 Iteration 18Q (3.407664 sec): 113 clusters Score: Raw -442883.977517 + Penalty 89406.918444 = -353477.059073 nChanged 4 Deleting Class 87 (1 points): Lose 12.491821 but Gain 1184.971455 Iteration 19Q (3.454641 sec): 112 clusters Score: Raw -442890.154333 + Penalty 88252.193215 = -354637.961117 nChanged 1 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -442890.154333 + Penalty 88252.193215 = -354637.961117Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 1 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.502415 sec): 2 clusters Score: Raw -36846.726004 + Penalty 120.991046 = -36725.734958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.504411 sec): 3 clusters Score: Raw -36224.830791 + Penalty 258.806172 = -35966.024619 nChanged 439 SP:Iteration 1F (3.506388 sec): 3 clusters Score: Raw -36586.372971 + Penalty 269.312395 = -36317.060576 nChanged 139 SP:Iteration 2F (3.508378 sec): 3 clusters Score: Raw -36702.174226 + Penalty 285.188585 = -36416.985641 nChanged 66 SP:Iteration 3F (3.510326 sec): 3 clusters Score: Raw -36754.240016 + Penalty 291.793753 = -36462.446263 nChanged 40 SP:Iteration 4Q (3.512284 sec): 3 clusters Score: Raw -36790.733684 + Penalty 292.575458 = -36498.158226 nChanged 31 SP:Iteration 5Q (3.514225 sec): 3 clusters Score: Raw -36816.860997 + Penalty 292.250948 = -36524.610049 nChanged 22 SP:Iteration 6Q (3.516149 sec): 3 clusters Score: Raw -36837.032304 + Penalty 295.065093 = -36541.967211 nChanged 15 SP:Iteration 7Q (3.518062 sec): 3 clusters Score: Raw -36846.814023 + Penalty 297.610612 = -36549.203410 nChanged 7 SP:Iteration 8Q (3.519946 sec): 3 clusters Score: Raw -36850.147395 + Penalty 290.482578 = -36559.664817 nChanged 5 SP:Iteration 9Q (3.521818 sec): 3 clusters Score: Raw -36851.903213 + Penalty 292.212302 = -36559.690912 nChanged 2 SP:Iteration 10F (3.523696 sec): 3 clusters Score: Raw -36852.527338 + Penalty 299.295456 = -36553.231882 nChanged 3 SP:Iteration 11F (3.525574 sec): 3 clusters Score: Raw -36853.653748 + Penalty 292.408993 = -36561.244755 nChanged 3 SP:Iteration 12Q (3.527450 sec): 3 clusters Score: Raw -36855.049206 + Penalty 308.870859 = -36546.178347 nChanged 5 SP:Iteration 13F (3.529325 sec): 3 clusters Score: Raw -36857.267569 + Penalty 315.186084 = -36542.081485 nChanged 4 SP:Iteration 14F (3.531207 sec): 3 clusters Score: Raw -36860.137934 + Penalty 321.491039 = -36538.646895 nChanged 5 SP:Iteration 15F (3.533086 sec): 3 clusters Score: Raw -36865.981524 + Penalty 320.005117 = -36545.976407 nChanged 4 SP:Iteration 16Q (3.534910 sec): 3 clusters Score: Raw -36868.319318 + Penalty 320.005117 = -36548.314201 nChanged 0 SP:Iteration 17F (3.536833 sec): 3 clusters Score: Raw -36868.319318 + Penalty 320.005117 = -36548.314201 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 2 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.539216 sec): 2 clusters Score: Raw -25609.598631 + Penalty 147.211190 = -25462.387440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.540761 sec): 3 clusters Score: Raw -25207.341995 + Penalty 297.813254 = -24909.528741 nChanged 284 SP:Iteration 1F (3.542275 sec): 3 clusters Score: Raw -25415.760545 + Penalty 304.742657 = -25111.017888 nChanged 76 SP:Iteration 2F (3.543783 sec): 3 clusters Score: Raw -25483.359892 + Penalty 306.400731 = -25176.959161 nChanged 44 SP:Iteration 3F (3.545251 sec): 3 clusters Score: Raw -25530.283901 + Penalty 316.260159 = -25214.023741 nChanged 34 SP:Iteration 4Q (3.546657 sec): 3 clusters Score: Raw -25566.547449 + Penalty 334.916692 = -25231.630757 nChanged 30 SP:Iteration 5Q (3.548084 sec): 3 clusters Score: Raw -25602.420941 + Penalty 413.314943 = -25189.105998 nChanged 15 SP:Iteration 6F (3.549513 sec): 3 clusters Score: Raw -25619.954156 + Penalty 470.655821 = -25149.298335 nChanged 5 SP:Iteration 7F (3.550944 sec): 3 clusters Score: Raw -25625.152072 + Penalty 470.655821 = -25154.496251 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 3 (2865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.563616 sec): 2 clusters Score: Raw -105746.503890 + Penalty 108.372216 = -105638.131674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.568877 sec): 3 clusters Score: Raw -103944.832509 + Penalty 204.529544 = -103740.302965 nChanged 1327 SP:Iteration 1F (3.574084 sec): 3 clusters Score: Raw -105444.188756 + Penalty 198.205302 = -105245.983454 nChanged 148 SP:Iteration 2F (3.579173 sec): 3 clusters Score: Raw -105587.221381 + Penalty 197.883426 = -105389.337955 nChanged 81 SP:Iteration 3Q (3.583680 sec): 3 clusters Score: Raw -105653.340081 + Penalty 195.291143 = -105458.048938 nChanged 55 SP:Iteration 4Q (3.588044 sec): 3 clusters Score: Raw -105699.458358 + Penalty 195.193128 = -105504.265231 nChanged 35 SP:Iteration 5Q (3.592300 sec): 3 clusters Score: Raw -105727.967915 + Penalty 200.011929 = -105527.955986 nChanged 24 SP:Iteration 6Q (3.596427 sec): 3 clusters Score: Raw -105745.932466 + Penalty 204.645053 = -105541.287413 nChanged 12 SP:Iteration 7Q (3.600481 sec): 3 clusters Score: Raw -105752.039827 + Penalty 190.900371 = -105561.139457 nChanged 8 SP:Iteration 8Q (3.605313 sec): 3 clusters Score: Raw -105755.782123 + Penalty 184.422652 = -105571.359470 nChanged 3 SP:Iteration 9Q (3.610100 sec): 3 clusters Score: Raw -105756.934296 + Penalty 174.744976 = -105582.189320 nChanged 5 SP:Iteration 10F (3.615838 sec): 3 clusters Score: Raw -105759.491819 + Penalty 177.984642 = -105581.507178 nChanged 2 SP:Iteration 11F (3.620805 sec): 3 clusters Score: Raw -105759.649771 + Penalty 177.984642 = -105581.665129 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.627389 sec): 2 clusters Score: Raw -57764.001695 + Penalty 185.167572 = -57578.834123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.630321 sec): 3 clusters Score: Raw -56761.425084 + Penalty 386.414486 = -56375.010598 nChanged 670 SP:Iteration 1F (3.633197 sec): 3 clusters Score: Raw -57477.431493 + Penalty 384.984698 = -57092.446795 nChanged 264 SP:Iteration 2F (3.636071 sec): 3 clusters Score: Raw -58052.384938 + Penalty 384.023564 = -57668.361374 nChanged 119 SP:Iteration 3F (3.638982 sec): 3 clusters Score: Raw -58334.437266 + Penalty 382.402999 = -57952.034266 nChanged 36 SP:Iteration 4Q (3.641640 sec): 3 clusters Score: Raw -58378.444167 + Penalty 381.580364 = -57996.863803 nChanged 15 SP:Iteration 5Q (3.644178 sec): 3 clusters Score: Raw -58388.166886 + Penalty 380.929281 = -58007.237605 nChanged 7 SP:Iteration 6Q (3.646595 sec): 3 clusters Score: Raw -58390.444994 + Penalty 380.787366 = -58009.657628 nChanged 1 SP:Iteration 7Q (3.648995 sec): 3 clusters Score: Raw -58390.637629 + Penalty 380.796848 = -58009.840781 nChanged 1 SP:Iteration 8Q (3.651427 sec): 3 clusters Score: Raw -58390.991808 + Penalty 380.796848 = -58010.194960 nChanged 0 SP:Iteration 9F (3.654329 sec): 3 clusters Score: Raw -58390.991808 + Penalty 380.796848 = -58010.194960 nChanged 0 Score: Raw -455489.205479 + Penalty 88503.030902 = -366986.174577 Splitting cluster 4 changes total score from -354637.961117 to -366986.174577 So it's getting split into cluster 37. Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.287115 sec): 2 clusters Score: Raw -116738.283917 + Penalty 606.116505 = -116132.167412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.292102 sec): 3 clusters Score: Raw -115212.828934 + Penalty 1213.142410 = -113999.686525 nChanged 1112 SP:Iteration 1F (4.297023 sec): 3 clusters Score: Raw -115847.751684 + Penalty 1214.026469 = -114633.725214 nChanged 259 SP:Iteration 2F (4.301999 sec): 3 clusters Score: Raw -116012.552513 + Penalty 1214.426653 = -114798.125860 nChanged 214 SP:Iteration 3F (4.306912 sec): 3 clusters Score: Raw -116139.191331 + Penalty 1215.220554 = -114923.970777 nChanged 171 SP:Iteration 4F (4.311778 sec): 3 clusters Score: Raw -116256.675198 + Penalty 1215.971381 = -115040.703818 nChanged 156 SP:Iteration 5F (4.316640 sec): 3 clusters Score: Raw -116368.772293 + Penalty 1213.669776 = -115155.102517 nChanged 148 SP:Iteration 6F (4.321498 sec): 3 clusters Score: Raw -116490.898929 + Penalty 1211.211885 = -115279.687044 nChanged 126 SP:Iteration 7Q (4.326395 sec): 3 clusters Score: Raw -116571.694940 + Penalty 1211.373415 = -115360.321525 nChanged 83 SP:Iteration 8Q (4.331379 sec): 3 clusters Score: Raw -116613.923549 + Penalty 1208.027781 = -115405.895768 nChanged 78 SP:Iteration 9Q (4.336250 sec): 3 clusters Score: Raw -116652.144362 + Penalty 1204.822215 = -115447.322147 nChanged 67 SP:Iteration 10F (4.341101 sec): 3 clusters Score: Raw -116687.667433 + Penalty 1197.340601 = -115490.326832 nChanged 52 SP:Iteration 11Q (4.345970 sec): 3 clusters Score: Raw -116714.071227 + Penalty 1193.759792 = -115520.311435 nChanged 46 SP:Iteration 12Q (4.350841 sec): 3 clusters Score: Raw -116734.045444 + Penalty 1191.778706 = -115542.266738 nChanged 32 SP:Iteration 13Q (4.355744 sec): 3 clusters Score: Raw -116746.779709 + Penalty 1192.545520 = -115554.234189 nChanged 24 SP:Iteration 14Q (4.360816 sec): 3 clusters Score: Raw -116755.341954 + Penalty 1191.643687 = -115563.698267 nChanged 28 SP:Iteration 15Q (4.365913 sec): 3 clusters Score: Raw -116763.049158 + Penalty 1191.492904 = -115571.556254 nChanged 13 SP:Iteration 16Q (4.370779 sec): 3 clusters Score: Raw -116765.847474 + Penalty 1191.007201 = -115574.840273 nChanged 8 SP:Iteration 17Q (4.375645 sec): 3 clusters Score: Raw -116767.337245 + Penalty 1189.738041 = -115577.599204 nChanged 6 SP:Iteration 18Q (4.380505 sec): 3 clusters Score: Raw -116768.951672 + Penalty 1190.029593 = -115578.922079 nChanged 10 SP:Iteration 19Q (4.385394 sec): 3 clusters Score: Raw -116771.942070 + Penalty 1189.923060 = -115582.019010 nChanged 9 SP:Iteration 20F (4.390249 sec): 3 clusters Score: Raw -116775.308315 + Penalty 1190.732911 = -115584.575403 nChanged 9 SP:Iteration 21Q (4.395145 sec): 3 clusters Score: Raw -116777.704567 + Penalty 1191.090488 = -115586.614079 nChanged 3 SP:Iteration 22Q (4.400054 sec): 3 clusters Score: Raw -116778.708828 + Penalty 1191.572269 = -115587.136559 nChanged 2 SP:Iteration 23Q (4.404923 sec): 3 clusters Score: Raw -116779.329460 + Penalty 1191.572269 = -115587.757190 nChanged 0 SP:Iteration 24F (4.409782 sec): 3 clusters Score: Raw -116779.329460 + Penalty 1191.572269 = -115587.757190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 6 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.410766 sec): 2 clusters Score: Raw -2945.918171 + Penalty 547.274055 = -2398.644116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.411124 sec): 3 clusters Score: Raw -3064.029822 + Penalty 1090.244703 = -1973.785118 nChanged 4 SP:Iteration 1F (4.411508 sec): 3 clusters Score: Raw -3081.868180 + Penalty 1090.244703 = -1991.623477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 7 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.413646 sec): 2 clusters Score: Raw -15821.929822 + Penalty 150.892088 = -15671.037735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.414548 sec): 3 clusters Score: Raw -15632.874636 + Penalty 308.831164 = -15324.043473 nChanged 149 SP:Iteration 1F (4.415431 sec): 3 clusters Score: Raw -15736.580845 + Penalty 313.345811 = -15423.235034 nChanged 32 SP:Iteration 2F (4.416316 sec): 3 clusters Score: Raw -15763.117333 + Penalty 311.165376 = -15451.951957 nChanged 17 SP:Iteration 3Q (4.417189 sec): 3 clusters Score: Raw -15777.866928 + Penalty 312.842960 = -15465.023967 nChanged 17 SP:Iteration 4Q (4.418053 sec): 3 clusters Score: Raw -15787.158103 + Penalty 315.607840 = -15471.550263 nChanged 9 SP:Iteration 5Q (4.418911 sec): 3 clusters Score: Raw -15790.909132 + Penalty 319.375962 = -15471.533170 nChanged 10 SP:Iteration 6F (4.419792 sec): 3 clusters Score: Raw -15795.796325 + Penalty 325.072012 = -15470.724313 nChanged 12 SP:Iteration 7F (4.420672 sec): 3 clusters Score: Raw -15802.383781 + Penalty 333.190058 = -15469.193724 nChanged 13 SP:Iteration 8F (4.421556 sec): 3 clusters Score: Raw -15811.905806 + Penalty 341.077669 = -15470.828137 nChanged 11 SP:Iteration 9Q (4.422442 sec): 3 clusters Score: Raw -15820.857052 + Penalty 352.557628 = -15468.299424 nChanged 7 SP:Iteration 10F (4.423370 sec): 3 clusters Score: Raw -15825.750024 + Penalty 353.907024 = -15471.843000 nChanged 2 SP:Iteration 11Q (4.424215 sec): 3 clusters Score: Raw -15826.216799 + Penalty 357.987766 = -15468.229033 nChanged 4 SP:Iteration 12F (4.425097 sec): 3 clusters Score: Raw -15828.688473 + Penalty 375.844918 = -15452.843555 nChanged 6 SP:Iteration 13F (4.426077 sec): 3 clusters Score: Raw -15838.830122 + Penalty 384.894824 = -15453.935298 nChanged 4 SP:Iteration 14Q (4.426976 sec): 3 clusters Score: Raw -15844.392353 + Penalty 387.753818 = -15456.638535 nChanged 1 SP:Iteration 15Q (4.427848 sec): 3 clusters Score: Raw -15844.647778 + Penalty 391.412401 = -15453.235377 nChanged 1 SP:Iteration 16F (4.428826 sec): 3 clusters Score: Raw -15844.730146 + Penalty 391.412401 = -15453.317745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 8 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.429800 sec): 2 clusters Score: Raw -651.067728 + Penalty 189.552203 = -461.515525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.430050 sec): 3 clusters Score: Raw -672.040881 + Penalty 378.439595 = -293.601286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 9 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.431198 sec): 2 clusters Score: Raw -4555.616135 + Penalty 258.685385 = -4296.930751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.431641 sec): 3 clusters Score: Raw -4530.334664 + Penalty 517.436837 = -4012.897827 nChanged 31 SP:Iteration 1F (4.432079 sec): 3 clusters Score: Raw -4560.955763 + Penalty 517.633255 = -4043.322508 nChanged 7 SP:Iteration 2F (4.432515 sec): 3 clusters Score: Raw -4567.214852 + Penalty 517.507781 = -4049.707071 nChanged 5 SP:Iteration 3Q (4.432946 sec): 3 clusters Score: Raw -4569.694085 + Penalty 517.710535 = -4051.983550 nChanged 2 SP:Iteration 4Q (4.433377 sec): 3 clusters Score: Raw -4572.058959 + Penalty 517.710535 = -4054.348423 nChanged 0 SP:Iteration 5F (4.433812 sec): 3 clusters Score: Raw -4572.058959 + Penalty 517.710535 = -4054.348423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 10 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.437563 sec): 2 clusters Score: Raw -25346.177127 + Penalty 140.821912 = -25205.355215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.438979 sec): 3 clusters Score: Raw -24961.671272 + Penalty 268.894067 = -24692.777206 nChanged 282 SP:Iteration 1F (4.440391 sec): 3 clusters Score: Raw -25219.091688 + Penalty 272.143102 = -24946.948585 nChanged 44 SP:Iteration 2F (4.441785 sec): 3 clusters Score: Raw -25243.070335 + Penalty 273.479307 = -24969.591028 nChanged 19 SP:Iteration 3Q (4.443170 sec): 3 clusters Score: Raw -25257.872138 + Penalty 276.258450 = -24981.613688 nChanged 24 SP:Iteration 4Q (4.444535 sec): 3 clusters Score: Raw -25279.240181 + Penalty 288.353541 = -24990.886640 nChanged 22 SP:Iteration 5Q (4.445900 sec): 3 clusters Score: Raw -25295.678081 + Penalty 311.072974 = -24984.605107 nChanged 21 SP:Iteration 6F (4.447265 sec): 3 clusters Score: Raw -25312.683470 + Penalty 356.962707 = -24955.720763 nChanged 18 SP:Iteration 7F (4.448629 sec): 3 clusters Score: Raw -25336.441153 + Penalty 408.842570 = -24927.598583 nChanged 12 SP:Iteration 8F (4.450027 sec): 3 clusters Score: Raw -25354.532113 + Penalty 435.657504 = -24918.874609 nChanged 5 SP:Iteration 9F (4.451414 sec): 3 clusters Score: Raw -25363.570227 + Penalty 435.657504 = -24927.912723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 11 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.452673 sec): 2 clusters Score: Raw -648.181696 + Penalty 220.694650 = -427.487047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.452920 sec): 3 clusters Score: Raw -683.259935 + Penalty 438.715124 = -244.544810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 12 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.455328 sec): 2 clusters Score: Raw -20344.263006 + Penalty 136.087375 = -20208.175631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.456510 sec): 3 clusters Score: Raw -20009.594962 + Penalty 275.360626 = -19734.234336 nChanged 233 SP:Iteration 1F (4.457688 sec): 3 clusters Score: Raw -20206.670458 + Penalty 283.784777 = -19922.885681 nChanged 63 SP:Iteration 2F (4.459004 sec): 3 clusters Score: Raw -20244.407856 + Penalty 293.083755 = -19951.324101 nChanged 40 SP:Iteration 3F (4.460178 sec): 3 clusters Score: Raw -20278.355071 + Penalty 313.528489 = -19964.826582 nChanged 36 SP:Iteration 4F (4.461335 sec): 3 clusters Score: Raw -20314.018032 + Penalty 324.574431 = -19989.443600 nChanged 27 SP:Iteration 5Q (4.462511 sec): 3 clusters Score: Raw -20340.260001 + Penalty 340.427129 = -19999.832872 nChanged 20 SP:Iteration 6Q (4.463731 sec): 3 clusters Score: Raw -20361.727022 + Penalty 350.058122 = -20011.668900 nChanged 10 SP:Iteration 7Q (4.464953 sec): 3 clusters Score: Raw -20372.634997 + Penalty 358.809906 = -20013.825090 nChanged 5 SP:Iteration 8Q (4.466134 sec): 3 clusters Score: Raw -20376.629499 + Penalty 363.254237 = -20013.375262 nChanged 1 SP:Iteration 9F (4.467282 sec): 3 clusters Score: Raw -20378.028120 + Penalty 372.523416 = -20005.504704 nChanged 1 SP:Iteration 10F (4.468427 sec): 3 clusters Score: Raw -20383.432067 + Penalty 372.523416 = -20010.908651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 13 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.469667 sec): 2 clusters Score: Raw -85.958543 + Penalty 37.667140 = -48.291402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.469876 sec): 3 clusters Score: Raw -80.074522 + Penalty 75.334281 = -4.740242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 14 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.470666 sec): 2 clusters Score: Raw -719.402007 + Penalty 246.945733 = -472.456274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.470914 sec): 3 clusters Score: Raw -750.981261 + Penalty 498.284082 = -252.697179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 15 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.471737 sec): 2 clusters Score: Raw -925.891141 + Penalty 183.422956 = -742.468185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.471990 sec): 3 clusters Score: Raw -941.635691 + Penalty 366.387151 = -575.248540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 16 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.473741 sec): 2 clusters Score: Raw -15028.299623 + Penalty 315.053284 = -14713.246339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.474627 sec): 3 clusters Score: Raw -14864.757763 + Penalty 628.685148 = -14236.072615 nChanged 133 SP:Iteration 1F (4.475505 sec): 3 clusters Score: Raw -14937.253558 + Penalty 631.258283 = -14305.995275 nChanged 42 SP:Iteration 2F (4.476373 sec): 3 clusters Score: Raw -14966.506442 + Penalty 633.300961 = -14333.205481 nChanged 21 SP:Iteration 3F (4.477239 sec): 3 clusters Score: Raw -14979.292310 + Penalty 634.929133 = -14344.363177 nChanged 8 SP:Iteration 4Q (4.478102 sec): 3 clusters Score: Raw -14985.428091 + Penalty 635.344058 = -14350.084033 nChanged 5 SP:Iteration 5Q (4.478967 sec): 3 clusters Score: Raw -14987.463243 + Penalty 635.538632 = -14351.924611 nChanged 1 SP:Iteration 6Q (4.479827 sec): 3 clusters Score: Raw -14987.817196 + Penalty 635.538632 = -14352.278563 nChanged 0 SP:Iteration 7F (4.480692 sec): 3 clusters Score: Raw -14987.817196 + Penalty 635.538632 = -14352.278563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 17 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.481592 sec): 2 clusters Score: Raw -509.726305 + Penalty 188.518757 = -321.207548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.481829 sec): 3 clusters Score: Raw -522.535039 + Penalty 373.637158 = -148.897880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 18 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.483339 sec): 2 clusters Score: Raw -6256.058402 + Penalty 191.984057 = -6064.074344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.483849 sec): 3 clusters Score: Raw -6185.528511 + Penalty 387.057469 = -5798.471042 nChanged 43 SP:Iteration 1F (4.484353 sec): 3 clusters Score: Raw -6217.468216 + Penalty 398.293384 = -5819.174831 nChanged 21 SP:Iteration 2F (4.484855 sec): 3 clusters Score: Raw -6233.431013 + Penalty 406.672689 = -5826.758323 nChanged 11 SP:Iteration 3F (4.485357 sec): 3 clusters Score: Raw -6243.545558 + Penalty 417.400679 = -5826.144879 nChanged 6 SP:Iteration 4F (4.485859 sec): 3 clusters Score: Raw -6248.488367 + Penalty 430.818526 = -5817.669841 nChanged 7 SP:Iteration 5F (4.486358 sec): 3 clusters Score: Raw -6255.095509 + Penalty 451.497704 = -5803.597806 nChanged 9 SP:Iteration 6F (4.486859 sec): 3 clusters Score: Raw -6265.956936 + Penalty 460.328305 = -5805.628632 nChanged 6 SP:Iteration 7Q (4.487384 sec): 3 clusters Score: Raw -6272.568603 + Penalty 478.628978 = -5793.939625 nChanged 4 SP:Iteration 8F (4.487919 sec): 3 clusters Score: Raw -6278.052199 + Penalty 488.668648 = -5789.383551 nChanged 4 SP:Iteration 9F (4.488456 sec): 3 clusters Score: Raw -6283.505938 + Penalty 486.058153 = -5797.447785 nChanged 1 SP:Iteration 10F (4.488992 sec): 3 clusters Score: Raw -6285.054338 + Penalty 486.058153 = -5798.996185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 19 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.489889 sec): 2 clusters Score: Raw -840.215851 + Penalty 327.330880 = -512.884971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.490140 sec): 3 clusters Score: Raw -880.627151 + Penalty 654.661760 = -225.965391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.491110 sec): 2 clusters Score: Raw -3260.351047 + Penalty 254.238595 = -3006.112452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.491465 sec): 3 clusters Score: Raw -3235.336899 + Penalty 514.047229 = -2721.289670 nChanged 13 SP:Iteration 1F (4.491819 sec): 3 clusters Score: Raw -3253.079779 + Penalty 519.308375 = -2733.771403 nChanged 8 SP:Iteration 2F (4.492176 sec): 3 clusters Score: Raw -3264.315277 + Penalty 520.061528 = -2744.253748 nChanged 3 SP:Iteration 3Q (4.492529 sec): 3 clusters Score: Raw -3267.160170 + Penalty 522.569161 = -2744.591009 nChanged 1 SP:Iteration 4Q (4.492884 sec): 3 clusters Score: Raw -3268.100970 + Penalty 525.248231 = -2742.852739 nChanged 1 SP:Iteration 5F (4.493239 sec): 3 clusters Score: Raw -3270.109983 + Penalty 524.243757 = -2745.866226 nChanged 2 SP:Iteration 6Q (4.493592 sec): 3 clusters Score: Raw -3273.401176 + Penalty 527.209727 = -2746.191449 nChanged 1 SP:Iteration 7Q (4.493946 sec): 3 clusters Score: Raw -3273.935923 + Penalty 527.209727 = -2746.726196 nChanged 0 SP:Iteration 8F (4.494302 sec): 3 clusters Score: Raw -3273.935923 + Penalty 527.209727 = -2746.726196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 21 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.495286 sec): 2 clusters Score: Raw -3368.315731 + Penalty 125.832519 = -3242.483212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.495670 sec): 3 clusters Score: Raw -3331.023325 + Penalty 274.274492 = -3056.748833 nChanged 30 SP:Iteration 1F (4.496043 sec): 3 clusters Score: Raw -3366.798182 + Penalty 286.985363 = -3079.812819 nChanged 9 SP:Iteration 2F (4.496413 sec): 3 clusters Score: Raw -3372.864519 + Penalty 292.574013 = -3080.290506 nChanged 5 SP:Iteration 3F (4.496784 sec): 3 clusters Score: Raw -3377.828763 + Penalty 300.980502 = -3076.848261 nChanged 3 SP:Iteration 4F (4.497154 sec): 3 clusters Score: Raw -3379.700316 + Penalty 312.481940 = -3067.218376 nChanged 3 SP:Iteration 5F (4.497525 sec): 3 clusters Score: Raw -3382.027451 + Penalty 311.429566 = -3070.597884 nChanged 1 SP:Iteration 6Q (4.497888 sec): 3 clusters Score: Raw -3382.730087 + Penalty 311.429566 = -3071.300520 nChanged 0 SP:Iteration 7F (4.498259 sec): 3 clusters Score: Raw -3382.730087 + Penalty 311.429566 = -3071.300520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.499039 sec): 2 clusters Score: Raw -425.396556 + Penalty 155.523932 = -269.872624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.499269 sec): 3 clusters Score: Raw -439.660427 + Penalty 304.565190 = -135.095237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 23 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.500131 sec): 2 clusters Score: Raw -1812.985086 + Penalty 386.048279 = -1426.936807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.500430 sec): 3 clusters Score: Raw -1885.415691 + Penalty 773.315782 = -1112.099909 nChanged 1 SP:Iteration 1Q (4.500714 sec): 3 clusters Score: Raw -1905.756778 + Penalty 773.315782 = -1132.440995 nChanged 0 SP:Iteration 2F (4.501007 sec): 3 clusters Score: Raw -1905.756778 + Penalty 773.315782 = -1132.440995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 24 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.501882 sec): 2 clusters Score: Raw -2296.695035 + Penalty 176.054596 = -2120.640440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.502199 sec): 3 clusters Score: Raw -2291.081461 + Penalty 349.135756 = -1941.945705 nChanged 8 SP:Iteration 1F (4.502526 sec): 3 clusters Score: Raw -2299.193067 + Penalty 351.085731 = -1948.107337 nChanged 3 SP:Iteration 2F (4.502839 sec): 3 clusters Score: Raw -2302.116291 + Penalty 352.109191 = -1950.007100 nChanged 1 SP:Iteration 3Q (4.503144 sec): 3 clusters Score: Raw -2302.780310 + Penalty 352.109191 = -1950.671119 nChanged 0 SP:Iteration 4F (4.503454 sec): 3 clusters Score: Raw -2302.780310 + Penalty 352.109191 = -1950.671119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 25 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.504293 sec): 2 clusters Score: Raw -1538.984377 + Penalty 198.367337 = -1340.617040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.504575 sec): 3 clusters Score: Raw -1546.526352 + Penalty 484.484341 = -1062.042011 nChanged 3 SP:Iteration 1F (4.504852 sec): 3 clusters Score: Raw -1557.463940 + Penalty 484.484341 = -1072.979599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 26 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.505614 sec): 2 clusters Score: Raw -421.830721 + Penalty 127.775600 = -294.055121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.505834 sec): 3 clusters Score: Raw -419.163795 + Penalty 330.529497 = -88.634298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 27 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.506921 sec): 2 clusters Score: Raw -4848.336896 + Penalty 249.335777 = -4599.001119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.507364 sec): 3 clusters Score: Raw -4819.587720 + Penalty 494.104899 = -4325.482821 nChanged 27 SP:Iteration 1F (4.507803 sec): 3 clusters Score: Raw -4849.787427 + Penalty 494.840472 = -4354.946955 nChanged 5 SP:Iteration 2Q (4.508236 sec): 3 clusters Score: Raw -4855.108176 + Penalty 493.746303 = -4361.361873 nChanged 4 SP:Iteration 3Q (4.508664 sec): 3 clusters Score: Raw -4861.374614 + Penalty 492.348538 = -4369.026076 nChanged 3 SP:Iteration 4Q (4.509092 sec): 3 clusters Score: Raw -4869.927540 + Penalty 493.346629 = -4376.580912 nChanged 2 SP:Iteration 5Q (4.509517 sec): 3 clusters Score: Raw -4871.877480 + Penalty 493.991852 = -4377.885628 nChanged 1 SP:Iteration 6Q (4.509935 sec): 3 clusters Score: Raw -4872.745754 + Penalty 493.991852 = -4378.753902 nChanged 0 SP:Iteration 7F (4.510364 sec): 3 clusters Score: Raw -4872.745754 + Penalty 493.991852 = -4378.753902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.511177 sec): 2 clusters Score: Raw -589.963248 + Penalty 243.389214 = -346.574034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.511418 sec): 3 clusters Score: Raw -613.216383 + Penalty 494.031222 = -119.185161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 29 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.512307 sec): 2 clusters Score: Raw -2209.769484 + Penalty 176.136878 = -2033.632606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.512633 sec): 3 clusters Score: Raw -2199.598605 + Penalty 352.811238 = -1846.787366 nChanged 10 SP:Iteration 1F (4.512953 sec): 3 clusters Score: Raw -2215.448667 + Penalty 359.809628 = -1855.639040 nChanged 6 SP:Iteration 2F (4.513278 sec): 3 clusters Score: Raw -2227.852674 + Penalty 355.865153 = -1871.987521 nChanged 2 SP:Iteration 3Q (4.513597 sec): 3 clusters Score: Raw -2231.182729 + Penalty 355.865153 = -1875.317577 nChanged 0 SP:Iteration 4F (4.513923 sec): 3 clusters Score: Raw -2231.182729 + Penalty 355.865153 = -1875.317577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 30 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.514721 sec): 2 clusters Score: Raw -724.370547 + Penalty 226.442543 = -497.928004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.514969 sec): 3 clusters Score: Raw -749.106396 + Penalty 442.017310 = -307.089087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 31 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.515744 sec): 2 clusters Score: Raw -622.170679 + Penalty 126.543440 = -495.627239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.515983 sec): 3 clusters Score: Raw -630.720471 + Penalty 254.166499 = -376.553973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 32 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.516711 sec): 2 clusters Score: Raw -40.973632 + Penalty 0.000000 = -40.973632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.516905 sec): 2 clusters Score: Raw -40.973632 + Penalty 0.000000 = -40.973632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.517668 sec): 2 clusters Score: Raw -756.812417 + Penalty 362.178570 = -394.633847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.517904 sec): 3 clusters Score: Raw -797.143062 + Penalty 724.366015 = -72.777048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.518688 sec): 2 clusters Score: Raw -908.465651 + Penalty 196.487243 = -711.978408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.518937 sec): 3 clusters Score: Raw -926.812881 + Penalty 378.565160 = -548.247721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.519683 sec): 2 clusters Score: Raw -311.838184 + Penalty 142.941647 = -168.896538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.519906 sec): 3 clusters Score: Raw -312.721619 + Penalty 280.018542 = -32.703077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 36 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.520703 sec): 2 clusters Score: Raw -1097.144254 + Penalty 257.007291 = -840.136963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.520964 sec): 3 clusters Score: Raw -1131.804005 + Penalty 514.656850 = -617.147154 nChanged 1 SP:Iteration 1Q (4.521213 sec): 3 clusters Score: Raw -1136.974514 + Penalty 514.656850 = -622.317664 nChanged 0 SP:Iteration 2F (4.521469 sec): 3 clusters Score: Raw -1136.974514 + Penalty 514.656850 = -622.317664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 38 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.522308 sec): 2 clusters Score: Raw -1990.775260 + Penalty 466.347282 = -1524.427978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.522598 sec): 3 clusters Score: Raw -2063.450083 + Penalty 932.724844 = -1130.725239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 39 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.523350 sec): 2 clusters Score: Raw -289.726008 + Penalty 146.852160 = -142.873848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.523572 sec): 3 clusters Score: Raw -293.667796 + Penalty 297.869665 = 4.201869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 42 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.524355 sec): 2 clusters Score: Raw -1083.556432 + Penalty 467.642976 = -615.913455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.524623 sec): 3 clusters Score: Raw -1212.629979 + Penalty 935.909951 = -276.720027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.525384 sec): 2 clusters Score: Raw -475.323236 + Penalty 215.444319 = -259.878918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.525620 sec): 3 clusters Score: Raw -497.117194 + Penalty 430.888638 = -66.228556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.526358 sec): 2 clusters Score: Raw -188.898090 + Penalty 135.224462 = -53.673628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.526573 sec): 3 clusters Score: Raw -180.126446 + Penalty 135.224462 = -44.901984 nChanged 1 SP:Iteration 1F (4.526770 sec): 2 clusters Score: Raw -188.898090 + Penalty 135.224462 = -53.673628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.527543 sec): 2 clusters Score: Raw -853.140917 + Penalty 478.471334 = -374.669583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.527788 sec): 3 clusters Score: Raw -943.195953 + Penalty 956.942668 = 13.746716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.528554 sec): 2 clusters Score: Raw -761.332487 + Penalty 341.348182 = -419.984305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.528795 sec): 3 clusters Score: Raw -774.360614 + Penalty 703.423213 = -70.937401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 47 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.529556 sec): 2 clusters Score: Raw -620.186270 + Penalty 164.425462 = -455.760809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.529794 sec): 3 clusters Score: Raw -631.835962 + Penalty 331.142784 = -300.693178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.530533 sec): 2 clusters Score: Raw -233.630030 + Penalty 154.881861 = -78.748168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.530750 sec): 3 clusters Score: Raw -228.269422 + Penalty 302.597017 = 74.327594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.531512 sec): 2 clusters Score: Raw -639.244316 + Penalty 194.594085 = -444.650230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.531750 sec): 3 clusters Score: Raw -671.973684 + Penalty 389.188170 = -282.785513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 50 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.532472 sec): 2 clusters Score: Raw -41.960183 + Penalty 0.000000 = -41.960183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.532666 sec): 2 clusters Score: Raw -41.960183 + Penalty 0.000000 = -41.960183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 51 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.533434 sec): 2 clusters Score: Raw -767.612782 + Penalty 259.120543 = -508.492239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.533678 sec): 3 clusters Score: Raw -788.506153 + Penalty 508.389499 = -280.116654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 52 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.534841 sec): 2 clusters Score: Raw -6605.074085 + Penalty 374.244700 = -6230.829386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.535353 sec): 3 clusters Score: Raw -6596.583744 + Penalty 748.863311 = -5847.720433 nChanged 25 SP:Iteration 1F (4.535826 sec): 3 clusters Score: Raw -6631.633264 + Penalty 748.542273 = -5883.090991 nChanged 8 SP:Iteration 2F (4.536295 sec): 3 clusters Score: Raw -6645.472270 + Penalty 748.270275 = -5897.201995 nChanged 3 SP:Iteration 3Q (4.536758 sec): 3 clusters Score: Raw -6652.742897 + Penalty 748.716024 = -5904.026873 nChanged 5 SP:Iteration 4Q (4.537219 sec): 3 clusters Score: Raw -6659.087790 + Penalty 749.645740 = -5909.442050 nChanged 4 SP:Iteration 5Q (4.537682 sec): 3 clusters Score: Raw -6665.040935 + Penalty 750.770703 = -5914.270232 nChanged 3 SP:Iteration 6Q (4.538142 sec): 3 clusters Score: Raw -6669.770630 + Penalty 752.937004 = -5916.833626 nChanged 3 SP:Iteration 7Q (4.538602 sec): 3 clusters Score: Raw -6674.754259 + Penalty 756.955405 = -5917.798854 nChanged 5 SP:Iteration 8Q (4.539059 sec): 3 clusters Score: Raw -6683.167931 + Penalty 757.749566 = -5925.418365 nChanged 3 SP:Iteration 9Q (4.539517 sec): 3 clusters Score: Raw -6689.281636 + Penalty 758.774380 = -5930.507256 nChanged 2 SP:Iteration 10F (4.539984 sec): 3 clusters Score: Raw -6690.607335 + Penalty 758.774380 = -5931.832955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.540849 sec): 2 clusters Score: Raw -139.572704 + Penalty 109.362657 = -30.210047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.541069 sec): 3 clusters Score: Raw -133.582486 + Penalty 221.139396 = 87.556911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.541810 sec): 2 clusters Score: Raw -180.863833 + Penalty 118.875116 = -61.988717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.542025 sec): 3 clusters Score: Raw -176.028088 + Penalty 237.750232 = 61.722144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 55 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.542748 sec): 2 clusters Score: Raw -42.916094 + Penalty 0.000000 = -42.916094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.542941 sec): 2 clusters Score: Raw -42.916094 + Penalty 0.000000 = -42.916094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.543674 sec): 2 clusters Score: Raw -180.642099 + Penalty 105.686155 = -74.955944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.543891 sec): 3 clusters Score: Raw -175.747396 + Penalty 211.372311 = 35.624914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.544613 sec): 2 clusters Score: Raw -40.117788 + Penalty 0.000000 = -40.117788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.544805 sec): 2 clusters Score: Raw -40.117788 + Penalty 0.000000 = -40.117788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 58 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.545557 sec): 2 clusters Score: Raw -388.951586 + Penalty 163.411136 = -225.540450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.545783 sec): 3 clusters Score: Raw -396.768328 + Penalty 317.637721 = -79.130607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.546521 sec): 2 clusters Score: Raw -276.226054 + Penalty 176.506758 = -99.719296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.546756 sec): 3 clusters Score: Raw -274.512386 + Penalty 353.013515 = 78.501129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.547493 sec): 2 clusters Score: Raw -182.127696 + Penalty 109.184781 = -72.942914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.547703 sec): 3 clusters Score: Raw -176.064935 + Penalty 196.559345 = 20.494410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 61 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.548463 sec): 2 clusters Score: Raw -533.455541 + Penalty 217.539860 = -315.915681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.548697 sec): 3 clusters Score: Raw -549.267513 + Penalty 420.369988 = -128.897525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.549430 sec): 2 clusters Score: Raw -138.262613 + Penalty 102.393689 = -35.868924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.549643 sec): 3 clusters Score: Raw -129.822641 + Penalty 213.751727 = 83.929085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 63 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.550374 sec): 2 clusters Score: Raw -123.249167 + Penalty 56.729632 = -66.519534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.550571 sec): 2 clusters Score: Raw -123.249167 + Penalty 56.729632 = -66.519534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.551297 sec): 2 clusters Score: Raw -96.181372 + Penalty 86.401975 = -9.779397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.551505 sec): 3 clusters Score: Raw -86.756619 + Penalty 172.803951 = 86.047332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.552242 sec): 2 clusters Score: Raw -170.468153 + Penalty 114.559281 = -55.908872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.552459 sec): 3 clusters Score: Raw -168.557709 + Penalty 224.447612 = 55.889903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 66 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.553186 sec): 2 clusters Score: Raw -40.287689 + Penalty 0.000000 = -40.287689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.553377 sec): 2 clusters Score: Raw -40.287689 + Penalty 0.000000 = -40.287689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.554129 sec): 2 clusters Score: Raw -423.525167 + Penalty 166.639891 = -256.885276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.554355 sec): 3 clusters Score: Raw -421.071969 + Penalty 288.013049 = -133.058920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.555085 sec): 2 clusters Score: Raw -75.605110 + Penalty 42.734486 = -32.870623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.555280 sec): 2 clusters Score: Raw -75.605110 + Penalty 42.734486 = -32.870623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.556003 sec): 2 clusters Score: Raw -41.907991 + Penalty 0.000000 = -41.907991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.556210 sec): 2 clusters Score: Raw -41.907991 + Penalty 0.000000 = -41.907991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.556955 sec): 2 clusters Score: Raw -362.572681 + Penalty 176.890872 = -185.681809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.557178 sec): 3 clusters Score: Raw -370.277997 + Penalty 353.781745 = -16.496252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.557903 sec): 2 clusters Score: Raw -43.611625 + Penalty 0.000000 = -43.611625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.558095 sec): 2 clusters Score: Raw -43.611625 + Penalty 0.000000 = -43.611625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 72 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.558859 sec): 2 clusters Score: Raw -699.627734 + Penalty 186.947645 = -512.680089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.559104 sec): 3 clusters Score: Raw -704.919454 + Penalty 369.661739 = -335.257715 nChanged 2 SP:Iteration 1F (4.559342 sec): 3 clusters Score: Raw -713.081761 + Penalty 369.661739 = -343.420022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.560068 sec): 2 clusters Score: Raw -40.553611 + Penalty 0.000000 = -40.553611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.560261 sec): 2 clusters Score: Raw -40.553611 + Penalty 0.000000 = -40.553611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.560987 sec): 2 clusters Score: Raw -42.356550 + Penalty 0.000000 = -42.356550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.561179 sec): 2 clusters Score: Raw -42.356550 + Penalty 0.000000 = -42.356550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.561909 sec): 2 clusters Score: Raw -193.616114 + Penalty 156.802012 = -36.814102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.562123 sec): 3 clusters Score: Raw -185.207322 + Penalty 326.925655 = 141.718333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.562842 sec): 2 clusters Score: Raw -39.054869 + Penalty 0.000000 = -39.054869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.563029 sec): 2 clusters Score: Raw -39.054869 + Penalty 0.000000 = -39.054869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.563765 sec): 2 clusters Score: Raw -267.364479 + Penalty 207.879999 = -59.484480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.563983 sec): 3 clusters Score: Raw -254.267372 + Penalty 415.146595 = 160.879223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.564713 sec): 2 clusters Score: Raw -93.699876 + Penalty 67.474571 = -26.225304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.564921 sec): 3 clusters Score: Raw -83.897282 + Penalty 134.949142 = 51.051861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.565662 sec): 2 clusters Score: Raw -304.692732 + Penalty 132.024203 = -172.668529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.565898 sec): 3 clusters Score: Raw -307.744259 + Penalty 264.477342 = -43.266917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.566638 sec): 2 clusters Score: Raw -86.600439 + Penalty 51.487343 = -35.113096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.566834 sec): 2 clusters Score: Raw -86.600439 + Penalty 51.487343 = -35.113096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.567583 sec): 2 clusters Score: Raw -285.603565 + Penalty 196.301403 = -89.302162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.567802 sec): 3 clusters Score: Raw -280.263335 + Penalty 394.050592 = 113.787257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.568547 sec): 2 clusters Score: Raw -250.034221 + Penalty 178.640057 = -71.394164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.568766 sec): 3 clusters Score: Raw -242.115779 + Penalty 359.002708 = 116.886930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.569514 sec): 2 clusters Score: Raw -355.491987 + Penalty 176.855437 = -178.636551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.569733 sec): 3 clusters Score: Raw -352.586529 + Penalty 314.835509 = -37.751020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.570459 sec): 2 clusters Score: Raw -43.268306 + Penalty 0.000000 = -43.268306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.570651 sec): 2 clusters Score: Raw -43.268306 + Penalty 0.000000 = -43.268306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.571379 sec): 2 clusters Score: Raw -143.024074 + Penalty 105.561142 = -37.462932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.571590 sec): 3 clusters Score: Raw -133.767539 + Penalty 214.603459 = 80.835920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.572326 sec): 2 clusters Score: Raw -248.375357 + Penalty 174.923275 = -73.452082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.572545 sec): 3 clusters Score: Raw -240.306683 + Penalty 347.637190 = 107.330507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.573286 sec): 2 clusters Score: Raw -270.416271 + Penalty 166.608004 = -103.808268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.573488 sec): 2 clusters Score: Raw -270.416271 + Penalty 166.608004 = -103.808268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.574215 sec): 2 clusters Score: Raw -43.026204 + Penalty 0.000000 = -43.026204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.574408 sec): 2 clusters Score: Raw -43.026204 + Penalty 0.000000 = -43.026204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.575138 sec): 2 clusters Score: Raw -140.788867 + Penalty 91.927072 = -48.861795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.575364 sec): 3 clusters Score: Raw -132.007149 + Penalty 176.174063 = 44.166914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.576102 sec): 2 clusters Score: Raw -93.814984 + Penalty 80.256494 = -13.558491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.576297 sec): 2 clusters Score: Raw -93.814984 + Penalty 80.256494 = -13.558491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.577035 sec): 2 clusters Score: Raw -238.813663 + Penalty 163.559068 = -75.254594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.577255 sec): 3 clusters Score: Raw -234.543205 + Penalty 325.589179 = 91.045974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.577986 sec): 2 clusters Score: Raw -84.995792 + Penalty 49.427078 = -35.568714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.578195 sec): 3 clusters Score: Raw -78.775497 + Penalty 98.854156 = 20.078659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.578921 sec): 2 clusters Score: Raw -89.305728 + Penalty 69.666893 = -19.638834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.579116 sec): 2 clusters Score: Raw -89.305728 + Penalty 69.666893 = -19.638834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.579837 sec): 2 clusters Score: Raw -42.779758 + Penalty 0.000000 = -42.779758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.580028 sec): 2 clusters Score: Raw -42.779758 + Penalty 0.000000 = -42.779758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.580755 sec): 2 clusters Score: Raw -88.394953 + Penalty 56.815796 = -31.579157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.580949 sec): 2 clusters Score: Raw -88.394953 + Penalty 56.815796 = -31.579157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.581681 sec): 2 clusters Score: Raw -139.865046 + Penalty 103.153447 = -36.711599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.581893 sec): 3 clusters Score: Raw -131.081943 + Penalty 206.552791 = 75.470848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.582623 sec): 2 clusters Score: Raw -133.672353 + Penalty 132.803638 = -0.868715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.582820 sec): 2 clusters Score: Raw -133.672353 + Penalty 132.803638 = -0.868715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.583545 sec): 2 clusters Score: Raw -86.294616 + Penalty 61.392687 = -24.901929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.583739 sec): 2 clusters Score: Raw -86.294616 + Penalty 61.392687 = -24.901929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.584470 sec): 2 clusters Score: Raw -204.494467 + Penalty 178.346350 = -26.148117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.584698 sec): 3 clusters Score: Raw -194.263900 + Penalty 375.990044 = 181.726145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.585428 sec): 2 clusters Score: Raw -90.611717 + Penalty 46.696359 = -43.915359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.585625 sec): 2 clusters Score: Raw -90.611717 + Penalty 46.696359 = -43.915359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.586355 sec): 2 clusters Score: Raw -142.799316 + Penalty 126.000130 = -16.799187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.586568 sec): 3 clusters Score: Raw -133.604630 + Penalty 265.444490 = 131.839860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.587294 sec): 2 clusters Score: Raw -92.772686 + Penalty 60.479527 = -32.293160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.587503 sec): 3 clusters Score: Raw -83.390598 + Penalty 120.959053 = 37.568455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.588225 sec): 2 clusters Score: Raw -42.229402 + Penalty 0.000000 = -42.229402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.588417 sec): 2 clusters Score: Raw -42.229402 + Penalty 0.000000 = -42.229402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.589140 sec): 2 clusters Score: Raw -86.307847 + Penalty 55.563206 = -30.744641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.589335 sec): 2 clusters Score: Raw -86.307847 + Penalty 55.563206 = -30.744641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.590054 sec): 2 clusters Score: Raw -43.604625 + Penalty 0.000000 = -43.604625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.590247 sec): 2 clusters Score: Raw -43.604625 + Penalty 0.000000 = -43.604625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.590983 sec): 2 clusters Score: Raw -224.323866 + Penalty 136.909086 = -87.414780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.591198 sec): 3 clusters Score: Raw -218.775048 + Penalty 307.135316 = 88.360268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.591921 sec): 2 clusters Score: Raw -40.808996 + Penalty 0.000000 = -40.808996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.592112 sec): 2 clusters Score: Raw -40.808996 + Penalty 0.000000 = -40.808996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.592836 sec): 2 clusters Score: Raw -93.398416 + Penalty 70.331042 = -23.067374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.593046 sec): 3 clusters Score: Raw -84.600503 + Penalty 140.662084 = 56.061581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.593770 sec): 2 clusters Score: Raw -41.612286 + Penalty 0.000000 = -41.612286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.593976 sec): 2 clusters Score: Raw -41.612286 + Penalty 0.000000 = -41.612286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.594709 sec): 2 clusters Score: Raw -128.921275 + Penalty 97.809037 = -31.112238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.594923 sec): 3 clusters Score: Raw -125.963517 + Penalty 185.928529 = 59.965012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.595670 sec): 2 clusters Score: Raw -141.218276 + Penalty 104.746407 = -36.471869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.595884 sec): 3 clusters Score: Raw -133.721883 + Penalty 213.730434 = 80.008550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.596611 sec): 2 clusters Score: Raw -41.996967 + Penalty 0.000000 = -41.996967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.596802 sec): 2 clusters Score: Raw -41.996967 + Penalty 0.000000 = -41.996967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.597531 sec): 2 clusters Score: Raw -149.491910 + Penalty 119.023152 = -30.468758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.597728 sec): 2 clusters Score: Raw -149.491910 + Penalty 119.023152 = -30.468758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.598452 sec): 2 clusters Score: Raw -43.655837 + Penalty 0.000000 = -43.655837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.598644 sec): 2 clusters Score: Raw -43.655837 + Penalty 0.000000 = -43.655837 nChanged 0 Deleting Class 78 (5 points): Lose 60.885646 but Gain 1218.726461 Iteration 20F (5.227967 sec): 112 clusters Score: Raw -443478.322009 + Penalty 87339.819596 = -356138.502413 nChanged 59 Deleting Class 64 (2 points): Lose 23.863452 but Gain 1176.158829 Iteration 21Q (5.277724 sec): 111 clusters Score: Raw -443499.324889 + Penalty 86408.360640 = -357090.964249 nChanged 32 Deleting Class 108 (4 points): Lose 76.732353 but Gain 1213.882166 Iteration 22Q (5.325948 sec): 110 clusters Score: Raw -443471.735373 + Penalty 85274.956396 = -358196.778977 nChanged 29 Deleting Class 50 (2 points): Lose 26.441260 but Gain 1155.470781 Iteration 23Q (5.374021 sec): 109 clusters Score: Raw -443495.744439 + Penalty 84284.954745 = -359210.789694 nChanged 21 Deleting Class 42 (23 points): Lose 279.479564 but Gain 1407.265931 Iteration 24Q (5.421166 sec): 108 clusters Score: Raw -443251.790454 + Penalty 82993.470192 = -360258.320262 nChanged 53 Deleting Class 106 (3 points): Lose 21.864965 but Gain 1140.599771 Iteration 25Q (5.469600 sec): 107 clusters Score: Raw -443381.367554 + Penalty 81919.891697 = -361461.475856 nChanged 40 Deleting Class 90 (1 points): Lose 9.763641 but Gain 1126.071365 Iteration 26Q (5.516962 sec): 106 clusters Score: Raw -443452.568620 + Penalty 80844.322870 = -362608.245750 nChanged 35 Deleting Class 113 (2 points): Lose 30.054151 but Gain 1130.587905 Iteration 27Q (5.563913 sec): 105 clusters Score: Raw -443453.687133 + Penalty 79780.273666 = -363673.413467 nChanged 26 Deleting Class 71 (1 points): Lose 0.848585 but Gain 1093.654450 Iteration 28Q (5.610365 sec): 104 clusters Score: Raw -443525.821111 + Penalty 78688.908559 = -364836.912552 nChanged 16 Deleting Class 55 (1 points): Lose 6.966181 but Gain 1095.595892 Iteration 29Q (5.656204 sec): 103 clusters Score: Raw -443529.337134 + Penalty 77594.450634 = -365934.886501 nChanged 21 Deleting Class 33 (18 points): Lose 203.672731 but Gain 1287.404347 Iteration 30F (6.227066 sec): 102 clusters Score: Raw -443334.840321 + Penalty 76384.135770 = -366950.704552 nChanged 28 Deleting Class 110 (3 points): Lose 20.909380 but Gain 1082.167037 Iteration 31Q (6.272798 sec): 101 clusters Score: Raw -443395.111046 + Penalty 75338.655703 = -368056.455343 nChanged 20 Deleting Class 98 (2 points): Lose 33.992658 but Gain 1092.502608 Iteration 32Q (6.318700 sec): 100 clusters Score: Raw -443380.393333 + Penalty 74402.757507 = -368977.635826 nChanged 13 Deleting Class 115 (1 points): Lose 5.223978 but Gain 1024.665873 Iteration 33Q (6.363365 sec): 99 clusters Score: Raw -443412.123728 + Penalty 73382.725531 = -370029.398197 nChanged 16 Deleting Class 76 (4 points): Lose 62.633787 but Gain 1067.244523 Iteration 34Q (6.407792 sec): 98 clusters Score: Raw -443356.363296 + Penalty 72365.457988 = -370990.905307 nChanged 13 Deleting Class 96 (1 points): Lose 9.007839 but Gain 1003.539847 Iteration 35Q (6.452482 sec): 97 clusters Score: Raw -443382.110941 + Penalty 71365.654890 = -372016.456051 nChanged 12 Deleting Class 74 (1 points): Lose 5.314211 but Gain 996.445729 Iteration 36Q (6.496208 sec): 96 clusters Score: Raw -443383.092598 + Penalty 70370.682221 = -373012.410377 nChanged 14 Deleting Class 128 (3 points): Lose 33.112296 but Gain 1022.244437 Iteration 37Q (6.540516 sec): 95 clusters Score: Raw -443355.057400 + Penalty 69356.414124 = -373998.643276 nChanged 10 Deleting Class 132 (1 points): Lose 5.049209 but Gain 994.033821 Iteration 38Q (6.584522 sec): 94 clusters Score: Raw -443359.233387 + Penalty 68405.565513 = -374953.667874 nChanged 7 Deleting Class 46 (16 points): Lose 178.652076 but Gain 1161.662321 Iteration 39Q (6.628680 sec): 93 clusters Score: Raw -443200.716814 + Penalty 67283.564455 = -375917.152359 nChanged 20 Deleting Class 85 (5 points): Lose 67.087765 but Gain 1047.303083 Iteration 40F (7.141217 sec): 92 clusters Score: Raw -443175.065132 + Penalty 66287.523047 = -376887.542085 nChanged 10 Deleting Class 38 (48 points): Lose 209.127245 but Gain 1187.262764 Iteration 41Q (7.185156 sec): 91 clusters Score: Raw -443003.391949 + Penalty 65130.162299 = -377873.229651 nChanged 52 Deleting Class 84 (6 points): Lose 86.915687 but Gain 1033.740323 Iteration 42Q (7.230263 sec): 90 clusters Score: Raw -443007.063393 + Penalty 64291.722878 = -378715.340516 nChanged 12 Deleting Class 127 (2 points): Lose 29.552741 but Gain 1107.670590 Iteration 43Q (7.273252 sec): 89 clusters Score: Raw -443038.136575 + Penalty 63207.689171 = -379830.447403 nChanged 5 Deleting Class 102 (1 points): Lose 4.613537 but Gain 930.154862 Iteration 44Q (7.316353 sec): 88 clusters Score: Raw -443046.651686 + Penalty 62277.785363 = -380768.866322 nChanged 2 Deleting Class 45 (19 points): Lose 609.520070 but Gain 1533.278787 Iteration 45Q (7.359497 sec): 87 clusters Score: Raw -442439.228080 + Penalty 60895.927472 = -381543.300608 nChanged 20 Deleting Class 120 (2 points): Lose 35.009094 but Gain 957.391023 Iteration 46Q (7.402608 sec): 86 clusters Score: Raw -442475.423509 + Penalty 59884.608530 = -382590.814980 nChanged 10 Deleting Class 19 (20 points): Lose 167.681422 but Gain 1087.574641 Iteration 47Q (7.445701 sec): 85 clusters Score: Raw -442363.406360 + Penalty 58802.754721 = -383560.651639 nChanged 27 Deleting Class 92 (5 points): Lose 109.336979 but Gain 1025.512915 Iteration 48Q (7.488115 sec): 84 clusters Score: Raw -442297.459520 + Penalty 57787.000450 = -384510.459070 nChanged 14 Deleting Class 101 (2 points): Lose 39.582328 but Gain 948.350212 Iteration 49Q (7.529972 sec): 83 clusters Score: Raw -442287.288726 + Penalty 56927.734214 = -385359.554512 nChanged 8 Deleting Class 53 (3 points): Lose 31.806223 but Gain 939.274132 Iteration 50F (7.991571 sec): 82 clusters Score: Raw -442291.990043 + Penalty 56090.920505 = -386201.069538 nChanged 7 Deleting Class 79 (2 points): Lose 11.414304 but Gain 918.506923 Iteration 51Q (8.032872 sec): 81 clusters Score: Raw -442312.355368 + Penalty 55192.874754 = -387119.480614 nChanged 6 Deleting Class 59 (8 points): Lose 80.395772 but Gain 981.882643 Iteration 52Q (8.074712 sec): 80 clusters Score: Raw -442238.562245 + Penalty 54294.254516 = -387944.307729 nChanged 10 Deleting Class 94 (9 points): Lose 66.173471 but Gain 982.282992 Iteration 53Q (8.118857 sec): 79 clusters Score: Raw -442204.722749 + Penalty 53377.105690 = -388827.617059 nChanged 13 Deleting Class 99 (5 points): Lose 58.478640 but Gain 958.888615 Iteration 54Q (8.160626 sec): 78 clusters Score: Raw -442175.126764 + Penalty 52513.042614 = -389662.084149 nChanged 15 Deleting Class 91 (4 points): Lose 46.108536 but Gain 926.559838 Iteration 55Q (8.202565 sec): 77 clusters Score: Raw -442165.300549 + Penalty 51625.332361 = -390539.968188 nChanged 15 Deleting Class 114 (3 points): Lose 27.279413 but Gain 901.065897 Iteration 56Q (8.243727 sec): 76 clusters Score: Raw -442165.144397 + Penalty 50759.177402 = -391405.966995 nChanged 9 Deleting Class 124 (3 points): Lose 26.579748 but Gain 899.626922 Iteration 57Q (8.285718 sec): 75 clusters Score: Raw -442151.294082 + Penalty 49887.642681 = -392263.651401 nChanged 8 Deleting Class 62 (4 points): Lose 35.285108 but Gain 906.156807 Iteration 58Q (8.327260 sec): 74 clusters Score: Raw -442123.488265 + Penalty 49015.750164 = -393107.738101 nChanged 10 Deleting Class 105 (4 points): Lose 46.970938 but Gain 912.967650 Iteration 59Q (8.368213 sec): 73 clusters Score: Raw -442090.005447 + Penalty 48131.291322 = -393958.714125 nChanged 9 Deleting Class 48 (5 points): Lose 50.003075 but Gain 908.017237 Iteration 60F (8.774531 sec): 72 clusters Score: Raw -442052.475734 + Penalty 47286.443572 = -394766.032162 nChanged 12 Deleting Class 61 (16 points): Lose 111.004700 but Gain 967.818701 Iteration 61Q (8.814866 sec): 71 clusters Score: Raw -441970.740261 + Penalty 46464.383763 = -395506.356499 nChanged 25 Deleting Class 69 (1 points): Lose 6.927733 but Gain 863.104801 Iteration 62Q (8.855527 sec): 70 clusters Score: Raw -442027.793229 + Penalty 45598.211623 = -396429.581606 nChanged 13 Deleting Class 43 (22 points): Lose 119.962268 but Gain 952.087298 Iteration 63Q (8.896526 sec): 69 clusters Score: Raw -441919.346160 + Penalty 44796.171963 = -397123.174197 nChanged 32 Deleting Class 54 (3 points): Lose 28.349888 but Gain 855.001074 Iteration 64Q (8.936623 sec): 68 clusters Score: Raw -441960.978716 + Penalty 43939.550821 = -398021.427895 nChanged 19 Deleting Class 97 (5 points): Lose 43.019331 but Gain 868.689644 Iteration 65Q (8.977012 sec): 67 clusters Score: Raw -441933.620975 + Penalty 43080.044274 = -398853.576701 nChanged 22 Deleting Class 51 (23 points): Lose 152.550454 but Gain 970.240995 Iteration 66Q (9.016955 sec): 66 clusters Score: Raw -441805.205736 + Penalty 42209.298309 = -399595.907427 nChanged 35 Deleting Class 111 (2 points): Lose 7.409862 but Gain 823.285913 Iteration 67Q (9.056947 sec): 65 clusters Score: Raw -441864.748613 + Penalty 41384.272726 = -400480.475888 nChanged 12 Deleting Class 28 (14 points): Lose 127.961346 but Gain 940.911473 Iteration 68Q (9.097455 sec): 64 clusters Score: Raw -441748.559173 + Penalty 40469.556715 = -401279.002458 nChanged 26 Deleting Class 122 (3 points): Lose 38.500339 but Gain 840.044500 Iteration 69Q (9.136567 sec): 63 clusters Score: Raw -441771.286525 + Penalty 39644.155091 = -402127.131434 nChanged 14 Deleting Class 107 (2 points): Lose 39.500449 but Gain 835.716435 Iteration 70F (9.487656 sec): 62 clusters Score: Raw -441761.532170 + Penalty 38831.847032 = -402929.685138 nChanged 17 Deleting Class 14 (32 points): Lose 155.330237 but Gain 940.873495 Iteration 71Q (9.527244 sec): 61 clusters Score: Raw -441630.877882 + Penalty 38183.651379 = -403447.226503 nChanged 50 Deleting Class 121 (2 points): Lose 16.924255 but Gain 933.691363 Iteration 72Q (9.566904 sec): 60 clusters Score: Raw -441723.044348 + Penalty 37287.566824 = -404435.477524 nChanged 35 Deleting Class 116 (6 points): Lose 73.748983 but Gain 859.116367 Iteration 73Q (9.606785 sec): 59 clusters Score: Raw -441679.358569 + Penalty 36504.773266 = -405174.585303 nChanged 36 Deleting Class 60 (5 points): Lose 52.835392 but Gain 835.360227 Iteration 74Q (9.645757 sec): 58 clusters Score: Raw -441676.792718 + Penalty 35691.074872 = -405985.717846 nChanged 31 Deleting Class 89 (10 points): Lose 77.028208 but Gain 846.787569 Iteration 75Q (9.684720 sec): 57 clusters Score: Raw -441624.507974 + Penalty 34867.759888 = -406756.748086 nChanged 34 Deleting Class 65 (4 points): Lose 27.882075 but Gain 779.727023 Iteration 76Q (9.723036 sec): 56 clusters Score: Raw -441628.996888 + Penalty 34110.445947 = -407518.550941 nChanged 28 Deleting Class 104 (2 points): Lose 26.566660 but Gain 773.412872 Iteration 77Q (9.760782 sec): 55 clusters Score: Raw -441616.840406 + Penalty 33345.449960 = -408271.390446 nChanged 26 Deleting Class 44 (4 points): Lose 178.800688 but Gain 920.380836 Iteration 78Q (9.798748 sec): 54 clusters Score: Raw -441467.810564 + Penalty 32319.732176 = -409148.078388 nChanged 49 Deleting Class 70 (8 points): Lose 70.195090 but Gain 802.650481 Iteration 79Q (9.837174 sec): 53 clusters Score: Raw -441428.015155 + Penalty 31536.688371 = -409891.326784 nChanged 46 Deleting Class 39 (8 points): Lose 44.537365 but Gain 757.198413 Iteration 80F (10.131342 sec): 52 clusters Score: Raw -441432.071377 + Penalty 30940.862705 = -410491.208671 nChanged 46 Deleting Class 100 (3 points): Lose 16.077918 but Gain 759.878667 Iteration 81Q (10.168985 sec): 51 clusters Score: Raw -441486.887804 + Penalty 30211.137305 = -411275.750499 nChanged 40 Deleting Class 32 (1 points): Lose 2.786445 but Gain 704.535664 Iteration 82Q (10.206917 sec): 50 clusters Score: Raw -441534.572872 + Penalty 29528.817591 = -412005.755281 nChanged 43 Deleting Class 56 (5 points): Lose 48.335306 but Gain 739.862444 Iteration 83Q (10.244402 sec): 49 clusters Score: Raw -441518.401187 + Penalty 28803.085686 = -412715.315501 nChanged 33 Deleting Class 66 (1 points): Lose 14.778790 but Gain 705.693838 Iteration 84Q (10.280912 sec): 48 clusters Score: Raw -441534.051368 + Penalty 28112.384019 = -413421.667350 nChanged 31 Deleting Class 57 (1 points): Lose 10.009352 but Gain 700.788166 Iteration 85Q (10.317816 sec): 47 clusters Score: Raw -441538.117764 + Penalty 27421.790692 = -414116.327072 nChanged 27 Deleting Class 82 (2 points): Lose 15.462617 but Gain 700.878568 Iteration 86Q (10.353700 sec): 46 clusters Score: Raw -441532.871633 + Penalty 26730.934075 = -414801.937559 nChanged 33 Deleting Class 17 (14 points): Lose 75.775323 but Gain 749.986501 Iteration 87Q (10.389624 sec): 45 clusters Score: Raw -441469.620712 + Penalty 26021.396692 = -415448.224019 nChanged 36 Deleting Class 58 (9 points): Lose 56.030626 but Gain 701.737947 Iteration 88Q (10.426180 sec): 44 clusters Score: Raw -441446.998490 + Penalty 25387.606298 = -416059.392192 nChanged 27 Deleting Class 67 (9 points): Lose 47.146975 but Gain 688.466239 Iteration 89Q (10.461562 sec): 43 clusters Score: Raw -441436.529284 + Penalty 24710.137357 = -416726.391927 nChanged 29 Deleting Class 11 (19 points): Lose 124.754457 but Gain 771.325835 Iteration 90F (10.702632 sec): 42 clusters Score: Raw -441353.744370 + Penalty 24033.016392 = -417320.727978 nChanged 38 Deleting Class 30 (18 points): Lose 115.534579 but Gain 756.654875 Iteration 91Q (10.738782 sec): 41 clusters Score: Raw -441322.820971 + Penalty 23327.548457 = -417995.272514 nChanged 31 Deleting Class 35 (9 points): Lose 54.475639 but Gain 689.219998 Iteration 92Q (10.773529 sec): 40 clusters Score: Raw -441323.758404 + Penalty 22653.807302 = -418669.951102 nChanged 23 Deleting Class 49 (22 points): Lose 100.919346 but Gain 733.006202 Iteration 93Q (10.809144 sec): 39 clusters Score: Raw -441250.840659 + Penalty 21959.798861 = -419291.041798 nChanged 27 Deleting Class 72 (18 points): Lose 46.440972 but Gain 670.671393 Iteration 94Q (10.844619 sec): 38 clusters Score: Raw -441252.158027 + Penalty 21328.729242 = -419923.428786 nChanged 27 Deleting Class 81 (6 points): Lose 37.342724 but Gain 658.291975 Iteration 95Q (10.879301 sec): 37 clusters Score: Raw -441246.592834 + Penalty 20686.307595 = -420560.285239 nChanged 15 Deleting Class 109 (2 points): Lose 16.327875 but Gain 635.660633 Iteration 96Q (10.913277 sec): 36 clusters Score: Raw -441245.222195 + Penalty 20048.765217 = -421196.456978 nChanged 11 Deleting Class 22 (12 points): Lose 42.325376 but Gain 653.905740 Iteration 97Q (10.947387 sec): 35 clusters Score: Raw -441210.302804 + Penalty 19412.649904 = -421797.652900 nChanged 16 Deleting Class 20 (22 points): Lose 71.129909 but Gain 677.536198 Iteration 98Q (10.981355 sec): 34 clusters Score: Raw -441168.989042 + Penalty 18739.095035 = -422429.894006 nChanged 29 Deleting Class 8 (24 points): Lose 119.632247 but Gain 721.580480 Iteration 99Q (11.015176 sec): 33 clusters Score: Raw -441096.956708 + Penalty 18054.972136 = -423041.984573 nChanged 27 Deleting Class 25 (47 points): Lose 208.569938 but Gain 818.733154 Iteration 100F (11.201872 sec): 32 clusters Score: Raw -440942.473491 + Penalty 17331.246931 = -423611.226561 nChanged 58 Deleting Class 119 (1 points): Lose 6.826075 but Gain 600.521600 Iteration 101Q (11.237605 sec): 31 clusters Score: Raw -441042.965536 + Penalty 16746.907291 = -424296.058245 nChanged 16 Deleting Class 73 (1 points): Lose 0.834708 but Gain 585.808184 Iteration 102Q (11.271211 sec): 30 clusters Score: Raw -441055.502700 + Penalty 16170.378105 = -424885.124595 nChanged 9 Deleting Class 68 (2 points): Lose 32.177242 but Gain 581.729101 Iteration 103Q (11.303638 sec): 29 clusters Score: Raw -441028.973520 + Penalty 15716.750135 = -425312.223386 nChanged 6 Deleting Class 36 (77 points): Lose 410.942911 but Gain 956.833971 Iteration 104Q (11.336844 sec): 28 clusters Score: Raw -440648.489323 + Penalty 14922.922161 = -425725.567161 nChanged 81 Deleting Class 15 (81 points): Lose 292.117876 but Gain 843.577366 Iteration 105Q (11.371046 sec): 27 clusters Score: Raw -440578.082080 + Penalty 14225.067827 = -426353.014253 nChanged 93 Deleting Class 23 (50 points): Lose 440.961805 but Gain 980.741674 Iteration 106Q (11.404340 sec): 26 clusters Score: Raw -440316.785254 + Penalty 13339.472134 = -426977.313120 nChanged 80 Deleting Class 63 (2 points): Lose 13.697740 but Gain 522.931782 Iteration 107Q (11.437156 sec): 25 clusters Score: Raw -440526.913363 + Penalty 12841.007292 = -427685.906071 nChanged 39 Deleting Class 34 (21 points): Lose 80.393546 but Gain 588.965898 Iteration 108Q (11.468601 sec): 24 clusters Score: Raw -440469.475785 + Penalty 12277.989164 = -428191.486621 nChanged 48 Deleting Class 47 (18 points): Lose 86.949298 but Gain 593.437485 Iteration 109Q (11.499750 sec): 23 clusters Score: Raw -440429.081840 + Penalty 11727.437408 = -428701.644432 nChanged 43 Deleting Class 77 (2 points): Lose 28.147941 but Gain 526.827940 Iteration 110F (11.634359 sec): 22 clusters Score: Raw -440444.199496 + Penalty 11213.437144 = -429230.762352 nChanged 22 Deleting Class 26 (11 points): Lose 51.538843 but Gain 534.630926 Iteration 111Q (11.666903 sec): 21 clusters Score: Raw -440410.562447 + Penalty 10680.629234 = -429729.933214 nChanged 23 Deleting Class 13 (2 points): Lose 39.925419 but Gain 512.749152 Iteration 112Q (11.697295 sec): 20 clusters Score: Raw -440398.657170 + Penalty 10169.847330 = -430228.809841 nChanged 16 Deleting Class 31 (28 points): Lose 89.544653 but Gain 543.005572 Iteration 113Q (11.727387 sec): 19 clusters Score: Raw -440318.304558 + Penalty 9620.606097 = -430697.698461 nChanged 35 Deleting Class 6 (126 points): Lose 944.953333 but Gain 1242.115520 Iteration 114Q (11.757746 sec): 18 clusters Score: Raw -439417.929385 + Penalty 8524.736126 = -430893.193259 nChanged 137 Deleting Class 18 (188 points): Lose 514.079230 but Gain 771.690384 Iteration 115Q (11.788042 sec): 17 clusters Score: Raw -439358.962996 + Penalty 7943.219976 = -431415.743020 nChanged 222 Deleting Class 21 (19 points): Lose 195.723468 but Gain 399.019791 Iteration 116Q (11.818333 sec): 16 clusters Score: Raw -439562.461963 + Penalty 7515.936897 = -432046.525066 nChanged 71 Deleting Class 52 (175 points): Lose 647.144232 but Gain 693.374030 Iteration 117Q (11.847897 sec): 15 clusters Score: Raw -439002.342606 + Penalty 6926.626623 = -432075.715983 nChanged 205 Iteration 118Q (11.877075 sec): 15 clusters Score: Raw -439510.671887 + Penalty 6940.412705 = -432570.259182 nChanged 35 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -439510.671887 + Penalty 6940.412705 = -432570.259182Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 1 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.902995 sec): 2 clusters Score: Raw -35130.165534 + Penalty 120.662580 = -35009.502954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.904856 sec): 3 clusters Score: Raw -34550.152327 + Penalty 240.961525 = -34309.190802 nChanged 410 SP:Iteration 1F (11.906705 sec): 3 clusters Score: Raw -34808.822631 + Penalty 242.887504 = -34565.935126 nChanged 142 SP:Iteration 2F (11.908549 sec): 3 clusters Score: Raw -34899.017495 + Penalty 246.350309 = -34652.667186 nChanged 85 SP:Iteration 3F (11.910365 sec): 3 clusters Score: Raw -34951.600835 + Penalty 249.152793 = -34702.448043 nChanged 58 SP:Iteration 4F (11.912171 sec): 3 clusters Score: Raw -34990.374260 + Penalty 253.407379 = -34736.966881 nChanged 50 SP:Iteration 5F (11.913975 sec): 3 clusters Score: Raw -35020.909406 + Penalty 258.162360 = -34762.747046 nChanged 34 SP:Iteration 6Q (11.915765 sec): 3 clusters Score: Raw -35038.854695 + Penalty 265.884274 = -34772.970421 nChanged 37 SP:Iteration 7Q (11.917555 sec): 3 clusters Score: Raw -35063.399553 + Penalty 274.527077 = -34788.872476 nChanged 37 SP:Iteration 8Q (11.919345 sec): 3 clusters Score: Raw -35085.608711 + Penalty 281.840243 = -34803.768468 nChanged 23 SP:Iteration 9Q (11.921140 sec): 3 clusters Score: Raw -35098.317024 + Penalty 284.732252 = -34813.584771 nChanged 13 SP:Iteration 10F (11.922947 sec): 3 clusters Score: Raw -35103.678173 + Penalty 287.219317 = -34816.458855 nChanged 9 SP:Iteration 11Q (11.924748 sec): 3 clusters Score: Raw -35108.460313 + Penalty 290.613265 = -34817.847049 nChanged 13 SP:Iteration 12Q (11.926608 sec): 3 clusters Score: Raw -35120.078262 + Penalty 293.816462 = -34826.261800 nChanged 13 SP:Iteration 13Q (11.928446 sec): 3 clusters Score: Raw -35130.902035 + Penalty 299.336524 = -34831.565511 nChanged 11 SP:Iteration 14Q (11.930198 sec): 3 clusters Score: Raw -35140.234954 + Penalty 303.004423 = -34837.230531 nChanged 12 SP:Iteration 15Q (11.931898 sec): 3 clusters Score: Raw -35148.590974 + Penalty 300.896490 = -34847.694484 nChanged 6 SP:Iteration 16Q (11.933608 sec): 3 clusters Score: Raw -35151.200781 + Penalty 304.197751 = -34847.003030 nChanged 3 SP:Iteration 17F (11.935611 sec): 3 clusters Score: Raw -35151.774663 + Penalty 304.798481 = -34846.976181 nChanged 3 SP:Iteration 18F (11.937429 sec): 3 clusters Score: Raw -35152.371182 + Penalty 305.790958 = -34846.580223 nChanged 1 SP:Iteration 19F (11.939418 sec): 3 clusters Score: Raw -35152.431009 + Penalty 306.388265 = -34846.042744 nChanged 2 SP:Iteration 20F (11.941320 sec): 3 clusters Score: Raw -35152.688127 + Penalty 306.752010 = -34845.936117 nChanged 2 SP:Iteration 21F (11.943157 sec): 3 clusters Score: Raw -35152.788522 + Penalty 306.752010 = -34846.036512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 2 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.945555 sec): 2 clusters Score: Raw -25672.425351 + Penalty 164.354663 = -25508.070688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.947129 sec): 3 clusters Score: Raw -25267.203867 + Penalty 362.273547 = -24904.930320 nChanged 292 SP:Iteration 1F (11.948703 sec): 3 clusters Score: Raw -25618.216009 + Penalty 373.902818 = -25244.313191 nChanged 46 SP:Iteration 2F (11.950380 sec): 3 clusters Score: Raw -25641.336680 + Penalty 376.566337 = -25264.770343 nChanged 21 SP:Iteration 3Q (11.952026 sec): 3 clusters Score: Raw -25652.286541 + Penalty 375.601089 = -25276.685451 nChanged 11 SP:Iteration 4Q (11.953561 sec): 3 clusters Score: Raw -25656.218518 + Penalty 374.187126 = -25282.031392 nChanged 7 SP:Iteration 5Q (11.955122 sec): 3 clusters Score: Raw -25658.856821 + Penalty 369.428939 = -25289.427882 nChanged 10 SP:Iteration 6Q (11.956649 sec): 3 clusters Score: Raw -25665.083335 + Penalty 359.938075 = -25305.145261 nChanged 12 SP:Iteration 7Q (11.958213 sec): 3 clusters Score: Raw -25675.850070 + Penalty 353.378636 = -25322.471434 nChanged 9 SP:Iteration 8Q (11.959741 sec): 3 clusters Score: Raw -25685.833679 + Penalty 341.640486 = -25344.193193 nChanged 17 SP:Iteration 9Q (11.961239 sec): 3 clusters Score: Raw -25708.009912 + Penalty 327.999618 = -25380.010294 nChanged 20 SP:Iteration 10F (11.962789 sec): 3 clusters Score: Raw -25727.062829 + Penalty 320.526182 = -25406.536647 nChanged 12 SP:Iteration 11Q (11.964274 sec): 3 clusters Score: Raw -25734.727223 + Penalty 316.314712 = -25418.412510 nChanged 8 SP:Iteration 12Q (11.965747 sec): 3 clusters Score: Raw -25742.192799 + Penalty 311.479397 = -25430.713401 nChanged 11 SP:Iteration 13Q (11.967191 sec): 3 clusters Score: Raw -25752.995729 + Penalty 306.891872 = -25446.103857 nChanged 9 SP:Iteration 14Q (11.968615 sec): 3 clusters Score: Raw -25764.744166 + Penalty 299.960715 = -25464.783451 nChanged 11 SP:Iteration 15Q (11.970088 sec): 3 clusters Score: Raw -25786.388290 + Penalty 297.585313 = -25488.802977 nChanged 5 SP:Iteration 16Q (11.971491 sec): 3 clusters Score: Raw -25797.455068 + Penalty 295.391674 = -25502.063394 nChanged 3 SP:Iteration 17Q (11.972857 sec): 3 clusters Score: Raw -25800.438629 + Penalty 294.779819 = -25505.658810 nChanged 1 SP:Iteration 18Q (11.974198 sec): 3 clusters Score: Raw -25800.837884 + Penalty 294.779819 = -25506.058065 nChanged 0 SP:Iteration 19F (11.975751 sec): 3 clusters Score: Raw -25800.837884 + Penalty 294.779819 = -25506.058065 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 3 (2898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.988398 sec): 2 clusters Score: Raw -106734.226166 + Penalty 114.182776 = -106620.043390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.994406 sec): 3 clusters Score: Raw -104844.680325 + Penalty 227.238313 = -104617.442012 nChanged 1366 SP:Iteration 1F (12.000029 sec): 3 clusters Score: Raw -105769.901730 + Penalty 230.192145 = -105539.709585 nChanged 284 SP:Iteration 2F (12.005669 sec): 3 clusters Score: Raw -105889.817509 + Penalty 238.989353 = -105650.828156 nChanged 232 SP:Iteration 3F (12.011351 sec): 3 clusters Score: Raw -106040.498000 + Penalty 255.415762 = -105785.082238 nChanged 249 SP:Iteration 4F (12.017075 sec): 3 clusters Score: Raw -106224.355734 + Penalty 273.640388 = -105950.715346 nChanged 215 SP:Iteration 5F (12.022845 sec): 3 clusters Score: Raw -106409.405408 + Penalty 293.834497 = -106115.570911 nChanged 155 SP:Iteration 6F (12.028648 sec): 3 clusters Score: Raw -106560.588923 + Penalty 316.176952 = -106244.411971 nChanged 125 SP:Iteration 7Q (12.034495 sec): 3 clusters Score: Raw -106698.172521 + Penalty 376.549086 = -106321.623434 nChanged 60 SP:Iteration 8Q (12.040512 sec): 3 clusters Score: Raw -106754.011354 + Penalty 424.463783 = -106329.547571 nChanged 23 SP:Iteration 9Q (12.046567 sec): 3 clusters Score: Raw -106781.437440 + Penalty 484.669070 = -106296.768369 nChanged 11 SP:Iteration 10F (12.052449 sec): 3 clusters Score: Raw -106798.444458 + Penalty 511.699570 = -106286.744888 nChanged 4 SP:Iteration 11F (12.058415 sec): 3 clusters Score: Raw -106805.126992 + Penalty 511.699570 = -106293.427422 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.062693 sec): 2 clusters Score: Raw -30883.142360 + Penalty 191.875467 = -30691.266892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.064502 sec): 3 clusters Score: Raw -30382.443066 + Penalty 376.834942 = -30005.608124 nChanged 339 SP:Iteration 1F (12.066266 sec): 3 clusters Score: Raw -30606.010821 + Penalty 382.721806 = -30223.289015 nChanged 126 SP:Iteration 2F (12.067933 sec): 3 clusters Score: Raw -30733.813950 + Penalty 395.860803 = -30337.953147 nChanged 72 SP:Iteration 3F (12.069608 sec): 3 clusters Score: Raw -30821.473044 + Penalty 441.041849 = -30380.431195 nChanged 46 SP:Iteration 4F (12.071288 sec): 3 clusters Score: Raw -30877.414741 + Penalty 490.340696 = -30387.074045 nChanged 25 SP:Iteration 5Q (12.072799 sec): 3 clusters Score: Raw -30913.179509 + Penalty 555.847350 = -30357.332159 nChanged 12 SP:Iteration 6F (12.074460 sec): 3 clusters Score: Raw -30930.237816 + Penalty 609.013777 = -30321.224039 nChanged 8 SP:Iteration 7F (12.076119 sec): 3 clusters Score: Raw -30940.767166 + Penalty 688.430412 = -30252.336753 nChanged 8 SP:Iteration 8F (12.077742 sec): 3 clusters Score: Raw -30951.864876 + Penalty 719.292851 = -30232.572025 nChanged 2 SP:Iteration 9F (12.079366 sec): 3 clusters Score: Raw -30955.557004 + Penalty 758.833102 = -30196.723902 nChanged 3 SP:Iteration 10F (12.080992 sec): 3 clusters Score: Raw -30962.598749 + Penalty 758.833102 = -30203.765647 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 5 (2851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.089534 sec): 2 clusters Score: Raw -121613.952672 + Penalty 624.197450 = -120989.755221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.095438 sec): 3 clusters Score: Raw -120021.116600 + Penalty 1249.428324 = -118771.688276 nChanged 1187 SP:Iteration 1F (12.100882 sec): 3 clusters Score: Raw -120687.436831 + Penalty 1251.547813 = -119435.889017 nChanged 277 SP:Iteration 2F (12.106278 sec): 3 clusters Score: Raw -120838.755773 + Penalty 1254.688860 = -119584.066914 nChanged 205 SP:Iteration 3F (12.111638 sec): 3 clusters Score: Raw -120973.288835 + Penalty 1259.387668 = -119713.901167 nChanged 200 SP:Iteration 4F (12.116942 sec): 3 clusters Score: Raw -121122.354973 + Penalty 1265.762774 = -119856.592199 nChanged 191 SP:Iteration 5F (12.122214 sec): 3 clusters Score: Raw -121271.119744 + Penalty 1272.090343 = -119999.029401 nChanged 173 SP:Iteration 6F (12.127456 sec): 3 clusters Score: Raw -121413.472688 + Penalty 1274.298147 = -120139.174540 nChanged 151 SP:Iteration 7F (12.132675 sec): 3 clusters Score: Raw -121520.718121 + Penalty 1275.824550 = -120244.893571 nChanged 97 SP:Iteration 8Q (12.137933 sec): 3 clusters Score: Raw -121571.515545 + Penalty 1280.565732 = -120290.949813 nChanged 70 SP:Iteration 9Q (12.143400 sec): 3 clusters Score: Raw -121605.462586 + Penalty 1283.454348 = -120322.008238 nChanged 43 SP:Iteration 10F (12.148811 sec): 3 clusters Score: Raw -121623.883348 + Penalty 1285.137122 = -120338.746226 nChanged 19 SP:Iteration 11Q (12.154143 sec): 3 clusters Score: Raw -121630.570958 + Penalty 1286.570189 = -120344.000769 nChanged 20 SP:Iteration 12Q (12.159347 sec): 3 clusters Score: Raw -121636.733949 + Penalty 1287.904375 = -120348.829574 nChanged 13 SP:Iteration 13Q (12.164553 sec): 3 clusters Score: Raw -121640.879000 + Penalty 1289.528191 = -120351.350809 nChanged 11 SP:Iteration 14Q (12.169775 sec): 3 clusters Score: Raw -121645.538229 + Penalty 1291.660939 = -120353.877291 nChanged 16 SP:Iteration 15Q (12.174965 sec): 3 clusters Score: Raw -121651.125725 + Penalty 1292.277211 = -120358.848515 nChanged 11 SP:Iteration 16Q (12.180155 sec): 3 clusters Score: Raw -121654.121070 + Penalty 1293.251632 = -120360.869438 nChanged 10 SP:Iteration 17Q (12.185341 sec): 3 clusters Score: Raw -121656.877173 + Penalty 1293.208887 = -120363.668286 nChanged 5 SP:Iteration 18Q (12.190527 sec): 3 clusters Score: Raw -121658.548559 + Penalty 1293.991807 = -120364.556752 nChanged 3 SP:Iteration 19Q (12.195763 sec): 3 clusters Score: Raw -121659.279132 + Penalty 1294.416883 = -120364.862249 nChanged 2 SP:Iteration 20F (12.200946 sec): 3 clusters Score: Raw -121659.697804 + Penalty 1294.882224 = -120364.815580 nChanged 1 SP:Iteration 21F (12.206160 sec): 3 clusters Score: Raw -121659.820758 + Penalty 1295.161773 = -120364.658985 nChanged 1 SP:Iteration 22F (12.211332 sec): 3 clusters Score: Raw -121659.932598 + Penalty 1295.161773 = -120364.770824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.214657 sec): 2 clusters Score: Raw -16566.549008 + Penalty 153.734575 = -16412.814432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.215717 sec): 3 clusters Score: Raw -16345.637290 + Penalty 308.738433 = -16036.898857 nChanged 176 SP:Iteration 1F (12.216695 sec): 3 clusters Score: Raw -16466.830006 + Penalty 308.643797 = -16158.186209 nChanged 52 SP:Iteration 2F (12.217652 sec): 3 clusters Score: Raw -16504.379994 + Penalty 309.594707 = -16194.785286 nChanged 24 SP:Iteration 3F (12.218604 sec): 3 clusters Score: Raw -16513.542542 + Penalty 309.256185 = -16204.286357 nChanged 13 SP:Iteration 4Q (12.219548 sec): 3 clusters Score: Raw -16521.382558 + Penalty 307.620020 = -16213.762539 nChanged 8 SP:Iteration 5Q (12.220499 sec): 3 clusters Score: Raw -16526.530425 + Penalty 306.304320 = -16220.226105 nChanged 5 SP:Iteration 6Q (12.221441 sec): 3 clusters Score: Raw -16528.240200 + Penalty 306.304320 = -16221.935879 nChanged 0 SP:Iteration 7F (12.222385 sec): 3 clusters Score: Raw -16528.240200 + Penalty 306.304320 = -16221.935879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 9 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.223621 sec): 2 clusters Score: Raw -9262.995415 + Penalty 493.159176 = -8769.836239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.224365 sec): 3 clusters Score: Raw -9227.651153 + Penalty 992.722109 = -8234.929044 nChanged 65 SP:Iteration 1F (12.225096 sec): 3 clusters Score: Raw -9313.698468 + Penalty 998.087562 = -8315.610906 nChanged 19 SP:Iteration 2F (12.225824 sec): 3 clusters Score: Raw -9356.625977 + Penalty 1002.581748 = -8354.044228 nChanged 9 SP:Iteration 3Q (12.226522 sec): 3 clusters Score: Raw -9371.136332 + Penalty 1008.343549 = -8362.792783 nChanged 7 SP:Iteration 4Q (12.227213 sec): 3 clusters Score: Raw -9381.910784 + Penalty 1017.388993 = -8364.521791 nChanged 7 SP:Iteration 5Q (12.227902 sec): 3 clusters Score: Raw -9393.726035 + Penalty 1028.149397 = -8365.576637 nChanged 8 SP:Iteration 6Q (12.228585 sec): 3 clusters Score: Raw -9412.474292 + Penalty 1037.475978 = -8374.998314 nChanged 7 SP:Iteration 7Q (12.229258 sec): 3 clusters Score: Raw -9431.913854 + Penalty 1042.844346 = -8389.069508 nChanged 6 SP:Iteration 8Q (12.229928 sec): 3 clusters Score: Raw -9446.594490 + Penalty 1047.491463 = -8399.103027 nChanged 4 SP:Iteration 9Q (12.230593 sec): 3 clusters Score: Raw -9457.741054 + Penalty 1049.577971 = -8408.163083 nChanged 2 SP:Iteration 10F (12.231315 sec): 3 clusters Score: Raw -9468.573064 + Penalty 1056.419553 = -8412.153510 nChanged 5 SP:Iteration 11Q (12.231976 sec): 3 clusters Score: Raw -9486.160771 + Penalty 1061.075035 = -8425.085735 nChanged 7 SP:Iteration 12Q (12.232634 sec): 3 clusters Score: Raw -9518.992435 + Penalty 1071.657065 = -8447.335370 nChanged 6 SP:Iteration 13Q (12.233287 sec): 3 clusters Score: Raw -9533.279867 + Penalty 1077.969944 = -8455.309923 nChanged 3 SP:Iteration 14Q (12.233933 sec): 3 clusters Score: Raw -9548.643320 + Penalty 1080.742584 = -8467.900736 nChanged 2 SP:Iteration 15Q (12.234576 sec): 3 clusters Score: Raw -9552.986721 + Penalty 1080.742584 = -8472.244136 nChanged 0 SP:Iteration 16F (12.235296 sec): 3 clusters Score: Raw -9552.986721 + Penalty 1080.742584 = -8472.244136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.241870 sec): 2 clusters Score: Raw -44548.823826 + Penalty 142.094812 = -44406.729014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.244535 sec): 3 clusters Score: Raw -43776.796621 + Penalty 287.284278 = -43489.512343 nChanged 546 SP:Iteration 1F (12.247290 sec): 3 clusters Score: Raw -44069.428139 + Penalty 286.343360 = -43783.084779 nChanged 173 SP:Iteration 2F (12.249901 sec): 3 clusters Score: Raw -44180.556085 + Penalty 286.087906 = -43894.468179 nChanged 87 SP:Iteration 3F (12.252475 sec): 3 clusters Score: Raw -44251.383212 + Penalty 291.099452 = -43960.283760 nChanged 99 SP:Iteration 4F (12.255092 sec): 3 clusters Score: Raw -44350.024318 + Penalty 303.870124 = -44046.154193 nChanged 73 SP:Iteration 5F (12.257687 sec): 3 clusters Score: Raw -44436.939136 + Penalty 321.935104 = -44115.004032 nChanged 46 SP:Iteration 6Q (12.260063 sec): 3 clusters Score: Raw -44487.024564 + Penalty 337.266775 = -44149.757789 nChanged 24 SP:Iteration 7Q (12.262346 sec): 3 clusters Score: Raw -44507.527130 + Penalty 366.359369 = -44141.167760 nChanged 22 SP:Iteration 8F (12.264960 sec): 3 clusters Score: Raw -44525.507175 + Penalty 403.117802 = -44122.389373 nChanged 19 SP:Iteration 9F (12.267577 sec): 3 clusters Score: Raw -44546.158842 + Penalty 428.516428 = -44117.642414 nChanged 13 SP:Iteration 10F (12.270310 sec): 3 clusters Score: Raw -44558.834975 + Penalty 440.766905 = -44118.068070 nChanged 6 SP:Iteration 11Q (12.272671 sec): 3 clusters Score: Raw -44565.727553 + Penalty 457.647988 = -44108.079565 nChanged 5 SP:Iteration 12F (12.275353 sec): 3 clusters Score: Raw -44569.455799 + Penalty 463.986052 = -44105.469748 nChanged 4 SP:Iteration 13F (12.277983 sec): 3 clusters Score: Raw -44571.293546 + Penalty 463.986052 = -44107.307494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 12 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.280369 sec): 2 clusters Score: Raw -11300.244561 + Penalty 160.840636 = -11139.403926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.281200 sec): 3 clusters Score: Raw -11148.326949 + Penalty 323.256099 = -10825.070849 nChanged 107 SP:Iteration 1F (12.282003 sec): 3 clusters Score: Raw -11214.294392 + Penalty 329.226541 = -10885.067850 nChanged 40 SP:Iteration 2F (12.282809 sec): 3 clusters Score: Raw -11250.696227 + Penalty 337.616263 = -10913.079964 nChanged 29 SP:Iteration 3F (12.283622 sec): 3 clusters Score: Raw -11274.967876 + Penalty 351.288696 = -10923.679180 nChanged 22 SP:Iteration 4F (12.284446 sec): 3 clusters Score: Raw -11295.405902 + Penalty 368.584616 = -10926.821286 nChanged 14 SP:Iteration 5Q (12.285233 sec): 3 clusters Score: Raw -11308.941407 + Penalty 374.509810 = -10934.431597 nChanged 6 SP:Iteration 6Q (12.286019 sec): 3 clusters Score: Raw -11314.384546 + Penalty 390.296948 = -10924.087598 nChanged 7 SP:Iteration 7F (12.286812 sec): 3 clusters Score: Raw -11321.594790 + Penalty 397.077419 = -10924.517371 nChanged 3 SP:Iteration 8Q (12.287591 sec): 3 clusters Score: Raw -11325.448537 + Penalty 401.683526 = -10923.765011 nChanged 1 SP:Iteration 9F (12.288384 sec): 3 clusters Score: Raw -11327.939183 + Penalty 401.683526 = -10926.255657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 16 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.289907 sec): 2 clusters Score: Raw -15512.454850 + Penalty 325.758481 = -15186.696369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.290871 sec): 3 clusters Score: Raw -15348.199275 + Penalty 646.060994 = -14702.138282 nChanged 133 SP:Iteration 1F (12.291810 sec): 3 clusters Score: Raw -15440.354344 + Penalty 645.120824 = -14795.233520 nChanged 41 SP:Iteration 2F (12.292746 sec): 3 clusters Score: Raw -15485.080293 + Penalty 648.595854 = -14836.484439 nChanged 30 SP:Iteration 3F (12.293678 sec): 3 clusters Score: Raw -15533.038823 + Penalty 655.742817 = -14877.296006 nChanged 25 SP:Iteration 4F (12.294607 sec): 3 clusters Score: Raw -15577.515387 + Penalty 662.727729 = -14914.787658 nChanged 24 SP:Iteration 5F (12.295566 sec): 3 clusters Score: Raw -15655.665900 + Penalty 681.378152 = -14974.287748 nChanged 26 SP:Iteration 6F (12.296493 sec): 3 clusters Score: Raw -15750.792839 + Penalty 699.418401 = -15051.374438 nChanged 17 SP:Iteration 7Q (12.297370 sec): 3 clusters Score: Raw -15845.317103 + Penalty 712.901636 = -15132.415467 nChanged 14 SP:Iteration 8Q (12.298170 sec): 3 clusters Score: Raw -15984.324207 + Penalty 714.633325 = -15269.690882 nChanged 6 SP:Iteration 9Q (12.298932 sec): 3 clusters Score: Raw -16093.022316 + Penalty 714.633325 = -15378.388991 nChanged 0 SP:Iteration 10F (12.299858 sec): 3 clusters Score: Raw -16093.022316 + Penalty 714.633325 = -15378.388991 nChanged 0 Score: Raw -451474.844269 + Penalty 7552.063216 = -443922.781054 Splitting cluster 16 changes total score from -432570.259182 to -443922.781054 So it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.397615 sec): 2 clusters Score: Raw -9807.415361 + Penalty 217.897944 = -9589.517416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.398295 sec): 3 clusters Score: Raw -9681.566120 + Penalty 442.671448 = -9238.894672 nChanged 78 SP:Iteration 1F (12.398956 sec): 3 clusters Score: Raw -9739.895263 + Penalty 470.890679 = -9269.004584 nChanged 35 SP:Iteration 2F (12.399609 sec): 3 clusters Score: Raw -9791.322504 + Penalty 521.829272 = -9269.493232 nChanged 25 SP:Iteration 3F (12.400263 sec): 3 clusters Score: Raw -9831.482562 + Penalty 577.864273 = -9253.618289 nChanged 15 SP:Iteration 4F (12.400907 sec): 3 clusters Score: Raw -9861.138882 + Penalty 629.625539 = -9231.513343 nChanged 7 SP:Iteration 5F (12.401549 sec): 3 clusters Score: Raw -9874.983438 + Penalty 655.040822 = -9219.942617 nChanged 3 SP:Iteration 6F (12.402189 sec): 3 clusters Score: Raw -9880.568624 + Penalty 660.799114 = -9219.769510 nChanged 1 SP:Iteration 7F (12.402827 sec): 3 clusters Score: Raw -9881.360018 + Penalty 672.964265 = -9208.395754 nChanged 1 SP:Iteration 8F (12.403467 sec): 3 clusters Score: Raw -9882.186801 + Penalty 680.249269 = -9201.937532 nChanged 1 SP:Iteration 9F (12.404105 sec): 3 clusters Score: Raw -9883.325313 + Penalty 680.249269 = -9203.076044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 27 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.405389 sec): 2 clusters Score: Raw -12624.646390 + Penalty 381.736398 = -12242.909993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.406203 sec): 3 clusters Score: Raw -12514.533768 + Penalty 762.969689 = -11751.564079 nChanged 91 SP:Iteration 1F (12.407001 sec): 3 clusters Score: Raw -12592.544099 + Penalty 760.981761 = -11831.562338 nChanged 28 SP:Iteration 2F (12.407794 sec): 3 clusters Score: Raw -12615.782373 + Penalty 758.213271 = -11857.569102 nChanged 17 SP:Iteration 3F (12.408585 sec): 3 clusters Score: Raw -12632.157535 + Penalty 759.148397 = -11873.009139 nChanged 17 SP:Iteration 4F (12.409369 sec): 3 clusters Score: Raw -12646.523600 + Penalty 762.194582 = -11884.329018 nChanged 17 SP:Iteration 5F (12.410152 sec): 3 clusters Score: Raw -12664.845237 + Penalty 762.004477 = -11902.840760 nChanged 19 SP:Iteration 6F (12.410946 sec): 3 clusters Score: Raw -12689.605723 + Penalty 753.593133 = -11936.012591 nChanged 18 SP:Iteration 7F (12.411743 sec): 3 clusters Score: Raw -12715.995631 + Penalty 750.917554 = -11965.078077 nChanged 10 SP:Iteration 8Q (12.412528 sec): 3 clusters Score: Raw -12732.474004 + Penalty 755.508648 = -11976.965356 nChanged 1 SP:Iteration 9Q (12.413258 sec): 3 clusters Score: Raw -12733.381981 + Penalty 760.683491 = -11972.698491 nChanged 1 SP:Iteration 10F (12.414016 sec): 3 clusters Score: Raw -12734.737041 + Penalty 771.121272 = -11963.615769 nChanged 2 SP:Iteration 11F (12.414773 sec): 3 clusters Score: Raw -12737.300331 + Penalty 770.709307 = -11966.591024 nChanged 1 SP:Iteration 12Q (12.415538 sec): 3 clusters Score: Raw -12740.772947 + Penalty 770.709307 = -11970.063640 nChanged 0 SP:Iteration 13F (12.416295 sec): 3 clusters Score: Raw -12740.772947 + Penalty 770.709307 = -11970.063640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 29 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.417294 sec): 2 clusters Score: Raw -7247.863903 + Penalty 406.446284 = -6841.417619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.417920 sec): 3 clusters Score: Raw -7184.798148 + Penalty 812.978537 = -6371.819612 nChanged 49 SP:Iteration 1F (12.418535 sec): 3 clusters Score: Raw -7227.535288 + Penalty 812.848045 = -6414.687243 nChanged 13 SP:Iteration 2F (12.419148 sec): 3 clusters Score: Raw -7252.124100 + Penalty 814.192889 = -6437.931211 nChanged 13 SP:Iteration 3F (12.419765 sec): 3 clusters Score: Raw -7272.721377 + Penalty 816.816091 = -6455.905286 nChanged 7 SP:Iteration 4Q (12.420367 sec): 3 clusters Score: Raw -7276.680494 + Penalty 818.504275 = -6458.176218 nChanged 3 SP:Iteration 5Q (12.420965 sec): 3 clusters Score: Raw -7278.987206 + Penalty 819.136174 = -6459.851032 nChanged 1 SP:Iteration 6Q (12.421564 sec): 3 clusters Score: Raw -7279.524998 + Penalty 819.617772 = -6459.907226 nChanged 1 SP:Iteration 7Q (12.422162 sec): 3 clusters Score: Raw -7280.908982 + Penalty 820.302143 = -6460.606839 nChanged 1 SP:Iteration 8Q (12.422760 sec): 3 clusters Score: Raw -7281.430158 + Penalty 820.777713 = -6460.652445 nChanged 1 SP:Iteration 9Q (12.423360 sec): 3 clusters Score: Raw -7282.197513 + Penalty 821.766805 = -6460.430708 nChanged 2 SP:Iteration 10F (12.423976 sec): 3 clusters Score: Raw -7283.344107 + Penalty 822.316758 = -6461.027349 nChanged 1 SP:Iteration 11Q (12.424575 sec): 3 clusters Score: Raw -7283.729180 + Penalty 822.316758 = -6461.412422 nChanged 0 SP:Iteration 12F (12.425192 sec): 3 clusters Score: Raw -7283.729180 + Penalty 822.316758 = -6461.412422 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 37 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.429236 sec): 2 clusters Score: Raw -32456.933063 + Penalty 250.564480 = -32206.368582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.431039 sec): 3 clusters Score: Raw -31951.373100 + Penalty 507.039396 = -31444.333704 nChanged 375 SP:Iteration 1F (12.432787 sec): 3 clusters Score: Raw -32257.941882 + Penalty 515.862808 = -31742.079074 nChanged 115 SP:Iteration 2F (12.434522 sec): 3 clusters Score: Raw -32364.167104 + Penalty 524.957149 = -31839.209955 nChanged 57 SP:Iteration 3F (12.436248 sec): 3 clusters Score: Raw -32405.087586 + Penalty 535.565536 = -31869.522050 nChanged 37 SP:Iteration 4Q (12.437919 sec): 3 clusters Score: Raw -32431.340452 + Penalty 555.206850 = -31876.133602 nChanged 45 SP:Iteration 5F (12.439595 sec): 3 clusters Score: Raw -32466.247337 + Penalty 574.759389 = -31891.487948 nChanged 36 SP:Iteration 6Q (12.441245 sec): 3 clusters Score: Raw -32498.755620 + Penalty 601.164507 = -31897.591112 nChanged 34 SP:Iteration 7Q (12.442875 sec): 3 clusters Score: Raw -32529.767319 + Penalty 621.199774 = -31908.567545 nChanged 26 SP:Iteration 8Q (12.444486 sec): 3 clusters Score: Raw -32548.031893 + Penalty 629.357357 = -31918.674536 nChanged 15 SP:Iteration 9Q (12.446262 sec): 3 clusters Score: Raw -32557.368134 + Penalty 633.176577 = -31924.191557 nChanged 14 SP:Iteration 10F (12.448065 sec): 3 clusters Score: Raw -32566.735514 + Penalty 638.135404 = -31928.600110 nChanged 7 SP:Iteration 11Q (12.449724 sec): 3 clusters Score: Raw -32569.789598 + Penalty 657.915683 = -31911.873914 nChanged 7 SP:Iteration 12F (12.451502 sec): 3 clusters Score: Raw -32573.368047 + Penalty 669.250871 = -31904.117176 nChanged 4 SP:Iteration 13F (12.453275 sec): 3 clusters Score: Raw -32575.664652 + Penalty 677.322902 = -31898.341749 nChanged 2 SP:Iteration 14F (12.455051 sec): 3 clusters Score: Raw -32576.460696 + Penalty 689.959154 = -31886.501543 nChanged 3 SP:Iteration 15F (12.456728 sec): 3 clusters Score: Raw -32577.498671 + Penalty 689.959154 = -31887.539517 nChanged 0 Iteration 119Q (12.493767 sec): 16 clusters Score: Raw -440153.586873 + Penalty 7565.114485 = -432588.472387 nChanged 29 Iteration 120F (12.589674 sec): 16 clusters Score: Raw -440207.632798 + Penalty 7584.024349 = -432623.608449 nChanged 11 Iteration 121Q (12.618789 sec): 16 clusters Score: Raw -440233.227791 + Penalty 7589.568868 = -432643.658922 nChanged 6 Iteration 122Q (12.647590 sec): 16 clusters Score: Raw -440235.348791 + Penalty 7592.003335 = -432643.345457 nChanged 4 Iteration 123F (12.744858 sec): 16 clusters Score: Raw -440236.004775 + Penalty 7592.705053 = -432643.299722 nChanged 6 Iteration 124F (12.841178 sec): 16 clusters Score: Raw -440237.236718 + Penalty 7594.415531 = -432642.821188 nChanged 3 Iteration 125F (12.937485 sec): 16 clusters Score: Raw -440238.096936 + Penalty 7594.514322 = -432643.582615 nChanged 1 Iteration 126Q (12.967255 sec): 16 clusters Score: Raw -440238.248877 + Penalty 7594.739119 = -432643.509758 nChanged 1 Iteration 127F (13.063369 sec): 16 clusters Score: Raw -440238.350171 + Penalty 7594.818846 = -432643.531326 nChanged 1 Iteration 128Q (13.092680 sec): 16 clusters Score: Raw -440238.486213 + Penalty 7594.818846 = -432643.667367 nChanged 0 Iteration 129F (13.189098 sec): 16 clusters Score: Raw -440238.486213 + Penalty 7594.818846 = -432643.667367 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -440238.486213 + Penalty 7594.818846 = -432643.667367Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 1 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.214589 sec): 2 clusters Score: Raw -35130.165534 + Penalty 120.662580 = -35009.502954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.216474 sec): 3 clusters Score: Raw -34565.599133 + Penalty 251.719080 = -34313.880053 nChanged 414 SP:Iteration 1F (13.218316 sec): 3 clusters Score: Raw -34908.416085 + Penalty 258.762714 = -34649.653371 nChanged 108 SP:Iteration 2F (13.220142 sec): 3 clusters Score: Raw -34989.016566 + Penalty 267.141665 = -34721.874900 nChanged 62 SP:Iteration 3F (13.221953 sec): 3 clusters Score: Raw -35043.971307 + Penalty 276.707950 = -34767.263356 nChanged 47 SP:Iteration 4Q (13.223761 sec): 3 clusters Score: Raw -35074.487304 + Penalty 284.265842 = -34790.221462 nChanged 25 SP:Iteration 5Q (13.225571 sec): 3 clusters Score: Raw -35092.226395 + Penalty 285.539426 = -34806.686969 nChanged 19 SP:Iteration 6Q (13.227381 sec): 3 clusters Score: Raw -35104.284790 + Penalty 296.149729 = -34808.135061 nChanged 16 SP:Iteration 7Q (13.229196 sec): 3 clusters Score: Raw -35115.934066 + Penalty 308.261512 = -34807.672554 nChanged 17 SP:Iteration 8F (13.231012 sec): 3 clusters Score: Raw -35128.078885 + Penalty 324.482111 = -34803.596775 nChanged 11 SP:Iteration 9F (13.232821 sec): 3 clusters Score: Raw -35134.892090 + Penalty 337.212200 = -34797.679890 nChanged 9 SP:Iteration 10F (13.234629 sec): 3 clusters Score: Raw -35142.564610 + Penalty 353.575214 = -34788.989397 nChanged 9 SP:Iteration 11F (13.236439 sec): 3 clusters Score: Raw -35151.077403 + Penalty 369.059410 = -34782.017992 nChanged 4 SP:Iteration 12F (13.238251 sec): 3 clusters Score: Raw -35153.489242 + Penalty 378.525091 = -34774.964151 nChanged 2 SP:Iteration 13F (13.240064 sec): 3 clusters Score: Raw -35154.485234 + Penalty 385.977808 = -34768.507426 nChanged 1 SP:Iteration 14F (13.241872 sec): 3 clusters Score: Raw -35156.123137 + Penalty 401.258281 = -34754.864856 nChanged 2 SP:Iteration 15F (13.243682 sec): 3 clusters Score: Raw -35158.283954 + Penalty 418.751360 = -34739.532594 nChanged 4 SP:Iteration 16F (13.245493 sec): 3 clusters Score: Raw -35163.293855 + Penalty 418.751360 = -34744.542495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 2 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.248058 sec): 2 clusters Score: Raw -26550.265145 + Penalty 170.890597 = -26379.374547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.249623 sec): 3 clusters Score: Raw -26122.754753 + Penalty 385.865187 = -25736.889565 nChanged 309 SP:Iteration 1F (13.251122 sec): 3 clusters Score: Raw -26413.831745 + Penalty 417.767704 = -25996.064042 nChanged 84 SP:Iteration 2F (13.252616 sec): 3 clusters Score: Raw -26503.366746 + Penalty 437.229026 = -26066.137720 nChanged 41 SP:Iteration 3F (13.254124 sec): 3 clusters Score: Raw -26551.740628 + Penalty 442.083483 = -26109.657145 nChanged 17 SP:Iteration 4Q (13.255564 sec): 3 clusters Score: Raw -26578.118877 + Penalty 441.412936 = -26136.705941 nChanged 11 SP:Iteration 5Q (13.256914 sec): 3 clusters Score: Raw -26595.611708 + Penalty 443.227197 = -26152.384511 nChanged 11 SP:Iteration 6Q (13.258226 sec): 3 clusters Score: Raw -26602.462390 + Penalty 443.565378 = -26158.897011 nChanged 3 SP:Iteration 7Q (13.259542 sec): 3 clusters Score: Raw -26603.735433 + Penalty 442.318140 = -26161.417292 nChanged 3 SP:Iteration 8Q (13.260856 sec): 3 clusters Score: Raw -26606.611151 + Penalty 443.714273 = -26162.896878 nChanged 2 SP:Iteration 9Q (13.262158 sec): 3 clusters Score: Raw -26606.970274 + Penalty 443.714273 = -26163.256001 nChanged 0 SP:Iteration 10F (13.263647 sec): 3 clusters Score: Raw -26606.970274 + Penalty 443.714273 = -26163.256001 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 3 (2897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.277105 sec): 2 clusters Score: Raw -106697.948826 + Penalty 113.982872 = -106583.965954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.282574 sec): 3 clusters Score: Raw -104775.507865 + Penalty 225.455594 = -104550.052271 nChanged 1367 SP:Iteration 1F (13.287795 sec): 3 clusters Score: Raw -106037.884193 + Penalty 218.434773 = -105819.449420 nChanged 208 SP:Iteration 2F (13.293018 sec): 3 clusters Score: Raw -106133.218698 + Penalty 216.372391 = -105916.846307 nChanged 78 SP:Iteration 3Q (13.298104 sec): 3 clusters Score: Raw -106153.330433 + Penalty 214.795440 = -105938.534993 nChanged 51 SP:Iteration 4Q (13.303162 sec): 3 clusters Score: Raw -106163.162672 + Penalty 213.862082 = -105949.300590 nChanged 42 SP:Iteration 5Q (13.308188 sec): 3 clusters Score: Raw -106172.363241 + Penalty 212.610520 = -105959.752721 nChanged 57 SP:Iteration 6Q (13.313197 sec): 3 clusters Score: Raw -106189.193085 + Penalty 210.180058 = -105979.013027 nChanged 68 SP:Iteration 7Q (13.318176 sec): 3 clusters Score: Raw -106214.745857 + Penalty 208.794059 = -106005.951798 nChanged 74 SP:Iteration 8Q (13.323254 sec): 3 clusters Score: Raw -106243.685337 + Penalty 208.563154 = -106035.122182 nChanged 81 SP:Iteration 9Q (13.328168 sec): 3 clusters Score: Raw -106278.383736 + Penalty 205.239598 = -106073.144138 nChanged 92 SP:Iteration 10F (13.333366 sec): 3 clusters Score: Raw -106325.302317 + Penalty 202.424391 = -106122.877926 nChanged 103 SP:Iteration 11Q (13.338161 sec): 3 clusters Score: Raw -106388.140461 + Penalty 200.956681 = -106187.183779 nChanged 103 SP:Iteration 12Q (13.342895 sec): 3 clusters Score: Raw -106457.827831 + Penalty 200.125702 = -106257.702129 nChanged 89 SP:Iteration 13Q (13.347544 sec): 3 clusters Score: Raw -106525.999490 + Penalty 200.329672 = -106325.669818 nChanged 93 SP:Iteration 14Q (13.352127 sec): 3 clusters Score: Raw -106606.839107 + Penalty 210.484408 = -106396.354700 nChanged 67 SP:Iteration 15Q (13.356612 sec): 3 clusters Score: Raw -106667.711876 + Penalty 219.099155 = -106448.612721 nChanged 39 SP:Iteration 16Q (13.361014 sec): 3 clusters Score: Raw -106701.625820 + Penalty 232.554919 = -106469.070900 nChanged 28 SP:Iteration 17Q (13.365285 sec): 3 clusters Score: Raw -106731.222357 + Penalty 256.430102 = -106474.792255 nChanged 17 SP:Iteration 18Q (13.369653 sec): 3 clusters Score: Raw -106745.692466 + Penalty 259.421688 = -106486.270778 nChanged 8 SP:Iteration 19Q (13.374091 sec): 3 clusters Score: Raw -106751.992374 + Penalty 285.769543 = -106466.222831 nChanged 4 SP:Iteration 20F (13.379582 sec): 3 clusters Score: Raw -106754.615153 + Penalty 316.212540 = -106438.402612 nChanged 3 SP:Iteration 21F (13.384948 sec): 3 clusters Score: Raw -106756.996404 + Penalty 329.529070 = -106427.467334 nChanged 1 SP:Iteration 22F (13.390214 sec): 3 clusters Score: Raw -106757.960065 + Penalty 345.513828 = -106412.446237 nChanged 1 SP:Iteration 23F (13.395542 sec): 3 clusters Score: Raw -106759.363669 + Penalty 392.019520 = -106367.344149 nChanged 2 SP:Iteration 24F (13.400731 sec): 3 clusters Score: Raw -106763.793925 + Penalty 392.019520 = -106371.774405 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.405003 sec): 2 clusters Score: Raw -30779.981633 + Penalty 190.180083 = -30589.801550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.406729 sec): 3 clusters Score: Raw -30296.741958 + Penalty 386.186861 = -29910.555097 nChanged 353 SP:Iteration 1F (13.408394 sec): 3 clusters Score: Raw -30604.588181 + Penalty 420.280866 = -30184.307314 nChanged 80 SP:Iteration 2F (13.410045 sec): 3 clusters Score: Raw -30692.455672 + Penalty 453.815100 = -30238.640572 nChanged 42 SP:Iteration 3F (13.411695 sec): 3 clusters Score: Raw -30746.532323 + Penalty 480.046716 = -30266.485607 nChanged 25 SP:Iteration 4Q (13.413273 sec): 3 clusters Score: Raw -30781.372996 + Penalty 563.742004 = -30217.630992 nChanged 19 SP:Iteration 5F (13.414884 sec): 3 clusters Score: Raw -30814.624064 + Penalty 646.039372 = -30168.584692 nChanged 10 SP:Iteration 6F (13.416495 sec): 3 clusters Score: Raw -30832.079272 + Penalty 684.883000 = -30147.196272 nChanged 4 SP:Iteration 7F (13.418152 sec): 3 clusters Score: Raw -30837.201097 + Penalty 712.255502 = -30124.945595 nChanged 2 SP:Iteration 8F (13.419791 sec): 3 clusters Score: Raw -30842.344116 + Penalty 717.857849 = -30124.486267 nChanged 3 SP:Iteration 9F (13.421410 sec): 3 clusters Score: Raw -30848.321318 + Penalty 717.857849 = -30130.463469 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 5 (2848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.429940 sec): 2 clusters Score: Raw -121525.429659 + Penalty 624.070967 = -120901.358692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.435321 sec): 3 clusters Score: Raw -119894.460104 + Penalty 1248.142389 = -118646.317715 nChanged 1227 SP:Iteration 1F (13.440472 sec): 3 clusters Score: Raw -120586.091355 + Penalty 1250.384543 = -119335.706812 nChanged 293 SP:Iteration 2F (13.445601 sec): 3 clusters Score: Raw -120801.969715 + Penalty 1256.743410 = -119545.226305 nChanged 262 SP:Iteration 3F (13.450711 sec): 3 clusters Score: Raw -121018.526617 + Penalty 1263.641072 = -119754.885545 nChanged 222 SP:Iteration 4F (13.455960 sec): 3 clusters Score: Raw -121209.394538 + Penalty 1268.663306 = -119940.731232 nChanged 164 SP:Iteration 5F (13.461116 sec): 3 clusters Score: Raw -121335.517978 + Penalty 1268.446597 = -120067.071380 nChanged 108 SP:Iteration 6Q (13.466250 sec): 3 clusters Score: Raw -121408.427510 + Penalty 1273.929317 = -120134.498193 nChanged 70 SP:Iteration 7Q (13.471750 sec): 3 clusters Score: Raw -121445.093494 + Penalty 1281.102851 = -120163.990642 nChanged 41 SP:Iteration 8Q (13.477157 sec): 3 clusters Score: Raw -121467.055692 + Penalty 1286.475310 = -120180.580382 nChanged 34 SP:Iteration 9Q (13.482655 sec): 3 clusters Score: Raw -121487.208118 + Penalty 1292.464688 = -120194.743431 nChanged 31 SP:Iteration 10F (13.487759 sec): 3 clusters Score: Raw -121508.474882 + Penalty 1296.258119 = -120212.216763 nChanged 31 SP:Iteration 11Q (13.493086 sec): 3 clusters Score: Raw -121522.185914 + Penalty 1299.160107 = -120223.025807 nChanged 25 SP:Iteration 12Q (13.498365 sec): 3 clusters Score: Raw -121535.769536 + Penalty 1299.507206 = -120236.262330 nChanged 24 SP:Iteration 13Q (13.503489 sec): 3 clusters Score: Raw -121544.825191 + Penalty 1299.720045 = -120245.105147 nChanged 12 SP:Iteration 14Q (13.508620 sec): 3 clusters Score: Raw -121549.358797 + Penalty 1297.436239 = -120251.922557 nChanged 13 SP:Iteration 15Q (13.513883 sec): 3 clusters Score: Raw -121554.830300 + Penalty 1296.683179 = -120258.147122 nChanged 6 SP:Iteration 16Q (13.518997 sec): 3 clusters Score: Raw -121556.608842 + Penalty 1296.212813 = -120260.396029 nChanged 6 SP:Iteration 17Q (13.524215 sec): 3 clusters Score: Raw -121559.177121 + Penalty 1297.185079 = -120261.992042 nChanged 5 SP:Iteration 18Q (13.529473 sec): 3 clusters Score: Raw -121560.862933 + Penalty 1299.686354 = -120261.176579 nChanged 4 SP:Iteration 19F (13.534582 sec): 3 clusters Score: Raw -121562.185191 + Penalty 1300.265248 = -120261.919942 nChanged 3 SP:Iteration 20F (13.539767 sec): 3 clusters Score: Raw -121563.183865 + Penalty 1300.269017 = -120262.914848 nChanged 4 SP:Iteration 21Q (13.544900 sec): 3 clusters Score: Raw -121564.140353 + Penalty 1300.269017 = -120263.871336 nChanged 0 SP:Iteration 22F (13.549987 sec): 3 clusters Score: Raw -121564.140353 + Penalty 1300.269017 = -120263.871336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 6 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.552249 sec): 2 clusters Score: Raw -3555.065027 + Penalty 316.839078 = -3238.225949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.552645 sec): 3 clusters Score: Raw -3588.114765 + Penalty 632.530498 = -2955.584267 nChanged 13 SP:Iteration 1F (13.553042 sec): 3 clusters Score: Raw -3606.985748 + Penalty 636.223637 = -2970.762111 nChanged 6 SP:Iteration 2F (13.553422 sec): 3 clusters Score: Raw -3622.090290 + Penalty 640.955126 = -2981.135164 nChanged 3 SP:Iteration 3Q (13.553788 sec): 3 clusters Score: Raw -3632.615997 + Penalty 646.491572 = -2986.124426 nChanged 2 SP:Iteration 4Q (13.554149 sec): 3 clusters Score: Raw -3639.753674 + Penalty 648.933767 = -2990.819908 nChanged 1 SP:Iteration 5Q (13.554503 sec): 3 clusters Score: Raw -3642.387658 + Penalty 648.060609 = -2994.327049 nChanged 2 SP:Iteration 6Q (13.554857 sec): 3 clusters Score: Raw -3645.083050 + Penalty 648.060609 = -2997.022441 nChanged 0 SP:Iteration 7F (13.555234 sec): 3 clusters Score: Raw -3645.083050 + Penalty 648.060609 = -2997.022441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.557545 sec): 2 clusters Score: Raw -16566.549008 + Penalty 153.734575 = -16412.814432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.558484 sec): 3 clusters Score: Raw -16343.236463 + Penalty 310.568487 = -16032.667976 nChanged 159 SP:Iteration 1F (13.559404 sec): 3 clusters Score: Raw -16466.356131 + Penalty 313.892282 = -16152.463849 nChanged 41 SP:Iteration 2F (13.560327 sec): 3 clusters Score: Raw -16497.553729 + Penalty 315.599893 = -16181.953836 nChanged 21 SP:Iteration 3F (13.561249 sec): 3 clusters Score: Raw -16507.971101 + Penalty 316.360534 = -16191.610567 nChanged 7 SP:Iteration 4Q (13.562150 sec): 3 clusters Score: Raw -16509.217063 + Penalty 315.755451 = -16193.461612 nChanged 3 SP:Iteration 5Q (13.563049 sec): 3 clusters Score: Raw -16511.085356 + Penalty 315.149742 = -16195.935614 nChanged 2 SP:Iteration 6Q (13.563947 sec): 3 clusters Score: Raw -16511.859391 + Penalty 314.678773 = -16197.180619 nChanged 2 SP:Iteration 7Q (13.564846 sec): 3 clusters Score: Raw -16512.184917 + Penalty 314.290126 = -16197.894790 nChanged 2 SP:Iteration 8Q (13.565743 sec): 3 clusters Score: Raw -16512.652954 + Penalty 313.353410 = -16199.299544 nChanged 4 SP:Iteration 9Q (13.566687 sec): 3 clusters Score: Raw -16513.644458 + Penalty 313.544205 = -16200.100253 nChanged 1 SP:Iteration 10F (13.567606 sec): 3 clusters Score: Raw -16514.615757 + Penalty 313.827018 = -16200.788739 nChanged 1 SP:Iteration 11Q (13.568506 sec): 3 clusters Score: Raw -16518.842862 + Penalty 313.853460 = -16204.989402 nChanged 3 SP:Iteration 12Q (13.569406 sec): 3 clusters Score: Raw -16524.246348 + Penalty 313.529168 = -16210.717179 nChanged 6 SP:Iteration 13Q (13.570308 sec): 3 clusters Score: Raw -16524.881381 + Penalty 313.304205 = -16211.577175 nChanged 1 SP:Iteration 14Q (13.571207 sec): 3 clusters Score: Raw -16524.967151 + Penalty 313.304205 = -16211.662946 nChanged 0 SP:Iteration 15F (13.572195 sec): 3 clusters Score: Raw -16524.967151 + Penalty 313.304205 = -16211.662946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 9 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.573907 sec): 2 clusters Score: Raw -8965.957093 + Penalty 505.192069 = -8460.765023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.574610 sec): 3 clusters Score: Raw -8946.717095 + Penalty 1008.733072 = -7937.984022 nChanged 66 SP:Iteration 1F (13.575301 sec): 3 clusters Score: Raw -9032.096365 + Penalty 1009.885322 = -8022.211043 nChanged 20 SP:Iteration 2F (13.576012 sec): 3 clusters Score: Raw -9074.346849 + Penalty 1007.575415 = -8066.771433 nChanged 7 SP:Iteration 3Q (13.576676 sec): 3 clusters Score: Raw -9097.678341 + Penalty 1001.520588 = -8096.157753 nChanged 5 SP:Iteration 4Q (13.577375 sec): 3 clusters Score: Raw -9110.288576 + Penalty 1002.117583 = -8108.170993 nChanged 2 SP:Iteration 5Q (13.578033 sec): 3 clusters Score: Raw -9112.449958 + Penalty 1002.583831 = -8109.866128 nChanged 1 SP:Iteration 6Q (13.578682 sec): 3 clusters Score: Raw -9113.232390 + Penalty 1004.264338 = -8108.968052 nChanged 2 SP:Iteration 7F (13.579369 sec): 3 clusters Score: Raw -9114.670450 + Penalty 1004.264338 = -8110.406112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.583603 sec): 2 clusters Score: Raw -43984.813416 + Penalty 138.527557 = -43846.285859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.585958 sec): 3 clusters Score: Raw -43233.194906 + Penalty 302.554589 = -42930.640318 nChanged 518 SP:Iteration 1F (13.588259 sec): 3 clusters Score: Raw -43700.428401 + Penalty 329.944012 = -43370.484389 nChanged 162 SP:Iteration 2F (13.590560 sec): 3 clusters Score: Raw -43882.770131 + Penalty 341.171081 = -43541.599050 nChanged 47 SP:Iteration 3Q (13.592817 sec): 3 clusters Score: Raw -43938.081243 + Penalty 346.875055 = -43591.206188 nChanged 24 SP:Iteration 4Q (13.594812 sec): 3 clusters Score: Raw -43956.243726 + Penalty 354.419722 = -43601.824004 nChanged 17 SP:Iteration 5Q (13.596770 sec): 3 clusters Score: Raw -43970.395777 + Penalty 358.082689 = -43612.313089 nChanged 10 SP:Iteration 6Q (13.598866 sec): 3 clusters Score: Raw -43974.405151 + Penalty 364.088991 = -43610.316160 nChanged 9 SP:Iteration 7F (13.601224 sec): 3 clusters Score: Raw -43976.993952 + Penalty 368.200362 = -43608.793590 nChanged 6 SP:Iteration 8F (13.603521 sec): 3 clusters Score: Raw -43978.423097 + Penalty 369.815661 = -43608.607436 nChanged 6 SP:Iteration 9F (13.605818 sec): 3 clusters Score: Raw -43979.937089 + Penalty 371.981943 = -43607.955146 nChanged 6 SP:Iteration 10F (13.608113 sec): 3 clusters Score: Raw -43981.500706 + Penalty 373.808962 = -43607.691744 nChanged 4 SP:Iteration 11F (13.610409 sec): 3 clusters Score: Raw -43983.189647 + Penalty 375.222576 = -43607.967072 nChanged 5 SP:Iteration 12Q (13.612347 sec): 3 clusters Score: Raw -43985.417535 + Penalty 373.494746 = -43611.922789 nChanged 6 SP:Iteration 13Q (13.614382 sec): 3 clusters Score: Raw -43987.955002 + Penalty 379.969223 = -43607.985779 nChanged 9 SP:Iteration 14F (13.616724 sec): 3 clusters Score: Raw -43992.445404 + Penalty 383.350273 = -43609.095131 nChanged 9 SP:Iteration 15Q (13.618665 sec): 3 clusters Score: Raw -43995.967743 + Penalty 392.891902 = -43603.075841 nChanged 7 SP:Iteration 16F (13.620967 sec): 3 clusters Score: Raw -43998.214459 + Penalty 398.447838 = -43599.766622 nChanged 5 SP:Iteration 17F (13.623263 sec): 3 clusters Score: Raw -43999.497840 + Penalty 412.874823 = -43586.623017 nChanged 6 SP:Iteration 18F (13.625557 sec): 3 clusters Score: Raw -44002.923978 + Penalty 423.285689 = -43579.638289 nChanged 5 SP:Iteration 19F (13.627852 sec): 3 clusters Score: Raw -44005.353777 + Penalty 435.989962 = -43569.363815 nChanged 5 SP:Iteration 20F (13.630149 sec): 3 clusters Score: Raw -44007.446946 + Penalty 452.873126 = -43554.573820 nChanged 5 SP:Iteration 21F (13.632443 sec): 3 clusters Score: Raw -44011.737515 + Penalty 465.738379 = -43545.999135 nChanged 5 SP:Iteration 22F (13.634736 sec): 3 clusters Score: Raw -44016.015683 + Penalty 471.496290 = -43544.519394 nChanged 3 SP:Iteration 23F (13.637029 sec): 3 clusters Score: Raw -44018.020430 + Penalty 467.579727 = -43550.440703 nChanged 1 SP:Iteration 24Q (13.638914 sec): 3 clusters Score: Raw -44018.460586 + Penalty 467.579727 = -43550.880860 nChanged 0 SP:Iteration 25F (13.641267 sec): 3 clusters Score: Raw -44018.460586 + Penalty 467.579727 = -43550.880860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 12 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.642643 sec): 2 clusters Score: Raw -11300.244561 + Penalty 160.840636 = -11139.403926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.643439 sec): 3 clusters Score: Raw -11152.767200 + Penalty 332.671126 = -10820.096074 nChanged 111 SP:Iteration 1F (13.644199 sec): 3 clusters Score: Raw -11255.092440 + Penalty 345.303985 = -10909.788455 nChanged 38 SP:Iteration 2F (13.644957 sec): 3 clusters Score: Raw -11306.652187 + Penalty 365.615594 = -10941.036593 nChanged 18 SP:Iteration 3F (13.645715 sec): 3 clusters Score: Raw -11322.841160 + Penalty 368.642725 = -10954.198435 nChanged 6 SP:Iteration 4Q (13.646439 sec): 3 clusters Score: Raw -11326.995437 + Penalty 375.004177 = -10951.991260 nChanged 5 SP:Iteration 5F (13.647168 sec): 3 clusters Score: Raw -11333.868819 + Penalty 380.576816 = -10953.292004 nChanged 2 SP:Iteration 6Q (13.647849 sec): 3 clusters Score: Raw -11336.751762 + Penalty 383.402947 = -10953.348816 nChanged 1 SP:Iteration 7Q (13.648523 sec): 3 clusters Score: Raw -11337.140881 + Penalty 389.163555 = -10947.977326 nChanged 2 SP:Iteration 8F (13.649253 sec): 3 clusters Score: Raw -11338.160214 + Penalty 393.946279 = -10944.213934 nChanged 2 SP:Iteration 9F (13.649982 sec): 3 clusters Score: Raw -11338.660877 + Penalty 393.946279 = -10944.714597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 16 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.651228 sec): 2 clusters Score: Raw -12897.474543 + Penalty 284.752568 = -12612.721975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.651995 sec): 3 clusters Score: Raw -12777.400423 + Penalty 572.230260 = -12205.170163 nChanged 89 SP:Iteration 1F (13.652749 sec): 3 clusters Score: Raw -12845.664969 + Penalty 572.550323 = -12273.114646 nChanged 15 SP:Iteration 2Q (13.653498 sec): 3 clusters Score: Raw -12858.331088 + Penalty 573.403302 = -12284.927786 nChanged 8 SP:Iteration 3Q (13.654244 sec): 3 clusters Score: Raw -12865.190675 + Penalty 573.502120 = -12291.688556 nChanged 4 SP:Iteration 4Q (13.655020 sec): 3 clusters Score: Raw -12867.882137 + Penalty 573.741630 = -12294.140507 nChanged 3 SP:Iteration 5Q (13.655799 sec): 3 clusters Score: Raw -12869.051906 + Penalty 573.402119 = -12295.649787 nChanged 1 SP:Iteration 6Q (13.656569 sec): 3 clusters Score: Raw -12869.327770 + Penalty 573.006065 = -12296.321705 nChanged 1 SP:Iteration 7Q (13.657339 sec): 3 clusters Score: Raw -12869.515571 + Penalty 572.695711 = -12296.819860 nChanged 1 SP:Iteration 8Q (13.658134 sec): 3 clusters Score: Raw -12869.753996 + Penalty 572.695711 = -12297.058285 nChanged 0 SP:Iteration 9F (13.658913 sec): 3 clusters Score: Raw -12869.753996 + Penalty 572.695711 = -12297.058285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.659999 sec): 2 clusters Score: Raw -9807.415361 + Penalty 217.897944 = -9589.517416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.660659 sec): 3 clusters Score: Raw -9688.547681 + Penalty 432.984953 = -9255.562727 nChanged 85 SP:Iteration 1F (13.661335 sec): 3 clusters Score: Raw -9739.949811 + Penalty 434.105935 = -9305.843876 nChanged 30 SP:Iteration 2F (13.661996 sec): 3 clusters Score: Raw -9766.235803 + Penalty 435.488578 = -9330.747225 nChanged 21 SP:Iteration 3F (13.662648 sec): 3 clusters Score: Raw -9804.469374 + Penalty 442.443648 = -9362.025725 nChanged 18 SP:Iteration 4F (13.663302 sec): 3 clusters Score: Raw -9825.334086 + Penalty 448.335805 = -9376.998282 nChanged 12 SP:Iteration 5Q (13.663940 sec): 3 clusters Score: Raw -9834.022858 + Penalty 458.872362 = -9375.150496 nChanged 11 SP:Iteration 6F (13.664593 sec): 3 clusters Score: Raw -9844.429743 + Penalty 470.078503 = -9374.351240 nChanged 9 SP:Iteration 7F (13.665245 sec): 3 clusters Score: Raw -9854.044122 + Penalty 478.545616 = -9375.498506 nChanged 7 SP:Iteration 8Q (13.665871 sec): 3 clusters Score: Raw -9858.691968 + Penalty 486.034033 = -9372.657936 nChanged 4 SP:Iteration 9F (13.666523 sec): 3 clusters Score: Raw -9861.099393 + Penalty 494.561541 = -9366.537852 nChanged 4 SP:Iteration 10F (13.667174 sec): 3 clusters Score: Raw -9863.333640 + Penalty 501.911123 = -9361.422517 nChanged 3 SP:Iteration 11F (13.667825 sec): 3 clusters Score: Raw -9864.353671 + Penalty 501.911123 = -9362.442548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 27 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.669117 sec): 2 clusters Score: Raw -12762.899009 + Penalty 384.949281 = -12377.949727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.669921 sec): 3 clusters Score: Raw -12646.699413 + Penalty 771.247176 = -11875.452237 nChanged 105 SP:Iteration 1F (13.670714 sec): 3 clusters Score: Raw -12740.289961 + Penalty 774.246815 = -11966.043146 nChanged 39 SP:Iteration 2F (13.671502 sec): 3 clusters Score: Raw -12772.671129 + Penalty 773.000897 = -11999.670232 nChanged 17 SP:Iteration 3F (13.672287 sec): 3 clusters Score: Raw -12787.112543 + Penalty 768.799685 = -12018.312858 nChanged 13 SP:Iteration 4Q (13.673065 sec): 3 clusters Score: Raw -12802.413183 + Penalty 762.671898 = -12039.741286 nChanged 10 SP:Iteration 5Q (13.673843 sec): 3 clusters Score: Raw -12810.842080 + Penalty 759.127926 = -12051.714154 nChanged 7 SP:Iteration 6Q (13.674614 sec): 3 clusters Score: Raw -12818.998804 + Penalty 750.201274 = -12068.797530 nChanged 9 SP:Iteration 7Q (13.675404 sec): 3 clusters Score: Raw -12827.118157 + Penalty 746.800945 = -12080.317212 nChanged 3 SP:Iteration 8Q (13.676180 sec): 3 clusters Score: Raw -12831.097356 + Penalty 744.186615 = -12086.910741 nChanged 1 SP:Iteration 9Q (13.676955 sec): 3 clusters Score: Raw -12833.106504 + Penalty 742.834325 = -12090.272179 nChanged 1 SP:Iteration 10F (13.677740 sec): 3 clusters Score: Raw -12834.872092 + Penalty 742.834325 = -12092.037767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.12 GB. Trying to split cluster 29 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.678754 sec): 2 clusters Score: Raw -7351.384415 + Penalty 409.076068 = -6942.308348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.679377 sec): 3 clusters Score: Raw -7300.615895 + Penalty 816.774018 = -6483.841877 nChanged 44 SP:Iteration 1F (13.679988 sec): 3 clusters Score: Raw -7350.107468 + Penalty 818.707259 = -6531.400209 nChanged 19 SP:Iteration 2F (13.680627 sec): 3 clusters Score: Raw -7376.633356 + Penalty 824.709694 = -6551.923663 nChanged 12 SP:Iteration 3F (13.681239 sec): 3 clusters Score: Raw -7395.084870 + Penalty 828.035998 = -6567.048872 nChanged 4 SP:Iteration 4Q (13.681838 sec): 3 clusters Score: Raw -7397.433845 + Penalty 829.426149 = -6568.007696 nChanged 3 SP:Iteration 5Q (13.682433 sec): 3 clusters Score: Raw -7399.908018 + Penalty 831.470340 = -6568.437678 nChanged 3 SP:Iteration 6Q (13.683028 sec): 3 clusters Score: Raw -7404.216302 + Penalty 831.470340 = -6572.745962 nChanged 0 SP:Iteration 7F (13.683637 sec): 3 clusters Score: Raw -7404.216302 + Penalty 831.470340 = -6572.745962 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 37 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.686411 sec): 2 clusters Score: Raw -32401.951946 + Penalty 248.976890 = -32152.975056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.688187 sec): 3 clusters Score: Raw -31936.651044 + Penalty 510.138730 = -31426.512314 nChanged 334 SP:Iteration 1F (13.689941 sec): 3 clusters Score: Raw -32265.240128 + Penalty 534.774580 = -31730.465549 nChanged 147 SP:Iteration 2F (13.691621 sec): 3 clusters Score: Raw -32408.773433 + Penalty 558.187031 = -31850.586402 nChanged 56 SP:Iteration 3F (13.693263 sec): 3 clusters Score: Raw -32458.750571 + Penalty 575.727944 = -31883.022627 nChanged 29 SP:Iteration 4Q (13.694942 sec): 3 clusters Score: Raw -32480.810614 + Penalty 597.893511 = -31882.917102 nChanged 20 SP:Iteration 5F (13.696608 sec): 3 clusters Score: Raw -32496.183482 + Penalty 617.897187 = -31878.286295 nChanged 10 SP:Iteration 6F (13.698371 sec): 3 clusters Score: Raw -32504.032611 + Penalty 625.669335 = -31878.363275 nChanged 5 SP:Iteration 7Q (13.700105 sec): 3 clusters Score: Raw -32506.027880 + Penalty 627.781063 = -31878.246817 nChanged 3 SP:Iteration 8F (13.701759 sec): 3 clusters Score: Raw -32508.080044 + Penalty 632.677877 = -31875.402166 nChanged 4 SP:Iteration 9F (13.703415 sec): 3 clusters Score: Raw -32512.218303 + Penalty 631.792418 = -31880.425885 nChanged 1 SP:Iteration 10F (13.705076 sec): 3 clusters Score: Raw -32512.784781 + Penalty 634.227939 = -31878.556842 nChanged 1 SP:Iteration 11F (13.706735 sec): 3 clusters Score: Raw -32512.978900 + Penalty 634.227939 = -31878.750961 nChanged 0 Time taken for this iteration:13.370548 seconds. 300->16 Clusters: Score -432643.667367, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 130 (time per iteration =105.561392 ms) Total iterations: 962 (time per iteration =14.265053 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1422229375.000000 (time per metric unit =9.648922ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 35555734375.000000 (time per metric unit=385.956900ps) That took 13.722981 seconds. FileBase PeterP-2013-09-04_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 0.27 and 0.40 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 29118 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 29118 points ------ Starting initial clusters from distinct float masks Not enough masks (130) to generate starting clusters (300), so starting with (131) clusters instead. Assigned 131 initial classes from 130 unique masks. Deleting Class 106 (1 points): Lose 39.089106 but Gain 1669.196396 Iteration 0F (2.494157 sec): 130 clusters Score: Raw -1388444.521648 + Penalty 95983.048816 = -1292461.472832 nChanged 5478 Deleting Class 92 (1 points): Lose 60.818104 but Gain 1613.088708 Iteration 1F (4.187145 sec): 128 clusters Score: Raw -1397980.387050 + Penalty 94031.724073 = -1303948.662977 nChanged 4337 Deleting Class 77 (1 points): Lose 60.363129 but Gain 1529.795969 Iteration 2F (5.826687 sec): 126 clusters Score: Raw -1406334.207155 + Penalty 92464.345588 = -1313869.861567 nChanged 3146 Deleting Class 108 (2 points): Lose 128.845804 but Gain 1548.671166 Iteration 3F (7.460713 sec): 125 clusters Score: Raw -1412182.854860 + Penalty 91019.770507 = -1321163.084353 nChanged 2008 Deleting Class 89 (2 points): Lose 94.316509 but Gain 1476.354241 Iteration 4F (9.082240 sec): 124 clusters Score: Raw -1415693.943945 + Penalty 89866.105496 = -1325827.838449 nChanged 1244 Deleting Class 111 (2 points): Lose 128.840962 but Gain 1496.196931 Iteration 5Q (9.292377 sec): 123 clusters Score: Raw -1417142.236481 + Penalty 88555.938031 = -1328586.298450 nChanged 791 Deleting Class 76 (1 points): Lose 22.434745 but Gain 1387.880583 Iteration 6Q (9.470199 sec): 122 clusters Score: Raw -1418060.288826 + Penalty 87295.311676 = -1330764.977150 nChanged 659 Deleting Class 116 (1 points): Lose 8.265965 but Gain 1279.794939 Iteration 7Q (9.637529 sec): 121 clusters Score: Raw -1418806.643977 + Penalty 86008.665245 = -1332797.978732 nChanged 549 Deleting Class 72 (1 points): Lose 12.969090 but Gain 1233.066707 Iteration 8Q (9.796164 sec): 120 clusters Score: Raw -1419403.152852 + Penalty 84759.820836 = -1334643.332017 nChanged 434 Deleting Class 80 (6 points): Lose 337.975648 but Gain 1536.455229 Iteration 9Q (9.947008 sec): 119 clusters Score: Raw -1419571.972650 + Penalty 83328.881122 = -1336243.091528 nChanged 360 Deleting Class 86 (1 points): Lose 19.109443 but Gain 1207.266693 Iteration 10F (11.504318 sec): 118 clusters Score: Raw -1420280.822570 + Penalty 82097.317206 = -1338183.505363 nChanged 369 Deleting Class 124 (2 points): Lose 60.524144 but Gain 1229.853168 Iteration 11Q (11.655553 sec): 117 clusters Score: Raw -1421136.181110 + Penalty 80990.847626 = -1340145.333484 nChanged 387 Deleting Class 90 (6 points): Lose 347.583754 but Gain 1484.644681 Iteration 12Q (11.807718 sec): 116 clusters Score: Raw -1421408.464699 + Penalty 79571.974250 = -1341836.490449 nChanged 325 Deleting Class 121 (1 points): Lose 35.595909 but Gain 1137.903836 Iteration 13Q (11.954028 sec): 115 clusters Score: Raw -1421590.955561 + Penalty 78408.814076 = -1343182.141485 nChanged 265 Deleting Class 29 (6 points): Lose 402.479981 but Gain 1484.594563 Iteration 14Q (12.097983 sec): 114 clusters Score: Raw -1421358.619641 + Penalty 76959.213076 = -1344399.406565 nChanged 206 Deleting Class 109 (2 points): Lose 53.691078 but Gain 1125.431941 Iteration 15Q (12.234913 sec): 113 clusters Score: Raw -1421397.584192 + Penalty 75981.662283 = -1345415.921909 nChanged 179 Deleting Class 95 (2 points): Lose 33.164294 but Gain 1192.642016 Iteration 16Q (12.370154 sec): 112 clusters Score: Raw -1421492.340345 + Penalty 74817.915660 = -1346674.424685 nChanged 163 Deleting Class 91 (2 points): Lose 83.018339 but Gain 1138.663893 Iteration 17Q (12.507443 sec): 111 clusters Score: Raw -1421532.458201 + Penalty 73706.065320 = -1347826.392881 nChanged 156 Deleting Class 47 (7 points): Lose 299.489373 but Gain 1353.692151 Iteration 18Q (12.639636 sec): 110 clusters Score: Raw -1421343.343966 + Penalty 72261.953584 = -1349081.390382 nChanged 121 Deleting Class 125 (1 points): Lose 33.325578 but Gain 1077.714476 Iteration 19Q (12.769200 sec): 109 clusters Score: Raw -1421479.516453 + Penalty 71178.556628 = -1350300.959825 nChanged 107 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1421479.516453 + Penalty 71178.556628 = -1350300.959825Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 1 (2976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.881079 sec): 2 clusters Score: Raw -155615.804847 + Penalty 56.530079 = -155559.274768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.886650 sec): 3 clusters Score: Raw -153726.463573 + Penalty 118.199617 = -153608.263957 nChanged 1379 SP:Iteration 1F (12.892002 sec): 3 clusters Score: Raw -155260.318473 + Penalty 117.682005 = -155142.636468 nChanged 206 SP:Iteration 2F (12.897365 sec): 3 clusters Score: Raw -155452.441393 + Penalty 119.271575 = -155333.169818 nChanged 129 SP:Iteration 3Q (12.903028 sec): 3 clusters Score: Raw -155589.369290 + Penalty 121.684287 = -155467.685003 nChanged 71 SP:Iteration 4Q (12.908375 sec): 3 clusters Score: Raw -155661.202189 + Penalty 122.541931 = -155538.660258 nChanged 39 SP:Iteration 5Q (12.913357 sec): 3 clusters Score: Raw -155692.806167 + Penalty 124.711221 = -155568.094946 nChanged 20 SP:Iteration 6Q (12.917897 sec): 3 clusters Score: Raw -155701.154375 + Penalty 123.560533 = -155577.593842 nChanged 16 SP:Iteration 7Q (12.922334 sec): 3 clusters Score: Raw -155707.855642 + Penalty 125.009102 = -155582.846540 nChanged 11 SP:Iteration 8Q (12.926710 sec): 3 clusters Score: Raw -155711.335606 + Penalty 123.623708 = -155587.711898 nChanged 4 SP:Iteration 9Q (12.931082 sec): 3 clusters Score: Raw -155712.262413 + Penalty 123.063833 = -155589.198581 nChanged 1 SP:Iteration 10F (12.936411 sec): 3 clusters Score: Raw -155713.320711 + Penalty 123.063833 = -155590.256879 nChanged 0 Score: Raw -1437044.235133 + Penalty 71264.062907 = -1365780.172226 Splitting cluster 1 changes total score from -1350300.959825 to -1365780.172226 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (1467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.366174 sec): 2 clusters Score: Raw -71132.508795 + Penalty 50.432411 = -71082.076384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.368894 sec): 3 clusters Score: Raw -70233.178573 + Penalty 101.832869 = -70131.345704 nChanged 699 SP:Iteration 1F (14.371561 sec): 3 clusters Score: Raw -71090.627541 + Penalty 96.294664 = -70994.332878 nChanged 104 SP:Iteration 2F (14.374229 sec): 3 clusters Score: Raw -71443.150124 + Penalty 94.095457 = -71349.054667 nChanged 70 SP:Iteration 3Q (14.376712 sec): 3 clusters Score: Raw -71716.009542 + Penalty 95.317862 = -71620.691679 nChanged 108 SP:Iteration 4F (14.379766 sec): 3 clusters Score: Raw -71902.092393 + Penalty 96.986257 = -71805.106136 nChanged 115 SP:Iteration 5F (14.382454 sec): 3 clusters Score: Raw -72062.295219 + Penalty 98.473816 = -71963.821403 nChanged 83 SP:Iteration 6F (14.385123 sec): 3 clusters Score: Raw -72154.486227 + Penalty 99.141858 = -72055.344370 nChanged 37 SP:Iteration 7Q (14.387392 sec): 3 clusters Score: Raw -72181.013600 + Penalty 99.372419 = -72081.641181 nChanged 13 SP:Iteration 8Q (14.389639 sec): 3 clusters Score: Raw -72184.133327 + Penalty 99.406317 = -72084.727010 nChanged 2 SP:Iteration 9Q (14.391883 sec): 3 clusters Score: Raw -72184.285865 + Penalty 99.406317 = -72084.879548 nChanged 0 SP:Iteration 10F (14.394550 sec): 3 clusters Score: Raw -72184.285865 + Penalty 99.406317 = -72084.879548 nChanged 0 Score: Raw -1438096.014279 + Penalty 71333.108305 = -1366762.905973 Splitting cluster 2 changes total score from -1350300.959825 to -1366762.905973 So it's getting split into cluster 29. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.834182 sec): 2 clusters Score: Raw -70900.424055 + Penalty 105.326297 = -70795.097758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.836727 sec): 3 clusters Score: Raw -70073.568768 + Penalty 207.432526 = -69866.136242 nChanged 611 SP:Iteration 1F (15.839225 sec): 3 clusters Score: Raw -70603.243329 + Penalty 206.491491 = -70396.751838 nChanged 124 SP:Iteration 2F (15.841720 sec): 3 clusters Score: Raw -70737.597205 + Penalty 206.816897 = -70530.780308 nChanged 37 SP:Iteration 3Q (15.844142 sec): 3 clusters Score: Raw -70755.510503 + Penalty 208.006795 = -70547.503708 nChanged 36 SP:Iteration 4Q (15.846527 sec): 3 clusters Score: Raw -70773.631386 + Penalty 209.184572 = -70564.446814 nChanged 33 SP:Iteration 5Q (15.848887 sec): 3 clusters Score: Raw -70788.619480 + Penalty 210.991473 = -70577.628007 nChanged 30 SP:Iteration 6Q (15.851218 sec): 3 clusters Score: Raw -70801.267772 + Penalty 214.213032 = -70587.054740 nChanged 31 SP:Iteration 7Q (15.853532 sec): 3 clusters Score: Raw -70820.890289 + Penalty 219.885220 = -70601.005069 nChanged 40 SP:Iteration 8Q (15.855849 sec): 3 clusters Score: Raw -70851.134912 + Penalty 229.444506 = -70621.690406 nChanged 32 SP:Iteration 9Q (15.858114 sec): 3 clusters Score: Raw -70875.341259 + Penalty 235.091014 = -70640.250245 nChanged 27 SP:Iteration 10F (15.860660 sec): 3 clusters Score: Raw -70894.631322 + Penalty 233.691810 = -70660.939511 nChanged 21 SP:Iteration 11Q (15.862783 sec): 3 clusters Score: Raw -70911.680467 + Penalty 234.354186 = -70677.326281 nChanged 10 SP:Iteration 12Q (15.864970 sec): 3 clusters Score: Raw -70918.003138 + Penalty 236.757648 = -70681.245490 nChanged 7 SP:Iteration 13Q (15.867079 sec): 3 clusters Score: Raw -70920.827586 + Penalty 240.473662 = -70680.353924 nChanged 6 SP:Iteration 14F (15.869789 sec): 3 clusters Score: Raw -70923.196728 + Penalty 243.375338 = -70679.821390 nChanged 4 SP:Iteration 15F (15.872370 sec): 3 clusters Score: Raw -70924.661251 + Penalty 242.517289 = -70682.143962 nChanged 3 SP:Iteration 16Q (15.874407 sec): 3 clusters Score: Raw -70926.415810 + Penalty 240.392494 = -70686.023316 nChanged 5 SP:Iteration 17Q (15.876439 sec): 3 clusters Score: Raw -70929.659991 + Penalty 247.513173 = -70682.146819 nChanged 6 SP:Iteration 18F (15.878928 sec): 3 clusters Score: Raw -70932.444832 + Penalty 248.986562 = -70683.458270 nChanged 3 SP:Iteration 19Q (15.880941 sec): 3 clusters Score: Raw -70933.390987 + Penalty 248.986562 = -70684.404425 nChanged 0 SP:Iteration 20F (15.883431 sec): 3 clusters Score: Raw -70933.390987 + Penalty 248.986562 = -70684.404425 nChanged 0 Memory request: 0.07 GB would take us to total of 0.33 GB. Trying to split cluster 4 (14191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.943441 sec): 2 clusters Score: Raw -735738.396697 + Penalty 63.701487 = -735674.695209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.969475 sec): 3 clusters Score: Raw -726182.503043 + Penalty 126.835078 = -726055.667965 nChanged 6847 SP:Iteration 1F (15.995223 sec): 3 clusters Score: Raw -731111.741663 + Penalty 123.760233 = -730987.981429 nChanged 2484 SP:Iteration 2F (16.020480 sec): 3 clusters Score: Raw -733564.783070 + Penalty 121.793817 = -733442.989253 nChanged 1194 SP:Iteration 3F (16.045657 sec): 3 clusters Score: Raw -734228.945182 + Penalty 121.420453 = -734107.524729 nChanged 607 SP:Iteration 4Q (16.071749 sec): 3 clusters Score: Raw -734497.065723 + Penalty 121.311242 = -734375.754481 nChanged 387 SP:Iteration 5Q (16.097909 sec): 3 clusters Score: Raw -734664.379387 + Penalty 121.246690 = -734543.132697 nChanged 321 SP:Iteration 6Q (16.123764 sec): 3 clusters Score: Raw -734835.717278 + Penalty 121.203682 = -734714.513596 nChanged 290 SP:Iteration 7Q (16.150049 sec): 3 clusters Score: Raw -735077.794761 + Penalty 121.179981 = -734956.614780 nChanged 296 SP:Iteration 8Q (16.175975 sec): 3 clusters Score: Raw -735477.129050 + Penalty 121.321906 = -735355.807144 nChanged 248 SP:Iteration 9Q (16.200830 sec): 3 clusters Score: Raw -735812.075445 + Penalty 121.574104 = -735690.501341 nChanged 186 SP:Iteration 10F (16.226005 sec): 3 clusters Score: Raw -735918.487027 + Penalty 121.544694 = -735796.942333 nChanged 107 SP:Iteration 11Q (16.246825 sec): 3 clusters Score: Raw -735954.924114 + Penalty 121.302786 = -735833.621328 nChanged 68 SP:Iteration 12Q (16.267641 sec): 3 clusters Score: Raw -735971.627609 + Penalty 121.423799 = -735850.203810 nChanged 64 SP:Iteration 13Q (16.288944 sec): 3 clusters Score: Raw -735986.821299 + Penalty 121.465517 = -735865.355782 nChanged 48 SP:Iteration 14Q (16.309633 sec): 3 clusters Score: Raw -735998.186841 + Penalty 121.209169 = -735876.977672 nChanged 32 SP:Iteration 15Q (16.330294 sec): 3 clusters Score: Raw -736004.346050 + Penalty 121.090174 = -735883.255876 nChanged 37 SP:Iteration 16Q (16.350867 sec): 3 clusters Score: Raw -736013.503410 + Penalty 121.285283 = -735892.218128 nChanged 42 SP:Iteration 17Q (16.371580 sec): 3 clusters Score: Raw -736022.412202 + Penalty 121.217121 = -735901.195081 nChanged 44 SP:Iteration 18Q (16.392520 sec): 3 clusters Score: Raw -736032.656333 + Penalty 120.925308 = -735911.731025 nChanged 39 SP:Iteration 19Q (16.413031 sec): 3 clusters Score: Raw -736039.301952 + Penalty 120.970959 = -735918.330993 nChanged 26 SP:Iteration 20F (16.438311 sec): 3 clusters Score: Raw -736043.339768 + Penalty 120.835356 = -735922.504412 nChanged 19 SP:Iteration 21Q (16.458815 sec): 3 clusters Score: Raw -736046.820751 + Penalty 120.736863 = -735926.083888 nChanged 18 SP:Iteration 22Q (16.479351 sec): 3 clusters Score: Raw -736051.449357 + Penalty 120.502481 = -735930.946876 nChanged 19 SP:Iteration 23Q (16.500131 sec): 3 clusters Score: Raw -736055.129740 + Penalty 120.576941 = -735934.552799 nChanged 14 SP:Iteration 24Q (16.520520 sec): 3 clusters Score: Raw -736057.130023 + Penalty 120.553845 = -735936.576178 nChanged 12 SP:Iteration 25Q (16.540958 sec): 3 clusters Score: Raw -736059.468553 + Penalty 120.451315 = -735939.017239 nChanged 21 SP:Iteration 26Q (16.561411 sec): 3 clusters Score: Raw -736064.109880 + Penalty 120.367050 = -735943.742829 nChanged 25 SP:Iteration 27Q (16.581853 sec): 3 clusters Score: Raw -736070.249586 + Penalty 120.283527 = -735949.966059 nChanged 17 SP:Iteration 28Q (16.602390 sec): 3 clusters Score: Raw -736075.936495 + Penalty 119.804095 = -735956.132400 nChanged 17 SP:Iteration 29Q (16.622827 sec): 3 clusters Score: Raw -736082.110965 + Penalty 119.877522 = -735962.233443 nChanged 20 SP:Iteration 30F (16.647929 sec): 3 clusters Score: Raw -736088.496596 + Penalty 119.799979 = -735968.696617 nChanged 23 SP:Iteration 31Q (16.668247 sec): 3 clusters Score: Raw -736095.035469 + Penalty 119.879446 = -735975.156023 nChanged 27 SP:Iteration 32Q (16.688694 sec): 3 clusters Score: Raw -736101.798949 + Penalty 119.963870 = -735981.835079 nChanged 20 SP:Iteration 33Q (16.709016 sec): 3 clusters Score: Raw -736104.558210 + Penalty 119.850201 = -735984.708009 nChanged 19 SP:Iteration 34Q (16.729273 sec): 3 clusters Score: Raw -736106.969017 + Penalty 119.891586 = -735987.077431 nChanged 16 SP:Iteration 35Q (16.749532 sec): 3 clusters Score: Raw -736109.034642 + Penalty 119.778251 = -735989.256391 nChanged 7 SP:Iteration 36Q (16.769886 sec): 3 clusters Score: Raw -736109.414133 + Penalty 119.819461 = -735989.594672 nChanged 6 SP:Iteration 37Q (16.790261 sec): 3 clusters Score: Raw -736109.744386 + Penalty 119.864837 = -735989.879549 nChanged 9 SP:Iteration 38Q (16.810479 sec): 3 clusters Score: Raw -736110.701849 + Penalty 119.836049 = -735990.865800 nChanged 9 SP:Iteration 39Q (16.830775 sec): 3 clusters Score: Raw -736112.934225 + Penalty 119.675616 = -735993.258609 nChanged 10 SP:Iteration 40F (16.855878 sec): 3 clusters Score: Raw -736115.330469 + Penalty 119.679471 = -735995.650998 nChanged 9 SP:Iteration 41Q (16.876219 sec): 3 clusters Score: Raw -736116.581139 + Penalty 119.699107 = -735996.882031 nChanged 4 SP:Iteration 42Q (16.897041 sec): 3 clusters Score: Raw -736116.746705 + Penalty 119.713473 = -735997.033232 nChanged 2 SP:Iteration 43Q (16.917531 sec): 3 clusters Score: Raw -736116.794190 + Penalty 119.727914 = -735997.066276 nChanged 2 SP:Iteration 44Q (16.937876 sec): 3 clusters Score: Raw -736116.887197 + Penalty 119.443431 = -735997.443766 nChanged 1 SP:Iteration 45Q (16.958138 sec): 3 clusters Score: Raw -736117.066077 + Penalty 119.457288 = -735997.608789 nChanged 2 SP:Iteration 46Q (16.978464 sec): 3 clusters Score: Raw -736117.156201 + Penalty 119.464244 = -735997.691957 nChanged 1 SP:Iteration 47Q (16.999018 sec): 3 clusters Score: Raw -736117.170456 + Penalty 119.485223 = -735997.685234 nChanged 3 SP:Iteration 48F (17.024192 sec): 3 clusters Score: Raw -736117.266690 + Penalty 119.499301 = -735997.767389 nChanged 2 SP:Iteration 49Q (17.044420 sec): 3 clusters Score: Raw -736117.299280 + Penalty 119.427268 = -735997.872012 nChanged 1 SP:Iteration 50F (17.069775 sec): 3 clusters Score: Raw -736117.300181 + Penalty 119.427268 = -735997.872913 nChanged 0 Score: Raw -1438474.921398 + Penalty 71393.023553 = -1367081.897846 Splitting cluster 4 changes total score from -1350300.959825 to -1367081.897846 So it's getting split into cluster 47. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.524500 sec): 2 clusters Score: Raw -37547.080172 + Penalty 181.483421 = -37365.596751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.525980 sec): 3 clusters Score: Raw -37149.325268 + Penalty 360.682880 = -36788.642388 nChanged 279 SP:Iteration 1F (18.527404 sec): 3 clusters Score: Raw -37381.991434 + Penalty 366.071362 = -37015.920072 nChanged 74 SP:Iteration 2F (18.528823 sec): 3 clusters Score: Raw -37439.438221 + Penalty 360.628472 = -37078.809748 nChanged 44 SP:Iteration 3F (18.530282 sec): 3 clusters Score: Raw -37495.078259 + Penalty 362.626423 = -37132.451836 nChanged 25 SP:Iteration 4Q (18.531716 sec): 3 clusters Score: Raw -37518.940011 + Penalty 368.727010 = -37150.213001 nChanged 21 SP:Iteration 5Q (18.533151 sec): 3 clusters Score: Raw -37538.818809 + Penalty 369.487435 = -37169.331374 nChanged 13 SP:Iteration 6Q (18.534538 sec): 3 clusters Score: Raw -37550.863797 + Penalty 366.832595 = -37184.031202 nChanged 13 SP:Iteration 7Q (18.535902 sec): 3 clusters Score: Raw -37561.581851 + Penalty 366.841453 = -37194.740397 nChanged 11 SP:Iteration 8Q (18.537233 sec): 3 clusters Score: Raw -37570.314584 + Penalty 371.649189 = -37198.665394 nChanged 7 SP:Iteration 9Q (18.538493 sec): 3 clusters Score: Raw -37576.405333 + Penalty 370.117316 = -37206.288017 nChanged 7 SP:Iteration 10F (18.539907 sec): 3 clusters Score: Raw -37582.598318 + Penalty 365.062659 = -37217.535658 nChanged 3 SP:Iteration 11Q (18.541158 sec): 3 clusters Score: Raw -37584.251993 + Penalty 364.029549 = -37220.222443 nChanged 2 SP:Iteration 12Q (18.542405 sec): 3 clusters Score: Raw -37585.076790 + Penalty 364.441316 = -37220.635474 nChanged 1 SP:Iteration 13Q (18.543636 sec): 3 clusters Score: Raw -37585.562845 + Penalty 364.441316 = -37221.121529 nChanged 0 SP:Iteration 14F (18.545075 sec): 3 clusters Score: Raw -37585.562845 + Penalty 364.441316 = -37221.121529 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.552905 sec): 2 clusters Score: Raw -73290.466362 + Penalty 53.969589 = -73236.496772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.555731 sec): 3 clusters Score: Raw -72316.905858 + Penalty 111.174835 = -72205.731022 nChanged 710 SP:Iteration 1F (18.558491 sec): 3 clusters Score: Raw -73091.642341 + Penalty 118.656030 = -72972.986312 nChanged 169 SP:Iteration 2F (18.561251 sec): 3 clusters Score: Raw -73290.240686 + Penalty 130.072826 = -73160.167860 nChanged 106 SP:Iteration 3F (18.564002 sec): 3 clusters Score: Raw -73504.800944 + Penalty 140.623983 = -73364.176961 nChanged 70 SP:Iteration 4Q (18.566736 sec): 3 clusters Score: Raw -73557.119823 + Penalty 149.340876 = -73407.778947 nChanged 25 SP:Iteration 5Q (18.569473 sec): 3 clusters Score: Raw -73575.299641 + Penalty 157.134798 = -73418.164843 nChanged 17 SP:Iteration 6Q (18.572210 sec): 3 clusters Score: Raw -73585.458340 + Penalty 162.166227 = -73423.292113 nChanged 10 SP:Iteration 7Q (18.574932 sec): 3 clusters Score: Raw -73590.952548 + Penalty 167.321688 = -73423.630860 nChanged 7 SP:Iteration 8Q (18.577649 sec): 3 clusters Score: Raw -73596.440548 + Penalty 169.801522 = -73426.639026 nChanged 6 SP:Iteration 9Q (18.580261 sec): 3 clusters Score: Raw -73599.638801 + Penalty 171.494424 = -73428.144377 nChanged 4 SP:Iteration 10F (18.583011 sec): 3 clusters Score: Raw -73607.196264 + Penalty 174.679463 = -73432.516801 nChanged 6 SP:Iteration 11Q (18.585541 sec): 3 clusters Score: Raw -73618.539955 + Penalty 176.566085 = -73441.973871 nChanged 4 SP:Iteration 12Q (18.587939 sec): 3 clusters Score: Raw -73624.494936 + Penalty 178.348375 = -73446.146561 nChanged 9 SP:Iteration 13Q (18.590314 sec): 3 clusters Score: Raw -73651.092571 + Penalty 174.574690 = -73476.517881 nChanged 16 SP:Iteration 14Q (18.592692 sec): 3 clusters Score: Raw -73697.495514 + Penalty 173.537291 = -73523.958223 nChanged 25 SP:Iteration 15Q (18.595058 sec): 3 clusters Score: Raw -73744.728110 + Penalty 173.766626 = -73570.961485 nChanged 19 SP:Iteration 16Q (18.597395 sec): 3 clusters Score: Raw -73776.008911 + Penalty 174.443234 = -73601.565677 nChanged 13 SP:Iteration 17Q (18.599705 sec): 3 clusters Score: Raw -73794.575559 + Penalty 173.280536 = -73621.295023 nChanged 12 SP:Iteration 18Q (18.602003 sec): 3 clusters Score: Raw -73802.177596 + Penalty 172.930366 = -73629.247230 nChanged 2 SP:Iteration 19Q (18.604273 sec): 3 clusters Score: Raw -73804.374524 + Penalty 173.551121 = -73630.823403 nChanged 4 SP:Iteration 20F (18.607022 sec): 3 clusters Score: Raw -73808.543764 + Penalty 173.212787 = -73635.330977 nChanged 4 SP:Iteration 21Q (18.609296 sec): 3 clusters Score: Raw -73811.668985 + Penalty 172.630405 = -73639.038580 nChanged 3 SP:Iteration 22Q (18.611578 sec): 3 clusters Score: Raw -73812.281119 + Penalty 172.199694 = -73640.081425 nChanged 3 SP:Iteration 23Q (18.613851 sec): 3 clusters Score: Raw -73813.123759 + Penalty 171.638321 = -73641.485438 nChanged 3 SP:Iteration 24Q (18.616119 sec): 3 clusters Score: Raw -73814.264703 + Penalty 171.454479 = -73642.810224 nChanged 1 SP:Iteration 25Q (18.618387 sec): 3 clusters Score: Raw -73814.331449 + Penalty 171.454479 = -73642.876969 nChanged 0 SP:Iteration 26F (18.621155 sec): 3 clusters Score: Raw -73814.331449 + Penalty 171.454479 = -73642.876969 nChanged 0 Score: Raw -1438998.788712 + Penalty 71557.708747 = -1367441.079965 Splitting cluster 6 changes total score from -1350300.959825 to -1367441.079965 So it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.079225 sec): 2 clusters Score: Raw -19913.316260 + Penalty 164.028054 = -19749.288206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.080139 sec): 3 clusters Score: Raw -19722.905479 + Penalty 339.938204 = -19382.967275 nChanged 149 SP:Iteration 1F (20.081041 sec): 3 clusters Score: Raw -19848.830520 + Penalty 342.795634 = -19506.034887 nChanged 24 SP:Iteration 2F (20.081936 sec): 3 clusters Score: Raw -19868.470655 + Penalty 344.274019 = -19524.196636 nChanged 17 SP:Iteration 3Q (20.082824 sec): 3 clusters Score: Raw -19878.041700 + Penalty 346.194475 = -19531.847225 nChanged 6 SP:Iteration 4Q (20.083703 sec): 3 clusters Score: Raw -19880.497227 + Penalty 346.911531 = -19533.585695 nChanged 2 SP:Iteration 5Q (20.084580 sec): 3 clusters Score: Raw -19882.013390 + Penalty 347.678320 = -19534.335071 nChanged 2 SP:Iteration 6Q (20.085454 sec): 3 clusters Score: Raw -19883.418533 + Penalty 350.353382 = -19533.065151 nChanged 5 SP:Iteration 7F (20.086348 sec): 3 clusters Score: Raw -19885.953589 + Penalty 350.246781 = -19535.706808 nChanged 1 SP:Iteration 8Q (20.087219 sec): 3 clusters Score: Raw -19886.119505 + Penalty 350.214209 = -19535.905297 nChanged 1 SP:Iteration 9Q (20.088091 sec): 3 clusters Score: Raw -19886.184231 + Penalty 349.908888 = -19536.275343 nChanged 1 SP:Iteration 10F (20.088987 sec): 3 clusters Score: Raw -19886.322363 + Penalty 351.237752 = -19535.084612 nChanged 2 SP:Iteration 11F (20.089882 sec): 3 clusters Score: Raw -19886.556339 + Penalty 351.860760 = -19534.695580 nChanged 1 SP:Iteration 12F (20.090780 sec): 3 clusters Score: Raw -19886.765713 + Penalty 353.737523 = -19533.028190 nChanged 3 SP:Iteration 13F (20.091676 sec): 3 clusters Score: Raw -19887.923877 + Penalty 356.741722 = -19531.182155 nChanged 5 SP:Iteration 14F (20.092572 sec): 3 clusters Score: Raw -19889.380440 + Penalty 361.178460 = -19528.201980 nChanged 5 SP:Iteration 15F (20.093469 sec): 3 clusters Score: Raw -19891.148791 + Penalty 367.928456 = -19523.220336 nChanged 6 SP:Iteration 16F (20.094368 sec): 3 clusters Score: Raw -19894.268841 + Penalty 374.451046 = -19519.817795 nChanged 7 SP:Iteration 17F (20.095271 sec): 3 clusters Score: Raw -19900.998457 + Penalty 382.513554 = -19518.484903 nChanged 5 SP:Iteration 18F (20.096169 sec): 3 clusters Score: Raw -19904.781030 + Penalty 397.284451 = -19507.496579 nChanged 8 SP:Iteration 19F (20.097069 sec): 3 clusters Score: Raw -19909.510740 + Penalty 402.767849 = -19506.742890 nChanged 3 SP:Iteration 20F (20.097970 sec): 3 clusters Score: Raw -19911.259868 + Penalty 409.302153 = -19501.957715 nChanged 3 SP:Iteration 21F (20.098871 sec): 3 clusters Score: Raw -19912.207950 + Penalty 414.202543 = -19498.005407 nChanged 2 SP:Iteration 22F (20.099773 sec): 3 clusters Score: Raw -19913.247956 + Penalty 421.115993 = -19492.131963 nChanged 3 SP:Iteration 23F (20.100679 sec): 3 clusters Score: Raw -19914.413625 + Penalty 431.211177 = -19483.202449 nChanged 2 SP:Iteration 24F (20.101580 sec): 3 clusters Score: Raw -19916.709860 + Penalty 445.457756 = -19471.252104 nChanged 3 SP:Iteration 25F (20.102483 sec): 3 clusters Score: Raw -19919.356258 + Penalty 445.457756 = -19473.898502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.104490 sec): 2 clusters Score: Raw -21354.836248 + Penalty 237.985374 = -21116.850873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.105403 sec): 3 clusters Score: Raw -21177.963730 + Penalty 476.686845 = -20701.276885 nChanged 134 SP:Iteration 1F (20.106299 sec): 3 clusters Score: Raw -21240.089282 + Penalty 476.847984 = -20763.241298 nChanged 17 SP:Iteration 2Q (20.107223 sec): 3 clusters Score: Raw -21248.288646 + Penalty 476.825508 = -20771.463138 nChanged 15 SP:Iteration 3Q (20.108119 sec): 3 clusters Score: Raw -21257.818242 + Penalty 476.874565 = -20780.943677 nChanged 11 SP:Iteration 4Q (20.109014 sec): 3 clusters Score: Raw -21262.052559 + Penalty 476.899405 = -20785.153154 nChanged 5 SP:Iteration 5Q (20.109911 sec): 3 clusters Score: Raw -21267.647373 + Penalty 476.521043 = -20791.126330 nChanged 9 SP:Iteration 6Q (20.110808 sec): 3 clusters Score: Raw -21273.903946 + Penalty 477.003154 = -20796.900792 nChanged 6 SP:Iteration 7Q (20.111701 sec): 3 clusters Score: Raw -21277.113994 + Penalty 476.957346 = -20800.156647 nChanged 4 SP:Iteration 8Q (20.112597 sec): 3 clusters Score: Raw -21279.491865 + Penalty 477.701620 = -20801.790245 nChanged 4 SP:Iteration 9Q (20.113488 sec): 3 clusters Score: Raw -21282.428138 + Penalty 478.171903 = -20804.256235 nChanged 4 SP:Iteration 10F (20.114384 sec): 3 clusters Score: Raw -21285.936600 + Penalty 478.813534 = -20807.123065 nChanged 4 SP:Iteration 11Q (20.115277 sec): 3 clusters Score: Raw -21287.862554 + Penalty 479.348438 = -20808.514116 nChanged 4 SP:Iteration 12Q (20.116170 sec): 3 clusters Score: Raw -21288.954392 + Penalty 480.194878 = -20808.759514 nChanged 5 SP:Iteration 13Q (20.117063 sec): 3 clusters Score: Raw -21291.759308 + Penalty 480.696166 = -20811.063142 nChanged 4 SP:Iteration 14Q (20.117953 sec): 3 clusters Score: Raw -21293.573458 + Penalty 481.771521 = -20811.801937 nChanged 5 SP:Iteration 15Q (20.118845 sec): 3 clusters Score: Raw -21299.443085 + Penalty 482.795487 = -20816.647597 nChanged 9 SP:Iteration 16Q (20.119735 sec): 3 clusters Score: Raw -21306.254391 + Penalty 484.492783 = -20821.761608 nChanged 6 SP:Iteration 17Q (20.120625 sec): 3 clusters Score: Raw -21313.059503 + Penalty 486.572617 = -20826.486885 nChanged 8 SP:Iteration 18Q (20.121507 sec): 3 clusters Score: Raw -21319.119699 + Penalty 488.753396 = -20830.366303 nChanged 5 SP:Iteration 19Q (20.122413 sec): 3 clusters Score: Raw -21322.593815 + Penalty 490.506554 = -20832.087261 nChanged 5 SP:Iteration 20F (20.123318 sec): 3 clusters Score: Raw -21325.393773 + Penalty 489.115293 = -20836.278480 nChanged 4 SP:Iteration 21Q (20.124190 sec): 3 clusters Score: Raw -21329.739563 + Penalty 488.012036 = -20841.727526 nChanged 5 SP:Iteration 22Q (20.125062 sec): 3 clusters Score: Raw -21336.429558 + Penalty 488.917030 = -20847.512528 nChanged 3 SP:Iteration 23Q (20.125920 sec): 3 clusters Score: Raw -21338.671841 + Penalty 488.917030 = -20849.754811 nChanged 0 SP:Iteration 24F (20.126824 sec): 3 clusters Score: Raw -21338.671841 + Penalty 488.917030 = -20849.754811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.129393 sec): 2 clusters Score: Raw -31132.576192 + Penalty 125.530357 = -31007.045835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.130715 sec): 3 clusters Score: Raw -30795.841326 + Penalty 258.574341 = -30537.266985 nChanged 255 SP:Iteration 1F (20.132001 sec): 3 clusters Score: Raw -31011.561907 + Penalty 264.526876 = -30747.035031 nChanged 73 SP:Iteration 2F (20.133352 sec): 3 clusters Score: Raw -31067.758372 + Penalty 270.629665 = -30797.128707 nChanged 39 SP:Iteration 3F (20.134629 sec): 3 clusters Score: Raw -31101.025382 + Penalty 280.798222 = -30820.227160 nChanged 25 SP:Iteration 4Q (20.135899 sec): 3 clusters Score: Raw -31120.628075 + Penalty 291.776466 = -30828.851610 nChanged 17 SP:Iteration 5Q (20.137164 sec): 3 clusters Score: Raw -31133.812068 + Penalty 300.743317 = -30833.068752 nChanged 9 SP:Iteration 6Q (20.138437 sec): 3 clusters Score: Raw -31138.522660 + Penalty 299.020489 = -30839.502170 nChanged 6 SP:Iteration 7Q (20.139705 sec): 3 clusters Score: Raw -31142.503416 + Penalty 301.160552 = -30841.342864 nChanged 7 SP:Iteration 8Q (20.140979 sec): 3 clusters Score: Raw -31145.850355 + Penalty 310.470319 = -30835.380036 nChanged 7 SP:Iteration 9F (20.142288 sec): 3 clusters Score: Raw -31151.206566 + Penalty 321.637436 = -30829.569130 nChanged 6 SP:Iteration 10F (20.143548 sec): 3 clusters Score: Raw -31154.332925 + Penalty 325.193691 = -30829.139234 nChanged 2 SP:Iteration 11F (20.144802 sec): 3 clusters Score: Raw -31156.063606 + Penalty 324.493865 = -30831.569742 nChanged 1 SP:Iteration 12Q (20.146060 sec): 3 clusters Score: Raw -31157.188827 + Penalty 322.552115 = -30834.636712 nChanged 1 SP:Iteration 13Q (20.147314 sec): 3 clusters Score: Raw -31157.688468 + Penalty 324.479722 = -30833.208746 nChanged 1 SP:Iteration 14F (20.148571 sec): 3 clusters Score: Raw -31157.967403 + Penalty 326.024300 = -30831.943103 nChanged 1 SP:Iteration 15F (20.149804 sec): 3 clusters Score: Raw -31158.310101 + Penalty 326.024300 = -30832.285801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.154266 sec): 2 clusters Score: Raw -38517.703496 + Penalty 121.004434 = -38396.699062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.155837 sec): 3 clusters Score: Raw -38056.498625 + Penalty 239.434427 = -37817.064198 nChanged 343 SP:Iteration 1F (20.157370 sec): 3 clusters Score: Raw -38216.186643 + Penalty 239.490405 = -37976.696237 nChanged 120 SP:Iteration 2F (20.158903 sec): 3 clusters Score: Raw -38292.696260 + Penalty 239.172938 = -38053.523323 nChanged 81 SP:Iteration 3F (20.160479 sec): 3 clusters Score: Raw -38359.997689 + Penalty 239.942615 = -38120.055075 nChanged 64 SP:Iteration 4F (20.162042 sec): 3 clusters Score: Raw -38405.834928 + Penalty 240.029144 = -38165.805784 nChanged 36 SP:Iteration 5Q (20.163568 sec): 3 clusters Score: Raw -38427.964366 + Penalty 239.813954 = -38188.150412 nChanged 20 SP:Iteration 6Q (20.165102 sec): 3 clusters Score: Raw -38435.845112 + Penalty 239.979901 = -38195.865211 nChanged 13 SP:Iteration 7Q (20.166647 sec): 3 clusters Score: Raw -38440.220286 + Penalty 240.338354 = -38199.881932 nChanged 2 SP:Iteration 8Q (20.168168 sec): 3 clusters Score: Raw -38440.719352 + Penalty 240.434296 = -38200.285055 nChanged 4 SP:Iteration 9Q (20.169772 sec): 3 clusters Score: Raw -38441.789864 + Penalty 240.583077 = -38201.206787 nChanged 3 SP:Iteration 10F (20.171427 sec): 3 clusters Score: Raw -38441.967634 + Penalty 240.583077 = -38201.384557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.173070 sec): 2 clusters Score: Raw -4166.834220 + Penalty 196.626980 = -3970.207240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.173430 sec): 3 clusters Score: Raw -4150.923930 + Penalty 391.450461 = -3759.473469 nChanged 19 SP:Iteration 1F (20.173782 sec): 3 clusters Score: Raw -4173.996991 + Penalty 396.306077 = -3777.690914 nChanged 7 SP:Iteration 2F (20.174133 sec): 3 clusters Score: Raw -4180.557652 + Penalty 396.564551 = -3783.993101 nChanged 1 SP:Iteration 3Q (20.174486 sec): 3 clusters Score: Raw -4181.038152 + Penalty 396.564551 = -3784.473601 nChanged 0 SP:Iteration 4F (20.174842 sec): 3 clusters Score: Raw -4181.038152 + Penalty 396.564551 = -3784.473601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.175338 sec): 2 clusters Score: Raw -243.804678 + Penalty 128.408615 = -115.396064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.175538 sec): 2 clusters Score: Raw -243.804678 + Penalty 128.408615 = -115.396064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.176856 sec): 2 clusters Score: Raw -10693.884596 + Penalty 249.473240 = -10444.411356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.177470 sec): 3 clusters Score: Raw -10644.630816 + Penalty 502.059568 = -10142.571248 nChanged 47 SP:Iteration 1F (20.178046 sec): 3 clusters Score: Raw -10687.047316 + Penalty 503.086897 = -10183.960419 nChanged 14 SP:Iteration 2F (20.178621 sec): 3 clusters Score: Raw -10705.251696 + Penalty 503.124500 = -10202.127197 nChanged 6 SP:Iteration 3Q (20.179172 sec): 3 clusters Score: Raw -10709.663946 + Penalty 503.462284 = -10206.201663 nChanged 1 SP:Iteration 4Q (20.179720 sec): 3 clusters Score: Raw -10710.686002 + Penalty 503.462284 = -10207.223718 nChanged 0 SP:Iteration 5F (20.180278 sec): 3 clusters Score: Raw -10710.686002 + Penalty 503.462284 = -10207.223718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.181165 sec): 2 clusters Score: Raw -6777.805464 + Penalty 80.420351 = -6697.385113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.181650 sec): 3 clusters Score: Raw -6781.057893 + Penalty 209.740665 = -6571.317229 nChanged 53 SP:Iteration 1F (20.182135 sec): 3 clusters Score: Raw -6889.334364 + Penalty 218.959459 = -6670.374906 nChanged 8 SP:Iteration 2F (20.182600 sec): 3 clusters Score: Raw -6905.247207 + Penalty 218.501349 = -6686.745859 nChanged 1 SP:Iteration 3Q (20.183042 sec): 3 clusters Score: Raw -6907.826336 + Penalty 218.501349 = -6689.324987 nChanged 0 SP:Iteration 4F (20.183508 sec): 3 clusters Score: Raw -6907.826336 + Penalty 218.501349 = -6689.324987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.184103 sec): 2 clusters Score: Raw -2577.230353 + Penalty 289.651457 = -2287.578896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.184400 sec): 3 clusters Score: Raw -2630.434327 + Penalty 578.889190 = -2051.545137 nChanged 4 SP:Iteration 1F (20.184694 sec): 3 clusters Score: Raw -2643.590251 + Penalty 578.889190 = -2064.701061 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.188501 sec): 2 clusters Score: Raw -65606.345447 + Penalty 43.044392 = -65563.301055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.191059 sec): 3 clusters Score: Raw -64727.056144 + Penalty 90.806299 = -64636.249845 nChanged 632 SP:Iteration 1F (20.193525 sec): 3 clusters Score: Raw -65369.129289 + Penalty 88.674632 = -65280.454657 nChanged 113 SP:Iteration 2F (20.195797 sec): 3 clusters Score: Raw -65462.746924 + Penalty 90.273680 = -65372.473244 nChanged 80 SP:Iteration 3F (20.198073 sec): 3 clusters Score: Raw -65579.618285 + Penalty 92.524476 = -65487.093808 nChanged 52 SP:Iteration 4Q (20.200371 sec): 3 clusters Score: Raw -65647.708296 + Penalty 91.828878 = -65555.879417 nChanged 16 SP:Iteration 5Q (20.202656 sec): 3 clusters Score: Raw -65666.255611 + Penalty 89.523594 = -65576.732017 nChanged 8 SP:Iteration 6Q (20.204742 sec): 3 clusters Score: Raw -65681.129856 + Penalty 89.123904 = -65592.005952 nChanged 4 SP:Iteration 7Q (20.206787 sec): 3 clusters Score: Raw -65682.306622 + Penalty 89.034246 = -65593.272376 nChanged 1 SP:Iteration 8Q (20.208827 sec): 3 clusters Score: Raw -65682.686279 + Penalty 89.298815 = -65593.387464 nChanged 2 SP:Iteration 9Q (20.210845 sec): 3 clusters Score: Raw -65683.097036 + Penalty 89.436771 = -65593.660265 nChanged 1 SP:Iteration 10F (20.213297 sec): 3 clusters Score: Raw -65683.165922 + Penalty 89.436771 = -65593.729151 nChanged 0 Score: Raw -1439075.611199 + Penalty 71623.964633 = -1367451.646566 Splitting cluster 17 changes total score from -1350300.959825 to -1367451.646566 So it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.679436 sec): 2 clusters Score: Raw -583.214174 + Penalty 177.806209 = -405.407965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.679676 sec): 3 clusters Score: Raw -599.587385 + Penalty 362.370260 = -237.217125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.680178 sec): 2 clusters Score: Raw -825.206130 + Penalty 157.139521 = -668.066609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.680418 sec): 3 clusters Score: Raw -845.006256 + Penalty 316.013475 = -528.992781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.680946 sec): 2 clusters Score: Raw -1111.194097 + Penalty 378.812819 = -732.381278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.681199 sec): 3 clusters Score: Raw -1238.151688 + Penalty 761.237657 = -476.914030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.682175 sec): 2 clusters Score: Raw -10153.273095 + Penalty 188.464461 = -9964.808634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.682742 sec): 3 clusters Score: Raw -10079.846670 + Penalty 376.985199 = -9702.861470 nChanged 50 SP:Iteration 1F (21.683294 sec): 3 clusters Score: Raw -10119.211071 + Penalty 377.765575 = -9741.445496 nChanged 16 SP:Iteration 2F (21.683839 sec): 3 clusters Score: Raw -10135.374058 + Penalty 379.157452 = -9756.216607 nChanged 7 SP:Iteration 3Q (21.684377 sec): 3 clusters Score: Raw -10142.805239 + Penalty 382.912327 = -9759.892912 nChanged 12 SP:Iteration 4F (21.684922 sec): 3 clusters Score: Raw -10153.540368 + Penalty 387.507078 = -9766.033290 nChanged 11 SP:Iteration 5F (21.685479 sec): 3 clusters Score: Raw -10162.159796 + Penalty 397.688539 = -9764.471257 nChanged 11 SP:Iteration 6F (21.686020 sec): 3 clusters Score: Raw -10174.510381 + Penalty 409.585317 = -9764.925064 nChanged 13 SP:Iteration 7F (21.686560 sec): 3 clusters Score: Raw -10192.755919 + Penalty 414.072985 = -9778.682934 nChanged 4 SP:Iteration 8Q (21.687085 sec): 3 clusters Score: Raw -10203.382300 + Penalty 416.502836 = -9786.879464 nChanged 2 SP:Iteration 9Q (21.687603 sec): 3 clusters Score: Raw -10211.935948 + Penalty 416.502836 = -9795.433112 nChanged 0 SP:Iteration 10F (21.688144 sec): 3 clusters Score: Raw -10211.935948 + Penalty 416.502836 = -9795.433112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 22 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.690239 sec): 2 clusters Score: Raw -32207.570820 + Penalty 45.288547 = -32162.282272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.691543 sec): 3 clusters Score: Raw -31837.810040 + Penalty 89.391851 = -31748.418189 nChanged 285 SP:Iteration 1F (21.692830 sec): 3 clusters Score: Raw -32052.672932 + Penalty 89.411861 = -31963.261071 nChanged 71 SP:Iteration 2F (21.694124 sec): 3 clusters Score: Raw -32107.698111 + Penalty 91.172805 = -32016.525305 nChanged 51 SP:Iteration 3F (21.695404 sec): 3 clusters Score: Raw -32169.164900 + Penalty 92.437259 = -32076.727641 nChanged 32 SP:Iteration 4F (21.696682 sec): 3 clusters Score: Raw -32223.808203 + Penalty 90.613986 = -32133.194217 nChanged 8 SP:Iteration 5Q (21.697781 sec): 3 clusters Score: Raw -32242.713400 + Penalty 89.855168 = -32152.858232 nChanged 8 SP:Iteration 6Q (21.698861 sec): 3 clusters Score: Raw -32252.197464 + Penalty 89.652653 = -32162.544811 nChanged 5 SP:Iteration 7Q (21.699930 sec): 3 clusters Score: Raw -32254.322831 + Penalty 89.925298 = -32164.397533 nChanged 3 SP:Iteration 8Q (21.701032 sec): 3 clusters Score: Raw -32256.281466 + Penalty 89.743595 = -32166.537872 nChanged 3 SP:Iteration 9Q (21.702092 sec): 3 clusters Score: Raw -32259.571075 + Penalty 89.174234 = -32170.396841 nChanged 3 SP:Iteration 10F (21.703334 sec): 3 clusters Score: Raw -32261.427366 + Penalty 89.477301 = -32171.950064 nChanged 2 SP:Iteration 11Q (21.704369 sec): 3 clusters Score: Raw -32262.267048 + Penalty 89.686938 = -32172.580110 nChanged 1 SP:Iteration 12Q (21.705397 sec): 3 clusters Score: Raw -32262.571214 + Penalty 89.686938 = -32172.884275 nChanged 0 SP:Iteration 13F (21.706586 sec): 3 clusters Score: Raw -32262.571214 + Penalty 89.686938 = -32172.884275 nChanged 0 Score: Raw -1439130.611554 + Penalty 71694.767591 = -1367435.843964 Splitting cluster 22 changes total score from -1350300.959825 to -1367435.843964 So it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189272 sec): 2 clusters Score: Raw -7115.358485 + Penalty 158.066875 = -6957.291609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189735 sec): 3 clusters Score: Raw -7060.535505 + Penalty 317.094272 = -6743.441233 nChanged 41 SP:Iteration 1F (23.190188 sec): 3 clusters Score: Raw -7078.073304 + Penalty 316.578588 = -6761.494717 nChanged 9 SP:Iteration 2F (23.190648 sec): 3 clusters Score: Raw -7084.854040 + Penalty 315.209046 = -6769.644994 nChanged 10 SP:Iteration 3F (23.191101 sec): 3 clusters Score: Raw -7092.313778 + Penalty 315.199243 = -6777.114535 nChanged 6 SP:Iteration 4Q (23.191564 sec): 3 clusters Score: Raw -7096.527293 + Penalty 316.422347 = -6780.104946 nChanged 7 SP:Iteration 5F (23.192017 sec): 3 clusters Score: Raw -7102.351414 + Penalty 317.862699 = -6784.488716 nChanged 5 SP:Iteration 6Q (23.192476 sec): 3 clusters Score: Raw -7109.103934 + Penalty 320.742148 = -6788.361786 nChanged 4 SP:Iteration 7Q (23.192927 sec): 3 clusters Score: Raw -7117.463487 + Penalty 321.802828 = -6795.660659 nChanged 3 SP:Iteration 8Q (23.193375 sec): 3 clusters Score: Raw -7121.321498 + Penalty 322.424418 = -6798.897080 nChanged 2 SP:Iteration 9Q (23.193821 sec): 3 clusters Score: Raw -7122.994806 + Penalty 322.553561 = -6800.441244 nChanged 2 SP:Iteration 10F (23.194274 sec): 3 clusters Score: Raw -7124.132267 + Penalty 322.553561 = -6801.578706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194767 sec): 2 clusters Score: Raw -250.746526 + Penalty 70.097635 = -180.648891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194992 sec): 3 clusters Score: Raw -269.558569 + Penalty 132.592114 = -136.966455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195468 sec): 2 clusters Score: Raw -375.086618 + Penalty 132.920303 = -242.166315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195690 sec): 3 clusters Score: Raw -400.932275 + Penalty 272.762126 = -128.170149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196155 sec): 2 clusters Score: Raw -193.726524 + Penalty 100.156250 = -93.570274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196352 sec): 2 clusters Score: Raw -193.726524 + Penalty 100.156250 = -93.570274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 27 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196871 sec): 2 clusters Score: Raw -1322.177597 + Penalty 161.738178 = -1160.439419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.197126 sec): 3 clusters Score: Raw -1334.149108 + Penalty 323.704366 = -1010.444741 nChanged 1 SP:Iteration 1Q (23.197374 sec): 3 clusters Score: Raw -1336.526244 + Penalty 323.704366 = -1012.821878 nChanged 0 SP:Iteration 2F (23.197655 sec): 3 clusters Score: Raw -1336.526244 + Penalty 323.704366 = -1012.821878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198456 sec): 2 clusters Score: Raw -5565.170195 + Penalty 108.153093 = -5457.017102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.198911 sec): 3 clusters Score: Raw -5533.541232 + Penalty 222.440113 = -5311.101119 nChanged 49 SP:Iteration 1F (23.199356 sec): 3 clusters Score: Raw -5598.916180 + Penalty 217.622598 = -5381.293582 nChanged 15 SP:Iteration 2F (23.199801 sec): 3 clusters Score: Raw -5644.319270 + Penalty 218.433024 = -5425.886246 nChanged 6 SP:Iteration 3Q (23.200231 sec): 3 clusters Score: Raw -5660.122449 + Penalty 219.800246 = -5440.322204 nChanged 3 SP:Iteration 4Q (23.200649 sec): 3 clusters Score: Raw -5663.921911 + Penalty 220.190072 = -5443.731838 nChanged 3 SP:Iteration 5Q (23.201071 sec): 3 clusters Score: Raw -5671.056588 + Penalty 221.518619 = -5449.537969 nChanged 2 SP:Iteration 6Q (23.201474 sec): 3 clusters Score: Raw -5675.214737 + Penalty 222.341575 = -5452.873163 nChanged 1 SP:Iteration 7Q (23.201884 sec): 3 clusters Score: Raw -5675.763496 + Penalty 222.341575 = -5453.421921 nChanged 0 SP:Iteration 8F (23.202327 sec): 3 clusters Score: Raw -5675.763496 + Penalty 222.341575 = -5453.421921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203127 sec): 2 clusters Score: Raw -6414.344367 + Penalty 209.103495 = -6205.240872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203551 sec): 3 clusters Score: Raw -6363.472503 + Penalty 417.341307 = -5946.131196 nChanged 26 SP:Iteration 1F (23.203966 sec): 3 clusters Score: Raw -6379.673274 + Penalty 416.285452 = -5963.387823 nChanged 5 SP:Iteration 2Q (23.204383 sec): 3 clusters Score: Raw -6383.272176 + Penalty 415.723762 = -5967.548414 nChanged 2 SP:Iteration 3Q (23.204798 sec): 3 clusters Score: Raw -6384.418945 + Penalty 415.723762 = -5968.695183 nChanged 0 SP:Iteration 4F (23.205214 sec): 3 clusters Score: Raw -6384.418945 + Penalty 415.723762 = -5968.695183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205690 sec): 2 clusters Score: Raw -351.584254 + Penalty 119.745785 = -231.838469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205892 sec): 2 clusters Score: Raw -351.584254 + Penalty 119.745785 = -231.838469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206364 sec): 2 clusters Score: Raw -365.663516 + Penalty 151.327549 = -214.335966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206564 sec): 2 clusters Score: Raw -365.663516 + Penalty 151.327549 = -214.335966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207036 sec): 2 clusters Score: Raw -397.482647 + Penalty 198.235071 = -199.247577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.207249 sec): 3 clusters Score: Raw -393.276437 + Penalty 374.055805 = -19.220633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207727 sec): 2 clusters Score: Raw -511.592039 + Penalty 145.851480 = -365.740559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.207952 sec): 3 clusters Score: Raw -516.147110 + Penalty 297.300780 = -218.846330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208436 sec): 2 clusters Score: Raw -185.256506 + Penalty 95.732822 = -89.523684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208646 sec): 3 clusters Score: Raw -179.474790 + Penalty 203.219505 = 23.744715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 36 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209107 sec): 2 clusters Score: Raw -115.322425 + Penalty 38.752047 = -76.570378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209301 sec): 2 clusters Score: Raw -115.322425 + Penalty 38.752047 = -76.570378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 37 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209776 sec): 2 clusters Score: Raw -430.939169 + Penalty 120.919302 = -310.019867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209997 sec): 3 clusters Score: Raw -441.713343 + Penalty 243.312977 = -198.400366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 38 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.210478 sec): 2 clusters Score: Raw -569.670562 + Penalty 131.213573 = -438.456989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210703 sec): 3 clusters Score: Raw -578.842590 + Penalty 266.043187 = -312.799403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211178 sec): 2 clusters Score: Raw -464.285926 + Penalty 153.953052 = -310.332874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.211397 sec): 3 clusters Score: Raw -476.339723 + Penalty 307.906105 = -168.433619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211973 sec): 2 clusters Score: Raw -2099.359798 + Penalty 203.994608 = -1895.365190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212264 sec): 3 clusters Score: Raw -2114.709098 + Penalty 408.648505 = -1706.060592 nChanged 3 SP:Iteration 1F (23.212552 sec): 3 clusters Score: Raw -2126.771212 + Penalty 408.648505 = -1718.122706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213030 sec): 2 clusters Score: Raw -394.126876 + Penalty 164.909594 = -229.217281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.213253 sec): 3 clusters Score: Raw -426.150921 + Penalty 350.305766 = -75.845155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 42 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213759 sec): 2 clusters Score: Raw -864.482800 + Penalty 152.890993 = -711.591806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214002 sec): 3 clusters Score: Raw -914.979428 + Penalty 308.075947 = -606.903481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 43 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214508 sec): 2 clusters Score: Raw -1007.160129 + Penalty 170.214103 = -836.946026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214752 sec): 3 clusters Score: Raw -1037.813233 + Penalty 340.428206 = -697.385027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215224 sec): 2 clusters Score: Raw -325.603704 + Penalty 117.065766 = -208.537938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.215451 sec): 3 clusters Score: Raw -332.228283 + Penalty 236.657313 = -95.570970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215935 sec): 2 clusters Score: Raw -536.436078 + Penalty 101.149820 = -435.286257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216159 sec): 3 clusters Score: Raw -548.314341 + Penalty 204.156707 = -344.157634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216633 sec): 2 clusters Score: Raw -427.088593 + Penalty 154.184707 = -272.903886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216854 sec): 3 clusters Score: Raw -434.082625 + Penalty 306.289911 = -127.792714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217320 sec): 2 clusters Score: Raw -180.463201 + Penalty 101.266768 = -79.196433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217516 sec): 2 clusters Score: Raw -180.463201 + Penalty 101.266768 = -79.196433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 49 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217991 sec): 2 clusters Score: Raw -409.964554 + Penalty 144.658766 = -265.305788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218207 sec): 3 clusters Score: Raw -422.811925 + Penalty 287.254329 = -135.557596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 50 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218662 sec): 2 clusters Score: Raw -59.135085 + Penalty 0.000000 = -59.135085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218851 sec): 2 clusters Score: Raw -59.135085 + Penalty 0.000000 = -59.135085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 51 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.219349 sec): 2 clusters Score: Raw -870.632559 + Penalty 182.565796 = -688.066763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219586 sec): 3 clusters Score: Raw -917.193998 + Penalty 367.571013 = -549.622985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220039 sec): 2 clusters Score: Raw -55.907960 + Penalty 0.000000 = -55.907960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.220227 sec): 2 clusters Score: Raw -55.907960 + Penalty 0.000000 = -55.907960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 53 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220747 sec): 2 clusters Score: Raw -1147.865517 + Penalty 142.735280 = -1005.130237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221001 sec): 3 clusters Score: Raw -1194.204094 + Penalty 286.360907 = -907.843186 nChanged 3 SP:Iteration 1F (23.221253 sec): 3 clusters Score: Raw -1204.316196 + Penalty 286.360907 = -917.955289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.221737 sec): 2 clusters Score: Raw -544.726072 + Penalty 171.036928 = -373.689144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221964 sec): 3 clusters Score: Raw -574.112812 + Penalty 363.849391 = -210.263421 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 55 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.225211 sec): 2 clusters Score: Raw -60792.711422 + Penalty 118.415337 = -60674.296085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227439 sec): 3 clusters Score: Raw -60177.164566 + Penalty 247.131382 = -59930.033183 nChanged 486 SP:Iteration 1F (23.229643 sec): 3 clusters Score: Raw -60805.414118 + Penalty 252.276949 = -60553.137169 nChanged 133 SP:Iteration 2F (23.231821 sec): 3 clusters Score: Raw -60950.281825 + Penalty 253.930383 = -60696.351443 nChanged 51 SP:Iteration 3Q (23.233978 sec): 3 clusters Score: Raw -60988.164519 + Penalty 254.809280 = -60733.355238 nChanged 23 SP:Iteration 4Q (23.236137 sec): 3 clusters Score: Raw -61004.228563 + Penalty 254.206641 = -60750.021923 nChanged 16 SP:Iteration 5Q (23.238243 sec): 3 clusters Score: Raw -61017.264450 + Penalty 253.352194 = -60763.912256 nChanged 8 SP:Iteration 6Q (23.240335 sec): 3 clusters Score: Raw -61020.448781 + Penalty 253.315672 = -60767.133109 nChanged 4 SP:Iteration 7Q (23.242602 sec): 3 clusters Score: Raw -61022.976964 + Penalty 252.959593 = -60770.017371 nChanged 2 SP:Iteration 8Q (23.244831 sec): 3 clusters Score: Raw -61023.367116 + Penalty 252.784319 = -60770.582797 nChanged 1 SP:Iteration 9Q (23.246906 sec): 3 clusters Score: Raw -61023.494019 + Penalty 252.439178 = -60771.054841 nChanged 2 SP:Iteration 10F (23.249081 sec): 3 clusters Score: Raw -61023.801729 + Penalty 252.439178 = -60771.362551 nChanged 0 Score: Raw -1439361.703555 + Penalty 71891.309989 = -1367470.393566 Splitting cluster 55 changes total score from -1350300.959825 to -1367470.393566 So it's getting split into cluster 80. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 56 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.751380 sec): 2 clusters Score: Raw -1302.307355 + Penalty 534.122556 = -768.184799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.751661 sec): 3 clusters Score: Raw -1627.327237 + Penalty 1069.013181 = -558.314055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.752129 sec): 2 clusters Score: Raw -120.674287 + Penalty 47.874598 = -72.799689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.752321 sec): 2 clusters Score: Raw -120.674287 + Penalty 47.874598 = -72.799689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.752798 sec): 2 clusters Score: Raw -381.885628 + Penalty 95.614642 = -286.270986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.753016 sec): 3 clusters Score: Raw -395.431361 + Penalty 186.878065 = -208.553296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.753478 sec): 2 clusters Score: Raw -124.070045 + Penalty 57.108243 = -66.961802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.753681 sec): 3 clusters Score: Raw -115.412617 + Penalty 114.216486 = -1.196131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.754133 sec): 2 clusters Score: Raw -55.772178 + Penalty 0.000000 = -55.772178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.754320 sec): 2 clusters Score: Raw -55.772178 + Penalty 0.000000 = -55.772178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.754776 sec): 2 clusters Score: Raw -57.750538 + Penalty 0.000000 = -57.750538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.754967 sec): 2 clusters Score: Raw -57.750538 + Penalty 0.000000 = -57.750538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.755636 sec): 2 clusters Score: Raw -2789.325205 + Penalty 99.515398 = -2689.809807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.755976 sec): 3 clusters Score: Raw -2836.508605 + Penalty 227.798948 = -2608.709658 nChanged 18 SP:Iteration 1F (24.756310 sec): 3 clusters Score: Raw -2884.154993 + Penalty 238.313217 = -2645.841776 nChanged 4 SP:Iteration 2F (24.756642 sec): 3 clusters Score: Raw -2896.896702 + Penalty 243.580602 = -2653.316101 nChanged 1 SP:Iteration 3Q (24.756955 sec): 3 clusters Score: Raw -2899.261404 + Penalty 243.580602 = -2655.680802 nChanged 0 SP:Iteration 4F (24.757288 sec): 3 clusters Score: Raw -2899.261404 + Penalty 243.580602 = -2655.680802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.757772 sec): 2 clusters Score: Raw -487.710036 + Penalty 125.925238 = -361.784798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.757988 sec): 3 clusters Score: Raw -491.246741 + Penalty 198.101600 = -293.145142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.758463 sec): 2 clusters Score: Raw -358.674538 + Penalty 120.362449 = -238.312089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.758681 sec): 3 clusters Score: Raw -358.769368 + Penalty 240.724899 = -118.044469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.759165 sec): 2 clusters Score: Raw -572.857116 + Penalty 121.738177 = -451.118939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.759389 sec): 3 clusters Score: Raw -588.973492 + Penalty 248.569833 = -340.403660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.759850 sec): 2 clusters Score: Raw -120.933798 + Penalty 50.735405 = -70.198394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.760044 sec): 2 clusters Score: Raw -120.933798 + Penalty 50.735405 = -70.198394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.760515 sec): 2 clusters Score: Raw -299.785824 + Penalty 104.857830 = -194.927994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.760731 sec): 3 clusters Score: Raw -295.601137 + Penalty 213.284268 = -82.316869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.761196 sec): 2 clusters Score: Raw -185.475615 + Penalty 100.830461 = -84.645153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.761391 sec): 2 clusters Score: Raw -185.475615 + Penalty 100.830461 = -84.645153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.761855 sec): 2 clusters Score: Raw -185.355035 + Penalty 83.872555 = -101.482480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.762060 sec): 3 clusters Score: Raw -177.968611 + Penalty 165.039827 = -12.928784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 70 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.762552 sec): 2 clusters Score: Raw -663.052991 + Penalty 207.235042 = -455.817949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.762795 sec): 3 clusters Score: Raw -685.492632 + Penalty 417.690239 = -267.802393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.763271 sec): 2 clusters Score: Raw -393.579987 + Penalty 128.806361 = -264.773626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.763488 sec): 3 clusters Score: Raw -403.804815 + Penalty 256.639942 = -147.164872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.763967 sec): 2 clusters Score: Raw -415.227721 + Penalty 94.644933 = -320.582788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.764189 sec): 3 clusters Score: Raw -435.505682 + Penalty 189.951530 = -245.554152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.764655 sec): 2 clusters Score: Raw -229.440905 + Penalty 84.132589 = -145.308316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.764867 sec): 3 clusters Score: Raw -229.845281 + Penalty 168.265177 = -61.580104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.765333 sec): 2 clusters Score: Raw -218.173964 + Penalty 48.896865 = -169.277099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.765538 sec): 3 clusters Score: Raw -220.480454 + Penalty 97.793730 = -122.686724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.766004 sec): 2 clusters Score: Raw -236.301933 + Penalty 90.557695 = -145.744238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.766216 sec): 3 clusters Score: Raw -235.006644 + Penalty 181.115391 = -53.891253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.766675 sec): 2 clusters Score: Raw -117.429930 + Penalty 44.112551 = -73.317379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.766876 sec): 3 clusters Score: Raw -112.473161 + Penalty 88.225101 = -24.248060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 81 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.767364 sec): 2 clusters Score: Raw -652.227858 + Penalty 202.466645 = -449.761213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.767596 sec): 3 clusters Score: Raw -690.933635 + Penalty 400.975886 = -289.957749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.768062 sec): 2 clusters Score: Raw -212.838472 + Penalty 67.561966 = -145.276506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.768272 sec): 3 clusters Score: Raw -218.442516 + Penalty 126.010773 = -92.431743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.768725 sec): 2 clusters Score: Raw -56.131285 + Penalty 0.000000 = -56.131285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.768914 sec): 2 clusters Score: Raw -56.131285 + Penalty 0.000000 = -56.131285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.769375 sec): 2 clusters Score: Raw -126.179255 + Penalty 67.198624 = -58.980631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.769581 sec): 2 clusters Score: Raw -126.179255 + Penalty 67.198624 = -58.980631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.770046 sec): 2 clusters Score: Raw -232.439916 + Penalty 105.334769 = -127.105147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.770254 sec): 3 clusters Score: Raw -233.386561 + Penalty 197.757912 = -35.628649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.770724 sec): 2 clusters Score: Raw -290.298894 + Penalty 118.918917 = -171.379977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.770939 sec): 3 clusters Score: Raw -293.957958 + Penalty 247.888929 = -46.069029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.771392 sec): 2 clusters Score: Raw -58.791634 + Penalty 0.000000 = -58.791634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.771580 sec): 2 clusters Score: Raw -58.791634 + Penalty 0.000000 = -58.791634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.772042 sec): 2 clusters Score: Raw -174.689523 + Penalty 65.876574 = -108.812948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.772245 sec): 3 clusters Score: Raw -170.918465 + Penalty 132.643766 = -38.274698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.772707 sec): 2 clusters Score: Raw -185.288575 + Penalty 80.887122 = -104.401454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.772898 sec): 2 clusters Score: Raw -185.288575 + Penalty 80.887122 = -104.401454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.773370 sec): 2 clusters Score: Raw -341.788492 + Penalty 121.170601 = -220.617891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.773586 sec): 3 clusters Score: Raw -346.546359 + Penalty 234.008147 = -112.538212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.774046 sec): 2 clusters Score: Raw -121.225782 + Penalty 42.380343 = -78.845439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.774237 sec): 2 clusters Score: Raw -121.225782 + Penalty 42.380343 = -78.845439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.774691 sec): 2 clusters Score: Raw -56.596797 + Penalty 0.000000 = -56.596797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.774880 sec): 2 clusters Score: Raw -56.596797 + Penalty 0.000000 = -56.596797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 100 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.775334 sec): 2 clusters Score: Raw -58.215984 + Penalty 0.000000 = -58.215984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.775524 sec): 2 clusters Score: Raw -58.215984 + Penalty 0.000000 = -58.215984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.775982 sec): 2 clusters Score: Raw -116.432886 + Penalty 51.500678 = -64.932208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.776201 sec): 3 clusters Score: Raw -114.511259 + Penalty 103.001356 = -11.509903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.776673 sec): 2 clusters Score: Raw -201.831619 + Penalty 117.388957 = -84.442662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.776872 sec): 2 clusters Score: Raw -201.831619 + Penalty 117.388957 = -84.442662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.777337 sec): 2 clusters Score: Raw -184.547936 + Penalty 115.494490 = -69.053446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.777547 sec): 3 clusters Score: Raw -179.925349 + Penalty 234.399547 = 54.474198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.778004 sec): 2 clusters Score: Raw -119.616785 + Penalty 51.847091 = -67.769694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.778204 sec): 3 clusters Score: Raw -113.558240 + Penalty 103.694183 = -9.864057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.778660 sec): 2 clusters Score: Raw -122.577206 + Penalty 54.448489 = -68.128717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.778861 sec): 3 clusters Score: Raw -114.709766 + Penalty 108.896978 = -5.812788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.779321 sec): 2 clusters Score: Raw -178.358259 + Penalty 72.093934 = -106.264325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.779525 sec): 3 clusters Score: Raw -174.200762 + Penalty 135.478814 = -38.721948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.779988 sec): 2 clusters Score: Raw -184.762798 + Penalty 89.415230 = -95.347568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.780195 sec): 3 clusters Score: Raw -178.584569 + Penalty 190.082506 = 11.497937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.780651 sec): 2 clusters Score: Raw -58.114392 + Penalty 0.000000 = -58.114392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.780842 sec): 2 clusters Score: Raw -58.114392 + Penalty 0.000000 = -58.114392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.781297 sec): 2 clusters Score: Raw -58.293191 + Penalty 0.000000 = -58.293191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.781486 sec): 2 clusters Score: Raw -58.293191 + Penalty 0.000000 = -58.293191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.781946 sec): 2 clusters Score: Raw -114.299488 + Penalty 29.820388 = -84.479100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.782142 sec): 2 clusters Score: Raw -114.299488 + Penalty 29.820388 = -84.479100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.782594 sec): 2 clusters Score: Raw -57.788461 + Penalty 0.000000 = -57.788461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.782796 sec): 2 clusters Score: Raw -57.788461 + Penalty 0.000000 = -57.788461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.783257 sec): 2 clusters Score: Raw -126.779343 + Penalty 70.013107 = -56.766235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.783451 sec): 2 clusters Score: Raw -126.779343 + Penalty 70.013107 = -56.766235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.783903 sec): 2 clusters Score: Raw -58.136136 + Penalty 0.000000 = -58.136136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.784092 sec): 2 clusters Score: Raw -58.136136 + Penalty 0.000000 = -58.136136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.784544 sec): 2 clusters Score: Raw -58.602318 + Penalty 0.000000 = -58.602318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.784732 sec): 2 clusters Score: Raw -58.602318 + Penalty 0.000000 = -58.602318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.785181 sec): 2 clusters Score: Raw -57.318006 + Penalty 0.000000 = -57.318006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.785369 sec): 2 clusters Score: Raw -57.318006 + Penalty 0.000000 = -57.318006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.785821 sec): 2 clusters Score: Raw -55.944317 + Penalty 0.000000 = -55.944317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.786009 sec): 2 clusters Score: Raw -55.944317 + Penalty 0.000000 = -55.944317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.786460 sec): 2 clusters Score: Raw -55.803567 + Penalty 0.000000 = -55.803567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.786647 sec): 2 clusters Score: Raw -55.803567 + Penalty 0.000000 = -55.803567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.787099 sec): 2 clusters Score: Raw -60.125227 + Penalty 0.000000 = -60.125227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.787286 sec): 2 clusters Score: Raw -60.125227 + Penalty 0.000000 = -60.125227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.787750 sec): 2 clusters Score: Raw -176.162324 + Penalty 79.504917 = -96.657407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.787958 sec): 3 clusters Score: Raw -173.102162 + Penalty 153.602015 = -19.500146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.788415 sec): 2 clusters Score: Raw -119.782196 + Penalty 56.800352 = -62.981844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.788617 sec): 3 clusters Score: Raw -114.049908 + Penalty 113.600703 = -0.449205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.789068 sec): 2 clusters Score: Raw -55.495633 + Penalty 0.000000 = -55.495633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.789268 sec): 2 clusters Score: Raw -55.495633 + Penalty 0.000000 = -55.495633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.789723 sec): 2 clusters Score: Raw -58.170754 + Penalty 0.000000 = -58.170754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.789914 sec): 2 clusters Score: Raw -58.170754 + Penalty 0.000000 = -58.170754 nChanged 0 Deleting Class 102 (3 points): Lose 55.593669 but Gain 1098.344003 Iteration 20F (26.307083 sec): 115 clusters Score: Raw -1424519.680846 + Penalty 71041.373847 = -1353478.306999 nChanged 616 Deleting Class 112 (1 points): Lose 12.728979 but Gain 1042.404234 Iteration 21Q (26.487454 sec): 114 clusters Score: Raw -1424853.645265 + Penalty 70138.463322 = -1354715.181943 nChanged 260 Deleting Class 33 (6 points): Lose 130.706432 but Gain 1137.251118 Iteration 22Q (26.639388 sec): 113 clusters Score: Raw -1424852.113742 + Penalty 69135.646820 = -1355716.466921 nChanged 157 Deleting Class 117 (2 points): Lose 36.042702 but Gain 1038.268031 Iteration 23Q (26.783468 sec): 112 clusters Score: Raw -1424901.639015 + Penalty 68153.460827 = -1356748.178189 nChanged 107 Deleting Class 103 (3 points): Lose 83.477588 but Gain 1080.618511 Iteration 24Q (26.925830 sec): 111 clusters Score: Raw -1424854.603030 + Penalty 67061.320460 = -1357793.282570 nChanged 85 Deleting Class 126 (1 points): Lose 28.643842 but Gain 991.141328 Iteration 25Q (27.064639 sec): 110 clusters Score: Raw -1424879.688443 + Penalty 66081.406419 = -1358798.282024 nChanged 46 Deleting Class 84 (2 points): Lose 42.769299 but Gain 996.530301 Iteration 26Q (27.200313 sec): 109 clusters Score: Raw -1424865.186503 + Penalty 65120.066025 = -1359745.120478 nChanged 37 Deleting Class 61 (1 points): Lose 28.453916 but Gain 981.491310 Iteration 27Q (27.335782 sec): 108 clusters Score: Raw -1424867.615315 + Penalty 64155.919445 = -1360711.695869 nChanged 26 Deleting Class 130 (1 points): Lose 15.218230 but Gain 965.118700 Iteration 28Q (27.470314 sec): 107 clusters Score: Raw -1424864.867895 + Penalty 63372.540223 = -1361492.327672 nChanged 21 Deleting Class 50 (1 points): Lose 12.459803 but Gain 929.267471 Iteration 29Q (27.603518 sec): 106 clusters Score: Raw -1424880.877026 + Penalty 62503.720741 = -1362377.156285 nChanged 19 Deleting Class 13 (4 points): Lose 48.642903 but Gain 952.125714 Iteration 30F (28.994394 sec): 105 clusters Score: Raw -1424860.296000 + Penalty 61585.273732 = -1363275.022268 nChanged 21 Deleting Class 68 (3 points): Lose 46.365119 but Gain 943.415250 Iteration 31Q (29.129138 sec): 104 clusters Score: Raw -1424838.986898 + Penalty 60664.996201 = -1364173.990697 nChanged 21 Deleting Class 118 (1 points): Lose 7.141069 but Gain 871.198419 Iteration 32Q (29.263047 sec): 103 clusters Score: Raw -1424845.539640 + Penalty 59791.040504 = -1365054.499136 nChanged 16 Deleting Class 119 (1 points): Lose 45.950439 but Gain 908.254608 Iteration 33Q (29.398554 sec): 102 clusters Score: Raw -1424818.104848 + Penalty 58902.085443 = -1365916.019405 nChanged 25 Deleting Class 100 (1 points): Lose 21.069695 but Gain 883.334768 Iteration 34Q (29.536847 sec): 101 clusters Score: Raw -1424817.169784 + Penalty 58025.284498 = -1366791.885285 nChanged 15 Deleting Class 48 (3 points): Lose 87.201695 but Gain 947.497534 Iteration 35Q (29.674117 sec): 100 clusters Score: Raw -1424754.279796 + Penalty 57186.963839 = -1367567.315957 nChanged 14 Deleting Class 26 (3 points): Lose 80.265916 but Gain 937.107025 Iteration 36Q (29.810642 sec): 99 clusters Score: Raw -1424714.384762 + Penalty 56285.852188 = -1368428.532575 nChanged 12 Deleting Class 113 (1 points): Lose 14.291259 but Gain 862.689351 Iteration 37Q (29.945952 sec): 98 clusters Score: Raw -1424750.203534 + Penalty 55446.759691 = -1369303.443843 nChanged 5 Deleting Class 35 (3 points): Lose 50.979965 but Gain 895.719438 Iteration 38Q (30.080812 sec): 97 clusters Score: Raw -1424716.211565 + Penalty 54598.980734 = -1370117.230832 nChanged 10 Deleting Class 59 (2 points): Lose 11.751009 but Gain 846.893748 Iteration 39Q (30.215202 sec): 96 clusters Score: Raw -1424726.834871 + Penalty 53805.261779 = -1370921.573093 nChanged 7 Deleting Class 104 (3 points): Lose 34.694157 but Gain 860.049980 Iteration 40F (31.468582 sec): 95 clusters Score: Raw -1424704.043792 + Penalty 52953.216538 = -1371750.827254 nChanged 10 Deleting Class 128 (2 points): Lose 29.757707 but Gain 842.327837 Iteration 41Q (31.602985 sec): 94 clusters Score: Raw -1424680.913874 + Penalty 52112.679358 = -1372568.234516 nChanged 5 Deleting Class 32 (6 points): Lose 73.025212 but Gain 868.148224 Iteration 42Q (31.737846 sec): 93 clusters Score: Raw -1424612.342822 + Penalty 51260.265789 = -1373352.077033 nChanged 7 Deleting Class 105 (2 points): Lose 28.306440 but Gain 807.450597 Iteration 43Q (31.868154 sec): 92 clusters Score: Raw -1424605.041253 + Penalty 50465.535069 = -1374139.506184 nChanged 4 Deleting Class 115 (1 points): Lose 15.485844 but Gain 787.860475 Iteration 44Q (31.997904 sec): 91 clusters Score: Raw -1424603.149699 + Penalty 49684.681633 = -1374918.468066 nChanged 5 Deleting Class 66 (3 points): Lose 75.266049 but Gain 844.835424 Iteration 45Q (32.125992 sec): 90 clusters Score: Raw -1424537.125706 + Penalty 48850.893764 = -1375686.231942 nChanged 3 Deleting Class 110 (3 points): Lose 69.926447 but Gain 836.609199 Iteration 46Q (32.253753 sec): 89 clusters Score: Raw -1424482.135150 + Penalty 48049.079759 = -1376433.055391 nChanged 5 Deleting Class 70 (11 points): Lose 122.049264 but Gain 888.359135 Iteration 47Q (32.381456 sec): 88 clusters Score: Raw -1424397.447367 + Penalty 47216.979939 = -1377180.467428 nChanged 12 Deleting Class 81 (13 points): Lose 95.243436 but Gain 851.477512 Iteration 48Q (32.509147 sec): 87 clusters Score: Raw -1424370.061958 + Penalty 46409.975671 = -1377960.086287 nChanged 16 Deleting Class 99 (1 points): Lose 4.545468 but Gain 760.400891 Iteration 49Q (32.634897 sec): 86 clusters Score: Raw -1424405.753194 + Penalty 45660.248483 = -1378745.504711 nChanged 7 Deleting Class 69 (3 points): Lose 32.208387 but Gain 784.749434 Iteration 50F (33.767983 sec): 85 clusters Score: Raw -1424383.832285 + Penalty 44891.777163 = -1379492.055122 nChanged 6 Deleting Class 83 (2 points): Lose 23.782082 but Gain 774.643981 Iteration 51Q (33.897741 sec): 84 clusters Score: Raw -1424372.291816 + Penalty 44147.942201 = -1380224.349615 nChanged 5 Deleting Class 88 (1 points): Lose 12.305996 but Gain 750.853827 Iteration 52Q (34.024382 sec): 83 clusters Score: Raw -1424373.690548 + Penalty 43432.169047 = -1380941.521501 nChanged 3 Deleting Class 120 (1 points): Lose 10.378547 but Gain 730.733295 Iteration 53Q (34.148264 sec): 82 clusters Score: Raw -1424371.685259 + Penalty 42703.239049 = -1381668.446210 nChanged 1 Deleting Class 46 (7 points): Lose 98.066403 but Gain 814.468151 Iteration 54Q (34.271499 sec): 81 clusters Score: Raw -1424276.684215 + Penalty 41916.964832 = -1382359.719384 nChanged 7 Deleting Class 96 (4 points): Lose 50.342096 but Gain 763.353659 Iteration 55Q (34.394928 sec): 80 clusters Score: Raw -1424258.475317 + Penalty 41188.169192 = -1383070.306125 nChanged 5 Deleting Class 87 (5 points): Lose 51.930509 but Gain 759.507923 Iteration 56Q (34.521874 sec): 79 clusters Score: Raw -1424225.624914 + Penalty 40438.467343 = -1383787.157572 nChanged 5 Deleting Class 85 (4 points): Lose 76.220799 but Gain 781.037492 Iteration 57Q (34.644217 sec): 78 clusters Score: Raw -1424161.440087 + Penalty 39729.584192 = -1384431.855895 nChanged 5 Deleting Class 101 (2 points): Lose 63.812253 but Gain 763.735672 Iteration 58Q (34.766764 sec): 77 clusters Score: Raw -1424113.732791 + Penalty 38976.394308 = -1385137.338483 nChanged 2 Deleting Class 127 (3 points): Lose 44.690599 but Gain 743.883847 Iteration 59Q (34.891349 sec): 76 clusters Score: Raw -1424082.203572 + Penalty 38234.723916 = -1385847.479656 nChanged 4 Deleting Class 18 (11 points): Lose 94.466954 but Gain 796.671046 Iteration 60F (35.902875 sec): 75 clusters Score: Raw -1423998.774895 + Penalty 37513.335109 = -1386485.439786 nChanged 15 Deleting Class 107 (4 points): Lose 41.472921 but Gain 738.224375 Iteration 61Q (36.023822 sec): 74 clusters Score: Raw -1423998.092679 + Penalty 36795.578792 = -1387202.513887 nChanged 9 Deleting Class 57 (2 points): Lose 18.416792 but Gain 709.962276 Iteration 62Q (36.145820 sec): 73 clusters Score: Raw -1423993.899810 + Penalty 36097.366908 = -1387896.532902 nChanged 3 Deleting Class 39 (9 points): Lose 64.318197 but Gain 755.790910 Iteration 63Q (36.265479 sec): 72 clusters Score: Raw -1423935.698643 + Penalty 35571.011031 = -1388364.687612 nChanged 10 Deleting Class 129 (2 points): Lose 35.098140 but Gain 893.031728 Iteration 64Q (36.385325 sec): 71 clusters Score: Raw -1423942.315338 + Penalty 34684.649649 = -1389257.665690 nChanged 4 Deleting Class 78 (5 points): Lose 36.913212 but Gain 723.998158 Iteration 65Q (36.504661 sec): 70 clusters Score: Raw -1423915.431636 + Penalty 33988.295597 = -1389927.136039 nChanged 9 Deleting Class 41 (8 points): Lose 153.314056 but Gain 815.182406 Iteration 66Q (36.622495 sec): 69 clusters Score: Raw -1423773.390171 + Penalty 33160.025954 = -1390613.364218 nChanged 12 Deleting Class 49 (9 points): Lose 144.946349 but Gain 799.787914 Iteration 67Q (36.741686 sec): 68 clusters Score: Raw -1423655.343141 + Penalty 32433.473975 = -1391221.869167 nChanged 12 Deleting Class 64 (6 points): Lose 38.034986 but Gain 690.505113 Iteration 68Q (36.858706 sec): 67 clusters Score: Raw -1423660.379399 + Penalty 31798.957330 = -1391861.422069 nChanged 11 Deleting Class 38 (11 points): Lose 54.641615 but Gain 699.357627 Iteration 69Q (36.975892 sec): 66 clusters Score: Raw -1423632.395618 + Penalty 31122.366910 = -1392510.028708 nChanged 15 Deleting Class 54 (11 points): Lose 130.362295 but Gain 781.602875 Iteration 70F (37.860928 sec): 65 clusters Score: Raw -1423520.440881 + Penalty 30479.605263 = -1393040.835618 nChanged 15 Deleting Class 71 (7 points): Lose 84.532512 but Gain 803.269151 Iteration 71Q (37.983094 sec): 64 clusters Score: Raw -1423505.662869 + Penalty 29704.834428 = -1393800.828442 nChanged 9 Deleting Class 34 (9 points): Lose 38.655634 but Gain 682.326096 Iteration 72Q (38.103109 sec): 63 clusters Score: Raw -1423506.959606 + Penalty 29049.030427 = -1394457.929179 nChanged 13 Deleting Class 31 (9 points): Lose 76.551861 but Gain 711.510201 Iteration 73Q (38.221973 sec): 62 clusters Score: Raw -1423459.735862 + Penalty 28374.686703 = -1395085.049159 nChanged 11 Deleting Class 67 (5 points): Lose 39.532725 but Gain 669.702977 Iteration 74Q (38.340155 sec): 61 clusters Score: Raw -1423452.449775 + Penalty 27708.892866 = -1395743.556909 nChanged 6 Deleting Class 79 (2 points): Lose 41.903222 but Gain 654.172522 Iteration 75Q (38.458506 sec): 60 clusters Score: Raw -1423420.517949 + Penalty 27054.289603 = -1396366.228346 nChanged 2 Deleting Class 25 (7 points): Lose 92.823682 but Gain 702.140673 Iteration 76Q (38.576341 sec): 59 clusters Score: Raw -1423335.975785 + Penalty 26361.990830 = -1396973.984956 nChanged 8 Deleting Class 98 (2 points): Lose 21.026709 but Gain 628.484533 Iteration 77Q (38.693733 sec): 58 clusters Score: Raw -1423333.341470 + Penalty 25734.780585 = -1397598.560886 nChanged 2 Deleting Class 74 (5 points): Lose 46.605089 but Gain 652.062025 Iteration 78Q (38.810417 sec): 57 clusters Score: Raw -1423290.053402 + Penalty 25085.085674 = -1398204.967728 nChanged 5 Deleting Class 93 (3 points): Lose 25.633014 but Gain 616.370927 Iteration 79Q (38.925385 sec): 56 clusters Score: Raw -1423275.246528 + Penalty 24472.110827 = -1398803.135701 nChanged 3 Deleting Class 16 (45 points): Lose 255.548388 but Gain 848.734549 Iteration 80F (39.678102 sec): 55 clusters Score: Raw -1423025.902352 + Penalty 23791.821972 = -1399234.080381 nChanged 46 Deleting Class 63 (12 points): Lose 69.193149 but Gain 670.358172 Iteration 81Q (39.791338 sec): 54 clusters Score: Raw -1423092.530750 + Penalty 23140.986100 = -1399951.544650 nChanged 22 Deleting Class 44 (6 points): Lose 89.373452 but Gain 671.592433 Iteration 82Q (39.903654 sec): 53 clusters Score: Raw -1423037.193402 + Penalty 22482.510191 = -1400554.683211 nChanged 10 Deleting Class 43 (17 points): Lose 76.172132 but Gain 645.277725 Iteration 83Q (40.014836 sec): 52 clusters Score: Raw -1422988.610796 + Penalty 21871.046103 = -1401117.564693 nChanged 20 Deleting Class 36 (2 points): Lose 10.528883 but Gain 574.678267 Iteration 84Q (40.124760 sec): 51 clusters Score: Raw -1423011.878220 + Penalty 20732.167134 = -1402279.711086 nChanged 6 Deleting Class 19 (19 points): Lose 83.421525 but Gain 646.592239 Iteration 85Q (40.234540 sec): 49 clusters Score: Raw -1422936.888320 + Penalty 20093.359653 = -1402843.528666 nChanged 22 Deleting Class 37 (8 points): Lose 38.130589 but Gain 597.729245 Iteration 86Q (40.344037 sec): 48 clusters Score: Raw -1422937.428117 + Penalty 19515.029257 = -1403422.398860 nChanged 15 Deleting Class 27 (33 points): Lose 96.820715 but Gain 672.767579 Iteration 87Q (40.453284 sec): 47 clusters Score: Raw -1422860.328206 + Penalty 18897.926915 = -1403962.401291 nChanged 41 Deleting Class 51 (18 points): Lose 143.678761 but Gain 694.165091 Iteration 88Q (40.562998 sec): 46 clusters Score: Raw -1422778.571228 + Penalty 18223.392570 = -1404555.178658 nChanged 23 Deleting Class 65 (12 points): Lose 42.055392 but Gain 582.912048 Iteration 89Q (40.671618 sec): 45 clusters Score: Raw -1422795.823934 + Penalty 17645.532142 = -1405150.291791 nChanged 18 Deleting Class 58 (9 points): Lose 42.350924 but Gain 555.414379 Iteration 90F (41.296012 sec): 44 clusters Score: Raw -1422770.499971 + Penalty 17092.002709 = -1405678.497262 nChanged 13 Deleting Class 97 (6 points): Lose 190.891191 but Gain 695.141382 Iteration 91Q (41.405325 sec): 43 clusters Score: Raw -1422594.799340 + Penalty 16359.917607 = -1406234.881733 nChanged 10 Deleting Class 45 (13 points): Lose 44.001179 but Gain 515.009625 Iteration 92Q (41.511111 sec): 42 clusters Score: Raw -1422605.378652 + Penalty 15876.638948 = -1406728.739704 nChanged 21 Deleting Class 60 (1 points): Lose 11.676604 but Gain 475.564891 Iteration 93Q (41.619505 sec): 41 clusters Score: Raw -1422627.274588 + Penalty 15400.636859 = -1407226.637729 nChanged 8 Deleting Class 123 (1 points): Lose 15.080818 but Gain 466.637788 Iteration 94Q (41.724639 sec): 40 clusters Score: Raw -1422618.494438 + Penalty 14930.981591 = -1407687.512848 nChanged 6 Deleting Class 82 (4 points): Lose 49.915157 but Gain 500.959262 Iteration 95Q (41.831845 sec): 39 clusters Score: Raw -1422575.959201 + Penalty 14424.397296 = -1408151.561905 nChanged 13 Deleting Class 56 (31 points): Lose 1160.347271 but Gain 1598.813609 Iteration 96Q (41.936337 sec): 38 clusters Score: Raw -1421432.304727 + Penalty 13027.201322 = -1408405.103405 nChanged 35 Deleting Class 114 (2 points): Lose 6.370213 but Gain 442.225130 Iteration 97Q (42.040642 sec): 37 clusters Score: Raw -1421770.709168 + Penalty 12596.688670 = -1409174.020499 nChanged 7 Deleting Class 122 (1 points): Lose 12.547746 but Gain 433.852228 Iteration 98Q (42.144683 sec): 36 clusters Score: Raw -1421773.427768 + Penalty 12169.493877 = -1409603.933891 nChanged 3 Deleting Class 24 (5 points): Lose 55.582440 but Gain 447.697562 Iteration 99Q (42.248779 sec): 35 clusters Score: Raw -1421751.587775 + Penalty 11727.922777 = -1410023.664998 nChanged 7 Deleting Class 75 (4 points): Lose 22.642345 but Gain 362.561052 Iteration 100F (42.734415 sec): 34 clusters Score: Raw -1421802.007714 + Penalty 11362.538620 = -1410439.469094 nChanged 10 Deleting Class 73 (13 points): Lose 142.767545 but Gain 482.220433 Iteration 101Q (42.837235 sec): 33 clusters Score: Raw -1421690.899577 + Penalty 10840.980966 = -1410849.918611 nChanged 13 Deleting Class 42 (26 points): Lose 246.320508 but Gain 556.755980 Iteration 102Q (42.942433 sec): 32 clusters Score: Raw -1421484.700336 + Penalty 10311.480044 = -1411173.220292 nChanged 30 Deleting Class 53 (56 points): Lose 529.435428 but Gain 604.380598 Iteration 103Q (43.043894 sec): 31 clusters Score: Raw -1421059.703121 + Penalty 9791.857966 = -1411267.845155 nChanged 66 Deleting Class 23 (144 points): Lose 307.397856 but Gain 358.211278 Iteration 104Q (43.145419 sec): 30 clusters Score: Raw -1421030.265960 + Penalty 9448.195668 = -1411582.070291 nChanged 171 Deleting Class 20 (35 points): Lose 1355.061170 but Gain 1380.257954 Iteration 105Q (43.246560 sec): 29 clusters Score: Raw -1419911.915909 + Penalty 8271.784539 = -1411640.131370 nChanged 84 Iteration 106Q (43.347083 sec): 29 clusters Score: Raw -1420250.892569 + Penalty 8278.725669 = -1411972.166901 nChanged 34 Iteration 107Q (43.445916 sec): 29 clusters Score: Raw -1420281.165513 + Penalty 8302.852336 = -1411978.313177 nChanged 22 Iteration 108Q (43.554562 sec): 29 clusters Score: Raw -1420361.651206 + Penalty 8323.391468 = -1412038.259738 nChanged 24 Iteration 109Q (43.655952 sec): 29 clusters Score: Raw -1420384.864554 + Penalty 8323.739452 = -1412061.125102 nChanged 20 Iteration 110F (44.060450 sec): 29 clusters Score: Raw -1420620.695091 + Penalty 8433.998898 = -1412186.696193 nChanged 27 Iteration 111Q (44.159043 sec): 29 clusters Score: Raw -1420724.142486 + Penalty 8495.415986 = -1412228.726500 nChanged 14 Iteration 112Q (44.258315 sec): 29 clusters Score: Raw -1420755.300726 + Penalty 8547.450708 = -1412207.850018 nChanged 15 Iteration 113F (44.662535 sec): 29 clusters Score: Raw -1420777.029467 + Penalty 8585.222552 = -1412191.806915 nChanged 16 Iteration 114F (45.066953 sec): 29 clusters Score: Raw -1420793.633438 + Penalty 8598.579643 = -1412195.053796 nChanged 14 Iteration 115Q (45.166697 sec): 29 clusters Score: Raw -1420802.927956 + Penalty 8598.219812 = -1412204.708144 nChanged 14 Iteration 116Q (45.266417 sec): 29 clusters Score: Raw -1420812.605192 + Penalty 8613.569736 = -1412199.035456 nChanged 18 Iteration 117F (45.674892 sec): 29 clusters Score: Raw -1420826.557850 + Penalty 8614.423394 = -1412212.134456 nChanged 24 Iteration 118Q (45.775380 sec): 29 clusters Score: Raw -1420830.872595 + Penalty 8614.402989 = -1412216.469606 nChanged 23 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1420830.872595 + Penalty 8614.402989 = -1412216.469606Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 1 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.827343 sec): 2 clusters Score: Raw -4474.539365 + Penalty 46.348265 = -4428.191100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.827713 sec): 3 clusters Score: Raw -4427.940207 + Penalty 108.551872 = -4319.388335 nChanged 33 SP:Iteration 1F (45.828074 sec): 3 clusters Score: Raw -4466.690259 + Penalty 116.078140 = -4350.612119 nChanged 5 SP:Iteration 2F (45.828433 sec): 3 clusters Score: Raw -4477.248818 + Penalty 116.467514 = -4360.781304 nChanged 2 SP:Iteration 3Q (45.828790 sec): 3 clusters Score: Raw -4482.164909 + Penalty 116.467514 = -4365.697395 nChanged 0 SP:Iteration 4F (45.829147 sec): 3 clusters Score: Raw -4482.164909 + Penalty 116.467514 = -4365.697395 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.832551 sec): 2 clusters Score: Raw -43703.541968 + Penalty 39.529737 = -43664.012231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.834253 sec): 3 clusters Score: Raw -43167.462375 + Penalty 84.562012 = -43082.900362 nChanged 398 SP:Iteration 1F (45.835989 sec): 3 clusters Score: Raw -43660.927701 + Penalty 91.445729 = -43569.481972 nChanged 35 SP:Iteration 2Q (45.837676 sec): 3 clusters Score: Raw -43700.728555 + Penalty 98.136359 = -43602.592196 nChanged 11 SP:Iteration 3Q (45.839207 sec): 3 clusters Score: Raw -43711.269564 + Penalty 111.650314 = -43599.619250 nChanged 5 SP:Iteration 4F (45.840837 sec): 3 clusters Score: Raw -43723.859372 + Penalty 115.934502 = -43607.924869 nChanged 1 SP:Iteration 5Q (45.842250 sec): 3 clusters Score: Raw -43724.736394 + Penalty 115.934502 = -43608.801892 nChanged 0 SP:Iteration 6F (45.843954 sec): 3 clusters Score: Raw -43724.736394 + Penalty 115.934502 = -43608.801892 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.848588 sec): 2 clusters Score: Raw -71016.720091 + Penalty 105.482591 = -70911.237500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.851151 sec): 3 clusters Score: Raw -70195.616912 + Penalty 219.876135 = -69975.740777 nChanged 594 SP:Iteration 1F (45.853661 sec): 3 clusters Score: Raw -70689.971243 + Penalty 231.003097 = -70458.968146 nChanged 146 SP:Iteration 2F (45.856169 sec): 3 clusters Score: Raw -70821.353456 + Penalty 243.927605 = -70577.425852 nChanged 101 SP:Iteration 3F (45.858667 sec): 3 clusters Score: Raw -70925.937608 + Penalty 258.353229 = -70667.584379 nChanged 64 SP:Iteration 4Q (45.861179 sec): 3 clusters Score: Raw -70987.213510 + Penalty 273.065995 = -70714.147515 nChanged 37 SP:Iteration 5Q (45.863658 sec): 3 clusters Score: Raw -71016.512577 + Penalty 277.840125 = -70738.672452 nChanged 16 SP:Iteration 6Q (45.866048 sec): 3 clusters Score: Raw -71024.397141 + Penalty 272.631098 = -70751.766043 nChanged 9 SP:Iteration 7Q (45.868415 sec): 3 clusters Score: Raw -71027.849158 + Penalty 271.026345 = -70756.822813 nChanged 2 SP:Iteration 8Q (45.870701 sec): 3 clusters Score: Raw -71028.732801 + Penalty 275.325856 = -70753.406945 nChanged 2 SP:Iteration 9F (45.873263 sec): 3 clusters Score: Raw -71029.481391 + Penalty 279.249069 = -70750.232322 nChanged 2 SP:Iteration 10F (45.875847 sec): 3 clusters Score: Raw -71029.882201 + Penalty 279.249069 = -70750.633131 nChanged 0 Memory request: 0.06 GB would take us to total of 0.33 GB. Trying to split cluster 4 (12612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.930601 sec): 2 clusters Score: Raw -659203.982128 + Penalty 63.533821 = -659140.448307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.953387 sec): 3 clusters Score: Raw -650821.699135 + Penalty 132.029608 = -650689.669527 nChanged 6046 SP:Iteration 1F (45.975987 sec): 3 clusters Score: Raw -658653.717690 + Penalty 134.721150 = -658518.996540 nChanged 823 SP:Iteration 2F (45.998292 sec): 3 clusters Score: Raw -659828.380059 + Penalty 135.432436 = -659692.947623 nChanged 154 SP:Iteration 3Q (46.018172 sec): 3 clusters Score: Raw -660479.783877 + Penalty 134.294852 = -660345.489026 nChanged 37 SP:Iteration 4Q (46.035898 sec): 3 clusters Score: Raw -660545.190116 + Penalty 133.861413 = -660411.328703 nChanged 25 SP:Iteration 5Q (46.053587 sec): 3 clusters Score: Raw -660565.047623 + Penalty 133.531922 = -660431.515701 nChanged 14 SP:Iteration 6Q (46.071090 sec): 3 clusters Score: Raw -660567.918428 + Penalty 133.568671 = -660434.349757 nChanged 6 SP:Iteration 7Q (46.089117 sec): 3 clusters Score: Raw -660568.697319 + Penalty 133.557537 = -660435.139782 nChanged 3 SP:Iteration 8Q (46.106685 sec): 3 clusters Score: Raw -660569.214138 + Penalty 133.557537 = -660435.656601 nChanged 0 SP:Iteration 9F (46.128948 sec): 3 clusters Score: Raw -660569.214138 + Penalty 133.557537 = -660435.656601 nChanged 0 Score: Raw -1437029.626279 + Penalty 8690.631628 = -1428338.994651 Splitting cluster 4 changes total score from -1412216.469606 to -1428338.994651 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.547701 sec): 2 clusters Score: Raw -38998.861597 + Penalty 188.368061 = -38810.493536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.549201 sec): 3 clusters Score: Raw -38569.648032 + Penalty 391.716960 = -38177.931072 nChanged 302 SP:Iteration 1F (46.550672 sec): 3 clusters Score: Raw -38802.767366 + Penalty 403.682760 = -38399.084606 nChanged 82 SP:Iteration 2F (46.552140 sec): 3 clusters Score: Raw -38865.394863 + Penalty 411.872914 = -38453.521949 nChanged 45 SP:Iteration 3F (46.553687 sec): 3 clusters Score: Raw -38897.188196 + Penalty 420.184984 = -38477.003212 nChanged 26 SP:Iteration 4Q (46.555181 sec): 3 clusters Score: Raw -38918.939845 + Penalty 433.668937 = -38485.270908 nChanged 32 SP:Iteration 5Q (46.556651 sec): 3 clusters Score: Raw -38945.301670 + Penalty 443.999957 = -38501.301713 nChanged 27 SP:Iteration 6Q (46.558088 sec): 3 clusters Score: Raw -38968.707557 + Penalty 453.832770 = -38514.874787 nChanged 19 SP:Iteration 7Q (46.559558 sec): 3 clusters Score: Raw -38982.145362 + Penalty 460.464228 = -38521.681134 nChanged 14 SP:Iteration 8Q (46.561010 sec): 3 clusters Score: Raw -38997.146606 + Penalty 464.491507 = -38532.655099 nChanged 12 SP:Iteration 9Q (46.562447 sec): 3 clusters Score: Raw -39014.101023 + Penalty 462.559981 = -38551.541042 nChanged 6 SP:Iteration 10F (46.563940 sec): 3 clusters Score: Raw -39022.628326 + Penalty 457.922572 = -38564.705754 nChanged 4 SP:Iteration 11Q (46.565348 sec): 3 clusters Score: Raw -39028.733649 + Penalty 460.590510 = -38568.143139 nChanged 1 SP:Iteration 12Q (46.566750 sec): 3 clusters Score: Raw -39029.238113 + Penalty 460.590510 = -38568.647603 nChanged 0 SP:Iteration 13F (46.568220 sec): 3 clusters Score: Raw -39029.238113 + Penalty 460.590510 = -38568.647603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.576073 sec): 2 clusters Score: Raw -79147.953708 + Penalty 44.559240 = -79103.394468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.579021 sec): 3 clusters Score: Raw -78140.177623 + Penalty 90.964420 = -78049.213203 nChanged 735 SP:Iteration 1F (46.581915 sec): 3 clusters Score: Raw -78721.263163 + Penalty 90.839709 = -78630.423454 nChanged 133 SP:Iteration 2F (46.584850 sec): 3 clusters Score: Raw -78809.451234 + Penalty 90.818142 = -78718.633092 nChanged 91 SP:Iteration 3F (46.587779 sec): 3 clusters Score: Raw -78854.591088 + Penalty 90.677804 = -78763.913283 nChanged 56 SP:Iteration 4Q (46.590695 sec): 3 clusters Score: Raw -78873.452813 + Penalty 90.857789 = -78782.595024 nChanged 29 SP:Iteration 5Q (46.593620 sec): 3 clusters Score: Raw -78881.882189 + Penalty 91.335919 = -78790.546270 nChanged 28 SP:Iteration 6Q (46.596547 sec): 3 clusters Score: Raw -78892.286899 + Penalty 92.021127 = -78800.265771 nChanged 33 SP:Iteration 7Q (46.599379 sec): 3 clusters Score: Raw -78904.363314 + Penalty 93.083493 = -78811.279821 nChanged 44 SP:Iteration 8Q (46.602158 sec): 3 clusters Score: Raw -78920.366572 + Penalty 94.194263 = -78826.172309 nChanged 55 SP:Iteration 9Q (46.604917 sec): 3 clusters Score: Raw -78948.457817 + Penalty 95.769116 = -78852.688701 nChanged 57 SP:Iteration 10F (46.607797 sec): 3 clusters Score: Raw -78976.216566 + Penalty 96.782673 = -78879.433893 nChanged 45 SP:Iteration 11Q (46.610539 sec): 3 clusters Score: Raw -79000.170696 + Penalty 95.038072 = -78905.132624 nChanged 46 SP:Iteration 12Q (46.613214 sec): 3 clusters Score: Raw -79034.382563 + Penalty 90.729597 = -78943.652966 nChanged 46 SP:Iteration 13Q (46.615798 sec): 3 clusters Score: Raw -79077.039546 + Penalty 90.669655 = -78986.369892 nChanged 33 SP:Iteration 14Q (46.618251 sec): 3 clusters Score: Raw -79108.095416 + Penalty 89.917785 = -79018.177631 nChanged 19 SP:Iteration 15Q (46.620629 sec): 3 clusters Score: Raw -79127.003402 + Penalty 88.866115 = -79038.137287 nChanged 15 SP:Iteration 16Q (46.623116 sec): 3 clusters Score: Raw -79142.325553 + Penalty 86.402810 = -79055.922743 nChanged 7 SP:Iteration 17Q (46.625487 sec): 3 clusters Score: Raw -79151.564772 + Penalty 85.780420 = -79065.784352 nChanged 2 SP:Iteration 18Q (46.627811 sec): 3 clusters Score: Raw -79152.055558 + Penalty 85.416110 = -79066.639449 nChanged 3 SP:Iteration 19Q (46.630136 sec): 3 clusters Score: Raw -79152.746842 + Penalty 85.548755 = -79067.198087 nChanged 2 SP:Iteration 20F (46.632795 sec): 3 clusters Score: Raw -79153.965792 + Penalty 85.622647 = -79068.343145 nChanged 3 SP:Iteration 21Q (46.635092 sec): 3 clusters Score: Raw -79156.252029 + Penalty 85.454808 = -79070.797221 nChanged 2 SP:Iteration 22Q (46.637336 sec): 3 clusters Score: Raw -79157.066924 + Penalty 85.531844 = -79071.535080 nChanged 1 SP:Iteration 23Q (46.639616 sec): 3 clusters Score: Raw -79157.224817 + Penalty 85.490453 = -79071.734364 nChanged 3 SP:Iteration 24Q (46.641925 sec): 3 clusters Score: Raw -79158.233016 + Penalty 85.666325 = -79072.566691 nChanged 4 SP:Iteration 25Q (46.644232 sec): 3 clusters Score: Raw -79159.500929 + Penalty 86.002084 = -79073.498844 nChanged 4 SP:Iteration 26Q (46.646582 sec): 3 clusters Score: Raw -79161.759894 + Penalty 86.200154 = -79075.559740 nChanged 6 SP:Iteration 27Q (46.648902 sec): 3 clusters Score: Raw -79165.841267 + Penalty 85.626913 = -79080.214354 nChanged 4 SP:Iteration 28Q (46.651362 sec): 3 clusters Score: Raw -79168.192131 + Penalty 85.930953 = -79082.261177 nChanged 2 SP:Iteration 29Q (46.653796 sec): 3 clusters Score: Raw -79169.921257 + Penalty 84.328362 = -79085.592895 nChanged 2 SP:Iteration 30F (46.656533 sec): 3 clusters Score: Raw -79171.048867 + Penalty 84.328362 = -79086.720504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.663879 sec): 2 clusters Score: Raw -25114.751244 + Penalty 214.923263 = -24899.827981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.664956 sec): 3 clusters Score: Raw -24860.826370 + Penalty 479.658817 = -24381.167553 nChanged 182 SP:Iteration 1F (46.666009 sec): 3 clusters Score: Raw -25102.225772 + Penalty 521.538180 = -24580.687592 nChanged 47 SP:Iteration 2F (46.667062 sec): 3 clusters Score: Raw -25159.312481 + Penalty 548.461565 = -24610.850916 nChanged 21 SP:Iteration 3Q (46.668086 sec): 3 clusters Score: Raw -25177.275746 + Penalty 567.041389 = -24610.234358 nChanged 9 SP:Iteration 4F (46.669141 sec): 3 clusters Score: Raw -25185.359249 + Penalty 583.387929 = -24601.971320 nChanged 9 SP:Iteration 5F (46.670187 sec): 3 clusters Score: Raw -25194.377610 + Penalty 597.711909 = -24596.665701 nChanged 4 SP:Iteration 6F (46.671234 sec): 3 clusters Score: Raw -25205.947382 + Penalty 601.557333 = -24604.390049 nChanged 2 SP:Iteration 7Q (46.672152 sec): 3 clusters Score: Raw -25213.049193 + Penalty 603.551690 = -24609.497502 nChanged 1 SP:Iteration 8Q (46.673061 sec): 3 clusters Score: Raw -25213.924988 + Penalty 603.551690 = -24610.373297 nChanged 0 SP:Iteration 9F (46.674107 sec): 3 clusters Score: Raw -25213.924988 + Penalty 603.551690 = -24610.373297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.675681 sec): 2 clusters Score: Raw -21756.429620 + Penalty 241.806843 = -21514.622777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.676572 sec): 3 clusters Score: Raw -21561.298412 + Penalty 483.272783 = -21078.025629 nChanged 139 SP:Iteration 1F (46.677449 sec): 3 clusters Score: Raw -21650.188274 + Penalty 483.997420 = -21166.190853 nChanged 42 SP:Iteration 2F (46.678324 sec): 3 clusters Score: Raw -21684.247672 + Penalty 484.100662 = -21200.147010 nChanged 21 SP:Iteration 3F (46.679199 sec): 3 clusters Score: Raw -21699.297359 + Penalty 484.471128 = -21214.826232 nChanged 11 SP:Iteration 4Q (46.680069 sec): 3 clusters Score: Raw -21706.670945 + Penalty 484.258401 = -21222.412544 nChanged 10 SP:Iteration 5Q (46.680940 sec): 3 clusters Score: Raw -21719.749464 + Penalty 484.466586 = -21235.282878 nChanged 11 SP:Iteration 6Q (46.681805 sec): 3 clusters Score: Raw -21725.945468 + Penalty 484.547421 = -21241.398048 nChanged 5 SP:Iteration 7Q (46.682668 sec): 3 clusters Score: Raw -21728.602032 + Penalty 484.617626 = -21243.984405 nChanged 4 SP:Iteration 8Q (46.683529 sec): 3 clusters Score: Raw -21731.725620 + Penalty 484.427816 = -21247.297803 nChanged 6 SP:Iteration 9Q (46.684419 sec): 3 clusters Score: Raw -21735.747215 + Penalty 484.260653 = -21251.486563 nChanged 2 SP:Iteration 10F (46.685301 sec): 3 clusters Score: Raw -21736.254725 + Penalty 483.794671 = -21252.460054 nChanged 2 SP:Iteration 11Q (46.686177 sec): 3 clusters Score: Raw -21737.368735 + Penalty 483.794671 = -21253.574064 nChanged 0 SP:Iteration 12F (46.687050 sec): 3 clusters Score: Raw -21737.368735 + Penalty 483.794671 = -21253.574064 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 9 (2884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.700551 sec): 2 clusters Score: Raw -151371.933058 + Penalty 56.200468 = -151315.732590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.705776 sec): 3 clusters Score: Raw -149467.023947 + Penalty 113.411921 = -149353.612026 nChanged 1369 SP:Iteration 1F (46.710883 sec): 3 clusters Score: Raw -150498.913406 + Penalty 114.447557 = -150384.465849 nChanged 230 SP:Iteration 2F (46.716136 sec): 3 clusters Score: Raw -150639.569120 + Penalty 115.910018 = -150523.659102 nChanged 180 SP:Iteration 3F (46.721218 sec): 3 clusters Score: Raw -150806.294475 + Penalty 117.530218 = -150688.764257 nChanged 154 SP:Iteration 4F (46.726385 sec): 3 clusters Score: Raw -150978.560775 + Penalty 116.800146 = -150861.760629 nChanged 118 SP:Iteration 5Q (46.731461 sec): 3 clusters Score: Raw -151131.251562 + Penalty 115.960325 = -151015.291237 nChanged 71 SP:Iteration 6Q (46.736177 sec): 3 clusters Score: Raw -151213.302895 + Penalty 116.075672 = -151097.227222 nChanged 51 SP:Iteration 7Q (46.740559 sec): 3 clusters Score: Raw -151239.145552 + Penalty 114.816761 = -151124.328791 nChanged 35 SP:Iteration 8Q (46.744852 sec): 3 clusters Score: Raw -151260.880366 + Penalty 113.981608 = -151146.898759 nChanged 39 SP:Iteration 9Q (46.749123 sec): 3 clusters Score: Raw -151284.455278 + Penalty 114.422462 = -151170.032816 nChanged 27 SP:Iteration 10F (46.754188 sec): 3 clusters Score: Raw -151299.969634 + Penalty 113.201003 = -151186.768630 nChanged 31 SP:Iteration 11Q (46.758318 sec): 3 clusters Score: Raw -151319.252686 + Penalty 114.168865 = -151205.083821 nChanged 22 SP:Iteration 12Q (46.762400 sec): 3 clusters Score: Raw -151333.019503 + Penalty 115.431286 = -151217.588216 nChanged 18 SP:Iteration 13Q (46.766464 sec): 3 clusters Score: Raw -151343.037377 + Penalty 116.933764 = -151226.103613 nChanged 13 SP:Iteration 14Q (46.770487 sec): 3 clusters Score: Raw -151351.305598 + Penalty 117.825515 = -151233.480084 nChanged 6 SP:Iteration 15Q (46.774492 sec): 3 clusters Score: Raw -151354.205174 + Penalty 119.063595 = -151235.141579 nChanged 6 SP:Iteration 16Q (46.778494 sec): 3 clusters Score: Raw -151357.846293 + Penalty 119.547448 = -151238.298844 nChanged 2 SP:Iteration 17Q (46.782488 sec): 3 clusters Score: Raw -151358.758471 + Penalty 119.892208 = -151238.866263 nChanged 3 SP:Iteration 18Q (46.786512 sec): 3 clusters Score: Raw -151360.833128 + Penalty 121.188035 = -151239.645094 nChanged 4 SP:Iteration 19Q (46.790609 sec): 3 clusters Score: Raw -151363.098545 + Penalty 122.446544 = -151240.652001 nChanged 4 SP:Iteration 20F (46.795736 sec): 3 clusters Score: Raw -151364.557798 + Penalty 123.998812 = -151240.558986 nChanged 4 SP:Iteration 21F (46.800914 sec): 3 clusters Score: Raw -151365.997576 + Penalty 121.285923 = -151244.711653 nChanged 5 SP:Iteration 22Q (46.805033 sec): 3 clusters Score: Raw -151367.841851 + Penalty 121.711447 = -151246.130404 nChanged 1 SP:Iteration 23Q (46.809030 sec): 3 clusters Score: Raw -151368.022604 + Penalty 121.273986 = -151246.748617 nChanged 1 SP:Iteration 24Q (46.813115 sec): 3 clusters Score: Raw -151368.506570 + Penalty 121.426747 = -151247.079823 nChanged 3 SP:Iteration 25Q (46.817114 sec): 3 clusters Score: Raw -151369.345197 + Penalty 122.380239 = -151246.964958 nChanged 2 SP:Iteration 26F (46.822181 sec): 3 clusters Score: Raw -151369.392146 + Penalty 122.380239 = -151247.011907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.826513 sec): 2 clusters Score: Raw -31731.126968 + Penalty 130.483070 = -31600.643898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.827800 sec): 3 clusters Score: Raw -31370.207230 + Penalty 265.088661 = -31105.118569 nChanged 258 SP:Iteration 1F (46.829097 sec): 3 clusters Score: Raw -31594.491916 + Penalty 271.855421 = -31322.636494 nChanged 63 SP:Iteration 2F (46.830401 sec): 3 clusters Score: Raw -31653.321446 + Penalty 278.945317 = -31374.376128 nChanged 35 SP:Iteration 3F (46.831814 sec): 3 clusters Score: Raw -31682.478380 + Penalty 287.884419 = -31394.593962 nChanged 26 SP:Iteration 4Q (46.833057 sec): 3 clusters Score: Raw -31708.658652 + Penalty 296.461170 = -31412.197482 nChanged 25 SP:Iteration 5Q (46.834296 sec): 3 clusters Score: Raw -31731.701294 + Penalty 300.083279 = -31431.618014 nChanged 16 SP:Iteration 6Q (46.835558 sec): 3 clusters Score: Raw -31749.812707 + Penalty 302.885448 = -31446.927258 nChanged 9 SP:Iteration 7Q (46.836765 sec): 3 clusters Score: Raw -31755.328872 + Penalty 302.722344 = -31452.606528 nChanged 4 SP:Iteration 8Q (46.837950 sec): 3 clusters Score: Raw -31756.227543 + Penalty 302.626491 = -31453.601051 nChanged 3 SP:Iteration 9Q (46.839137 sec): 3 clusters Score: Raw -31756.963492 + Penalty 302.416712 = -31454.546780 nChanged 1 SP:Iteration 10F (46.840431 sec): 3 clusters Score: Raw -31757.425543 + Penalty 302.416712 = -31455.008831 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.844484 sec): 2 clusters Score: Raw -38006.604127 + Penalty 121.722932 = -37884.881195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.845988 sec): 3 clusters Score: Raw -37593.916148 + Penalty 243.512019 = -37350.404129 nChanged 290 SP:Iteration 1F (46.847463 sec): 3 clusters Score: Raw -37809.576562 + Penalty 244.784112 = -37564.792450 nChanged 87 SP:Iteration 2F (46.848934 sec): 3 clusters Score: Raw -37880.935759 + Penalty 246.660213 = -37634.275546 nChanged 64 SP:Iteration 3F (46.850406 sec): 3 clusters Score: Raw -37928.265952 + Penalty 248.622822 = -37679.643130 nChanged 27 SP:Iteration 4Q (46.851859 sec): 3 clusters Score: Raw -37943.267812 + Penalty 250.121506 = -37693.146306 nChanged 17 SP:Iteration 5Q (46.853338 sec): 3 clusters Score: Raw -37955.369553 + Penalty 252.476271 = -37702.893282 nChanged 12 SP:Iteration 6Q (46.854811 sec): 3 clusters Score: Raw -37972.099622 + Penalty 253.674769 = -37718.424853 nChanged 16 SP:Iteration 7Q (46.856281 sec): 3 clusters Score: Raw -38000.476485 + Penalty 254.892992 = -37745.583494 nChanged 14 SP:Iteration 8Q (46.857772 sec): 3 clusters Score: Raw -38025.784625 + Penalty 255.308616 = -37770.476009 nChanged 11 SP:Iteration 9Q (46.859230 sec): 3 clusters Score: Raw -38034.008196 + Penalty 256.318752 = -37777.689444 nChanged 6 SP:Iteration 10F (46.860716 sec): 3 clusters Score: Raw -38036.676688 + Penalty 257.338877 = -37779.337810 nChanged 5 SP:Iteration 11Q (46.862144 sec): 3 clusters Score: Raw -38037.804699 + Penalty 257.621794 = -37780.182904 nChanged 5 SP:Iteration 12Q (46.863606 sec): 3 clusters Score: Raw -38039.763940 + Penalty 257.513667 = -37782.250272 nChanged 2 SP:Iteration 13Q (46.865058 sec): 3 clusters Score: Raw -38040.422621 + Penalty 257.680946 = -37782.741675 nChanged 1 SP:Iteration 14Q (46.866502 sec): 3 clusters Score: Raw -38040.895988 + Penalty 257.472134 = -37783.423854 nChanged 2 SP:Iteration 15Q (46.867945 sec): 3 clusters Score: Raw -38042.260692 + Penalty 257.582628 = -37784.678064 nChanged 2 SP:Iteration 16Q (46.869392 sec): 3 clusters Score: Raw -38044.208648 + Penalty 257.265570 = -37786.943078 nChanged 6 SP:Iteration 17Q (46.870832 sec): 3 clusters Score: Raw -38051.174442 + Penalty 256.972033 = -37794.202409 nChanged 4 SP:Iteration 18Q (46.872297 sec): 3 clusters Score: Raw -38055.619904 + Penalty 256.391373 = -37799.228532 nChanged 4 SP:Iteration 19Q (46.873734 sec): 3 clusters Score: Raw -38058.062197 + Penalty 256.507390 = -37801.554807 nChanged 7 SP:Iteration 20F (46.875236 sec): 3 clusters Score: Raw -38061.436901 + Penalty 256.383222 = -37805.053679 nChanged 5 SP:Iteration 21Q (46.876642 sec): 3 clusters Score: Raw -38063.793342 + Penalty 257.062660 = -37806.730682 nChanged 3 SP:Iteration 22Q (46.878032 sec): 3 clusters Score: Raw -38064.635927 + Penalty 257.969494 = -37806.666434 nChanged 3 SP:Iteration 23F (46.879544 sec): 3 clusters Score: Raw -38065.354977 + Penalty 258.826237 = -37806.528740 nChanged 3 SP:Iteration 24F (46.881045 sec): 3 clusters Score: Raw -38065.847619 + Penalty 259.004171 = -37806.843447 nChanged 2 SP:Iteration 25Q (46.882430 sec): 3 clusters Score: Raw -38066.000296 + Penalty 259.324275 = -37806.676022 nChanged 1 SP:Iteration 26F (46.883903 sec): 3 clusters Score: Raw -38066.068291 + Penalty 259.473599 = -37806.594692 nChanged 1 SP:Iteration 27F (46.885387 sec): 3 clusters Score: Raw -38066.162472 + Penalty 260.205350 = -37805.957122 nChanged 2 SP:Iteration 28F (46.886909 sec): 3 clusters Score: Raw -38066.391462 + Penalty 260.597054 = -37805.794408 nChanged 1 SP:Iteration 29F (46.888407 sec): 3 clusters Score: Raw -38066.444528 + Penalty 260.597054 = -37805.847474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.889877 sec): 2 clusters Score: Raw -5513.359657 + Penalty 259.809412 = -5253.550245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.890302 sec): 3 clusters Score: Raw -5514.924331 + Penalty 526.702194 = -4988.222137 nChanged 17 SP:Iteration 1F (46.890720 sec): 3 clusters Score: Raw -5535.874038 + Penalty 532.026036 = -5003.848002 nChanged 7 SP:Iteration 2F (46.891127 sec): 3 clusters Score: Raw -5551.066178 + Penalty 533.661778 = -5017.404401 nChanged 1 SP:Iteration 3Q (46.891519 sec): 3 clusters Score: Raw -5551.575730 + Penalty 536.143788 = -5015.431942 nChanged 1 SP:Iteration 4F (46.891924 sec): 3 clusters Score: Raw -5552.118349 + Penalty 535.622884 = -5016.495465 nChanged 1 SP:Iteration 5Q (46.892316 sec): 3 clusters Score: Raw -5554.570043 + Penalty 535.622884 = -5018.947159 nChanged 0 SP:Iteration 6F (46.892720 sec): 3 clusters Score: Raw -5554.570043 + Penalty 535.622884 = -5018.947159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.894061 sec): 2 clusters Score: Raw -10552.449681 + Penalty 279.066129 = -10273.383553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.894615 sec): 3 clusters Score: Raw -10490.997415 + Penalty 557.660898 = -9933.336517 nChanged 45 SP:Iteration 1F (46.895193 sec): 3 clusters Score: Raw -10544.864099 + Penalty 557.578590 = -9987.285509 nChanged 12 SP:Iteration 2F (46.895758 sec): 3 clusters Score: Raw -10559.579549 + Penalty 557.937873 = -10001.641677 nChanged 2 SP:Iteration 3Q (46.896290 sec): 3 clusters Score: Raw -10562.636094 + Penalty 557.937873 = -10004.698221 nChanged 0 SP:Iteration 4F (46.896834 sec): 3 clusters Score: Raw -10562.636094 + Penalty 557.937873 = -10004.698221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.898180 sec): 2 clusters Score: Raw -8696.836275 + Penalty 101.116650 = -8595.719625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.898765 sec): 3 clusters Score: Raw -8635.989248 + Penalty 201.761480 = -8434.227769 nChanged 77 SP:Iteration 1F (46.899327 sec): 3 clusters Score: Raw -8704.059086 + Penalty 201.599318 = -8502.459768 nChanged 13 SP:Iteration 2F (46.899889 sec): 3 clusters Score: Raw -8718.380920 + Penalty 202.194221 = -8516.186699 nChanged 8 SP:Iteration 3Q (46.900462 sec): 3 clusters Score: Raw -8724.188711 + Penalty 203.642446 = -8520.546265 nChanged 7 SP:Iteration 4Q (46.901001 sec): 3 clusters Score: Raw -8733.011125 + Penalty 209.100998 = -8523.910127 nChanged 12 SP:Iteration 5F (46.901595 sec): 3 clusters Score: Raw -8750.027858 + Penalty 234.894887 = -8515.132971 nChanged 21 SP:Iteration 6F (46.902154 sec): 3 clusters Score: Raw -8786.284224 + Penalty 273.848755 = -8512.435469 nChanged 15 SP:Iteration 7F (46.902698 sec): 3 clusters Score: Raw -8817.571651 + Penalty 342.079828 = -8475.491823 nChanged 8 SP:Iteration 8F (46.903242 sec): 3 clusters Score: Raw -8839.946775 + Penalty 345.509592 = -8494.437182 nChanged 1 SP:Iteration 9Q (46.903726 sec): 3 clusters Score: Raw -8842.809641 + Penalty 344.492454 = -8498.317187 nChanged 1 SP:Iteration 10F (46.904272 sec): 3 clusters Score: Raw -8853.226550 + Penalty 344.492454 = -8508.734095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.910782 sec): 2 clusters Score: Raw -68749.804687 + Penalty 44.596139 = -68705.208548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.913448 sec): 3 clusters Score: Raw -67859.274491 + Penalty 90.330294 = -67768.944197 nChanged 660 SP:Iteration 1F (46.916071 sec): 3 clusters Score: Raw -68363.076693 + Penalty 91.890141 = -68271.186551 nChanged 164 SP:Iteration 2F (46.918660 sec): 3 clusters Score: Raw -68459.917472 + Penalty 91.993976 = -68367.923495 nChanged 90 SP:Iteration 3F (46.921398 sec): 3 clusters Score: Raw -68504.880367 + Penalty 92.128572 = -68412.751795 nChanged 56 SP:Iteration 4Q (46.924175 sec): 3 clusters Score: Raw -68549.910380 + Penalty 91.475062 = -68458.435319 nChanged 48 SP:Iteration 5Q (46.926790 sec): 3 clusters Score: Raw -68582.003174 + Penalty 91.313322 = -68490.689853 nChanged 44 SP:Iteration 6Q (46.929325 sec): 3 clusters Score: Raw -68617.097683 + Penalty 91.327877 = -68525.769806 nChanged 46 SP:Iteration 7Q (46.931803 sec): 3 clusters Score: Raw -68675.450622 + Penalty 91.582753 = -68583.867869 nChanged 38 SP:Iteration 8Q (46.934214 sec): 3 clusters Score: Raw -68715.825035 + Penalty 91.519501 = -68624.305533 nChanged 24 SP:Iteration 9Q (46.936518 sec): 3 clusters Score: Raw -68732.756219 + Penalty 91.406941 = -68641.349278 nChanged 17 SP:Iteration 10F (46.938969 sec): 3 clusters Score: Raw -68739.656851 + Penalty 91.595897 = -68648.060954 nChanged 10 SP:Iteration 11Q (46.941148 sec): 3 clusters Score: Raw -68741.751617 + Penalty 91.551925 = -68650.199692 nChanged 5 SP:Iteration 12Q (46.943316 sec): 3 clusters Score: Raw -68742.830730 + Penalty 92.061972 = -68650.768758 nChanged 9 SP:Iteration 13Q (46.945520 sec): 3 clusters Score: Raw -68745.050689 + Penalty 92.283255 = -68652.767434 nChanged 6 SP:Iteration 14Q (46.947718 sec): 3 clusters Score: Raw -68746.612326 + Penalty 92.493331 = -68654.118995 nChanged 9 SP:Iteration 15Q (46.949903 sec): 3 clusters Score: Raw -68749.153225 + Penalty 92.339748 = -68656.813477 nChanged 5 SP:Iteration 16Q (46.952037 sec): 3 clusters Score: Raw -68750.265234 + Penalty 92.357697 = -68657.907537 nChanged 5 SP:Iteration 17Q (46.954165 sec): 3 clusters Score: Raw -68751.218619 + Penalty 91.993224 = -68659.225395 nChanged 5 SP:Iteration 18Q (46.956288 sec): 3 clusters Score: Raw -68753.083256 + Penalty 91.847776 = -68661.235480 nChanged 6 SP:Iteration 19Q (46.958408 sec): 3 clusters Score: Raw -68755.395831 + Penalty 91.987115 = -68663.408716 nChanged 8 SP:Iteration 20F (46.960857 sec): 3 clusters Score: Raw -68757.628987 + Penalty 92.118471 = -68665.510516 nChanged 7 SP:Iteration 21Q (46.962963 sec): 3 clusters Score: Raw -68759.496620 + Penalty 92.481079 = -68667.015541 nChanged 4 SP:Iteration 22Q (46.965057 sec): 3 clusters Score: Raw -68760.198350 + Penalty 92.481079 = -68667.717271 nChanged 0 SP:Iteration 23F (46.967566 sec): 3 clusters Score: Raw -68760.198350 + Penalty 92.481079 = -68667.717271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.970704 sec): 2 clusters Score: Raw -17551.571675 + Penalty 232.644849 = -17318.926826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.971508 sec): 3 clusters Score: Raw -17400.201193 + Penalty 462.870777 = -16937.330416 nChanged 109 SP:Iteration 1F (46.972298 sec): 3 clusters Score: Raw -17477.031916 + Penalty 462.220470 = -17014.811446 nChanged 35 SP:Iteration 2F (46.973087 sec): 3 clusters Score: Raw -17493.159550 + Penalty 460.922255 = -17032.237295 nChanged 9 SP:Iteration 3Q (46.973869 sec): 3 clusters Score: Raw -17496.544184 + Penalty 460.496601 = -17036.047583 nChanged 4 SP:Iteration 4Q (46.974649 sec): 3 clusters Score: Raw -17498.304737 + Penalty 459.688961 = -17038.615776 nChanged 6 SP:Iteration 5Q (46.975435 sec): 3 clusters Score: Raw -17500.712411 + Penalty 459.650976 = -17041.061435 nChanged 3 SP:Iteration 6Q (46.976216 sec): 3 clusters Score: Raw -17501.900806 + Penalty 459.389124 = -17042.511682 nChanged 6 SP:Iteration 7Q (46.976996 sec): 3 clusters Score: Raw -17504.128116 + Penalty 458.702791 = -17045.425325 nChanged 6 SP:Iteration 8Q (46.977775 sec): 3 clusters Score: Raw -17506.731350 + Penalty 458.503564 = -17048.227785 nChanged 6 SP:Iteration 9Q (46.978554 sec): 3 clusters Score: Raw -17508.769375 + Penalty 458.599624 = -17050.169751 nChanged 2 SP:Iteration 10F (46.979342 sec): 3 clusters Score: Raw -17509.560987 + Penalty 458.491759 = -17051.069228 nChanged 2 SP:Iteration 11Q (46.980121 sec): 3 clusters Score: Raw -17510.327904 + Penalty 458.409046 = -17051.918858 nChanged 1 SP:Iteration 12Q (46.980902 sec): 3 clusters Score: Raw -17510.556317 + Penalty 458.653969 = -17051.902347 nChanged 1 SP:Iteration 13F (46.981688 sec): 3 clusters Score: Raw -17510.875752 + Penalty 458.959660 = -17051.916092 nChanged 2 SP:Iteration 14Q (46.982469 sec): 3 clusters Score: Raw -17511.478195 + Penalty 459.290393 = -17052.187802 nChanged 3 SP:Iteration 15Q (46.983251 sec): 3 clusters Score: Raw -17516.328233 + Penalty 460.621835 = -17055.706398 nChanged 7 SP:Iteration 16Q (46.984032 sec): 3 clusters Score: Raw -17524.597403 + Penalty 462.914859 = -17061.682544 nChanged 15 SP:Iteration 17Q (46.984815 sec): 3 clusters Score: Raw -17540.765673 + Penalty 466.157920 = -17074.607753 nChanged 17 SP:Iteration 18Q (46.985591 sec): 3 clusters Score: Raw -17564.368580 + Penalty 475.910131 = -17088.458448 nChanged 17 SP:Iteration 19Q (46.986399 sec): 3 clusters Score: Raw -17582.809938 + Penalty 485.674392 = -17097.135546 nChanged 11 SP:Iteration 20F (46.987232 sec): 3 clusters Score: Raw -17598.221773 + Penalty 504.116797 = -17094.104976 nChanged 10 SP:Iteration 21F (46.988028 sec): 3 clusters Score: Raw -17612.361649 + Penalty 523.048165 = -17089.313484 nChanged 4 SP:Iteration 22F (46.988824 sec): 3 clusters Score: Raw -17616.976408 + Penalty 533.112341 = -17083.864067 nChanged 2 SP:Iteration 23F (46.989620 sec): 3 clusters Score: Raw -17620.872332 + Penalty 541.396845 = -17079.475487 nChanged 3 SP:Iteration 24F (46.990434 sec): 3 clusters Score: Raw -17628.507653 + Penalty 545.445642 = -17083.062011 nChanged 1 SP:Iteration 25Q (46.991123 sec): 3 clusters Score: Raw -17632.062336 + Penalty 545.445642 = -17086.616694 nChanged 0 SP:Iteration 26F (46.991920 sec): 3 clusters Score: Raw -17632.062336 + Penalty 545.445642 = -17086.616694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.993019 sec): 2 clusters Score: Raw -3396.547806 + Penalty 34.583365 = -3361.964441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.993329 sec): 3 clusters Score: Raw -3371.302077 + Penalty 66.635125 = -3304.666952 nChanged 17 SP:Iteration 1F (46.993618 sec): 3 clusters Score: Raw -3389.952451 + Penalty 67.936673 = -3322.015778 nChanged 4 SP:Iteration 2F (46.993934 sec): 3 clusters Score: Raw -3391.678580 + Penalty 67.936673 = -3323.741907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.995056 sec): 2 clusters Score: Raw -5376.595836 + Penalty 170.375006 = -5206.220830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.995507 sec): 3 clusters Score: Raw -5385.570377 + Penalty 409.984752 = -4975.585625 nChanged 42 SP:Iteration 1F (46.995949 sec): 3 clusters Score: Raw -5518.436387 + Penalty 442.219427 = -5076.216959 nChanged 12 SP:Iteration 2F (46.996390 sec): 3 clusters Score: Raw -5568.462564 + Penalty 452.878636 = -5115.583928 nChanged 3 SP:Iteration 3Q (46.996796 sec): 3 clusters Score: Raw -5576.850376 + Penalty 468.187635 = -5108.662741 nChanged 2 SP:Iteration 4F (46.997253 sec): 3 clusters Score: Raw -5582.611263 + Penalty 484.567502 = -5098.043762 nChanged 2 SP:Iteration 5F (46.997696 sec): 3 clusters Score: Raw -5591.420578 + Penalty 493.325441 = -5098.095137 nChanged 1 SP:Iteration 6Q (46.998087 sec): 3 clusters Score: Raw -5596.956811 + Penalty 493.325441 = -5103.631370 nChanged 0 SP:Iteration 7F (46.998528 sec): 3 clusters Score: Raw -5596.956811 + Penalty 493.325441 = -5103.631370 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 29 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.001259 sec): 2 clusters Score: Raw -36399.842536 + Penalty 50.284894 = -36349.557643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.002716 sec): 3 clusters Score: Raw -35967.024650 + Penalty 100.509313 = -35866.515336 nChanged 326 SP:Iteration 1F (47.004176 sec): 3 clusters Score: Raw -36193.524651 + Penalty 100.419301 = -36093.105350 nChanged 56 SP:Iteration 2F (47.005623 sec): 3 clusters Score: Raw -36230.338917 + Penalty 100.287332 = -36130.051586 nChanged 44 SP:Iteration 3F (47.007052 sec): 3 clusters Score: Raw -36279.654168 + Penalty 99.755814 = -36179.898353 nChanged 52 SP:Iteration 4F (47.008474 sec): 3 clusters Score: Raw -36351.587838 + Penalty 99.575142 = -36252.012696 nChanged 46 SP:Iteration 5F (47.009908 sec): 3 clusters Score: Raw -36401.658627 + Penalty 99.975699 = -36301.682928 nChanged 31 SP:Iteration 6Q (47.011301 sec): 3 clusters Score: Raw -36429.479366 + Penalty 100.441553 = -36329.037814 nChanged 20 SP:Iteration 7Q (47.012655 sec): 3 clusters Score: Raw -36440.107190 + Penalty 100.382761 = -36339.724429 nChanged 9 SP:Iteration 8Q (47.013980 sec): 3 clusters Score: Raw -36442.912713 + Penalty 100.340162 = -36342.572551 nChanged 7 SP:Iteration 9Q (47.015334 sec): 3 clusters Score: Raw -36444.708068 + Penalty 100.064649 = -36344.643419 nChanged 6 SP:Iteration 10F (47.016760 sec): 3 clusters Score: Raw -36446.803290 + Penalty 99.722360 = -36347.080929 nChanged 8 SP:Iteration 11Q (47.018096 sec): 3 clusters Score: Raw -36450.047445 + Penalty 99.747397 = -36350.300048 nChanged 7 SP:Iteration 12Q (47.019441 sec): 3 clusters Score: Raw -36451.286265 + Penalty 99.749765 = -36351.536500 nChanged 2 SP:Iteration 13Q (47.020764 sec): 3 clusters Score: Raw -36451.515735 + Penalty 99.756930 = -36351.758805 nChanged 2 SP:Iteration 14Q (47.022088 sec): 3 clusters Score: Raw -36451.604522 + Penalty 99.773062 = -36351.831461 nChanged 1 SP:Iteration 15Q (47.023419 sec): 3 clusters Score: Raw -36451.641747 + Penalty 99.801030 = -36351.840716 nChanged 1 SP:Iteration 16Q (47.024738 sec): 3 clusters Score: Raw -36451.662866 + Penalty 99.801030 = -36351.861836 nChanged 0 SP:Iteration 17F (47.026164 sec): 3 clusters Score: Raw -36451.662866 + Penalty 99.801030 = -36351.861836 nChanged 0 Score: Raw -1437081.444211 + Penalty 8768.009651 = -1428313.434561 Splitting cluster 29 changes total score from -1412216.469606 to -1428313.434561 So it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.453540 sec): 2 clusters Score: Raw -8523.840763 + Penalty 217.023066 = -8306.817697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.454032 sec): 3 clusters Score: Raw -8464.009081 + Penalty 448.107131 = -8015.901950 nChanged 45 SP:Iteration 1F (47.454517 sec): 3 clusters Score: Raw -8508.966980 + Penalty 454.628499 = -8054.338481 nChanged 14 SP:Iteration 2F (47.455010 sec): 3 clusters Score: Raw -8526.892687 + Penalty 459.163501 = -8067.729186 nChanged 5 SP:Iteration 3Q (47.455492 sec): 3 clusters Score: Raw -8532.555959 + Penalty 464.709087 = -8067.846872 nChanged 4 SP:Iteration 4Q (47.455969 sec): 3 clusters Score: Raw -8544.873669 + Penalty 466.932716 = -8077.940954 nChanged 2 SP:Iteration 5Q (47.456445 sec): 3 clusters Score: Raw -8545.861349 + Penalty 472.359121 = -8073.502228 nChanged 2 SP:Iteration 6F (47.456922 sec): 3 clusters Score: Raw -8547.755337 + Penalty 474.719563 = -8073.035773 nChanged 3 SP:Iteration 7F (47.457403 sec): 3 clusters Score: Raw -8550.326950 + Penalty 480.299165 = -8070.027785 nChanged 2 SP:Iteration 8F (47.457881 sec): 3 clusters Score: Raw -8552.606080 + Penalty 480.299165 = -8072.306914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.459581 sec): 2 clusters Score: Raw -8428.633455 + Penalty 359.413772 = -8069.219683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.460156 sec): 3 clusters Score: Raw -8413.643798 + Penalty 729.723106 = -7683.920692 nChanged 30 SP:Iteration 1F (47.460713 sec): 3 clusters Score: Raw -8464.982365 + Penalty 726.650327 = -7738.332038 nChanged 4 SP:Iteration 2Q (47.461263 sec): 3 clusters Score: Raw -8476.362185 + Penalty 724.684715 = -7751.677470 nChanged 4 SP:Iteration 3Q (47.461810 sec): 3 clusters Score: Raw -8486.418351 + Penalty 723.649453 = -7762.768898 nChanged 3 SP:Iteration 4Q (47.462354 sec): 3 clusters Score: Raw -8491.586878 + Penalty 721.312673 = -7770.274205 nChanged 2 SP:Iteration 5Q (47.462897 sec): 3 clusters Score: Raw -8494.282174 + Penalty 721.312673 = -7772.969501 nChanged 0 SP:Iteration 6F (47.463453 sec): 3 clusters Score: Raw -8494.282174 + Penalty 721.312673 = -7772.969501 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 47 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.467129 sec): 2 clusters Score: Raw -54246.272831 + Penalty 39.944775 = -54206.328057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.469092 sec): 3 clusters Score: Raw -53588.211827 + Penalty 80.215709 = -53507.996118 nChanged 488 SP:Iteration 1F (47.471004 sec): 3 clusters Score: Raw -53902.453043 + Penalty 81.249077 = -53821.203966 nChanged 109 SP:Iteration 2F (47.472914 sec): 3 clusters Score: Raw -54005.479999 + Penalty 82.882386 = -53922.597613 nChanged 85 SP:Iteration 3F (47.474867 sec): 3 clusters Score: Raw -54082.776945 + Penalty 87.700267 = -53995.076677 nChanged 95 SP:Iteration 4F (47.476813 sec): 3 clusters Score: Raw -54176.376641 + Penalty 101.142133 = -54075.234509 nChanged 46 SP:Iteration 5Q (47.478512 sec): 3 clusters Score: Raw -54225.240729 + Penalty 207.657127 = -54017.583601 nChanged 23 SP:Iteration 6F (47.480414 sec): 3 clusters Score: Raw -54250.896996 + Penalty 384.926921 = -53865.970076 nChanged 3 SP:Iteration 7F (47.482315 sec): 3 clusters Score: Raw -54253.132895 + Penalty 384.926921 = -53868.205974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.484610 sec): 2 clusters Score: Raw -13005.602405 + Penalty 114.047275 = -12891.555130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.485248 sec): 3 clusters Score: Raw -12915.586276 + Penalty 227.970821 = -12687.615455 nChanged 100 SP:Iteration 1F (47.485898 sec): 3 clusters Score: Raw -13056.041441 + Penalty 228.094550 = -12827.946891 nChanged 23 SP:Iteration 2F (47.486517 sec): 3 clusters Score: Raw -13075.519464 + Penalty 228.071801 = -12847.447662 nChanged 5 SP:Iteration 3Q (47.487097 sec): 3 clusters Score: Raw -13077.567417 + Penalty 228.064511 = -12849.502906 nChanged 3 SP:Iteration 4Q (47.487673 sec): 3 clusters Score: Raw -13080.731375 + Penalty 228.064511 = -12852.666864 nChanged 0 SP:Iteration 5F (47.488290 sec): 3 clusters Score: Raw -13080.731375 + Penalty 228.064511 = -12852.666864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.488937 sec): 2 clusters Score: Raw -1981.296806 + Penalty 355.893663 = -1625.403143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.489246 sec): 3 clusters Score: Raw -2086.182547 + Penalty 745.859544 = -1340.323003 nChanged 7 SP:Iteration 1F (47.489549 sec): 3 clusters Score: Raw -2141.968907 + Penalty 770.314859 = -1371.654048 nChanged 2 SP:Iteration 2Q (47.489838 sec): 3 clusters Score: Raw -2206.006740 + Penalty 767.143192 = -1438.863548 nChanged 1 SP:Iteration 3Q (47.490118 sec): 3 clusters Score: Raw -2213.692707 + Penalty 767.143192 = -1446.549516 nChanged 0 SP:Iteration 4F (47.490420 sec): 3 clusters Score: Raw -2213.692707 + Penalty 767.143192 = -1446.549516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 72 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.491338 sec): 2 clusters Score: Raw -8912.991055 + Penalty 95.079583 = -8817.911472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.491882 sec): 3 clusters Score: Raw -8873.690414 + Penalty 198.072028 = -8675.618385 nChanged 68 SP:Iteration 1F (47.492406 sec): 3 clusters Score: Raw -9031.409458 + Penalty 202.160242 = -8829.249216 nChanged 19 SP:Iteration 2F (47.492935 sec): 3 clusters Score: Raw -9064.383594 + Penalty 203.442345 = -8860.941250 nChanged 11 SP:Iteration 3F (47.493454 sec): 3 clusters Score: Raw -9086.083897 + Penalty 202.663313 = -8883.420584 nChanged 1 SP:Iteration 4Q (47.493948 sec): 3 clusters Score: Raw -9089.275550 + Penalty 202.663313 = -8886.612236 nChanged 0 SP:Iteration 5F (47.494467 sec): 3 clusters Score: Raw -9089.275550 + Penalty 202.663313 = -8886.612236 nChanged 0 Score: Raw -1437257.716310 + Penalty 8980.288782 = -1428277.427528 Splitting cluster 72 changes total score from -1412216.469606 to -1428277.427528 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.929354 sec): 2 clusters Score: Raw -6588.021972 + Penalty 46.841180 = -6541.180792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.929834 sec): 3 clusters Score: Raw -6523.021841 + Penalty 98.969087 = -6424.052754 nChanged 56 SP:Iteration 1F (47.930300 sec): 3 clusters Score: Raw -6626.715481 + Penalty 99.481481 = -6527.234000 nChanged 9 SP:Iteration 2F (47.930766 sec): 3 clusters Score: Raw -6638.925165 + Penalty 99.051645 = -6539.873520 nChanged 2 SP:Iteration 3Q (47.931203 sec): 3 clusters Score: Raw -6642.636572 + Penalty 98.571401 = -6544.065172 nChanged 1 SP:Iteration 4Q (47.931638 sec): 3 clusters Score: Raw -6644.906407 + Penalty 98.119743 = -6546.786664 nChanged 1 SP:Iteration 5Q (47.932071 sec): 3 clusters Score: Raw -6645.164726 + Penalty 97.695375 = -6547.469352 nChanged 1 SP:Iteration 6Q (47.932503 sec): 3 clusters Score: Raw -6645.542033 + Penalty 97.297107 = -6548.244926 nChanged 1 SP:Iteration 7Q (47.932934 sec): 3 clusters Score: Raw -6645.638499 + Penalty 97.297107 = -6548.341392 nChanged 0 SP:Iteration 8F (47.933398 sec): 3 clusters Score: Raw -6645.638499 + Penalty 97.297107 = -6548.341392 nChanged 0 Score: Raw -1437315.317120 + Penalty 9084.358416 = -1428230.958704 Splitting cluster 76 changes total score from -1412216.469606 to -1428230.958704 So it's getting split into cluster 19. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 77 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.386484 sec): 2 clusters Score: Raw -29270.584797 + Penalty 44.879285 = -29225.705512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.387739 sec): 3 clusters Score: Raw -28937.675570 + Penalty 90.064019 = -28847.611551 nChanged 238 SP:Iteration 1F (48.388975 sec): 3 clusters Score: Raw -29211.508775 + Penalty 90.044849 = -29121.463926 nChanged 51 SP:Iteration 2F (48.390209 sec): 3 clusters Score: Raw -29286.573933 + Penalty 89.893992 = -29196.679941 nChanged 34 SP:Iteration 3F (48.391441 sec): 3 clusters Score: Raw -29310.182026 + Penalty 89.919815 = -29220.262212 nChanged 12 SP:Iteration 4Q (48.392561 sec): 3 clusters Score: Raw -29320.160101 + Penalty 89.849718 = -29230.310383 nChanged 9 SP:Iteration 5Q (48.393675 sec): 3 clusters Score: Raw -29326.940656 + Penalty 89.904724 = -29237.035932 nChanged 9 SP:Iteration 6Q (48.394809 sec): 3 clusters Score: Raw -29333.560527 + Penalty 89.754346 = -29243.806181 nChanged 9 SP:Iteration 7Q (48.395933 sec): 3 clusters Score: Raw -29339.425371 + Penalty 89.811221 = -29249.614151 nChanged 3 SP:Iteration 8Q (48.397050 sec): 3 clusters Score: Raw -29340.216128 + Penalty 89.877295 = -29250.338833 nChanged 4 SP:Iteration 9Q (48.398164 sec): 3 clusters Score: Raw -29341.012612 + Penalty 89.809801 = -29251.202811 nChanged 3 SP:Iteration 10F (48.399398 sec): 3 clusters Score: Raw -29341.366635 + Penalty 89.871203 = -29251.495432 nChanged 3 SP:Iteration 11Q (48.400516 sec): 3 clusters Score: Raw -29341.911327 + Penalty 89.941569 = -29251.969758 nChanged 4 SP:Iteration 12Q (48.401630 sec): 3 clusters Score: Raw -29342.724976 + Penalty 90.026990 = -29252.697985 nChanged 3 SP:Iteration 13Q (48.402736 sec): 3 clusters Score: Raw -29343.189571 + Penalty 90.081196 = -29253.108375 nChanged 3 SP:Iteration 14Q (48.403842 sec): 3 clusters Score: Raw -29343.822216 + Penalty 90.113409 = -29253.708807 nChanged 4 SP:Iteration 15Q (48.404945 sec): 3 clusters Score: Raw -29346.157118 + Penalty 89.315477 = -29256.841641 nChanged 8 SP:Iteration 16Q (48.406049 sec): 3 clusters Score: Raw -29351.408491 + Penalty 89.392486 = -29262.016006 nChanged 4 SP:Iteration 17Q (48.407135 sec): 3 clusters Score: Raw -29353.000655 + Penalty 89.490441 = -29263.510213 nChanged 4 SP:Iteration 18Q (48.408217 sec): 3 clusters Score: Raw -29354.721471 + Penalty 89.527799 = -29265.193672 nChanged 1 SP:Iteration 19Q (48.409295 sec): 3 clusters Score: Raw -29354.817777 + Penalty 89.566145 = -29265.251632 nChanged 1 SP:Iteration 20F (48.410516 sec): 3 clusters Score: Raw -29354.879257 + Penalty 89.605492 = -29265.273765 nChanged 1 SP:Iteration 21Q (48.411597 sec): 3 clusters Score: Raw -29354.941650 + Penalty 89.605492 = -29265.336158 nChanged 0 SP:Iteration 22F (48.412841 sec): 3 clusters Score: Raw -29354.941650 + Penalty 89.605492 = -29265.336158 nChanged 0 Score: Raw -1437399.670739 + Penalty 9156.849252 = -1428242.821486 Splitting cluster 77 changes total score from -1412216.469606 to -1428242.821486 So it's getting split into cluster 20. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 80 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.881738 sec): 2 clusters Score: Raw -51352.691841 + Penalty 111.414417 = -51241.277424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.883551 sec): 3 clusters Score: Raw -50817.775735 + Penalty 221.475630 = -50596.300104 nChanged 387 SP:Iteration 1F (48.885291 sec): 3 clusters Score: Raw -51139.100797 + Penalty 221.545821 = -50917.554976 nChanged 115 SP:Iteration 2F (48.887040 sec): 3 clusters Score: Raw -51280.152910 + Penalty 223.937050 = -51056.215860 nChanged 71 SP:Iteration 3F (48.888843 sec): 3 clusters Score: Raw -51367.812950 + Penalty 223.106825 = -51144.706125 nChanged 33 SP:Iteration 4Q (48.890605 sec): 3 clusters Score: Raw -51407.443674 + Penalty 223.864709 = -51183.578966 nChanged 22 SP:Iteration 5Q (48.892288 sec): 3 clusters Score: Raw -51423.441847 + Penalty 224.553562 = -51198.888285 nChanged 13 SP:Iteration 6Q (48.893924 sec): 3 clusters Score: Raw -51428.730035 + Penalty 224.013239 = -51204.716796 nChanged 7 SP:Iteration 7Q (48.895605 sec): 3 clusters Score: Raw -51432.627152 + Penalty 223.649301 = -51208.977851 nChanged 3 SP:Iteration 8Q (48.897252 sec): 3 clusters Score: Raw -51433.481956 + Penalty 223.649301 = -51209.832655 nChanged 0 SP:Iteration 9F (48.899029 sec): 3 clusters Score: Raw -51433.481956 + Penalty 223.649301 = -51209.832655 nChanged 0 Deleting Class 72 (32 points): Lose 172.836181 but Gain 220.670776 Iteration 119Q (49.045058 sec): 33 clusters Score: Raw -1422534.286463 + Penalty 8893.908216 = -1413640.378247 nChanged 215 Iteration 120F (49.502202 sec): 33 clusters Score: Raw -1422674.716030 + Penalty 8907.724787 = -1413766.991243 nChanged 114 Iteration 121Q (49.607067 sec): 33 clusters Score: Raw -1422708.387903 + Penalty 8921.242984 = -1413787.144919 nChanged 61 Iteration 122Q (49.711436 sec): 33 clusters Score: Raw -1422746.156612 + Penalty 8928.561065 = -1413817.595547 nChanged 66 Iteration 123Q (49.815436 sec): 33 clusters Score: Raw -1422786.011430 + Penalty 8928.398216 = -1413857.613214 nChanged 60 Iteration 124Q (49.918572 sec): 33 clusters Score: Raw -1422816.142414 + Penalty 8925.084861 = -1413891.057553 nChanged 46 Iteration 125Q (50.023477 sec): 33 clusters Score: Raw -1422828.818527 + Penalty 8923.245652 = -1413905.572875 nChanged 43 Iteration 126Q (50.128127 sec): 33 clusters Score: Raw -1422843.406606 + Penalty 8922.891145 = -1413920.515461 nChanged 50 Iteration 127Q (50.230555 sec): 33 clusters Score: Raw -1422863.626925 + Penalty 8922.904034 = -1413940.722891 nChanged 47 Iteration 128Q (50.332862 sec): 33 clusters Score: Raw -1422876.077109 + Penalty 8922.203227 = -1413953.873882 nChanged 56 Iteration 129Q (50.435174 sec): 33 clusters Score: Raw -1422891.349629 + Penalty 8922.489527 = -1413968.860103 nChanged 55 Iteration 130F (50.893158 sec): 33 clusters Score: Raw -1422907.790047 + Penalty 8936.514473 = -1413971.275574 nChanged 50 Iteration 131Q (50.998763 sec): 33 clusters Score: Raw -1422920.592320 + Penalty 8949.808302 = -1413970.784018 nChanged 33 Iteration 132F (51.456346 sec): 33 clusters Score: Raw -1422930.415435 + Penalty 8963.554395 = -1413966.861040 nChanged 27 Iteration 133F (51.911826 sec): 33 clusters Score: Raw -1422936.505370 + Penalty 8964.525110 = -1413971.980259 nChanged 27 Iteration 134Q (52.016594 sec): 33 clusters Score: Raw -1422941.872019 + Penalty 8966.071703 = -1413975.800316 nChanged 31 Iteration 135Q (52.119058 sec): 33 clusters Score: Raw -1422945.882171 + Penalty 8966.060041 = -1413979.822131 nChanged 28 Iteration 136Q (52.222789 sec): 33 clusters Score: Raw -1422949.642695 + Penalty 8965.665666 = -1413983.977029 nChanged 26 Iteration 137Q (52.326035 sec): 33 clusters Score: Raw -1422952.080466 + Penalty 8965.507297 = -1413986.573170 nChanged 23 Iteration 138Q (52.428323 sec): 33 clusters Score: Raw -1422953.834703 + Penalty 8966.225250 = -1413987.609453 nChanged 13 Iteration 139Q (52.531084 sec): 33 clusters Score: Raw -1422955.295973 + Penalty 8970.763208 = -1413984.532765 nChanged 14 Iteration 140F (52.991489 sec): 33 clusters Score: Raw -1422959.419448 + Penalty 8974.034065 = -1413985.385383 nChanged 14 Iteration 141Q (53.093685 sec): 33 clusters Score: Raw -1422961.434877 + Penalty 8974.847864 = -1413986.587013 nChanged 7 Iteration 142Q (53.195710 sec): 33 clusters Score: Raw -1422961.722027 + Penalty 8975.680377 = -1413986.041651 nChanged 6 Iteration 143F (53.654696 sec): 33 clusters Score: Raw -1422962.084386 + Penalty 8976.528176 = -1413985.556210 nChanged 4 Iteration 144F (54.113015 sec): 33 clusters Score: Raw -1422962.269997 + Penalty 8976.536731 = -1413985.733266 nChanged 3 Iteration 145Q (54.214393 sec): 33 clusters Score: Raw -1422962.358214 + Penalty 8976.539254 = -1413985.818961 nChanged 2 Iteration 146Q (54.317323 sec): 33 clusters Score: Raw -1422962.424328 + Penalty 8976.540367 = -1413985.883961 nChanged 1 Iteration 147Q (54.419439 sec): 33 clusters Score: Raw -1422962.441550 + Penalty 8976.553322 = -1413985.888227 nChanged 2 Iteration 148Q (54.521778 sec): 33 clusters Score: Raw -1422962.455169 + Penalty 8976.553322 = -1413985.901846 nChanged 0 Iteration 149F (54.978913 sec): 33 clusters Score: Raw -1422962.455169 + Penalty 8976.553322 = -1413985.901846 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1422962.455169 + Penalty 8976.553322 = -1413985.901846Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 1 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.031450 sec): 2 clusters Score: Raw -4474.539365 + Penalty 46.348265 = -4428.191100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.031834 sec): 3 clusters Score: Raw -4433.455048 + Penalty 92.731115 = -4340.723933 nChanged 19 SP:Iteration 1F (55.032206 sec): 3 clusters Score: Raw -4456.000825 + Penalty 92.988593 = -4363.012233 nChanged 14 SP:Iteration 2F (55.032588 sec): 3 clusters Score: Raw -4468.255257 + Penalty 90.959973 = -4377.295284 nChanged 10 SP:Iteration 3F (55.032952 sec): 3 clusters Score: Raw -4477.027257 + Penalty 89.194801 = -4387.832456 nChanged 2 SP:Iteration 4Q (55.033311 sec): 3 clusters Score: Raw -4479.379186 + Penalty 89.168650 = -4390.210536 nChanged 2 SP:Iteration 5Q (55.033669 sec): 3 clusters Score: Raw -4480.062544 + Penalty 88.995942 = -4391.066603 nChanged 1 SP:Iteration 6Q (55.034026 sec): 3 clusters Score: Raw -4480.567076 + Penalty 88.995942 = -4391.571134 nChanged 0 SP:Iteration 7F (55.034387 sec): 3 clusters Score: Raw -4480.567076 + Penalty 88.995942 = -4391.571134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.037818 sec): 2 clusters Score: Raw -42608.289373 + Penalty 39.189601 = -42569.099773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.039482 sec): 3 clusters Score: Raw -42079.568948 + Penalty 79.400905 = -42000.168043 nChanged 383 SP:Iteration 1F (55.041119 sec): 3 clusters Score: Raw -42320.956922 + Penalty 80.041814 = -42240.915108 nChanged 58 SP:Iteration 2F (55.042752 sec): 3 clusters Score: Raw -42362.294451 + Penalty 81.540188 = -42280.754263 nChanged 56 SP:Iteration 3F (55.044385 sec): 3 clusters Score: Raw -42411.878896 + Penalty 82.834058 = -42329.044838 nChanged 55 SP:Iteration 4F (55.046012 sec): 3 clusters Score: Raw -42471.113725 + Penalty 84.253456 = -42386.860270 nChanged 60 SP:Iteration 5F (55.047693 sec): 3 clusters Score: Raw -42532.564897 + Penalty 85.504896 = -42447.060001 nChanged 42 SP:Iteration 6Q (55.049348 sec): 3 clusters Score: Raw -42576.315590 + Penalty 88.044528 = -42488.271062 nChanged 19 SP:Iteration 7Q (55.050953 sec): 3 clusters Score: Raw -42592.087558 + Penalty 89.239684 = -42502.847874 nChanged 11 SP:Iteration 8Q (55.052500 sec): 3 clusters Score: Raw -42610.683121 + Penalty 89.547373 = -42521.135748 nChanged 5 SP:Iteration 9Q (55.053950 sec): 3 clusters Score: Raw -42619.275864 + Penalty 88.553862 = -42530.722002 nChanged 4 SP:Iteration 10F (55.055628 sec): 3 clusters Score: Raw -42620.303877 + Penalty 88.553862 = -42531.750015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.060198 sec): 2 clusters Score: Raw -70967.274664 + Penalty 105.450442 = -70861.824222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.062758 sec): 3 clusters Score: Raw -70124.911345 + Penalty 220.886457 = -69904.024887 nChanged 598 SP:Iteration 1F (55.065272 sec): 3 clusters Score: Raw -70601.750124 + Penalty 233.944043 = -70367.806081 nChanged 161 SP:Iteration 2F (55.067809 sec): 3 clusters Score: Raw -70702.727910 + Penalty 247.058775 = -70455.669136 nChanged 94 SP:Iteration 3F (55.070310 sec): 3 clusters Score: Raw -70778.391635 + Penalty 254.581840 = -70523.809795 nChanged 61 SP:Iteration 4Q (55.072825 sec): 3 clusters Score: Raw -70823.975313 + Penalty 260.511101 = -70563.464211 nChanged 39 SP:Iteration 5Q (55.075374 sec): 3 clusters Score: Raw -70851.209567 + Penalty 264.790890 = -70586.418677 nChanged 31 SP:Iteration 6Q (55.077944 sec): 3 clusters Score: Raw -70875.094754 + Penalty 269.543483 = -70605.551271 nChanged 30 SP:Iteration 7Q (55.080465 sec): 3 clusters Score: Raw -70908.928709 + Penalty 273.832636 = -70635.096073 nChanged 24 SP:Iteration 8Q (55.082911 sec): 3 clusters Score: Raw -70934.515953 + Penalty 277.352494 = -70657.163459 nChanged 18 SP:Iteration 9Q (55.085218 sec): 3 clusters Score: Raw -70950.148005 + Penalty 277.476806 = -70672.671200 nChanged 10 SP:Iteration 10F (55.087838 sec): 3 clusters Score: Raw -70956.866200 + Penalty 277.733655 = -70679.132545 nChanged 6 SP:Iteration 11Q (55.090171 sec): 3 clusters Score: Raw -70961.907607 + Penalty 278.837981 = -70683.069626 nChanged 5 SP:Iteration 12Q (55.092396 sec): 3 clusters Score: Raw -70968.231966 + Penalty 276.332565 = -70691.899401 nChanged 6 SP:Iteration 13Q (55.094565 sec): 3 clusters Score: Raw -70974.188617 + Penalty 276.607116 = -70697.581501 nChanged 8 SP:Iteration 14Q (55.096714 sec): 3 clusters Score: Raw -70976.858453 + Penalty 276.158024 = -70700.700430 nChanged 5 SP:Iteration 15Q (55.098864 sec): 3 clusters Score: Raw -70979.055257 + Penalty 274.333225 = -70704.722032 nChanged 4 SP:Iteration 16Q (55.101009 sec): 3 clusters Score: Raw -70981.146468 + Penalty 274.704154 = -70706.442314 nChanged 4 SP:Iteration 17Q (55.103131 sec): 3 clusters Score: Raw -70981.904286 + Penalty 274.157892 = -70707.746394 nChanged 2 SP:Iteration 18Q (55.105246 sec): 3 clusters Score: Raw -70983.244330 + Penalty 274.355421 = -70708.888909 nChanged 5 SP:Iteration 19Q (55.107352 sec): 3 clusters Score: Raw -70986.294910 + Penalty 272.044005 = -70714.250904 nChanged 4 SP:Iteration 20F (55.109875 sec): 3 clusters Score: Raw -70988.799688 + Penalty 268.755144 = -70720.044543 nChanged 3 SP:Iteration 21Q (55.112041 sec): 3 clusters Score: Raw -70989.245897 + Penalty 268.755144 = -70720.490753 nChanged 0 SP:Iteration 22F (55.114576 sec): 3 clusters Score: Raw -70989.245897 + Penalty 268.755144 = -70720.490753 nChanged 0 Memory request: 0.06 GB would take us to total of 0.32 GB. Trying to split cluster 4 (11863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.164097 sec): 2 clusters Score: Raw -621943.919239 + Penalty 62.813858 = -621881.105381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.185541 sec): 3 clusters Score: Raw -613863.538721 + Penalty 124.700460 = -613738.838261 nChanged 5777 SP:Iteration 1F (55.207141 sec): 3 clusters Score: Raw -615879.147826 + Penalty 123.682682 = -615755.465144 nChanged 1800 SP:Iteration 2F (55.228239 sec): 3 clusters Score: Raw -616776.247296 + Penalty 121.294216 = -616654.953079 nChanged 1784 SP:Iteration 3F (55.249312 sec): 3 clusters Score: Raw -618936.723545 + Penalty 115.393078 = -618821.330468 nChanged 1773 SP:Iteration 4F (55.270220 sec): 3 clusters Score: Raw -620883.152250 + Penalty 114.708747 = -620768.443503 nChanged 580 SP:Iteration 5Q (55.291601 sec): 3 clusters Score: Raw -621494.497041 + Penalty 112.924252 = -621381.572789 nChanged 296 SP:Iteration 6Q (55.311932 sec): 3 clusters Score: Raw -621833.931420 + Penalty 115.619488 = -621718.311932 nChanged 89 SP:Iteration 7Q (55.328592 sec): 3 clusters Score: Raw -621954.502151 + Penalty 117.585658 = -621836.916493 nChanged 4 SP:Iteration 8Q (55.344759 sec): 3 clusters Score: Raw -621957.438580 + Penalty 117.585658 = -621839.852922 nChanged 0 SP:Iteration 9F (55.363677 sec): 3 clusters Score: Raw -621957.438580 + Penalty 117.585658 = -621839.852922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.372342 sec): 2 clusters Score: Raw -38899.333317 + Penalty 187.619457 = -38711.713859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.373853 sec): 3 clusters Score: Raw -38455.012071 + Penalty 381.619257 = -38073.392814 nChanged 282 SP:Iteration 1F (55.375363 sec): 3 clusters Score: Raw -38666.091665 + Penalty 402.575288 = -38263.516377 nChanged 134 SP:Iteration 2F (55.376853 sec): 3 clusters Score: Raw -38812.141414 + Penalty 430.863664 = -38381.277750 nChanged 60 SP:Iteration 3F (55.378332 sec): 3 clusters Score: Raw -38881.316474 + Penalty 438.988165 = -38442.328309 nChanged 21 SP:Iteration 4Q (55.379802 sec): 3 clusters Score: Raw -38906.707031 + Penalty 447.247048 = -38459.459983 nChanged 7 SP:Iteration 5Q (55.381289 sec): 3 clusters Score: Raw -38915.269898 + Penalty 446.376192 = -38468.893706 nChanged 2 SP:Iteration 6Q (55.382753 sec): 3 clusters Score: Raw -38919.459669 + Penalty 449.966767 = -38469.492902 nChanged 1 SP:Iteration 7Q (55.384171 sec): 3 clusters Score: Raw -38922.253751 + Penalty 453.332039 = -38468.921712 nChanged 1 SP:Iteration 8F (55.385660 sec): 3 clusters Score: Raw -38925.431741 + Penalty 457.099050 = -38468.332691 nChanged 1 SP:Iteration 9F (55.387117 sec): 3 clusters Score: Raw -38926.120331 + Penalty 457.099050 = -38469.021282 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.394741 sec): 2 clusters Score: Raw -74481.363568 + Penalty 45.156445 = -74436.207123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.397768 sec): 3 clusters Score: Raw -73514.725067 + Penalty 90.143761 = -73424.581305 nChanged 708 SP:Iteration 1F (55.400652 sec): 3 clusters Score: Raw -74046.138410 + Penalty 91.002953 = -73955.135457 nChanged 121 SP:Iteration 2F (55.403384 sec): 3 clusters Score: Raw -74173.748040 + Penalty 91.131840 = -74082.616201 nChanged 82 SP:Iteration 3F (55.406110 sec): 3 clusters Score: Raw -74246.724980 + Penalty 91.559999 = -74155.164981 nChanged 69 SP:Iteration 4Q (55.408744 sec): 3 clusters Score: Raw -74308.921107 + Penalty 92.893503 = -74216.027604 nChanged 66 SP:Iteration 5Q (55.411335 sec): 3 clusters Score: Raw -74370.460620 + Penalty 92.955927 = -74277.504693 nChanged 52 SP:Iteration 6Q (55.413877 sec): 3 clusters Score: Raw -74425.416350 + Penalty 90.796870 = -74334.619480 nChanged 51 SP:Iteration 7Q (55.416339 sec): 3 clusters Score: Raw -74474.728935 + Penalty 88.070630 = -74386.658304 nChanged 21 SP:Iteration 8Q (55.418670 sec): 3 clusters Score: Raw -74496.443886 + Penalty 86.623100 = -74409.820786 nChanged 13 SP:Iteration 9Q (55.420921 sec): 3 clusters Score: Raw -74503.447971 + Penalty 86.802922 = -74416.645050 nChanged 4 SP:Iteration 10F (55.423576 sec): 3 clusters Score: Raw -74504.978995 + Penalty 86.998242 = -74417.980752 nChanged 4 SP:Iteration 11Q (55.425779 sec): 3 clusters Score: Raw -74506.769972 + Penalty 85.928796 = -74420.841176 nChanged 6 SP:Iteration 12Q (55.427938 sec): 3 clusters Score: Raw -74509.488035 + Penalty 85.992901 = -74423.495134 nChanged 4 SP:Iteration 13Q (55.430095 sec): 3 clusters Score: Raw -74510.725736 + Penalty 85.310809 = -74425.414928 nChanged 4 SP:Iteration 14Q (55.432249 sec): 3 clusters Score: Raw -74511.616884 + Penalty 85.257992 = -74426.358892 nChanged 4 SP:Iteration 15Q (55.434390 sec): 3 clusters Score: Raw -74512.404262 + Penalty 85.257992 = -74427.146270 nChanged 0 SP:Iteration 16F (55.436861 sec): 3 clusters Score: Raw -74512.404262 + Penalty 85.257992 = -74427.146270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.444060 sec): 2 clusters Score: Raw -25061.014527 + Penalty 215.010742 = -24846.003785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.445218 sec): 3 clusters Score: Raw -24815.748631 + Penalty 431.606925 = -24384.141705 nChanged 179 SP:Iteration 1F (55.446293 sec): 3 clusters Score: Raw -24934.189372 + Penalty 433.531615 = -24500.657758 nChanged 34 SP:Iteration 2F (55.447346 sec): 3 clusters Score: Raw -24959.623522 + Penalty 433.419817 = -24526.203705 nChanged 23 SP:Iteration 3Q (55.448393 sec): 3 clusters Score: Raw -24976.537878 + Penalty 433.814892 = -24542.722986 nChanged 18 SP:Iteration 4Q (55.449438 sec): 3 clusters Score: Raw -24990.011550 + Penalty 433.949957 = -24556.061593 nChanged 14 SP:Iteration 5Q (55.450481 sec): 3 clusters Score: Raw -25001.423771 + Penalty 433.647952 = -24567.775819 nChanged 11 SP:Iteration 6Q (55.451523 sec): 3 clusters Score: Raw -25009.972700 + Penalty 433.077661 = -24576.895039 nChanged 12 SP:Iteration 7Q (55.452556 sec): 3 clusters Score: Raw -25019.959154 + Penalty 433.666039 = -24586.293115 nChanged 8 SP:Iteration 8Q (55.453581 sec): 3 clusters Score: Raw -25026.968148 + Penalty 433.541450 = -24593.426698 nChanged 4 SP:Iteration 9Q (55.454600 sec): 3 clusters Score: Raw -25027.924043 + Penalty 433.570817 = -24594.353227 nChanged 1 SP:Iteration 10F (55.455650 sec): 3 clusters Score: Raw -25028.826520 + Penalty 432.788655 = -24596.037866 nChanged 2 SP:Iteration 11Q (55.456665 sec): 3 clusters Score: Raw -25029.739703 + Penalty 432.962379 = -24596.777324 nChanged 1 SP:Iteration 12Q (55.457679 sec): 3 clusters Score: Raw -25029.922611 + Penalty 433.260839 = -24596.661772 nChanged 2 SP:Iteration 13F (55.458728 sec): 3 clusters Score: Raw -25030.336462 + Penalty 433.897393 = -24596.439070 nChanged 3 SP:Iteration 14F (55.459776 sec): 3 clusters Score: Raw -25030.935915 + Penalty 433.897393 = -24597.038522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.461407 sec): 2 clusters Score: Raw -21756.429620 + Penalty 241.806843 = -21514.622777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.462324 sec): 3 clusters Score: Raw -21567.512495 + Penalty 484.077130 = -21083.435365 nChanged 135 SP:Iteration 1F (55.463242 sec): 3 clusters Score: Raw -21648.408673 + Penalty 485.379608 = -21163.029065 nChanged 25 SP:Iteration 2F (55.464154 sec): 3 clusters Score: Raw -21664.306384 + Penalty 486.694829 = -21177.611555 nChanged 19 SP:Iteration 3Q (55.465065 sec): 3 clusters Score: Raw -21678.131755 + Penalty 487.881008 = -21190.250747 nChanged 11 SP:Iteration 4Q (55.465974 sec): 3 clusters Score: Raw -21686.700858 + Penalty 488.270964 = -21198.429894 nChanged 8 SP:Iteration 5Q (55.466882 sec): 3 clusters Score: Raw -21694.266555 + Penalty 490.512647 = -21203.753909 nChanged 10 SP:Iteration 6Q (55.467792 sec): 3 clusters Score: Raw -21706.154978 + Penalty 491.684071 = -21214.470907 nChanged 12 SP:Iteration 7Q (55.468698 sec): 3 clusters Score: Raw -21724.209780 + Penalty 495.113203 = -21229.096577 nChanged 12 SP:Iteration 8Q (55.469601 sec): 3 clusters Score: Raw -21738.450913 + Penalty 498.167467 = -21240.283446 nChanged 9 SP:Iteration 9Q (55.470492 sec): 3 clusters Score: Raw -21749.361045 + Penalty 497.946876 = -21251.414169 nChanged 7 SP:Iteration 10F (55.471406 sec): 3 clusters Score: Raw -21757.039691 + Penalty 496.200692 = -21260.839000 nChanged 6 SP:Iteration 11Q (55.472274 sec): 3 clusters Score: Raw -21761.997386 + Penalty 496.528104 = -21265.469282 nChanged 4 SP:Iteration 12Q (55.473129 sec): 3 clusters Score: Raw -21764.199681 + Penalty 496.488861 = -21267.710820 nChanged 4 SP:Iteration 13Q (55.473980 sec): 3 clusters Score: Raw -21767.177549 + Penalty 496.313991 = -21270.863558 nChanged 1 SP:Iteration 14Q (55.474825 sec): 3 clusters Score: Raw -21768.129505 + Penalty 496.257555 = -21271.871950 nChanged 1 SP:Iteration 15Q (55.475667 sec): 3 clusters Score: Raw -21768.288464 + Penalty 496.257555 = -21272.030909 nChanged 0 SP:Iteration 16F (55.476576 sec): 3 clusters Score: Raw -21768.288464 + Penalty 496.257555 = -21272.030909 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 9 (2886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.489522 sec): 2 clusters Score: Raw -151470.378135 + Penalty 56.194016 = -151414.184119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.494928 sec): 3 clusters Score: Raw -149598.555187 + Penalty 113.536618 = -149485.018569 nChanged 1349 SP:Iteration 1F (55.500260 sec): 3 clusters Score: Raw -150693.612020 + Penalty 113.992009 = -150579.620012 nChanged 261 SP:Iteration 2F (55.505664 sec): 3 clusters Score: Raw -150874.257260 + Penalty 114.221613 = -150760.035647 nChanged 165 SP:Iteration 3F (55.510757 sec): 3 clusters Score: Raw -150948.642894 + Penalty 114.669139 = -150833.973756 nChanged 98 SP:Iteration 4Q (55.515789 sec): 3 clusters Score: Raw -150977.562464 + Penalty 114.898839 = -150862.663625 nChanged 66 SP:Iteration 5Q (55.520919 sec): 3 clusters Score: Raw -150995.482082 + Penalty 115.306430 = -150880.175652 nChanged 58 SP:Iteration 6Q (55.525868 sec): 3 clusters Score: Raw -151011.367950 + Penalty 115.521104 = -150895.846846 nChanged 62 SP:Iteration 7Q (55.530788 sec): 3 clusters Score: Raw -151031.157651 + Penalty 115.888809 = -150915.268842 nChanged 58 SP:Iteration 8Q (55.535697 sec): 3 clusters Score: Raw -151048.588470 + Penalty 116.297787 = -150932.290684 nChanged 55 SP:Iteration 9Q (55.540578 sec): 3 clusters Score: Raw -151065.891701 + Penalty 116.922865 = -150948.968836 nChanged 60 SP:Iteration 10F (55.545701 sec): 3 clusters Score: Raw -151085.136835 + Penalty 117.586757 = -150967.550079 nChanged 59 SP:Iteration 11Q (55.550495 sec): 3 clusters Score: Raw -151102.614035 + Penalty 118.157806 = -150984.456229 nChanged 52 SP:Iteration 12Q (55.555255 sec): 3 clusters Score: Raw -151118.104606 + Penalty 118.626308 = -150999.478298 nChanged 55 SP:Iteration 13Q (55.559976 sec): 3 clusters Score: Raw -151137.223511 + Penalty 119.635858 = -151017.587653 nChanged 51 SP:Iteration 14Q (55.564660 sec): 3 clusters Score: Raw -151159.157459 + Penalty 120.810155 = -151038.347305 nChanged 62 SP:Iteration 15Q (55.569288 sec): 3 clusters Score: Raw -151185.155795 + Penalty 122.050025 = -151063.105770 nChanged 50 SP:Iteration 16Q (55.573875 sec): 3 clusters Score: Raw -151207.846533 + Penalty 123.792661 = -151084.053873 nChanged 54 SP:Iteration 17Q (55.578418 sec): 3 clusters Score: Raw -151237.989831 + Penalty 125.186692 = -151112.803139 nChanged 59 SP:Iteration 18Q (55.582919 sec): 3 clusters Score: Raw -151269.939282 + Penalty 125.224474 = -151144.714808 nChanged 55 SP:Iteration 19Q (55.587442 sec): 3 clusters Score: Raw -151301.116737 + Penalty 123.923668 = -151177.193069 nChanged 41 SP:Iteration 20F (55.592503 sec): 3 clusters Score: Raw -151326.928024 + Penalty 122.018590 = -151204.909434 nChanged 35 SP:Iteration 21Q (55.596814 sec): 3 clusters Score: Raw -151350.882741 + Penalty 121.361055 = -151229.521685 nChanged 36 SP:Iteration 22Q (55.601278 sec): 3 clusters Score: Raw -151374.880377 + Penalty 121.241005 = -151253.639372 nChanged 29 SP:Iteration 23Q (55.605547 sec): 3 clusters Score: Raw -151398.049142 + Penalty 122.231372 = -151275.817770 nChanged 31 SP:Iteration 24Q (55.609667 sec): 3 clusters Score: Raw -151423.026444 + Penalty 125.472428 = -151297.554015 nChanged 16 SP:Iteration 25Q (55.613743 sec): 3 clusters Score: Raw -151434.900921 + Penalty 121.751722 = -151313.149199 nChanged 16 SP:Iteration 26Q (55.617790 sec): 3 clusters Score: Raw -151448.036826 + Penalty 120.401111 = -151327.635715 nChanged 9 SP:Iteration 27Q (55.621843 sec): 3 clusters Score: Raw -151456.267732 + Penalty 121.418897 = -151334.848835 nChanged 5 SP:Iteration 28Q (55.625866 sec): 3 clusters Score: Raw -151460.103582 + Penalty 123.650002 = -151336.453580 nChanged 6 SP:Iteration 29Q (55.629858 sec): 3 clusters Score: Raw -151464.477529 + Penalty 121.710599 = -151342.766930 nChanged 5 SP:Iteration 30F (55.634930 sec): 3 clusters Score: Raw -151466.138044 + Penalty 121.273095 = -151344.864949 nChanged 1 SP:Iteration 31Q (55.638935 sec): 3 clusters Score: Raw -151466.634629 + Penalty 121.425877 = -151345.208752 nChanged 3 SP:Iteration 32Q (55.643009 sec): 3 clusters Score: Raw -151467.488379 + Penalty 122.379467 = -151345.108912 nChanged 2 SP:Iteration 33F (55.648117 sec): 3 clusters Score: Raw -151467.529375 + Penalty 122.379467 = -151345.149907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.653597 sec): 2 clusters Score: Raw -31770.139357 + Penalty 130.537303 = -31639.602054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.654912 sec): 3 clusters Score: Raw -31432.111434 + Penalty 272.830480 = -31159.280955 nChanged 256 SP:Iteration 1F (55.656192 sec): 3 clusters Score: Raw -31624.167072 + Penalty 291.567573 = -31332.599498 nChanged 74 SP:Iteration 2F (55.657473 sec): 3 clusters Score: Raw -31690.547079 + Penalty 312.452545 = -31378.094533 nChanged 50 SP:Iteration 3F (55.658728 sec): 3 clusters Score: Raw -31736.331708 + Penalty 333.177628 = -31403.154080 nChanged 33 SP:Iteration 4F (55.659989 sec): 3 clusters Score: Raw -31768.540454 + Penalty 340.533452 = -31428.007002 nChanged 17 SP:Iteration 5Q (55.661268 sec): 3 clusters Score: Raw -31780.207097 + Penalty 345.614188 = -31434.592909 nChanged 12 SP:Iteration 6Q (55.662516 sec): 3 clusters Score: Raw -31794.568487 + Penalty 353.625169 = -31440.943318 nChanged 10 SP:Iteration 7Q (55.663721 sec): 3 clusters Score: Raw -31808.316090 + Penalty 357.301427 = -31451.014664 nChanged 4 SP:Iteration 8Q (55.664879 sec): 3 clusters Score: Raw -31811.232773 + Penalty 353.796155 = -31457.436617 nChanged 4 SP:Iteration 9Q (55.666012 sec): 3 clusters Score: Raw -31814.075411 + Penalty 354.784738 = -31459.290673 nChanged 1 SP:Iteration 10F (55.667290 sec): 3 clusters Score: Raw -31814.275691 + Penalty 354.597036 = -31459.678654 nChanged 1 SP:Iteration 11Q (55.668418 sec): 3 clusters Score: Raw -31814.839428 + Penalty 353.981893 = -31460.857535 nChanged 1 SP:Iteration 12Q (55.669550 sec): 3 clusters Score: Raw -31814.972979 + Penalty 353.981893 = -31460.991086 nChanged 0 SP:Iteration 13F (55.670831 sec): 3 clusters Score: Raw -31814.972979 + Penalty 353.981893 = -31460.991086 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.674906 sec): 2 clusters Score: Raw -38048.481361 + Penalty 121.842607 = -37926.638754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.676427 sec): 3 clusters Score: Raw -37631.354418 + Penalty 243.337675 = -37388.016743 nChanged 304 SP:Iteration 1F (55.677901 sec): 3 clusters Score: Raw -37877.739457 + Penalty 242.576412 = -37635.163045 nChanged 68 SP:Iteration 2F (55.679417 sec): 3 clusters Score: Raw -37915.247075 + Penalty 242.595072 = -37672.652003 nChanged 25 SP:Iteration 3Q (55.680906 sec): 3 clusters Score: Raw -37937.094509 + Penalty 242.485463 = -37694.609045 nChanged 18 SP:Iteration 4Q (55.682386 sec): 3 clusters Score: Raw -37950.130159 + Penalty 242.545561 = -37707.584599 nChanged 16 SP:Iteration 5Q (55.683857 sec): 3 clusters Score: Raw -37966.704043 + Penalty 242.402352 = -37724.301691 nChanged 14 SP:Iteration 6Q (55.685355 sec): 3 clusters Score: Raw -37973.694087 + Penalty 241.814491 = -37731.879596 nChanged 11 SP:Iteration 7Q (55.686829 sec): 3 clusters Score: Raw -37983.874144 + Penalty 241.317091 = -37742.557053 nChanged 17 SP:Iteration 8Q (55.688287 sec): 3 clusters Score: Raw -37988.803714 + Penalty 241.488943 = -37747.314771 nChanged 9 SP:Iteration 9Q (55.689725 sec): 3 clusters Score: Raw -37990.639754 + Penalty 241.600108 = -37749.039647 nChanged 8 SP:Iteration 10F (55.691247 sec): 3 clusters Score: Raw -37992.193353 + Penalty 241.943963 = -37750.249390 nChanged 6 SP:Iteration 11Q (55.692711 sec): 3 clusters Score: Raw -37993.602641 + Penalty 242.035851 = -37751.566790 nChanged 5 SP:Iteration 12Q (55.694200 sec): 3 clusters Score: Raw -37994.588011 + Penalty 242.116197 = -37752.471814 nChanged 6 SP:Iteration 13Q (55.695641 sec): 3 clusters Score: Raw -37995.760852 + Penalty 241.861816 = -37753.899035 nChanged 2 SP:Iteration 14Q (55.697122 sec): 3 clusters Score: Raw -37995.963126 + Penalty 241.907739 = -37754.055387 nChanged 2 SP:Iteration 15Q (55.698578 sec): 3 clusters Score: Raw -37996.029064 + Penalty 242.037141 = -37753.991923 nChanged 1 SP:Iteration 16F (55.700074 sec): 3 clusters Score: Raw -37996.075838 + Penalty 242.056628 = -37754.019210 nChanged 2 SP:Iteration 17Q (55.701587 sec): 3 clusters Score: Raw -37996.192140 + Penalty 242.191401 = -37754.000739 nChanged 2 SP:Iteration 18F (55.703097 sec): 3 clusters Score: Raw -37996.360677 + Penalty 242.343333 = -37754.017344 nChanged 1 SP:Iteration 19Q (55.704582 sec): 3 clusters Score: Raw -37996.386058 + Penalty 241.881176 = -37754.504881 nChanged 2 SP:Iteration 20F (55.706122 sec): 3 clusters Score: Raw -37996.657469 + Penalty 241.710625 = -37754.946844 nChanged 3 SP:Iteration 21Q (55.707595 sec): 3 clusters Score: Raw -37996.993851 + Penalty 241.944082 = -37755.049768 nChanged 3 SP:Iteration 22Q (55.709055 sec): 3 clusters Score: Raw -37997.375451 + Penalty 242.498899 = -37754.876552 nChanged 6 SP:Iteration 23F (55.710534 sec): 3 clusters Score: Raw -37998.244154 + Penalty 242.847643 = -37755.396511 nChanged 5 SP:Iteration 24Q (55.711972 sec): 3 clusters Score: Raw -37999.123583 + Penalty 243.665929 = -37755.457654 nChanged 5 SP:Iteration 25Q (55.713454 sec): 3 clusters Score: Raw -37999.799567 + Penalty 244.327183 = -37755.472383 nChanged 7 SP:Iteration 26Q (55.714913 sec): 3 clusters Score: Raw -38001.579719 + Penalty 245.445606 = -37756.134113 nChanged 10 SP:Iteration 27Q (55.716361 sec): 3 clusters Score: Raw -38004.052115 + Penalty 246.308057 = -37757.744058 nChanged 8 SP:Iteration 28Q (55.717795 sec): 3 clusters Score: Raw -38006.160365 + Penalty 247.246334 = -37758.914031 nChanged 7 SP:Iteration 29Q (55.719253 sec): 3 clusters Score: Raw -38007.297162 + Penalty 247.818700 = -37759.478462 nChanged 9 SP:Iteration 30F (55.720747 sec): 3 clusters Score: Raw -38009.493421 + Penalty 247.806304 = -37761.687117 nChanged 8 SP:Iteration 31Q (55.722202 sec): 3 clusters Score: Raw -38011.569634 + Penalty 249.837921 = -37761.731713 nChanged 5 SP:Iteration 32Q (55.723649 sec): 3 clusters Score: Raw -38012.371980 + Penalty 251.504525 = -37760.867454 nChanged 4 SP:Iteration 33F (55.725114 sec): 3 clusters Score: Raw -38012.967222 + Penalty 253.076519 = -37759.890703 nChanged 5 SP:Iteration 34F (55.726586 sec): 3 clusters Score: Raw -38014.540899 + Penalty 253.274979 = -37761.265920 nChanged 2 SP:Iteration 35Q (55.728012 sec): 3 clusters Score: Raw -38014.650380 + Penalty 253.659458 = -37760.990923 nChanged 1 SP:Iteration 36F (55.729529 sec): 3 clusters Score: Raw -38014.712124 + Penalty 254.051176 = -37760.660948 nChanged 1 SP:Iteration 37F (55.731024 sec): 3 clusters Score: Raw -38014.756460 + Penalty 253.853203 = -37760.903257 nChanged 1 SP:Iteration 38Q (55.732468 sec): 3 clusters Score: Raw -38014.869763 + Penalty 253.853203 = -37761.016560 nChanged 0 SP:Iteration 39F (55.733938 sec): 3 clusters Score: Raw -38014.869763 + Penalty 253.853203 = -37761.016560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.735419 sec): 2 clusters Score: Raw -5513.359657 + Penalty 259.809412 = -5253.550245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.735831 sec): 3 clusters Score: Raw -5520.506371 + Penalty 534.711779 = -4985.794591 nChanged 22 SP:Iteration 1F (55.736234 sec): 3 clusters Score: Raw -5552.133608 + Penalty 553.580863 = -4998.552745 nChanged 7 SP:Iteration 2F (55.736634 sec): 3 clusters Score: Raw -5562.649244 + Penalty 558.574717 = -5004.074527 nChanged 3 SP:Iteration 3Q (55.737020 sec): 3 clusters Score: Raw -5566.385784 + Penalty 564.348126 = -5002.037658 nChanged 1 SP:Iteration 4F (55.737447 sec): 3 clusters Score: Raw -5567.722796 + Penalty 570.320360 = -4997.402436 nChanged 1 SP:Iteration 5F (55.737848 sec): 3 clusters Score: Raw -5573.135484 + Penalty 570.320360 = -5002.815125 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 13 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.740158 sec): 2 clusters Score: Raw -39821.431096 + Penalty 49.071903 = -39772.359194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.741617 sec): 3 clusters Score: Raw -39387.218759 + Penalty 112.118864 = -39275.099895 nChanged 319 SP:Iteration 1F (55.743045 sec): 3 clusters Score: Raw -39722.847464 + Penalty 126.707837 = -39596.139626 nChanged 51 SP:Iteration 2F (55.744466 sec): 3 clusters Score: Raw -39786.155916 + Penalty 133.008306 = -39653.147611 nChanged 20 SP:Iteration 3Q (55.745899 sec): 3 clusters Score: Raw -39815.760809 + Penalty 164.301833 = -39651.458977 nChanged 16 SP:Iteration 4F (55.747344 sec): 3 clusters Score: Raw -39831.014787 + Penalty 204.556663 = -39626.458124 nChanged 7 SP:Iteration 5F (55.748784 sec): 3 clusters Score: Raw -39838.674636 + Penalty 254.675735 = -39583.998902 nChanged 3 SP:Iteration 6F (55.750204 sec): 3 clusters Score: Raw -39840.918268 + Penalty 254.675735 = -39586.242533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.751575 sec): 2 clusters Score: Raw -10552.449681 + Penalty 279.066129 = -10273.383553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.752129 sec): 3 clusters Score: Raw -10500.659925 + Penalty 567.997007 = -9932.662918 nChanged 45 SP:Iteration 1F (55.752681 sec): 3 clusters Score: Raw -10546.143905 + Penalty 574.614457 = -9971.529448 nChanged 14 SP:Iteration 2F (55.753224 sec): 3 clusters Score: Raw -10572.013638 + Penalty 581.409159 = -9990.604479 nChanged 13 SP:Iteration 3F (55.753768 sec): 3 clusters Score: Raw -10593.490430 + Penalty 586.693886 = -10006.796543 nChanged 4 SP:Iteration 4Q (55.754301 sec): 3 clusters Score: Raw -10599.304497 + Penalty 586.693886 = -10012.610611 nChanged 0 SP:Iteration 5F (55.754844 sec): 3 clusters Score: Raw -10599.304497 + Penalty 586.693886 = -10012.610611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.756018 sec): 2 clusters Score: Raw -8254.577719 + Penalty 103.045596 = -8151.532123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.756560 sec): 3 clusters Score: Raw -8233.226857 + Penalty 213.930094 = -8019.296764 nChanged 66 SP:Iteration 1F (55.757096 sec): 3 clusters Score: Raw -8311.719377 + Penalty 228.317117 = -8083.402259 nChanged 19 SP:Iteration 2F (55.757631 sec): 3 clusters Score: Raw -8349.505518 + Penalty 233.153034 = -8116.352485 nChanged 7 SP:Iteration 3Q (55.758130 sec): 3 clusters Score: Raw -8363.791576 + Penalty 237.221526 = -8126.570050 nChanged 2 SP:Iteration 4Q (55.758618 sec): 3 clusters Score: Raw -8366.496211 + Penalty 256.755769 = -8109.740442 nChanged 8 SP:Iteration 5F (55.759150 sec): 3 clusters Score: Raw -8382.774039 + Penalty 311.047089 = -8071.726950 nChanged 12 SP:Iteration 6F (55.759685 sec): 3 clusters Score: Raw -8404.685930 + Penalty 322.490021 = -8082.195909 nChanged 3 SP:Iteration 7Q (55.760168 sec): 3 clusters Score: Raw -8414.136130 + Penalty 323.920770 = -8090.215360 nChanged 1 SP:Iteration 8Q (55.760642 sec): 3 clusters Score: Raw -8415.945630 + Penalty 323.920770 = -8092.024860 nChanged 0 SP:Iteration 9F (55.761174 sec): 3 clusters Score: Raw -8415.945630 + Penalty 323.920770 = -8092.024860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.762979 sec): 2 clusters Score: Raw -26481.603743 + Penalty 47.932870 = -26433.670873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.764080 sec): 3 clusters Score: Raw -26180.078273 + Penalty 100.091563 = -26079.986710 nChanged 228 SP:Iteration 1F (55.765166 sec): 3 clusters Score: Raw -26458.261018 + Penalty 103.198068 = -26355.062950 nChanged 51 SP:Iteration 2F (55.766245 sec): 3 clusters Score: Raw -26514.885592 + Penalty 106.121234 = -26408.764357 nChanged 19 SP:Iteration 3Q (55.767259 sec): 3 clusters Score: Raw -26529.664208 + Penalty 108.379546 = -26421.284661 nChanged 10 SP:Iteration 4Q (55.768239 sec): 3 clusters Score: Raw -26536.397123 + Penalty 108.872799 = -26427.524324 nChanged 7 SP:Iteration 5Q (55.769214 sec): 3 clusters Score: Raw -26541.067309 + Penalty 109.206139 = -26431.861170 nChanged 2 SP:Iteration 6Q (55.770167 sec): 3 clusters Score: Raw -26541.690232 + Penalty 108.798592 = -26432.891640 nChanged 2 SP:Iteration 7Q (55.771131 sec): 3 clusters Score: Raw -26545.129599 + Penalty 108.189887 = -26436.939712 nChanged 2 SP:Iteration 8Q (55.772090 sec): 3 clusters Score: Raw -26553.168377 + Penalty 107.000471 = -26446.167906 nChanged 5 SP:Iteration 9Q (55.773045 sec): 3 clusters Score: Raw -26566.397933 + Penalty 106.356018 = -26460.041915 nChanged 4 SP:Iteration 10F (55.774121 sec): 3 clusters Score: Raw -26570.852807 + Penalty 105.783821 = -26465.068986 nChanged 3 SP:Iteration 11Q (55.775126 sec): 3 clusters Score: Raw -26576.873866 + Penalty 104.923899 = -26471.949967 nChanged 4 SP:Iteration 12Q (55.776128 sec): 3 clusters Score: Raw -26579.102582 + Penalty 104.880333 = -26474.222250 nChanged 1 SP:Iteration 13Q (55.777129 sec): 3 clusters Score: Raw -26579.491712 + Penalty 104.504700 = -26474.987012 nChanged 2 SP:Iteration 14Q (55.778130 sec): 3 clusters Score: Raw -26580.430512 + Penalty 104.458736 = -26475.971776 nChanged 2 SP:Iteration 15Q (55.779134 sec): 3 clusters Score: Raw -26581.605470 + Penalty 104.458736 = -26477.146735 nChanged 0 SP:Iteration 16F (55.780210 sec): 3 clusters Score: Raw -26581.605470 + Penalty 104.458736 = -26477.146735 nChanged 0 Score: Raw -1437889.723579 + Penalty 9069.605880 = -1428820.117699 Splitting cluster 16 changes total score from -1413985.901846 to -1428820.117699 So it's getting split into cluster 23. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.251772 sec): 2 clusters Score: Raw -73151.240467 + Penalty 43.722981 = -73107.517486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.254704 sec): 3 clusters Score: Raw -72193.776663 + Penalty 90.553025 = -72103.223638 nChanged 700 SP:Iteration 1F (56.257671 sec): 3 clusters Score: Raw -72975.959546 + Penalty 90.247174 = -72885.712372 nChanged 80 SP:Iteration 2F (56.260646 sec): 3 clusters Score: Raw -73022.909332 + Penalty 89.633062 = -72933.276270 nChanged 36 SP:Iteration 3Q (56.263547 sec): 3 clusters Score: Raw -73048.968353 + Penalty 90.576901 = -72958.391452 nChanged 37 SP:Iteration 4Q (56.266411 sec): 3 clusters Score: Raw -73083.281405 + Penalty 90.614180 = -72992.667224 nChanged 31 SP:Iteration 5Q (56.269154 sec): 3 clusters Score: Raw -73108.834854 + Penalty 90.129766 = -73018.705088 nChanged 20 SP:Iteration 6Q (56.271837 sec): 3 clusters Score: Raw -73123.066106 + Penalty 90.448198 = -73032.617909 nChanged 14 SP:Iteration 7Q (56.274475 sec): 3 clusters Score: Raw -73130.138737 + Penalty 90.949785 = -73039.188953 nChanged 16 SP:Iteration 8Q (56.277089 sec): 3 clusters Score: Raw -73136.650712 + Penalty 90.779164 = -73045.871548 nChanged 14 SP:Iteration 9Q (56.279683 sec): 3 clusters Score: Raw -73142.302609 + Penalty 90.917869 = -73051.384740 nChanged 8 SP:Iteration 10F (56.282628 sec): 3 clusters Score: Raw -73143.879025 + Penalty 90.795757 = -73053.083268 nChanged 3 SP:Iteration 11Q (56.285195 sec): 3 clusters Score: Raw -73144.367924 + Penalty 91.018489 = -73053.349435 nChanged 3 SP:Iteration 12Q (56.287801 sec): 3 clusters Score: Raw -73145.463604 + Penalty 90.528936 = -73054.934667 nChanged 4 SP:Iteration 13Q (56.290372 sec): 3 clusters Score: Raw -73146.477877 + Penalty 90.766525 = -73055.711353 nChanged 4 SP:Iteration 14Q (56.293015 sec): 3 clusters Score: Raw -73148.076598 + Penalty 91.155673 = -73056.920925 nChanged 7 SP:Iteration 15Q (56.295630 sec): 3 clusters Score: Raw -73150.884221 + Penalty 91.422623 = -73059.461598 nChanged 3 SP:Iteration 16Q (56.298197 sec): 3 clusters Score: Raw -73151.793238 + Penalty 91.676539 = -73060.116699 nChanged 4 SP:Iteration 17Q (56.300762 sec): 3 clusters Score: Raw -73152.567975 + Penalty 91.874023 = -73060.693952 nChanged 2 SP:Iteration 18Q (56.303312 sec): 3 clusters Score: Raw -73152.876565 + Penalty 91.874023 = -73061.002542 nChanged 0 SP:Iteration 19F (56.306255 sec): 3 clusters Score: Raw -73152.876565 + Penalty 91.874023 = -73061.002542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.307661 sec): 2 clusters Score: Raw -8222.931633 + Penalty 91.288373 = -8131.643259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.308190 sec): 3 clusters Score: Raw -8154.741311 + Penalty 181.629012 = -7973.112299 nChanged 64 SP:Iteration 1F (56.308705 sec): 3 clusters Score: Raw -8234.813912 + Penalty 182.587966 = -8052.225946 nChanged 13 SP:Iteration 2F (56.309214 sec): 3 clusters Score: Raw -8256.647996 + Penalty 184.300692 = -8072.347304 nChanged 14 SP:Iteration 3F (56.309720 sec): 3 clusters Score: Raw -8301.998455 + Penalty 186.032453 = -8115.966002 nChanged 7 SP:Iteration 4Q (56.310203 sec): 3 clusters Score: Raw -8319.336629 + Penalty 187.202891 = -8132.133738 nChanged 6 SP:Iteration 5Q (56.310683 sec): 3 clusters Score: Raw -8345.832556 + Penalty 185.617909 = -8160.214647 nChanged 5 SP:Iteration 6Q (56.311159 sec): 3 clusters Score: Raw -8372.291244 + Penalty 185.027912 = -8187.263332 nChanged 4 SP:Iteration 7Q (56.311651 sec): 3 clusters Score: Raw -8380.434585 + Penalty 184.063469 = -8196.371116 nChanged 4 SP:Iteration 8Q (56.312130 sec): 3 clusters Score: Raw -8385.437844 + Penalty 184.063469 = -8201.374375 nChanged 0 SP:Iteration 9F (56.312654 sec): 3 clusters Score: Raw -8385.437844 + Penalty 184.063469 = -8201.374375 nChanged 0 Score: Raw -1438052.215869 + Penalty 9256.824637 = -1428795.391232 Splitting cluster 18 changes total score from -1413985.901846 to -1428795.391232 So it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.788055 sec): 2 clusters Score: Raw -5590.429111 + Penalty 49.514181 = -5540.914930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.788519 sec): 3 clusters Score: Raw -5546.462126 + Penalty 126.245396 = -5420.216730 nChanged 43 SP:Iteration 1F (56.788949 sec): 3 clusters Score: Raw -5612.696336 + Penalty 137.678261 = -5475.018074 nChanged 7 SP:Iteration 2F (56.789376 sec): 3 clusters Score: Raw -5633.541226 + Penalty 143.752732 = -5489.788494 nChanged 1 SP:Iteration 3Q (56.789754 sec): 3 clusters Score: Raw -5638.304213 + Penalty 151.082845 = -5487.221369 nChanged 1 SP:Iteration 4F (56.790179 sec): 3 clusters Score: Raw -5654.103017 + Penalty 151.082845 = -5503.020172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.791428 sec): 2 clusters Score: Raw -9386.528122 + Penalty 36.284297 = -9350.243825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.791960 sec): 3 clusters Score: Raw -9285.026602 + Penalty 71.089374 = -9213.937228 nChanged 77 SP:Iteration 1F (56.792456 sec): 3 clusters Score: Raw -9328.027456 + Penalty 71.256236 = -9256.771219 nChanged 17 SP:Iteration 2F (56.792952 sec): 3 clusters Score: Raw -9347.141048 + Penalty 72.990111 = -9274.150937 nChanged 17 SP:Iteration 3F (56.793485 sec): 3 clusters Score: Raw -9369.702152 + Penalty 72.900626 = -9296.801526 nChanged 13 SP:Iteration 4F (56.793974 sec): 3 clusters Score: Raw -9387.263421 + Penalty 74.336816 = -9312.926605 nChanged 3 SP:Iteration 5Q (56.794427 sec): 3 clusters Score: Raw -9392.002014 + Penalty 72.425251 = -9319.576762 nChanged 1 SP:Iteration 6Q (56.794865 sec): 3 clusters Score: Raw -9393.602547 + Penalty 71.021481 = -9322.581067 nChanged 1 SP:Iteration 7Q (56.795301 sec): 3 clusters Score: Raw -9395.194608 + Penalty 69.984684 = -9325.209924 nChanged 1 SP:Iteration 8Q (56.795735 sec): 3 clusters Score: Raw -9396.668895 + Penalty 69.530705 = -9327.138190 nChanged 1 SP:Iteration 9Q (56.796172 sec): 3 clusters Score: Raw -9397.362078 + Penalty 69.530705 = -9327.831372 nChanged 0 SP:Iteration 10F (56.796650 sec): 3 clusters Score: Raw -9397.362078 + Penalty 69.530705 = -9327.831372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.798430 sec): 2 clusters Score: Raw -17578.364340 + Penalty 231.477777 = -17346.886563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.799238 sec): 3 clusters Score: Raw -17425.086613 + Penalty 464.884952 = -16960.201660 nChanged 109 SP:Iteration 1F (56.800032 sec): 3 clusters Score: Raw -17501.293706 + Penalty 473.869488 = -17027.424218 nChanged 34 SP:Iteration 2F (56.800846 sec): 3 clusters Score: Raw -17533.118616 + Penalty 498.566247 = -17034.552368 nChanged 32 SP:Iteration 3F (56.801641 sec): 3 clusters Score: Raw -17574.124123 + Penalty 531.431155 = -17042.692968 nChanged 25 SP:Iteration 4F (56.802436 sec): 3 clusters Score: Raw -17607.349871 + Penalty 554.665591 = -17052.684280 nChanged 12 SP:Iteration 5Q (56.803234 sec): 3 clusters Score: Raw -17626.119827 + Penalty 566.219783 = -17059.900044 nChanged 7 SP:Iteration 6Q (56.803999 sec): 3 clusters Score: Raw -17641.038517 + Penalty 566.219783 = -17074.818734 nChanged 0 SP:Iteration 7F (56.804858 sec): 3 clusters Score: Raw -17641.038517 + Penalty 566.219783 = -17074.818734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.805903 sec): 2 clusters Score: Raw -3568.528252 + Penalty 39.675305 = -3528.852946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.806229 sec): 3 clusters Score: Raw -3546.127113 + Penalty 84.712431 = -3461.414683 nChanged 22 SP:Iteration 1F (56.806568 sec): 3 clusters Score: Raw -3567.181994 + Penalty 87.594374 = -3479.587620 nChanged 3 SP:Iteration 2Q (56.806904 sec): 3 clusters Score: Raw -3568.636600 + Penalty 87.594374 = -3481.042226 nChanged 0 SP:Iteration 3F (56.807239 sec): 3 clusters Score: Raw -3568.636600 + Penalty 87.594374 = -3481.042226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.808350 sec): 2 clusters Score: Raw -5245.147421 + Penalty 169.974231 = -5075.173190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.808806 sec): 3 clusters Score: Raw -5293.570880 + Penalty 394.953301 = -4898.617579 nChanged 38 SP:Iteration 1F (56.809278 sec): 3 clusters Score: Raw -5412.873524 + Penalty 399.084681 = -5013.788843 nChanged 8 SP:Iteration 2F (56.809749 sec): 3 clusters Score: Raw -5441.213386 + Penalty 396.528178 = -5044.685208 nChanged 3 SP:Iteration 3Q (56.810174 sec): 3 clusters Score: Raw -5449.034026 + Penalty 396.528178 = -5052.505848 nChanged 0 SP:Iteration 4F (56.810644 sec): 3 clusters Score: Raw -5449.034026 + Penalty 396.528178 = -5052.505848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.812688 sec): 2 clusters Score: Raw -14058.882819 + Penalty 41.971885 = -14016.910934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.813422 sec): 3 clusters Score: Raw -13914.906325 + Penalty 84.437575 = -13830.468750 nChanged 116 SP:Iteration 1F (56.814097 sec): 3 clusters Score: Raw -14012.349923 + Penalty 85.214412 = -13927.135511 nChanged 23 SP:Iteration 2F (56.814828 sec): 3 clusters Score: Raw -14045.532470 + Penalty 85.641299 = -13959.891171 nChanged 14 SP:Iteration 3F (56.815524 sec): 3 clusters Score: Raw -14058.885249 + Penalty 85.646380 = -13973.238869 nChanged 2 SP:Iteration 4Q (56.816174 sec): 3 clusters Score: Raw -14059.063951 + Penalty 85.578438 = -13973.485514 nChanged 1 SP:Iteration 5Q (56.816823 sec): 3 clusters Score: Raw -14059.118817 + Penalty 85.436204 = -13973.682613 nChanged 1 SP:Iteration 6Q (56.817473 sec): 3 clusters Score: Raw -14059.196335 + Penalty 85.299793 = -13973.896542 nChanged 1 SP:Iteration 7Q (56.818107 sec): 3 clusters Score: Raw -14059.307726 + Penalty 85.296061 = -13974.011665 nChanged 1 SP:Iteration 8Q (56.818771 sec): 3 clusters Score: Raw -14059.391819 + Penalty 85.296061 = -13974.095759 nChanged 0 SP:Iteration 9F (56.819466 sec): 3 clusters Score: Raw -14059.391819 + Penalty 85.296061 = -13974.095759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.820896 sec): 2 clusters Score: Raw -8523.840763 + Penalty 217.023066 = -8306.817697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.821401 sec): 3 clusters Score: Raw -8454.446240 + Penalty 433.259456 = -8021.186784 nChanged 43 SP:Iteration 1F (56.821900 sec): 3 clusters Score: Raw -8484.508276 + Penalty 437.391284 = -8047.116992 nChanged 17 SP:Iteration 2F (56.822384 sec): 3 clusters Score: Raw -8504.750820 + Penalty 441.382018 = -8063.368802 nChanged 12 SP:Iteration 3F (56.822866 sec): 3 clusters Score: Raw -8514.205806 + Penalty 446.011440 = -8068.194366 nChanged 10 SP:Iteration 4F (56.823370 sec): 3 clusters Score: Raw -8524.647666 + Penalty 455.182666 = -8069.465000 nChanged 9 SP:Iteration 5F (56.823856 sec): 3 clusters Score: Raw -8533.335134 + Penalty 462.128365 = -8071.206769 nChanged 4 SP:Iteration 6Q (56.824335 sec): 3 clusters Score: Raw -8535.816962 + Penalty 464.017486 = -8071.799475 nChanged 2 SP:Iteration 7Q (56.824814 sec): 3 clusters Score: Raw -8536.718213 + Penalty 469.336177 = -8067.382036 nChanged 3 SP:Iteration 8F (56.825294 sec): 3 clusters Score: Raw -8541.044441 + Penalty 480.520458 = -8060.523983 nChanged 6 SP:Iteration 9F (56.825776 sec): 3 clusters Score: Raw -8549.563120 + Penalty 490.167644 = -8059.395476 nChanged 4 SP:Iteration 10F (56.826257 sec): 3 clusters Score: Raw -8555.733678 + Penalty 504.861760 = -8050.871918 nChanged 4 SP:Iteration 11F (56.826739 sec): 3 clusters Score: Raw -8571.894783 + Penalty 509.783138 = -8062.111645 nChanged 1 SP:Iteration 12Q (56.827179 sec): 3 clusters Score: Raw -8577.452131 + Penalty 509.783138 = -8067.668993 nChanged 0 SP:Iteration 13F (56.827671 sec): 3 clusters Score: Raw -8577.452131 + Penalty 509.783138 = -8067.668993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.828998 sec): 2 clusters Score: Raw -8389.476487 + Penalty 361.715220 = -8027.761268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.829573 sec): 3 clusters Score: Raw -8394.913938 + Penalty 715.255989 = -7679.657949 nChanged 40 SP:Iteration 1F (56.830138 sec): 3 clusters Score: Raw -8459.231910 + Penalty 720.486958 = -7738.744952 nChanged 18 SP:Iteration 2F (56.830703 sec): 3 clusters Score: Raw -8496.446331 + Penalty 724.456724 = -7771.989606 nChanged 11 SP:Iteration 3F (56.831262 sec): 3 clusters Score: Raw -8525.702278 + Penalty 726.015397 = -7799.686881 nChanged 5 SP:Iteration 4Q (56.831783 sec): 3 clusters Score: Raw -8535.512875 + Penalty 723.139644 = -7812.373232 nChanged 4 SP:Iteration 5Q (56.832319 sec): 3 clusters Score: Raw -8541.232226 + Penalty 723.361421 = -7817.870804 nChanged 1 SP:Iteration 6Q (56.832819 sec): 3 clusters Score: Raw -8544.512529 + Penalty 723.361421 = -7821.151108 nChanged 0 SP:Iteration 7F (56.833363 sec): 3 clusters Score: Raw -8544.512529 + Penalty 723.361421 = -7821.151108 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 47 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.837366 sec): 2 clusters Score: Raw -53793.186957 + Penalty 39.760625 = -53753.426332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.839342 sec): 3 clusters Score: Raw -53159.141244 + Penalty 80.515696 = -53078.625548 nChanged 461 SP:Iteration 1F (56.841232 sec): 3 clusters Score: Raw -53481.715990 + Penalty 79.837605 = -53401.878385 nChanged 80 SP:Iteration 2F (56.843125 sec): 3 clusters Score: Raw -53537.565217 + Penalty 79.983861 = -53457.581356 nChanged 67 SP:Iteration 3F (56.845015 sec): 3 clusters Score: Raw -53595.070331 + Penalty 80.892541 = -53514.177790 nChanged 71 SP:Iteration 4F (56.846902 sec): 3 clusters Score: Raw -53668.862470 + Penalty 82.014687 = -53586.847783 nChanged 64 SP:Iteration 5F (56.848794 sec): 3 clusters Score: Raw -53741.669088 + Penalty 82.893107 = -53658.775980 nChanged 31 SP:Iteration 6Q (56.850539 sec): 3 clusters Score: Raw -53778.472427 + Penalty 82.321555 = -53696.150871 nChanged 12 SP:Iteration 7Q (56.852177 sec): 3 clusters Score: Raw -53796.803235 + Penalty 82.366922 = -53714.436313 nChanged 13 SP:Iteration 8Q (56.853778 sec): 3 clusters Score: Raw -53806.165791 + Penalty 82.443720 = -53723.722071 nChanged 7 SP:Iteration 9Q (56.855360 sec): 3 clusters Score: Raw -53807.770171 + Penalty 82.068448 = -53725.701723 nChanged 4 SP:Iteration 10F (56.857246 sec): 3 clusters Score: Raw -53809.050486 + Penalty 82.068448 = -53726.982038 nChanged 6 SP:Iteration 11Q (56.858816 sec): 3 clusters Score: Raw -53809.817685 + Penalty 82.078758 = -53727.738927 nChanged 2 SP:Iteration 12Q (56.860384 sec): 3 clusters Score: Raw -53810.207925 + Penalty 82.272994 = -53727.934931 nChanged 2 SP:Iteration 13Q (56.861951 sec): 3 clusters Score: Raw -53810.431571 + Penalty 82.272994 = -53728.158576 nChanged 0 SP:Iteration 14F (56.863893 sec): 3 clusters Score: Raw -53810.431571 + Penalty 82.272994 = -53728.158576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.865876 sec): 2 clusters Score: Raw -12683.664774 + Penalty 117.480746 = -12566.184028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.866520 sec): 3 clusters Score: Raw -12591.797697 + Penalty 238.971256 = -12352.826441 nChanged 81 SP:Iteration 1F (56.867137 sec): 3 clusters Score: Raw -12687.942680 + Penalty 246.238440 = -12441.704240 nChanged 19 SP:Iteration 2F (56.867751 sec): 3 clusters Score: Raw -12699.573186 + Penalty 251.998577 = -12447.574608 nChanged 8 SP:Iteration 3Q (56.868386 sec): 3 clusters Score: Raw -12717.099083 + Penalty 262.886457 = -12454.212626 nChanged 11 SP:Iteration 4Q (56.869003 sec): 3 clusters Score: Raw -12734.480053 + Penalty 271.606976 = -12462.873078 nChanged 7 SP:Iteration 5Q (56.869608 sec): 3 clusters Score: Raw -12745.826097 + Penalty 289.100546 = -12456.725551 nChanged 9 SP:Iteration 6F (56.870238 sec): 3 clusters Score: Raw -12759.992279 + Penalty 306.186411 = -12453.805868 nChanged 6 SP:Iteration 7F (56.870867 sec): 3 clusters Score: Raw -12765.073868 + Penalty 317.421496 = -12447.652372 nChanged 3 SP:Iteration 8F (56.871497 sec): 3 clusters Score: Raw -12765.244952 + Penalty 317.421496 = -12447.823456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.872614 sec): 2 clusters Score: Raw -1981.296806 + Penalty 355.893663 = -1625.403143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.872957 sec): 3 clusters Score: Raw -2074.091354 + Penalty 712.209473 = -1361.881881 nChanged 6 SP:Iteration 1F (56.873265 sec): 3 clusters Score: Raw -2102.219130 + Penalty 716.480674 = -1385.738456 nChanged 3 SP:Iteration 2F (56.873572 sec): 3 clusters Score: Raw -2123.093148 + Penalty 721.780904 = -1401.312244 nChanged 1 SP:Iteration 3Q (56.873869 sec): 3 clusters Score: Raw -2132.812052 + Penalty 721.780904 = -1411.031148 nChanged 0 SP:Iteration 4F (56.874180 sec): 3 clusters Score: Raw -2132.812052 + Penalty 721.780904 = -1411.031148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.875312 sec): 2 clusters Score: Raw -2793.435402 + Penalty 41.212772 = -2752.222630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.875627 sec): 3 clusters Score: Raw -2774.482720 + Penalty 82.684713 = -2691.798007 nChanged 18 SP:Iteration 1F (56.875943 sec): 3 clusters Score: Raw -2788.379409 + Penalty 83.295343 = -2705.084066 nChanged 4 SP:Iteration 2F (56.876253 sec): 3 clusters Score: Raw -2791.222648 + Penalty 83.295343 = -2707.927305 nChanged 2 SP:Iteration 3Q (56.876564 sec): 3 clusters Score: Raw -2791.694604 + Penalty 84.336584 = -2707.358019 nChanged 2 SP:Iteration 4F (56.876877 sec): 3 clusters Score: Raw -2793.714199 + Penalty 86.790186 = -2706.924013 nChanged 4 SP:Iteration 5F (56.877189 sec): 3 clusters Score: Raw -2797.289325 + Penalty 88.115026 = -2709.174300 nChanged 2 SP:Iteration 6Q (56.877495 sec): 3 clusters Score: Raw -2799.418895 + Penalty 88.115026 = -2711.303869 nChanged 0 SP:Iteration 7F (56.877813 sec): 3 clusters Score: Raw -2799.418895 + Penalty 88.115026 = -2711.303869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.879415 sec): 2 clusters Score: Raw -21113.155086 + Penalty 42.636485 = -21070.518601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.880368 sec): 3 clusters Score: Raw -20879.778418 + Penalty 85.296730 = -20794.481688 nChanged 175 SP:Iteration 1F (56.881307 sec): 3 clusters Score: Raw -20989.297810 + Penalty 85.923513 = -20903.374297 nChanged 21 SP:Iteration 2F (56.882224 sec): 3 clusters Score: Raw -21003.643672 + Penalty 86.180599 = -20917.463073 nChanged 23 SP:Iteration 3F (56.883122 sec): 3 clusters Score: Raw -21030.866799 + Penalty 86.565021 = -20944.301778 nChanged 25 SP:Iteration 4F (56.884020 sec): 3 clusters Score: Raw -21061.214776 + Penalty 86.689402 = -20974.525374 nChanged 20 SP:Iteration 5Q (56.884894 sec): 3 clusters Score: Raw -21076.134402 + Penalty 86.855467 = -20989.278935 nChanged 8 SP:Iteration 6Q (56.885746 sec): 3 clusters Score: Raw -21078.932819 + Penalty 86.807561 = -20992.125258 nChanged 4 SP:Iteration 7Q (56.886595 sec): 3 clusters Score: Raw -21080.406753 + Penalty 86.966000 = -20993.440753 nChanged 2 SP:Iteration 8Q (56.887441 sec): 3 clusters Score: Raw -21081.148835 + Penalty 86.637697 = -20994.511138 nChanged 4 SP:Iteration 9Q (56.888285 sec): 3 clusters Score: Raw -21082.341004 + Penalty 86.799554 = -20995.541451 nChanged 2 SP:Iteration 10F (56.889181 sec): 3 clusters Score: Raw -21083.265430 + Penalty 86.647722 = -20996.617709 nChanged 5 SP:Iteration 11Q (56.890021 sec): 3 clusters Score: Raw -21085.432215 + Penalty 86.840283 = -20998.591932 nChanged 3 SP:Iteration 12Q (56.890856 sec): 3 clusters Score: Raw -21086.377118 + Penalty 87.241623 = -20999.135495 nChanged 5 SP:Iteration 13Q (56.891692 sec): 3 clusters Score: Raw -21087.313654 + Penalty 87.343061 = -20999.970593 nChanged 2 SP:Iteration 14Q (56.892521 sec): 3 clusters Score: Raw -21087.749885 + Penalty 86.829468 = -21000.920417 nChanged 1 SP:Iteration 15Q (56.893348 sec): 3 clusters Score: Raw -21088.020953 + Penalty 86.856836 = -21001.164117 nChanged 2 SP:Iteration 16Q (56.894201 sec): 3 clusters Score: Raw -21088.562226 + Penalty 86.944211 = -21001.618015 nChanged 1 SP:Iteration 17Q (56.895027 sec): 3 clusters Score: Raw -21088.671191 + Penalty 86.836838 = -21001.834354 nChanged 1 SP:Iteration 18Q (56.895852 sec): 3 clusters Score: Raw -21088.803745 + Penalty 86.836838 = -21001.966908 nChanged 0 SP:Iteration 19F (56.896746 sec): 3 clusters Score: Raw -21088.803745 + Penalty 86.836838 = -21001.966908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 80 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.899555 sec): 2 clusters Score: Raw -50867.770087 + Penalty 111.584961 = -50756.185126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.901355 sec): 3 clusters Score: Raw -50344.756524 + Penalty 221.923523 = -50122.833001 nChanged 381 SP:Iteration 1F (56.903084 sec): 3 clusters Score: Raw -50695.164148 + Penalty 222.622858 = -50472.541290 nChanged 89 SP:Iteration 2F (56.904810 sec): 3 clusters Score: Raw -50757.606740 + Penalty 222.803057 = -50534.803683 nChanged 57 SP:Iteration 3F (56.906533 sec): 3 clusters Score: Raw -50788.260095 + Penalty 223.468502 = -50564.791593 nChanged 22 SP:Iteration 4Q (56.908245 sec): 3 clusters Score: Raw -50798.583433 + Penalty 223.476880 = -50575.106553 nChanged 8 SP:Iteration 5Q (56.909954 sec): 3 clusters Score: Raw -50800.572612 + Penalty 223.733133 = -50576.839479 nChanged 10 SP:Iteration 6Q (56.911664 sec): 3 clusters Score: Raw -50803.171800 + Penalty 223.928080 = -50579.243720 nChanged 5 SP:Iteration 7Q (56.913371 sec): 3 clusters Score: Raw -50803.931502 + Penalty 223.932481 = -50579.999021 nChanged 3 SP:Iteration 8Q (56.915079 sec): 3 clusters Score: Raw -50803.970486 + Penalty 223.972919 = -50579.997567 nChanged 2 SP:Iteration 9F (56.916799 sec): 3 clusters Score: Raw -50804.786131 + Penalty 224.035022 = -50580.751110 nChanged 2 SP:Iteration 10F (56.918565 sec): 3 clusters Score: Raw -50804.868336 + Penalty 224.101758 = -50580.766578 nChanged 2 SP:Iteration 11Q (56.920310 sec): 3 clusters Score: Raw -50804.992786 + Penalty 224.167510 = -50580.825276 nChanged 2 SP:Iteration 12Q (56.922055 sec): 3 clusters Score: Raw -50805.332572 + Penalty 224.312090 = -50581.020482 nChanged 4 SP:Iteration 13Q (56.923818 sec): 3 clusters Score: Raw -50806.355009 + Penalty 224.391761 = -50581.963247 nChanged 4 SP:Iteration 14Q (56.925559 sec): 3 clusters Score: Raw -50807.728528 + Penalty 224.731871 = -50582.996657 nChanged 5 SP:Iteration 15Q (56.927275 sec): 3 clusters Score: Raw -50810.494427 + Penalty 225.175544 = -50585.318884 nChanged 10 SP:Iteration 16Q (56.928984 sec): 3 clusters Score: Raw -50813.700504 + Penalty 225.307239 = -50588.393265 nChanged 9 SP:Iteration 17Q (56.930788 sec): 3 clusters Score: Raw -50817.733941 + Penalty 225.800792 = -50591.933149 nChanged 13 SP:Iteration 18Q (56.932636 sec): 3 clusters Score: Raw -50823.008550 + Penalty 226.221760 = -50596.786789 nChanged 10 SP:Iteration 19Q (56.934483 sec): 3 clusters Score: Raw -50825.800610 + Penalty 226.847818 = -50598.952792 nChanged 9 SP:Iteration 20F (56.936326 sec): 3 clusters Score: Raw -50827.634797 + Penalty 227.364948 = -50600.269849 nChanged 8 SP:Iteration 21Q (56.938169 sec): 3 clusters Score: Raw -50831.301149 + Penalty 228.662952 = -50602.638197 nChanged 12 SP:Iteration 22Q (56.940010 sec): 3 clusters Score: Raw -50836.274511 + Penalty 229.060696 = -50607.213815 nChanged 13 SP:Iteration 23Q (56.941853 sec): 3 clusters Score: Raw -50845.440903 + Penalty 230.942355 = -50614.498548 nChanged 21 SP:Iteration 24Q (56.943600 sec): 3 clusters Score: Raw -50865.211820 + Penalty 232.983284 = -50632.228535 nChanged 22 SP:Iteration 25Q (56.945303 sec): 3 clusters Score: Raw -50893.106044 + Penalty 235.924766 = -50657.181278 nChanged 23 SP:Iteration 26Q (56.946991 sec): 3 clusters Score: Raw -50932.766275 + Penalty 232.401533 = -50700.364742 nChanged 16 SP:Iteration 27Q (56.948618 sec): 3 clusters Score: Raw -50954.028611 + Penalty 230.196683 = -50723.831928 nChanged 15 SP:Iteration 28Q (56.950223 sec): 3 clusters Score: Raw -50967.265408 + Penalty 228.316383 = -50738.949025 nChanged 4 SP:Iteration 29Q (56.951788 sec): 3 clusters Score: Raw -50970.150421 + Penalty 228.426168 = -50741.724253 nChanged 3 SP:Iteration 30F (56.953540 sec): 3 clusters Score: Raw -50970.729602 + Penalty 227.898469 = -50742.831134 nChanged 4 SP:Iteration 31Q (56.955059 sec): 3 clusters Score: Raw -50971.343036 + Penalty 227.114230 = -50744.228806 nChanged 3 SP:Iteration 32Q (56.956583 sec): 3 clusters Score: Raw -50972.429012 + Penalty 227.236247 = -50745.192765 nChanged 1 SP:Iteration 33Q (56.958106 sec): 3 clusters Score: Raw -50972.698685 + Penalty 227.534571 = -50745.164113 nChanged 3 SP:Iteration 34F (56.959868 sec): 3 clusters Score: Raw -50972.793909 + Penalty 227.589426 = -50745.204484 nChanged 2 SP:Iteration 35Q (56.961411 sec): 3 clusters Score: Raw -50973.010335 + Penalty 227.727142 = -50745.283193 nChanged 1 SP:Iteration 36Q (56.962923 sec): 3 clusters Score: Raw -50972.963939 + Penalty 227.986944 = -50744.976995 nChanged 2 SP:Iteration 37F (56.964645 sec): 3 clusters Score: Raw -50972.999258 + Penalty 227.686234 = -50745.313024 nChanged 2 SP:Iteration 38Q (56.966153 sec): 3 clusters Score: Raw -50973.773704 + Penalty 227.830513 = -50745.943191 nChanged 1 SP:Iteration 39Q (56.967688 sec): 3 clusters Score: Raw -50974.076376 + Penalty 227.977344 = -50746.099032 nChanged 1 SP:Iteration 40F (56.969442 sec): 3 clusters Score: Raw -50974.257852 + Penalty 227.977344 = -50746.280508 nChanged 0 Iteration 150F (57.470647 sec): 35 clusters Score: Raw -1423279.988714 + Penalty 9265.490617 = -1414014.498098 nChanged 42 Iteration 151Q (57.575300 sec): 35 clusters Score: Raw -1423328.209572 + Penalty 9264.888876 = -1414063.320695 nChanged 16 Iteration 152Q (57.678765 sec): 35 clusters Score: Raw -1423340.287287 + Penalty 9268.810901 = -1414071.476386 nChanged 6 Iteration 153Q (57.782120 sec): 35 clusters Score: Raw -1423344.040907 + Penalty 9269.732729 = -1414074.308178 nChanged 4 Iteration 154Q (57.885423 sec): 35 clusters Score: Raw -1423344.819064 + Penalty 9269.770045 = -1414075.049019 nChanged 1 Iteration 155Q (57.989087 sec): 35 clusters Score: Raw -1423344.828301 + Penalty 9269.770045 = -1414075.058257 nChanged 0 Iteration 156F (58.473545 sec): 35 clusters Score: Raw -1423344.828301 + Penalty 9269.770045 = -1414075.058257 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1423344.828301 + Penalty 9269.770045 = -1414075.058257Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 1 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.525435 sec): 2 clusters Score: Raw -4474.539365 + Penalty 46.348265 = -4428.191100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.525818 sec): 3 clusters Score: Raw -4433.136773 + Penalty 95.308352 = -4337.828421 nChanged 22 SP:Iteration 1F (58.526187 sec): 3 clusters Score: Raw -4456.226576 + Penalty 94.575573 = -4361.651003 nChanged 8 SP:Iteration 2F (58.526547 sec): 3 clusters Score: Raw -4463.756103 + Penalty 93.777850 = -4369.978254 nChanged 1 SP:Iteration 3Q (58.526902 sec): 3 clusters Score: Raw -4465.033717 + Penalty 92.292811 = -4372.740906 nChanged 1 SP:Iteration 4Q (58.527256 sec): 3 clusters Score: Raw -4465.731215 + Penalty 87.648436 = -4378.082779 nChanged 1 SP:Iteration 5Q (58.527608 sec): 3 clusters Score: Raw -4468.734500 + Penalty 79.468477 = -4389.266022 nChanged 1 SP:Iteration 6Q (58.527935 sec): 3 clusters Score: Raw -4474.892085 + Penalty 79.468477 = -4395.423607 nChanged 0 SP:Iteration 7F (58.528267 sec): 3 clusters Score: Raw -4474.892085 + Penalty 79.468477 = -4395.423607 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.532649 sec): 2 clusters Score: Raw -42608.289373 + Penalty 39.189601 = -42569.099773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.534370 sec): 3 clusters Score: Raw -42090.744501 + Penalty 78.512401 = -42012.232100 nChanged 398 SP:Iteration 1F (58.536006 sec): 3 clusters Score: Raw -42385.695314 + Penalty 78.620575 = -42307.074738 nChanged 46 SP:Iteration 2F (58.537689 sec): 3 clusters Score: Raw -42416.304469 + Penalty 78.614122 = -42337.690347 nChanged 38 SP:Iteration 3Q (58.539339 sec): 3 clusters Score: Raw -42447.081934 + Penalty 78.443411 = -42368.638524 nChanged 38 SP:Iteration 4Q (58.540954 sec): 3 clusters Score: Raw -42465.372305 + Penalty 78.405508 = -42386.966796 nChanged 30 SP:Iteration 5Q (58.542563 sec): 3 clusters Score: Raw -42476.640057 + Penalty 78.448895 = -42398.191161 nChanged 18 SP:Iteration 6Q (58.544164 sec): 3 clusters Score: Raw -42483.529738 + Penalty 78.423252 = -42405.106485 nChanged 19 SP:Iteration 7Q (58.545760 sec): 3 clusters Score: Raw -42489.632069 + Penalty 78.306742 = -42411.325327 nChanged 11 SP:Iteration 8Q (58.547346 sec): 3 clusters Score: Raw -42492.449939 + Penalty 78.275441 = -42414.174498 nChanged 13 SP:Iteration 9Q (58.548924 sec): 3 clusters Score: Raw -42496.657367 + Penalty 78.362134 = -42418.295233 nChanged 12 SP:Iteration 10F (58.550552 sec): 3 clusters Score: Raw -42500.058377 + Penalty 78.410310 = -42421.648067 nChanged 14 SP:Iteration 11Q (58.552129 sec): 3 clusters Score: Raw -42505.496138 + Penalty 78.452058 = -42427.044080 nChanged 19 SP:Iteration 12Q (58.553698 sec): 3 clusters Score: Raw -42514.488903 + Penalty 78.170343 = -42436.318559 nChanged 22 SP:Iteration 13Q (58.555256 sec): 3 clusters Score: Raw -42523.275938 + Penalty 78.268027 = -42445.007911 nChanged 12 SP:Iteration 14Q (58.556799 sec): 3 clusters Score: Raw -42525.336803 + Penalty 78.359719 = -42446.977084 nChanged 10 SP:Iteration 15Q (58.558375 sec): 3 clusters Score: Raw -42527.313739 + Penalty 78.435543 = -42448.878196 nChanged 4 SP:Iteration 16Q (58.559954 sec): 3 clusters Score: Raw -42527.619509 + Penalty 78.475708 = -42449.143801 nChanged 2 SP:Iteration 17Q (58.561528 sec): 3 clusters Score: Raw -42527.756685 + Penalty 78.517145 = -42449.239540 nChanged 2 SP:Iteration 18Q (58.563085 sec): 3 clusters Score: Raw -42527.888020 + Penalty 78.613723 = -42449.274297 nChanged 5 SP:Iteration 19Q (58.564668 sec): 3 clusters Score: Raw -42528.508929 + Penalty 78.557494 = -42449.951436 nChanged 2 SP:Iteration 20F (58.566418 sec): 3 clusters Score: Raw -42528.643638 + Penalty 78.590140 = -42450.053498 nChanged 2 SP:Iteration 21Q (58.567973 sec): 3 clusters Score: Raw -42528.736030 + Penalty 78.637137 = -42450.098893 nChanged 2 SP:Iteration 22Q (58.569608 sec): 3 clusters Score: Raw -42528.795888 + Penalty 78.637137 = -42450.158751 nChanged 0 SP:Iteration 23F (58.571358 sec): 3 clusters Score: Raw -42528.795888 + Penalty 78.637137 = -42450.158751 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.577966 sec): 2 clusters Score: Raw -70967.274664 + Penalty 105.450442 = -70861.824222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.580499 sec): 3 clusters Score: Raw -70138.133911 + Penalty 210.866252 = -69927.267659 nChanged 625 SP:Iteration 1F (58.582988 sec): 3 clusters Score: Raw -70536.736905 + Penalty 210.554865 = -70326.182039 nChanged 126 SP:Iteration 2F (58.585482 sec): 3 clusters Score: Raw -70600.432675 + Penalty 210.512300 = -70389.920375 nChanged 82 SP:Iteration 3F (58.587964 sec): 3 clusters Score: Raw -70648.478685 + Penalty 210.690041 = -70437.788644 nChanged 63 SP:Iteration 4Q (58.590444 sec): 3 clusters Score: Raw -70688.377855 + Penalty 210.778074 = -70477.599781 nChanged 49 SP:Iteration 5Q (58.592947 sec): 3 clusters Score: Raw -70732.898080 + Penalty 211.003537 = -70521.894543 nChanged 50 SP:Iteration 6Q (58.595455 sec): 3 clusters Score: Raw -70750.713370 + Penalty 211.191508 = -70539.521863 nChanged 22 SP:Iteration 7Q (58.597919 sec): 3 clusters Score: Raw -70757.061128 + Penalty 211.294773 = -70545.766355 nChanged 11 SP:Iteration 8Q (58.600352 sec): 3 clusters Score: Raw -70758.450860 + Penalty 211.471584 = -70546.979276 nChanged 8 SP:Iteration 9Q (58.602789 sec): 3 clusters Score: Raw -70759.078918 + Penalty 211.550423 = -70547.528496 nChanged 3 SP:Iteration 10F (58.605275 sec): 3 clusters Score: Raw -70759.195754 + Penalty 211.608536 = -70547.587217 nChanged 3 SP:Iteration 11Q (58.607703 sec): 3 clusters Score: Raw -70759.270382 + Penalty 211.664253 = -70547.606130 nChanged 2 SP:Iteration 12Q (58.610132 sec): 3 clusters Score: Raw -70759.464634 + Penalty 211.717159 = -70547.747475 nChanged 2 SP:Iteration 13Q (58.612558 sec): 3 clusters Score: Raw -70759.663559 + Penalty 211.705557 = -70547.958003 nChanged 4 SP:Iteration 14Q (58.614985 sec): 3 clusters Score: Raw -70760.176088 + Penalty 211.855527 = -70548.320561 nChanged 5 SP:Iteration 15Q (58.617468 sec): 3 clusters Score: Raw -70760.380164 + Penalty 211.952991 = -70548.427173 nChanged 3 SP:Iteration 16Q (58.619953 sec): 3 clusters Score: Raw -70760.534539 + Penalty 212.232640 = -70548.301899 nChanged 7 SP:Iteration 17F (58.622433 sec): 3 clusters Score: Raw -70761.274873 + Penalty 212.478922 = -70548.795951 nChanged 7 SP:Iteration 18Q (58.624864 sec): 3 clusters Score: Raw -70761.965092 + Penalty 212.905087 = -70549.060006 nChanged 11 SP:Iteration 19Q (58.627293 sec): 3 clusters Score: Raw -70763.255085 + Penalty 213.435757 = -70549.819328 nChanged 11 SP:Iteration 20F (58.629775 sec): 3 clusters Score: Raw -70764.732805 + Penalty 214.031343 = -70550.701462 nChanged 14 SP:Iteration 21Q (58.632203 sec): 3 clusters Score: Raw -70766.864096 + Penalty 215.050243 = -70551.813853 nChanged 18 SP:Iteration 22Q (58.634646 sec): 3 clusters Score: Raw -70770.039137 + Penalty 215.980722 = -70554.058415 nChanged 16 SP:Iteration 23Q (58.637123 sec): 3 clusters Score: Raw -70773.210711 + Penalty 217.245221 = -70555.965490 nChanged 21 SP:Iteration 24Q (58.639607 sec): 3 clusters Score: Raw -70778.678342 + Penalty 218.529399 = -70560.148943 nChanged 24 SP:Iteration 25Q (58.642080 sec): 3 clusters Score: Raw -70784.860620 + Penalty 220.533992 = -70564.326628 nChanged 26 SP:Iteration 26Q (58.644488 sec): 3 clusters Score: Raw -70791.838208 + Penalty 222.012745 = -70569.825463 nChanged 23 SP:Iteration 27Q (58.646893 sec): 3 clusters Score: Raw -70798.074740 + Penalty 224.681221 = -70573.393519 nChanged 26 SP:Iteration 28Q (58.649280 sec): 3 clusters Score: Raw -70807.842458 + Penalty 228.813623 = -70579.028835 nChanged 33 SP:Iteration 29Q (58.651659 sec): 3 clusters Score: Raw -70822.769906 + Penalty 234.362783 = -70588.407122 nChanged 41 SP:Iteration 30F (58.654136 sec): 3 clusters Score: Raw -70848.089852 + Penalty 240.597896 = -70607.491956 nChanged 48 SP:Iteration 31Q (58.656518 sec): 3 clusters Score: Raw -70876.573374 + Penalty 244.110043 = -70632.463332 nChanged 29 SP:Iteration 32Q (58.658847 sec): 3 clusters Score: Raw -70892.295609 + Penalty 248.214306 = -70644.081303 nChanged 33 SP:Iteration 33Q (58.661141 sec): 3 clusters Score: Raw -70912.256747 + Penalty 251.186004 = -70661.070743 nChanged 27 SP:Iteration 34Q (58.663396 sec): 3 clusters Score: Raw -70926.202495 + Penalty 253.016937 = -70673.185558 nChanged 20 SP:Iteration 35Q (58.665626 sec): 3 clusters Score: Raw -70934.754888 + Penalty 258.295639 = -70676.459250 nChanged 17 SP:Iteration 36Q (58.668139 sec): 3 clusters Score: Raw -70941.048886 + Penalty 263.296388 = -70677.752498 nChanged 14 SP:Iteration 37Q (58.670315 sec): 3 clusters Score: Raw -70947.035446 + Penalty 266.502327 = -70680.533119 nChanged 14 SP:Iteration 38Q (58.672652 sec): 3 clusters Score: Raw -70953.598461 + Penalty 268.644399 = -70684.954062 nChanged 15 SP:Iteration 39Q (58.674891 sec): 3 clusters Score: Raw -70960.972202 + Penalty 273.541680 = -70687.430522 nChanged 13 SP:Iteration 40F (58.677447 sec): 3 clusters Score: Raw -70968.617782 + Penalty 274.968822 = -70693.648960 nChanged 11 SP:Iteration 41Q (58.679629 sec): 3 clusters Score: Raw -70975.438743 + Penalty 280.945047 = -70694.493696 nChanged 8 SP:Iteration 42Q (58.681778 sec): 3 clusters Score: Raw -70978.648947 + Penalty 289.642043 = -70689.006904 nChanged 8 SP:Iteration 43F (58.684253 sec): 3 clusters Score: Raw -70982.953691 + Penalty 290.158294 = -70692.795397 nChanged 6 SP:Iteration 44Q (58.686330 sec): 3 clusters Score: Raw -70985.625002 + Penalty 290.412177 = -70695.212826 nChanged 2 SP:Iteration 45Q (58.688388 sec): 3 clusters Score: Raw -70986.734830 + Penalty 290.247602 = -70696.487228 nChanged 1 SP:Iteration 46Q (58.690453 sec): 3 clusters Score: Raw -70987.791210 + Penalty 284.371452 = -70703.419758 nChanged 3 SP:Iteration 47Q (58.692548 sec): 3 clusters Score: Raw -70990.337797 + Penalty 287.863981 = -70702.473815 nChanged 1 SP:Iteration 48F (58.695075 sec): 3 clusters Score: Raw -70990.437708 + Penalty 287.863981 = -70702.573727 nChanged 0 Memory request: 0.06 GB would take us to total of 0.32 GB. Trying to split cluster 4 (11862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.744103 sec): 2 clusters Score: Raw -621892.966285 + Penalty 62.807817 = -621830.158469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.765382 sec): 3 clusters Score: Raw -613896.544953 + Penalty 125.515453 = -613771.029500 nChanged 5775 SP:Iteration 1F (58.787296 sec): 3 clusters Score: Raw -620137.779093 + Penalty 126.161830 = -620011.617263 nChanged 1477 SP:Iteration 2F (58.808291 sec): 3 clusters Score: Raw -623121.285140 + Penalty 126.716148 = -622994.568992 nChanged 657 SP:Iteration 3F (58.829302 sec): 3 clusters Score: Raw -624791.244042 + Penalty 126.780310 = -624664.463732 nChanged 426 SP:Iteration 4Q (58.850575 sec): 3 clusters Score: Raw -625409.415441 + Penalty 126.488831 = -625282.926611 nChanged 283 SP:Iteration 5Q (58.869408 sec): 3 clusters Score: Raw -625609.813889 + Penalty 126.409546 = -625483.404342 nChanged 176 SP:Iteration 6Q (58.888500 sec): 3 clusters Score: Raw -625676.948578 + Penalty 126.330592 = -625550.617986 nChanged 109 SP:Iteration 7Q (58.907149 sec): 3 clusters Score: Raw -625702.417382 + Penalty 126.341089 = -625576.076293 nChanged 70 SP:Iteration 8Q (58.926181 sec): 3 clusters Score: Raw -625713.341235 + Penalty 126.352615 = -625586.988620 nChanged 45 SP:Iteration 9Q (58.945410 sec): 3 clusters Score: Raw -625718.557974 + Penalty 126.341922 = -625592.216052 nChanged 31 SP:Iteration 10F (58.966374 sec): 3 clusters Score: Raw -625721.722801 + Penalty 126.365870 = -625595.356931 nChanged 24 SP:Iteration 11Q (58.985239 sec): 3 clusters Score: Raw -625723.990132 + Penalty 126.354025 = -625597.636107 nChanged 13 SP:Iteration 12Q (59.003798 sec): 3 clusters Score: Raw -625725.094259 + Penalty 126.301422 = -625598.792837 nChanged 17 SP:Iteration 13Q (59.022345 sec): 3 clusters Score: Raw -625726.428095 + Penalty 126.322401 = -625600.105694 nChanged 11 SP:Iteration 14Q (59.040855 sec): 3 clusters Score: Raw -625727.276781 + Penalty 126.319243 = -625600.957538 nChanged 10 SP:Iteration 15Q (59.059294 sec): 3 clusters Score: Raw -625727.893475 + Penalty 126.325349 = -625601.568126 nChanged 6 SP:Iteration 16Q (59.077803 sec): 3 clusters Score: Raw -625728.257201 + Penalty 126.339276 = -625601.917925 nChanged 8 SP:Iteration 17Q (59.096744 sec): 3 clusters Score: Raw -625728.635788 + Penalty 126.347586 = -625602.288202 nChanged 4 SP:Iteration 18Q (59.115152 sec): 3 clusters Score: Raw -625728.764515 + Penalty 126.347586 = -625602.416929 nChanged 0 SP:Iteration 19F (59.136083 sec): 3 clusters Score: Raw -625728.764515 + Penalty 126.347586 = -625602.416929 nChanged 0 Score: Raw -1442002.630041 + Penalty 9339.392234 = -1432663.237807 Splitting cluster 4 changes total score from -1414075.058257 to -1432663.237807 So it's getting split into cluster 25. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.635887 sec): 2 clusters Score: Raw -38899.333317 + Penalty 187.619457 = -38711.713859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.637469 sec): 3 clusters Score: Raw -38467.544057 + Penalty 389.091422 = -38078.452635 nChanged 286 SP:Iteration 1F (59.638970 sec): 3 clusters Score: Raw -38690.901688 + Penalty 425.650819 = -38265.250869 nChanged 136 SP:Iteration 2F (59.640455 sec): 3 clusters Score: Raw -38854.631118 + Penalty 464.503811 = -38390.127308 nChanged 50 SP:Iteration 3F (59.641935 sec): 3 clusters Score: Raw -38916.168636 + Penalty 476.275251 = -38439.893385 nChanged 8 SP:Iteration 4Q (59.643305 sec): 3 clusters Score: Raw -38922.303459 + Penalty 472.008059 = -38450.295400 nChanged 5 SP:Iteration 5Q (59.644627 sec): 3 clusters Score: Raw -38926.004062 + Penalty 478.661295 = -38447.342767 nChanged 4 SP:Iteration 6F (59.646123 sec): 3 clusters Score: Raw -38928.255571 + Penalty 483.306365 = -38444.949207 nChanged 4 SP:Iteration 7F (59.647641 sec): 3 clusters Score: Raw -38930.027586 + Penalty 484.461711 = -38445.565875 nChanged 1 SP:Iteration 8Q (59.648945 sec): 3 clusters Score: Raw -38930.638895 + Penalty 485.058950 = -38445.579946 nChanged 1 SP:Iteration 9Q (59.650322 sec): 3 clusters Score: Raw -38931.100475 + Penalty 485.058950 = -38446.041525 nChanged 0 SP:Iteration 10F (59.651796 sec): 3 clusters Score: Raw -38931.100475 + Penalty 485.058950 = -38446.041525 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.659601 sec): 2 clusters Score: Raw -74180.656408 + Penalty 45.011562 = -74135.644846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.662375 sec): 3 clusters Score: Raw -73245.745639 + Penalty 94.023316 = -73151.722323 nChanged 688 SP:Iteration 1F (59.665100 sec): 3 clusters Score: Raw -74011.456316 + Penalty 92.848475 = -73918.607842 nChanged 114 SP:Iteration 2F (59.667821 sec): 3 clusters Score: Raw -74083.538515 + Penalty 93.409558 = -73990.128958 nChanged 53 SP:Iteration 3Q (59.670463 sec): 3 clusters Score: Raw -74115.185268 + Penalty 93.868412 = -74021.316856 nChanged 43 SP:Iteration 4Q (59.673060 sec): 3 clusters Score: Raw -74140.230461 + Penalty 94.811934 = -74045.418527 nChanged 37 SP:Iteration 5Q (59.675615 sec): 3 clusters Score: Raw -74160.835408 + Penalty 94.678550 = -74066.156858 nChanged 26 SP:Iteration 6Q (59.678119 sec): 3 clusters Score: Raw -74171.908797 + Penalty 94.911581 = -74076.997216 nChanged 20 SP:Iteration 7Q (59.680602 sec): 3 clusters Score: Raw -74180.198781 + Penalty 95.640651 = -74084.558129 nChanged 17 SP:Iteration 8Q (59.683035 sec): 3 clusters Score: Raw -74186.828538 + Penalty 96.774355 = -74090.054182 nChanged 15 SP:Iteration 9Q (59.685518 sec): 3 clusters Score: Raw -74191.208941 + Penalty 96.786071 = -74094.422870 nChanged 9 SP:Iteration 10F (59.688300 sec): 3 clusters Score: Raw -74193.231558 + Penalty 95.873268 = -74097.358290 nChanged 7 SP:Iteration 11Q (59.690688 sec): 3 clusters Score: Raw -74194.239938 + Penalty 96.197830 = -74098.042108 nChanged 3 SP:Iteration 12Q (59.693109 sec): 3 clusters Score: Raw -74194.504950 + Penalty 93.879897 = -74100.625053 nChanged 3 SP:Iteration 13Q (59.695612 sec): 3 clusters Score: Raw -74195.076686 + Penalty 94.069574 = -74101.007112 nChanged 2 SP:Iteration 14Q (59.698176 sec): 3 clusters Score: Raw -74195.184761 + Penalty 94.166841 = -74101.017920 nChanged 1 SP:Iteration 15Q (59.700655 sec): 3 clusters Score: Raw -74195.232497 + Penalty 94.166841 = -74101.065656 nChanged 0 SP:Iteration 16F (59.703368 sec): 3 clusters Score: Raw -74195.232497 + Penalty 94.166841 = -74101.065656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.707426 sec): 2 clusters Score: Raw -25061.014527 + Penalty 215.010742 = -24846.003785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.708536 sec): 3 clusters Score: Raw -24816.601548 + Penalty 431.496205 = -24385.105343 nChanged 165 SP:Iteration 1F (59.709588 sec): 3 clusters Score: Raw -24907.216782 + Penalty 437.243940 = -24469.972842 nChanged 52 SP:Iteration 2F (59.710636 sec): 3 clusters Score: Raw -24944.921366 + Penalty 442.842936 = -24502.078430 nChanged 34 SP:Iteration 3F (59.711685 sec): 3 clusters Score: Raw -24968.412573 + Penalty 449.936608 = -24518.475965 nChanged 23 SP:Iteration 4Q (59.712730 sec): 3 clusters Score: Raw -24989.443548 + Penalty 467.214035 = -24522.229512 nChanged 29 SP:Iteration 5F (59.713777 sec): 3 clusters Score: Raw -25019.433220 + Penalty 489.356773 = -24530.076447 nChanged 25 SP:Iteration 6F (59.714824 sec): 3 clusters Score: Raw -25050.110480 + Penalty 501.628822 = -24548.481658 nChanged 17 SP:Iteration 7Q (59.715867 sec): 3 clusters Score: Raw -25067.705961 + Penalty 511.226025 = -24556.479935 nChanged 8 SP:Iteration 8Q (59.716905 sec): 3 clusters Score: Raw -25074.534458 + Penalty 518.971720 = -24555.562738 nChanged 7 SP:Iteration 9F (59.717951 sec): 3 clusters Score: Raw -25079.109786 + Penalty 524.477452 = -24554.632334 nChanged 4 SP:Iteration 10F (59.718995 sec): 3 clusters Score: Raw -25082.556370 + Penalty 528.393730 = -24554.162640 nChanged 5 SP:Iteration 11F (59.720040 sec): 3 clusters Score: Raw -25090.114980 + Penalty 530.122934 = -24559.992046 nChanged 2 SP:Iteration 12Q (59.721078 sec): 3 clusters Score: Raw -25091.663333 + Penalty 529.472467 = -24562.190866 nChanged 2 SP:Iteration 13Q (59.722114 sec): 3 clusters Score: Raw -25092.419470 + Penalty 528.125680 = -24564.293790 nChanged 1 SP:Iteration 14Q (59.723150 sec): 3 clusters Score: Raw -25092.740341 + Penalty 528.125680 = -24564.614661 nChanged 0 SP:Iteration 15F (59.724194 sec): 3 clusters Score: Raw -25092.740341 + Penalty 528.125680 = -24564.614661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.725764 sec): 2 clusters Score: Raw -21756.429620 + Penalty 241.806843 = -21514.622777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.726697 sec): 3 clusters Score: Raw -21549.850942 + Penalty 480.227368 = -21069.623573 nChanged 133 SP:Iteration 1F (59.727602 sec): 3 clusters Score: Raw -21624.963943 + Penalty 478.768709 = -21146.195233 nChanged 38 SP:Iteration 2F (59.728507 sec): 3 clusters Score: Raw -21658.326610 + Penalty 477.344941 = -21180.981669 nChanged 24 SP:Iteration 3F (59.729413 sec): 3 clusters Score: Raw -21673.313014 + Penalty 477.015679 = -21196.297335 nChanged 18 SP:Iteration 4Q (59.730314 sec): 3 clusters Score: Raw -21682.524037 + Penalty 477.474208 = -21205.049829 nChanged 8 SP:Iteration 5Q (59.731214 sec): 3 clusters Score: Raw -21688.885497 + Penalty 477.163903 = -21211.721595 nChanged 7 SP:Iteration 6Q (59.732113 sec): 3 clusters Score: Raw -21693.761231 + Penalty 477.507049 = -21216.254182 nChanged 3 SP:Iteration 7Q (59.733010 sec): 3 clusters Score: Raw -21695.261557 + Penalty 478.523279 = -21216.738278 nChanged 7 SP:Iteration 8Q (59.733908 sec): 3 clusters Score: Raw -21702.674180 + Penalty 479.252152 = -21223.422029 nChanged 9 SP:Iteration 9Q (59.734805 sec): 3 clusters Score: Raw -21714.079052 + Penalty 480.873044 = -21233.206008 nChanged 12 SP:Iteration 10F (59.735715 sec): 3 clusters Score: Raw -21725.758561 + Penalty 480.280689 = -21245.477872 nChanged 7 SP:Iteration 11Q (59.736596 sec): 3 clusters Score: Raw -21734.793766 + Penalty 479.940306 = -21254.853461 nChanged 7 SP:Iteration 12Q (59.737471 sec): 3 clusters Score: Raw -21742.975099 + Penalty 480.806881 = -21262.168218 nChanged 5 SP:Iteration 13Q (59.738336 sec): 3 clusters Score: Raw -21749.330698 + Penalty 481.704780 = -21267.625918 nChanged 6 SP:Iteration 14Q (59.739194 sec): 3 clusters Score: Raw -21753.928842 + Penalty 482.123008 = -21271.805834 nChanged 3 SP:Iteration 15Q (59.740049 sec): 3 clusters Score: Raw -21755.631348 + Penalty 482.569480 = -21273.061868 nChanged 1 SP:Iteration 16Q (59.740927 sec): 3 clusters Score: Raw -21756.399828 + Penalty 483.115790 = -21273.284038 nChanged 1 SP:Iteration 17Q (59.741780 sec): 3 clusters Score: Raw -21758.433925 + Penalty 483.115790 = -21275.318135 nChanged 0 SP:Iteration 18F (59.742690 sec): 3 clusters Score: Raw -21758.433925 + Penalty 483.115790 = -21275.318135 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 9 (2886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.755891 sec): 2 clusters Score: Raw -151470.378135 + Penalty 56.194016 = -151414.184119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.761395 sec): 3 clusters Score: Raw -149630.899990 + Penalty 113.930497 = -149516.969493 nChanged 1364 SP:Iteration 1F (59.766714 sec): 3 clusters Score: Raw -150691.308668 + Penalty 114.238806 = -150577.069862 nChanged 177 SP:Iteration 2F (59.772032 sec): 3 clusters Score: Raw -150768.908139 + Penalty 114.332581 = -150654.575558 nChanged 114 SP:Iteration 3Q (59.777379 sec): 3 clusters Score: Raw -150863.784346 + Penalty 114.529955 = -150749.254391 nChanged 113 SP:Iteration 4Q (59.782703 sec): 3 clusters Score: Raw -150936.930044 + Penalty 114.477122 = -150822.452922 nChanged 89 SP:Iteration 5Q (59.788023 sec): 3 clusters Score: Raw -150989.279528 + Penalty 114.667787 = -150874.611741 nChanged 61 SP:Iteration 6Q (59.793286 sec): 3 clusters Score: Raw -151013.499167 + Penalty 114.939495 = -150898.559672 nChanged 31 SP:Iteration 7Q (59.798704 sec): 3 clusters Score: Raw -151023.985544 + Penalty 115.339616 = -150908.645928 nChanged 38 SP:Iteration 8Q (59.804044 sec): 3 clusters Score: Raw -151038.204355 + Penalty 115.801493 = -150922.402862 nChanged 37 SP:Iteration 9Q (59.809227 sec): 3 clusters Score: Raw -151049.440205 + Penalty 115.816789 = -150933.623416 nChanged 43 SP:Iteration 10F (59.814887 sec): 3 clusters Score: Raw -151060.863994 + Penalty 116.550749 = -150944.313245 nChanged 43 SP:Iteration 11Q (59.820046 sec): 3 clusters Score: Raw -151072.975675 + Penalty 116.908440 = -150956.067235 nChanged 43 SP:Iteration 12Q (59.825136 sec): 3 clusters Score: Raw -151088.765939 + Penalty 117.494347 = -150971.271593 nChanged 54 SP:Iteration 13Q (59.830202 sec): 3 clusters Score: Raw -151108.679521 + Penalty 117.703671 = -150990.975851 nChanged 51 SP:Iteration 14Q (59.835213 sec): 3 clusters Score: Raw -151131.517158 + Penalty 118.716566 = -151012.800592 nChanged 53 SP:Iteration 15Q (59.840196 sec): 3 clusters Score: Raw -151161.273301 + Penalty 119.715365 = -151041.557936 nChanged 54 SP:Iteration 16Q (59.845128 sec): 3 clusters Score: Raw -151190.822204 + Penalty 121.287736 = -151069.534468 nChanged 56 SP:Iteration 17Q (59.850006 sec): 3 clusters Score: Raw -151221.053247 + Penalty 122.360470 = -151098.692778 nChanged 45 SP:Iteration 18Q (59.854981 sec): 3 clusters Score: Raw -151244.051245 + Penalty 124.452615 = -151119.598631 nChanged 45 SP:Iteration 19Q (59.859952 sec): 3 clusters Score: Raw -151263.939387 + Penalty 126.075666 = -151137.863721 nChanged 37 SP:Iteration 20F (59.865578 sec): 3 clusters Score: Raw -151280.629894 + Penalty 127.718313 = -151152.911581 nChanged 43 SP:Iteration 21Q (59.870377 sec): 3 clusters Score: Raw -151305.566115 + Penalty 127.986392 = -151177.579723 nChanged 36 SP:Iteration 22Q (59.875019 sec): 3 clusters Score: Raw -151333.924634 + Penalty 129.169398 = -151204.755236 nChanged 31 SP:Iteration 23Q (59.879608 sec): 3 clusters Score: Raw -151360.543837 + Penalty 129.140056 = -151231.403781 nChanged 35 SP:Iteration 24Q (59.884163 sec): 3 clusters Score: Raw -151383.710369 + Penalty 130.934554 = -151252.775815 nChanged 20 SP:Iteration 25Q (59.888697 sec): 3 clusters Score: Raw -151395.024524 + Penalty 129.150849 = -151265.873675 nChanged 25 SP:Iteration 26Q (59.893164 sec): 3 clusters Score: Raw -151411.116716 + Penalty 130.353308 = -151280.763408 nChanged 20 SP:Iteration 27Q (59.897649 sec): 3 clusters Score: Raw -151422.080382 + Penalty 128.631389 = -151293.448993 nChanged 16 SP:Iteration 28Q (59.902354 sec): 3 clusters Score: Raw -151429.390339 + Penalty 129.186503 = -151300.203836 nChanged 8 SP:Iteration 29Q (59.906813 sec): 3 clusters Score: Raw -151432.103732 + Penalty 130.358078 = -151301.745654 nChanged 6 SP:Iteration 30F (59.912260 sec): 3 clusters Score: Raw -151434.383925 + Penalty 128.525251 = -151305.858674 nChanged 6 SP:Iteration 31Q (59.916643 sec): 3 clusters Score: Raw -151438.247582 + Penalty 127.833893 = -151310.413689 nChanged 5 SP:Iteration 32Q (59.921010 sec): 3 clusters Score: Raw -151441.378054 + Penalty 126.942893 = -151314.435161 nChanged 6 SP:Iteration 33Q (59.925373 sec): 3 clusters Score: Raw -151444.649165 + Penalty 126.031860 = -151318.617305 nChanged 6 SP:Iteration 34Q (59.929725 sec): 3 clusters Score: Raw -151448.397277 + Penalty 128.092149 = -151320.305129 nChanged 7 SP:Iteration 35Q (59.934068 sec): 3 clusters Score: Raw -151451.089385 + Penalty 128.732562 = -151322.356823 nChanged 3 SP:Iteration 36Q (59.938449 sec): 3 clusters Score: Raw -151451.810126 + Penalty 127.683643 = -151324.126483 nChanged 2 SP:Iteration 37Q (59.942786 sec): 3 clusters Score: Raw -151452.193625 + Penalty 127.683643 = -151324.509982 nChanged 0 SP:Iteration 38F (59.948213 sec): 3 clusters Score: Raw -151452.193625 + Penalty 127.683643 = -151324.509982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.956717 sec): 2 clusters Score: Raw -31770.139357 + Penalty 130.537303 = -31639.602054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.958012 sec): 3 clusters Score: Raw -31406.607914 + Penalty 283.895082 = -31122.712832 nChanged 255 SP:Iteration 1F (59.959308 sec): 3 clusters Score: Raw -31630.888423 + Penalty 309.443256 = -31321.445167 nChanged 73 SP:Iteration 2F (59.960580 sec): 3 clusters Score: Raw -31700.878825 + Penalty 327.528922 = -31373.349903 nChanged 47 SP:Iteration 3F (59.961862 sec): 3 clusters Score: Raw -31751.708110 + Penalty 357.739849 = -31393.968261 nChanged 20 SP:Iteration 4Q (59.963154 sec): 3 clusters Score: Raw -31777.350883 + Penalty 381.771329 = -31395.579554 nChanged 13 SP:Iteration 5Q (59.964414 sec): 3 clusters Score: Raw -31792.139979 + Penalty 414.913174 = -31377.226805 nChanged 9 SP:Iteration 6F (59.965689 sec): 3 clusters Score: Raw -31818.291647 + Penalty 451.182406 = -31367.109241 nChanged 7 SP:Iteration 7F (59.966965 sec): 3 clusters Score: Raw -31831.332958 + Penalty 481.772213 = -31349.560745 nChanged 4 SP:Iteration 8F (59.968238 sec): 3 clusters Score: Raw -31845.390430 + Penalty 481.565053 = -31363.825377 nChanged 1 SP:Iteration 9Q (59.969280 sec): 3 clusters Score: Raw -31850.080456 + Penalty 481.565053 = -31368.515404 nChanged 0 SP:Iteration 10F (59.970552 sec): 3 clusters Score: Raw -31850.080456 + Penalty 481.565053 = -31368.515404 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.974455 sec): 2 clusters Score: Raw -38048.481361 + Penalty 121.842607 = -37926.638754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.975960 sec): 3 clusters Score: Raw -37619.977221 + Penalty 249.884928 = -37370.092293 nChanged 290 SP:Iteration 1F (59.977478 sec): 3 clusters Score: Raw -37856.754608 + Penalty 252.071888 = -37604.682720 nChanged 96 SP:Iteration 2F (59.978974 sec): 3 clusters Score: Raw -37928.831670 + Penalty 248.778585 = -37680.053085 nChanged 42 SP:Iteration 3F (59.980456 sec): 3 clusters Score: Raw -37960.479515 + Penalty 247.607865 = -37712.871650 nChanged 27 SP:Iteration 4Q (59.981927 sec): 3 clusters Score: Raw -37984.308194 + Penalty 247.076212 = -37737.231982 nChanged 12 SP:Iteration 5Q (59.983441 sec): 3 clusters Score: Raw -37994.257482 + Penalty 246.566456 = -37747.691026 nChanged 9 SP:Iteration 6Q (59.984932 sec): 3 clusters Score: Raw -37998.261076 + Penalty 246.836459 = -37751.424617 nChanged 6 SP:Iteration 7Q (59.986445 sec): 3 clusters Score: Raw -37999.122619 + Penalty 247.233903 = -37751.888716 nChanged 4 SP:Iteration 8Q (59.987912 sec): 3 clusters Score: Raw -37999.541428 + Penalty 247.654062 = -37751.887366 nChanged 2 SP:Iteration 9F (59.989446 sec): 3 clusters Score: Raw -38000.065563 + Penalty 248.083900 = -37751.981663 nChanged 3 SP:Iteration 10F (59.990943 sec): 3 clusters Score: Raw -38000.311551 + Penalty 248.923766 = -37751.387786 nChanged 2 SP:Iteration 11F (59.992425 sec): 3 clusters Score: Raw -38000.443118 + Penalty 249.189291 = -37751.253827 nChanged 2 SP:Iteration 12F (59.993896 sec): 3 clusters Score: Raw -38000.810876 + Penalty 249.601842 = -37751.209033 nChanged 2 SP:Iteration 13F (59.995431 sec): 3 clusters Score: Raw -38001.243014 + Penalty 250.737614 = -37750.505400 nChanged 5 SP:Iteration 14F (59.996930 sec): 3 clusters Score: Raw -38002.499630 + Penalty 251.817215 = -37750.682416 nChanged 5 SP:Iteration 15Q (59.998443 sec): 3 clusters Score: Raw -38005.153166 + Penalty 255.720828 = -37749.432338 nChanged 13 SP:Iteration 16F (59.999939 sec): 3 clusters Score: Raw -38014.218507 + Penalty 259.366936 = -37754.851571 nChanged 12 SP:Iteration 17Q (60.001429 sec): 3 clusters Score: Raw -38025.961089 + Penalty 264.491189 = -37761.469900 nChanged 14 SP:Iteration 18Q (60.002960 sec): 3 clusters Score: Raw -38054.237257 + Penalty 267.986174 = -37786.251084 nChanged 11 SP:Iteration 19Q (60.004449 sec): 3 clusters Score: Raw -38088.259192 + Penalty 268.326266 = -37819.932926 nChanged 7 SP:Iteration 20F (60.006000 sec): 3 clusters Score: Raw -38095.346385 + Penalty 266.337734 = -37829.008651 nChanged 7 SP:Iteration 21Q (60.007409 sec): 3 clusters Score: Raw -38099.060425 + Penalty 266.010119 = -37833.050306 nChanged 2 SP:Iteration 22Q (60.008775 sec): 3 clusters Score: Raw -38099.500279 + Penalty 264.266484 = -37835.233795 nChanged 2 SP:Iteration 23Q (60.010133 sec): 3 clusters Score: Raw -38101.500429 + Penalty 262.802408 = -37838.698021 nChanged 2 SP:Iteration 24Q (60.011473 sec): 3 clusters Score: Raw -38105.493282 + Penalty 262.633967 = -37842.859315 nChanged 2 SP:Iteration 25Q (60.012834 sec): 3 clusters Score: Raw -38106.102111 + Penalty 262.633967 = -37843.468144 nChanged 0 SP:Iteration 26F (60.014334 sec): 3 clusters Score: Raw -38106.102111 + Penalty 262.633967 = -37843.468144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.015789 sec): 2 clusters Score: Raw -5513.359657 + Penalty 259.809412 = -5253.550245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.016209 sec): 3 clusters Score: Raw -5519.299371 + Penalty 529.810938 = -4989.488433 nChanged 19 SP:Iteration 1F (60.016608 sec): 3 clusters Score: Raw -5542.291427 + Penalty 545.886093 = -4996.405333 nChanged 8 SP:Iteration 2F (60.017006 sec): 3 clusters Score: Raw -5552.320848 + Penalty 556.862326 = -4995.458522 nChanged 4 SP:Iteration 3F (60.017421 sec): 3 clusters Score: Raw -5559.102759 + Penalty 565.485813 = -4993.616945 nChanged 4 SP:Iteration 4F (60.017817 sec): 3 clusters Score: Raw -5574.470873 + Penalty 571.464594 = -5003.006280 nChanged 1 SP:Iteration 5Q (60.018200 sec): 3 clusters Score: Raw -5579.365610 + Penalty 571.464594 = -5007.901016 nChanged 0 SP:Iteration 6F (60.018596 sec): 3 clusters Score: Raw -5579.365610 + Penalty 571.464594 = -5007.901016 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 13 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.020899 sec): 2 clusters Score: Raw -39821.431096 + Penalty 49.071903 = -39772.359194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.022346 sec): 3 clusters Score: Raw -39379.395065 + Penalty 98.073879 = -39281.321187 nChanged 318 SP:Iteration 1F (60.023777 sec): 3 clusters Score: Raw -39624.428299 + Penalty 98.037439 = -39526.390859 nChanged 56 SP:Iteration 2F (60.025242 sec): 3 clusters Score: Raw -39682.249072 + Penalty 98.168451 = -39584.080621 nChanged 44 SP:Iteration 3F (60.026668 sec): 3 clusters Score: Raw -39701.039530 + Penalty 98.248729 = -39602.790800 nChanged 26 SP:Iteration 4Q (60.028073 sec): 3 clusters Score: Raw -39708.243501 + Penalty 98.303701 = -39609.939800 nChanged 16 SP:Iteration 5Q (60.029483 sec): 3 clusters Score: Raw -39709.731906 + Penalty 98.332989 = -39611.398917 nChanged 7 SP:Iteration 6Q (60.030885 sec): 3 clusters Score: Raw -39710.074905 + Penalty 98.345244 = -39611.729661 nChanged 4 SP:Iteration 7Q (60.032309 sec): 3 clusters Score: Raw -39710.528616 + Penalty 98.376481 = -39612.152135 nChanged 7 SP:Iteration 8Q (60.033738 sec): 3 clusters Score: Raw -39710.912632 + Penalty 98.459155 = -39612.453478 nChanged 8 SP:Iteration 9Q (60.035153 sec): 3 clusters Score: Raw -39712.615172 + Penalty 98.524360 = -39614.090812 nChanged 13 SP:Iteration 10F (60.036573 sec): 3 clusters Score: Raw -39714.539868 + Penalty 98.627969 = -39615.911899 nChanged 10 SP:Iteration 11Q (60.037974 sec): 3 clusters Score: Raw -39715.126817 + Penalty 98.754893 = -39616.371924 nChanged 8 SP:Iteration 12Q (60.039395 sec): 3 clusters Score: Raw -39715.640437 + Penalty 98.885317 = -39616.755120 nChanged 7 SP:Iteration 13Q (60.040793 sec): 3 clusters Score: Raw -39716.390009 + Penalty 99.200928 = -39617.189081 nChanged 11 SP:Iteration 14Q (60.042182 sec): 3 clusters Score: Raw -39717.847277 + Penalty 99.419898 = -39618.427379 nChanged 8 SP:Iteration 15Q (60.043559 sec): 3 clusters Score: Raw -39718.912590 + Penalty 99.762877 = -39619.149713 nChanged 12 SP:Iteration 16Q (60.044926 sec): 3 clusters Score: Raw -39721.205164 + Penalty 100.103383 = -39621.101781 nChanged 12 SP:Iteration 17Q (60.046292 sec): 3 clusters Score: Raw -39724.224476 + Penalty 100.179671 = -39624.044806 nChanged 12 SP:Iteration 18Q (60.047652 sec): 3 clusters Score: Raw -39728.177609 + Penalty 100.735220 = -39627.442389 nChanged 14 SP:Iteration 19Q (60.049041 sec): 3 clusters Score: Raw -39733.276104 + Penalty 101.058335 = -39632.217769 nChanged 18 SP:Iteration 20F (60.050461 sec): 3 clusters Score: Raw -39741.369566 + Penalty 101.824756 = -39639.544810 nChanged 18 SP:Iteration 21Q (60.051837 sec): 3 clusters Score: Raw -39750.367971 + Penalty 102.502132 = -39647.865839 nChanged 17 SP:Iteration 22Q (60.053218 sec): 3 clusters Score: Raw -39760.061966 + Penalty 103.538026 = -39656.523940 nChanged 15 SP:Iteration 23Q (60.054568 sec): 3 clusters Score: Raw -39768.774376 + Penalty 103.398610 = -39665.375765 nChanged 10 SP:Iteration 24Q (60.055916 sec): 3 clusters Score: Raw -39772.726472 + Penalty 104.185376 = -39668.541095 nChanged 7 SP:Iteration 25Q (60.057268 sec): 3 clusters Score: Raw -39774.777199 + Penalty 104.489805 = -39670.287394 nChanged 4 SP:Iteration 26Q (60.058592 sec): 3 clusters Score: Raw -39775.604318 + Penalty 104.750439 = -39670.853879 nChanged 6 SP:Iteration 27Q (60.059916 sec): 3 clusters Score: Raw -39777.085544 + Penalty 104.774575 = -39672.310969 nChanged 8 SP:Iteration 28Q (60.061248 sec): 3 clusters Score: Raw -39780.373074 + Penalty 105.987934 = -39674.385140 nChanged 8 SP:Iteration 29Q (60.062555 sec): 3 clusters Score: Raw -39782.726201 + Penalty 106.930748 = -39675.795454 nChanged 8 SP:Iteration 30F (60.063980 sec): 3 clusters Score: Raw -39784.911619 + Penalty 107.600384 = -39677.311234 nChanged 7 SP:Iteration 31Q (60.065295 sec): 3 clusters Score: Raw -39786.129619 + Penalty 108.139644 = -39677.989975 nChanged 5 SP:Iteration 32Q (60.066582 sec): 3 clusters Score: Raw -39786.568086 + Penalty 108.129773 = -39678.438313 nChanged 4 SP:Iteration 33Q (60.067869 sec): 3 clusters Score: Raw -39787.488574 + Penalty 108.895960 = -39678.592614 nChanged 4 SP:Iteration 34Q (60.069167 sec): 3 clusters Score: Raw -39789.203891 + Penalty 109.599991 = -39679.603899 nChanged 4 SP:Iteration 35Q (60.070435 sec): 3 clusters Score: Raw -39791.333552 + Penalty 109.260704 = -39682.072849 nChanged 4 SP:Iteration 36Q (60.071734 sec): 3 clusters Score: Raw -39791.916195 + Penalty 109.591254 = -39682.324940 nChanged 6 SP:Iteration 37Q (60.073002 sec): 3 clusters Score: Raw -39793.672161 + Penalty 110.726054 = -39682.946107 nChanged 7 SP:Iteration 38Q (60.074248 sec): 3 clusters Score: Raw -39794.842155 + Penalty 111.812349 = -39683.029806 nChanged 5 SP:Iteration 39Q (60.075492 sec): 3 clusters Score: Raw -39796.206563 + Penalty 113.966253 = -39682.240310 nChanged 8 SP:Iteration 40F (60.076916 sec): 3 clusters Score: Raw -39799.534926 + Penalty 115.816341 = -39683.718585 nChanged 7 SP:Iteration 41Q (60.078144 sec): 3 clusters Score: Raw -39801.757125 + Penalty 118.797607 = -39682.959517 nChanged 6 SP:Iteration 42F (60.079541 sec): 3 clusters Score: Raw -39804.091065 + Penalty 120.092905 = -39683.998160 nChanged 8 SP:Iteration 43Q (60.080748 sec): 3 clusters Score: Raw -39807.434803 + Penalty 122.306274 = -39685.128529 nChanged 7 SP:Iteration 44Q (60.081952 sec): 3 clusters Score: Raw -39809.598844 + Penalty 127.808824 = -39681.790021 nChanged 7 SP:Iteration 45F (60.083396 sec): 3 clusters Score: Raw -39812.256857 + Penalty 136.209066 = -39676.047791 nChanged 9 SP:Iteration 46F (60.084816 sec): 3 clusters Score: Raw -39819.144044 + Penalty 168.343176 = -39650.800867 nChanged 10 SP:Iteration 47F (60.086241 sec): 3 clusters Score: Raw -39829.934228 + Penalty 264.566638 = -39565.367590 nChanged 6 SP:Iteration 48F (60.087636 sec): 3 clusters Score: Raw -39836.272255 + Penalty 264.566638 = -39571.705617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.089100 sec): 2 clusters Score: Raw -10552.449681 + Penalty 279.066129 = -10273.383553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.089654 sec): 3 clusters Score: Raw -10513.121735 + Penalty 558.366263 = -9954.755472 nChanged 42 SP:Iteration 1F (60.090199 sec): 3 clusters Score: Raw -10559.533311 + Penalty 559.549941 = -9999.983370 nChanged 13 SP:Iteration 2F (60.090741 sec): 3 clusters Score: Raw -10572.567084 + Penalty 560.083401 = -10012.483683 nChanged 2 SP:Iteration 3Q (60.091275 sec): 3 clusters Score: Raw -10574.137035 + Penalty 560.525456 = -10013.611579 nChanged 2 SP:Iteration 4Q (60.091808 sec): 3 clusters Score: Raw -10578.183248 + Penalty 561.021681 = -10017.161567 nChanged 3 SP:Iteration 5Q (60.092339 sec): 3 clusters Score: Raw -10584.184879 + Penalty 561.864217 = -10022.320662 nChanged 2 SP:Iteration 6Q (60.092870 sec): 3 clusters Score: Raw -10586.112075 + Penalty 562.272254 = -10023.839821 nChanged 1 SP:Iteration 7Q (60.093400 sec): 3 clusters Score: Raw -10586.701706 + Penalty 562.866984 = -10023.834722 nChanged 1 SP:Iteration 8F (60.093942 sec): 3 clusters Score: Raw -10587.394205 + Penalty 562.825574 = -10024.568631 nChanged 1 SP:Iteration 9Q (60.094473 sec): 3 clusters Score: Raw -10588.319690 + Penalty 563.171876 = -10025.147814 nChanged 1 SP:Iteration 10F (60.095015 sec): 3 clusters Score: Raw -10588.342802 + Penalty 563.365923 = -10024.976880 nChanged 1 SP:Iteration 11F (60.095556 sec): 3 clusters Score: Raw -10589.171271 + Penalty 563.914231 = -10025.257041 nChanged 1 SP:Iteration 12Q (60.096088 sec): 3 clusters Score: Raw -10590.772453 + Penalty 563.914231 = -10026.858222 nChanged 0 SP:Iteration 13F (60.096631 sec): 3 clusters Score: Raw -10590.772453 + Penalty 563.914231 = -10026.858222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.097771 sec): 2 clusters Score: Raw -7829.396081 + Penalty 105.054640 = -7724.341440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.098297 sec): 3 clusters Score: Raw -7785.897817 + Penalty 240.067310 = -7545.830508 nChanged 55 SP:Iteration 1F (60.098809 sec): 3 clusters Score: Raw -7865.850945 + Penalty 289.360715 = -7576.490230 nChanged 18 SP:Iteration 2F (60.099323 sec): 3 clusters Score: Raw -7898.666396 + Penalty 315.668271 = -7582.998125 nChanged 9 SP:Iteration 3F (60.099860 sec): 3 clusters Score: Raw -7916.772854 + Penalty 322.166357 = -7594.606496 nChanged 2 SP:Iteration 4Q (60.100352 sec): 3 clusters Score: Raw -7926.230797 + Penalty 335.103207 = -7591.127591 nChanged 2 SP:Iteration 5F (60.100881 sec): 3 clusters Score: Raw -7933.027957 + Penalty 335.103207 = -7597.924751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.101636 sec): 2 clusters Score: Raw -6075.707364 + Penalty 47.614783 = -6028.092580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.102058 sec): 3 clusters Score: Raw -6017.819786 + Penalty 95.276972 = -5922.542814 nChanged 43 SP:Iteration 1F (60.102499 sec): 3 clusters Score: Raw -6048.744734 + Penalty 96.031781 = -5952.712953 nChanged 13 SP:Iteration 2F (60.102922 sec): 3 clusters Score: Raw -6058.959993 + Penalty 96.044659 = -5962.915334 nChanged 6 SP:Iteration 3Q (60.103342 sec): 3 clusters Score: Raw -6065.746165 + Penalty 95.767371 = -5969.978794 nChanged 7 SP:Iteration 4F (60.103762 sec): 3 clusters Score: Raw -6077.263453 + Penalty 95.189612 = -5982.073841 nChanged 8 SP:Iteration 5F (60.104183 sec): 3 clusters Score: Raw -6085.509631 + Penalty 94.788457 = -5990.721175 nChanged 4 SP:Iteration 6Q (60.104595 sec): 3 clusters Score: Raw -6086.746096 + Penalty 94.718007 = -5992.028089 nChanged 1 SP:Iteration 7Q (60.105005 sec): 3 clusters Score: Raw -6086.909419 + Penalty 94.718007 = -5992.191412 nChanged 0 SP:Iteration 8F (60.105428 sec): 3 clusters Score: Raw -6086.909419 + Penalty 94.718007 = -5992.191412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.110485 sec): 2 clusters Score: Raw -73302.224506 + Penalty 43.822971 = -73258.401535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.113313 sec): 3 clusters Score: Raw -72398.008649 + Penalty 87.974238 = -72310.034411 nChanged 674 SP:Iteration 1F (60.116020 sec): 3 clusters Score: Raw -73215.972375 + Penalty 87.136024 = -73128.836350 nChanged 25 SP:Iteration 2Q (60.118561 sec): 3 clusters Score: Raw -73224.677925 + Penalty 87.261210 = -73137.416715 nChanged 11 SP:Iteration 3Q (60.121048 sec): 3 clusters Score: Raw -73226.625139 + Penalty 87.366814 = -73139.258324 nChanged 8 SP:Iteration 4Q (60.123520 sec): 3 clusters Score: Raw -73227.977276 + Penalty 87.486961 = -73140.490315 nChanged 8 SP:Iteration 5Q (60.125981 sec): 3 clusters Score: Raw -73228.722281 + Penalty 87.534398 = -73141.187883 nChanged 3 SP:Iteration 6Q (60.128430 sec): 3 clusters Score: Raw -73228.951694 + Penalty 87.584266 = -73141.367428 nChanged 4 SP:Iteration 7Q (60.130874 sec): 3 clusters Score: Raw -73229.699252 + Penalty 87.651818 = -73142.047434 nChanged 4 SP:Iteration 8Q (60.133318 sec): 3 clusters Score: Raw -73230.004447 + Penalty 87.686551 = -73142.317896 nChanged 2 SP:Iteration 9Q (60.135761 sec): 3 clusters Score: Raw -73230.070019 + Penalty 87.704162 = -73142.365857 nChanged 1 SP:Iteration 10F (60.138452 sec): 3 clusters Score: Raw -73230.083417 + Penalty 87.704162 = -73142.379255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.140549 sec): 2 clusters Score: Raw -4541.630415 + Penalty 71.085936 = -4470.544479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.140918 sec): 3 clusters Score: Raw -4529.276670 + Penalty 143.999075 = -4385.277595 nChanged 25 SP:Iteration 1F (60.141264 sec): 3 clusters Score: Raw -4557.120956 + Penalty 145.870506 = -4411.250450 nChanged 6 SP:Iteration 2F (60.141616 sec): 3 clusters Score: Raw -4566.082314 + Penalty 147.282495 = -4418.799819 nChanged 3 SP:Iteration 3Q (60.141961 sec): 3 clusters Score: Raw -4573.154088 + Penalty 147.282495 = -4425.871592 nChanged 0 SP:Iteration 4F (60.142358 sec): 3 clusters Score: Raw -4573.154088 + Penalty 147.282495 = -4425.871592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.143122 sec): 2 clusters Score: Raw -5545.238897 + Penalty 49.216254 = -5496.022643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.143563 sec): 3 clusters Score: Raw -5505.275802 + Penalty 108.721090 = -5396.554712 nChanged 46 SP:Iteration 1F (60.143985 sec): 3 clusters Score: Raw -5565.988401 + Penalty 113.166897 = -5452.821505 nChanged 10 SP:Iteration 2F (60.144405 sec): 3 clusters Score: Raw -5582.786854 + Penalty 112.931905 = -5469.854949 nChanged 2 SP:Iteration 3Q (60.144803 sec): 3 clusters Score: Raw -5591.821203 + Penalty 112.969225 = -5478.851977 nChanged 2 SP:Iteration 4Q (60.145201 sec): 3 clusters Score: Raw -5594.399296 + Penalty 113.585045 = -5480.814251 nChanged 2 SP:Iteration 5Q (60.145596 sec): 3 clusters Score: Raw -5598.007915 + Penalty 113.585045 = -5484.422870 nChanged 0 SP:Iteration 6F (60.146021 sec): 3 clusters Score: Raw -5598.007915 + Penalty 113.585045 = -5484.422870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.146920 sec): 2 clusters Score: Raw -9386.528122 + Penalty 36.284297 = -9350.243825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.147439 sec): 3 clusters Score: Raw -9288.432263 + Penalty 72.390673 = -9216.041591 nChanged 79 SP:Iteration 1F (60.147963 sec): 3 clusters Score: Raw -9371.208124 + Penalty 73.224716 = -9297.983407 nChanged 14 SP:Iteration 2F (60.148500 sec): 3 clusters Score: Raw -9385.362178 + Penalty 72.736673 = -9312.625505 nChanged 8 SP:Iteration 3Q (60.149033 sec): 3 clusters Score: Raw -9398.483338 + Penalty 72.479164 = -9326.004174 nChanged 9 SP:Iteration 4F (60.149571 sec): 3 clusters Score: Raw -9405.728103 + Penalty 72.981169 = -9332.746935 nChanged 6 SP:Iteration 5Q (60.150067 sec): 3 clusters Score: Raw -9407.817234 + Penalty 72.854046 = -9334.963188 nChanged 3 SP:Iteration 6Q (60.150560 sec): 3 clusters Score: Raw -9408.605899 + Penalty 72.720729 = -9335.885170 nChanged 2 SP:Iteration 7Q (60.151053 sec): 3 clusters Score: Raw -9409.410716 + Penalty 72.817364 = -9336.593352 nChanged 1 SP:Iteration 8Q (60.151545 sec): 3 clusters Score: Raw -9409.586851 + Penalty 72.813610 = -9336.773241 nChanged 3 SP:Iteration 9Q (60.152037 sec): 3 clusters Score: Raw -9409.851695 + Penalty 72.813610 = -9337.038085 nChanged 0 SP:Iteration 10F (60.152557 sec): 3 clusters Score: Raw -9409.851695 + Penalty 72.813610 = -9337.038085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.153985 sec): 2 clusters Score: Raw -17578.364340 + Penalty 231.477777 = -17346.886563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.154790 sec): 3 clusters Score: Raw -17422.967032 + Penalty 464.113799 = -16958.853233 nChanged 108 SP:Iteration 1F (60.155591 sec): 3 clusters Score: Raw -17535.039472 + Penalty 466.661041 = -17068.378431 nChanged 35 SP:Iteration 2F (60.156388 sec): 3 clusters Score: Raw -17564.590720 + Penalty 469.800370 = -17094.790350 nChanged 13 SP:Iteration 3Q (60.157175 sec): 3 clusters Score: Raw -17587.401887 + Penalty 471.975678 = -17115.426209 nChanged 17 SP:Iteration 4Q (60.157960 sec): 3 clusters Score: Raw -17604.753366 + Penalty 471.364021 = -17133.389345 nChanged 9 SP:Iteration 5Q (60.158736 sec): 3 clusters Score: Raw -17610.786223 + Penalty 471.934832 = -17138.851391 nChanged 3 SP:Iteration 6Q (60.159510 sec): 3 clusters Score: Raw -17611.857047 + Penalty 471.934832 = -17139.922215 nChanged 0 SP:Iteration 7F (60.160302 sec): 3 clusters Score: Raw -17611.857047 + Penalty 471.934832 = -17139.922215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.160978 sec): 2 clusters Score: Raw -3568.528252 + Penalty 39.675305 = -3528.852946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.161313 sec): 3 clusters Score: Raw -3540.658539 + Penalty 91.403978 = -3449.254561 nChanged 25 SP:Iteration 1F (60.161636 sec): 3 clusters Score: Raw -3563.759466 + Penalty 96.301380 = -3467.458087 nChanged 2 SP:Iteration 2Q (60.161960 sec): 3 clusters Score: Raw -3565.257216 + Penalty 98.793266 = -3466.463950 nChanged 1 SP:Iteration 3F (60.162295 sec): 3 clusters Score: Raw -3566.015467 + Penalty 115.932463 = -3450.083004 nChanged 4 SP:Iteration 4F (60.162617 sec): 3 clusters Score: Raw -3571.519530 + Penalty 137.266049 = -3434.253482 nChanged 3 SP:Iteration 5F (60.162940 sec): 3 clusters Score: Raw -3575.207806 + Penalty 137.266049 = -3437.941758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.164445 sec): 2 clusters Score: Raw -21900.129081 + Penalty 42.906195 = -21857.222886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.165415 sec): 3 clusters Score: Raw -21668.958839 + Penalty 86.731328 = -21582.227511 nChanged 160 SP:Iteration 1F (60.166372 sec): 3 clusters Score: Raw -21784.305554 + Penalty 86.473900 = -21697.831653 nChanged 41 SP:Iteration 2F (60.167324 sec): 3 clusters Score: Raw -21821.766361 + Penalty 85.986508 = -21735.779853 nChanged 31 SP:Iteration 3F (60.168247 sec): 3 clusters Score: Raw -21862.672825 + Penalty 84.386567 = -21778.286259 nChanged 19 SP:Iteration 4Q (60.169105 sec): 3 clusters Score: Raw -21876.988102 + Penalty 83.512662 = -21793.475440 nChanged 9 SP:Iteration 5Q (60.169934 sec): 3 clusters Score: Raw -21882.838935 + Penalty 82.909396 = -21799.929540 nChanged 8 SP:Iteration 6Q (60.170751 sec): 3 clusters Score: Raw -21886.122409 + Penalty 82.704491 = -21803.417917 nChanged 5 SP:Iteration 7Q (60.171560 sec): 3 clusters Score: Raw -21887.795971 + Penalty 83.095699 = -21804.700272 nChanged 5 SP:Iteration 8Q (60.172368 sec): 3 clusters Score: Raw -21888.530999 + Penalty 83.088101 = -21805.442898 nChanged 1 SP:Iteration 9Q (60.173174 sec): 3 clusters Score: Raw -21888.677205 + Penalty 83.333316 = -21805.343889 nChanged 3 SP:Iteration 10F (60.174085 sec): 3 clusters Score: Raw -21889.217267 + Penalty 83.333316 = -21805.883951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.174752 sec): 2 clusters Score: Raw -4180.954371 + Penalty 85.697387 = -4095.256985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.175112 sec): 3 clusters Score: Raw -4159.192570 + Penalty 168.835221 = -3990.357349 nChanged 24 SP:Iteration 1F (60.175466 sec): 3 clusters Score: Raw -4183.602226 + Penalty 167.739285 = -4015.862941 nChanged 2 SP:Iteration 2Q (60.175818 sec): 3 clusters Score: Raw -4185.558008 + Penalty 166.499396 = -4019.058612 nChanged 3 SP:Iteration 3Q (60.176163 sec): 3 clusters Score: Raw -4189.806386 + Penalty 165.844938 = -4023.961448 nChanged 1 SP:Iteration 4Q (60.176530 sec): 3 clusters Score: Raw -4190.972025 + Penalty 165.844938 = -4025.127087 nChanged 0 SP:Iteration 5F (60.176879 sec): 3 clusters Score: Raw -4190.972025 + Penalty 165.844938 = -4025.127087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.177666 sec): 2 clusters Score: Raw -4993.139534 + Penalty 173.226827 = -4819.912707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.178117 sec): 3 clusters Score: Raw -5004.558499 + Penalty 351.958045 = -4652.600455 nChanged 35 SP:Iteration 1F (60.178578 sec): 3 clusters Score: Raw -5078.326518 + Penalty 371.814414 = -4706.512104 nChanged 14 SP:Iteration 2F (60.179013 sec): 3 clusters Score: Raw -5134.134376 + Penalty 387.830827 = -4746.303549 nChanged 5 SP:Iteration 3Q (60.179411 sec): 3 clusters Score: Raw -5140.511471 + Penalty 391.571894 = -4748.939577 nChanged 1 SP:Iteration 4Q (60.179804 sec): 3 clusters Score: Raw -5141.369033 + Penalty 391.571894 = -4749.797139 nChanged 0 SP:Iteration 5F (60.180237 sec): 3 clusters Score: Raw -5141.369033 + Penalty 391.571894 = -4749.797139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.181910 sec): 2 clusters Score: Raw -13700.706642 + Penalty 42.081923 = -13658.624719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.182580 sec): 3 clusters Score: Raw -13565.321830 + Penalty 89.829206 = -13475.492624 nChanged 105 SP:Iteration 1F (60.183238 sec): 3 clusters Score: Raw -13641.154209 + Penalty 95.787614 = -13545.366595 nChanged 28 SP:Iteration 2F (60.183896 sec): 3 clusters Score: Raw -13664.491489 + Penalty 107.652533 = -13556.838957 nChanged 17 SP:Iteration 3F (60.184553 sec): 3 clusters Score: Raw -13680.226970 + Penalty 118.061224 = -13562.165746 nChanged 7 SP:Iteration 4Q (60.185209 sec): 3 clusters Score: Raw -13686.734480 + Penalty 123.974219 = -13562.760261 nChanged 8 SP:Iteration 5Q (60.185869 sec): 3 clusters Score: Raw -13695.107511 + Penalty 127.860709 = -13567.246802 nChanged 2 SP:Iteration 6Q (60.186516 sec): 3 clusters Score: Raw -13698.546094 + Penalty 133.793745 = -13564.752349 nChanged 1 SP:Iteration 7F (60.187172 sec): 3 clusters Score: Raw -13702.676466 + Penalty 137.578833 = -13565.097632 nChanged 1 SP:Iteration 8Q (60.187798 sec): 3 clusters Score: Raw -13707.752828 + Penalty 137.578833 = -13570.173995 nChanged 0 SP:Iteration 9F (60.188455 sec): 3 clusters Score: Raw -13707.752828 + Penalty 137.578833 = -13570.173995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.189408 sec): 2 clusters Score: Raw -8523.840763 + Penalty 217.023066 = -8306.817697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.189896 sec): 3 clusters Score: Raw -8463.874772 + Penalty 437.001883 = -8026.872889 nChanged 42 SP:Iteration 1F (60.190411 sec): 3 clusters Score: Raw -8504.673204 + Penalty 434.434072 = -8070.239132 nChanged 21 SP:Iteration 2F (60.190920 sec): 3 clusters Score: Raw -8521.401527 + Penalty 436.938145 = -8084.463383 nChanged 6 SP:Iteration 3Q (60.191423 sec): 3 clusters Score: Raw -8528.386547 + Penalty 440.219318 = -8088.167230 nChanged 5 SP:Iteration 4Q (60.191926 sec): 3 clusters Score: Raw -8535.753143 + Penalty 448.182206 = -8087.570937 nChanged 5 SP:Iteration 5F (60.192433 sec): 3 clusters Score: Raw -8546.958233 + Penalty 455.584778 = -8091.373456 nChanged 4 SP:Iteration 6Q (60.192917 sec): 3 clusters Score: Raw -8555.142490 + Penalty 468.665661 = -8086.476829 nChanged 4 SP:Iteration 7F (60.193411 sec): 3 clusters Score: Raw -8561.958814 + Penalty 484.693952 = -8077.264862 nChanged 3 SP:Iteration 8F (60.193903 sec): 3 clusters Score: Raw -8566.587193 + Penalty 489.215059 = -8077.372134 nChanged 1 SP:Iteration 9Q (60.194347 sec): 3 clusters Score: Raw -8571.845098 + Penalty 491.477827 = -8080.367271 nChanged 1 SP:Iteration 10F (60.194827 sec): 3 clusters Score: Raw -8574.430936 + Penalty 492.118751 = -8082.312185 nChanged 1 SP:Iteration 11Q (60.195259 sec): 3 clusters Score: Raw -8575.352842 + Penalty 492.118751 = -8083.234091 nChanged 0 SP:Iteration 12F (60.195747 sec): 3 clusters Score: Raw -8575.352842 + Penalty 492.118751 = -8083.234091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.196698 sec): 2 clusters Score: Raw -8389.476487 + Penalty 361.715220 = -8027.761268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.197279 sec): 3 clusters Score: Raw -8400.408866 + Penalty 723.043868 = -7677.364998 nChanged 40 SP:Iteration 1F (60.197822 sec): 3 clusters Score: Raw -8463.422807 + Penalty 723.610728 = -7739.812079 nChanged 15 SP:Iteration 2F (60.198366 sec): 3 clusters Score: Raw -8485.964036 + Penalty 724.707889 = -7761.256146 nChanged 8 SP:Iteration 3Q (60.198888 sec): 3 clusters Score: Raw -8502.814925 + Penalty 727.520000 = -7775.294925 nChanged 6 SP:Iteration 4Q (60.199406 sec): 3 clusters Score: Raw -8513.985277 + Penalty 730.641085 = -7783.344192 nChanged 4 SP:Iteration 5Q (60.199922 sec): 3 clusters Score: Raw -8519.803050 + Penalty 732.968712 = -7786.834338 nChanged 3 SP:Iteration 6Q (60.200436 sec): 3 clusters Score: Raw -8522.839863 + Penalty 735.308105 = -7787.531757 nChanged 2 SP:Iteration 7Q (60.200950 sec): 3 clusters Score: Raw -8524.349719 + Penalty 738.564462 = -7785.785257 nChanged 3 SP:Iteration 8F (60.201493 sec): 3 clusters Score: Raw -8527.713575 + Penalty 741.154752 = -7786.558823 nChanged 3 SP:Iteration 9Q (60.202005 sec): 3 clusters Score: Raw -8532.252207 + Penalty 742.954701 = -7789.297506 nChanged 2 SP:Iteration 10F (60.202566 sec): 3 clusters Score: Raw -8535.449681 + Penalty 742.954701 = -7792.494980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 47 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.207909 sec): 2 clusters Score: Raw -53793.186957 + Penalty 39.760625 = -53753.426332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.209978 sec): 3 clusters Score: Raw -53183.343734 + Penalty 81.013768 = -53102.329966 nChanged 448 SP:Iteration 1F (60.212009 sec): 3 clusters Score: Raw -53572.894049 + Penalty 80.814221 = -53492.079829 nChanged 76 SP:Iteration 2F (60.213887 sec): 3 clusters Score: Raw -53643.092487 + Penalty 83.829756 = -53559.262730 nChanged 62 SP:Iteration 3F (60.215824 sec): 3 clusters Score: Raw -53706.843351 + Penalty 86.892136 = -53619.951214 nChanged 40 SP:Iteration 4Q (60.217660 sec): 3 clusters Score: Raw -53746.887930 + Penalty 92.974781 = -53653.913149 nChanged 22 SP:Iteration 5Q (60.219360 sec): 3 clusters Score: Raw -53769.320330 + Penalty 102.419901 = -53666.900429 nChanged 13 SP:Iteration 6Q (60.221029 sec): 3 clusters Score: Raw -53783.064386 + Penalty 106.946234 = -53676.118152 nChanged 7 SP:Iteration 7Q (60.222621 sec): 3 clusters Score: Raw -53794.653985 + Penalty 108.890078 = -53685.763907 nChanged 1 SP:Iteration 8Q (60.224149 sec): 3 clusters Score: Raw -53794.778304 + Penalty 111.077503 = -53683.700801 nChanged 1 SP:Iteration 9F (60.226032 sec): 3 clusters Score: Raw -53795.584428 + Penalty 113.557225 = -53682.027202 nChanged 1 SP:Iteration 10F (60.227916 sec): 3 clusters Score: Raw -53795.756892 + Penalty 116.391877 = -53679.365015 nChanged 1 SP:Iteration 11F (60.229797 sec): 3 clusters Score: Raw -53795.618870 + Penalty 116.391877 = -53679.226993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.231696 sec): 2 clusters Score: Raw -12683.664774 + Penalty 117.480746 = -12566.184028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.232345 sec): 3 clusters Score: Raw -12578.387410 + Penalty 238.183657 = -12340.203753 nChanged 86 SP:Iteration 1F (60.232969 sec): 3 clusters Score: Raw -12643.561188 + Penalty 244.104214 = -12399.456974 nChanged 26 SP:Iteration 2F (60.233589 sec): 3 clusters Score: Raw -12683.906394 + Penalty 248.696915 = -12435.209480 nChanged 18 SP:Iteration 3F (60.234207 sec): 3 clusters Score: Raw -12711.567958 + Penalty 251.241699 = -12460.326259 nChanged 7 SP:Iteration 4Q (60.234815 sec): 3 clusters Score: Raw -12726.095182 + Penalty 249.842783 = -12476.252399 nChanged 4 SP:Iteration 5Q (60.235414 sec): 3 clusters Score: Raw -12731.322581 + Penalty 248.108368 = -12483.214213 nChanged 3 SP:Iteration 6Q (60.236049 sec): 3 clusters Score: Raw -12732.594730 + Penalty 248.108368 = -12484.486362 nChanged 0 SP:Iteration 7F (60.236668 sec): 3 clusters Score: Raw -12732.594730 + Penalty 248.108368 = -12484.486362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.237421 sec): 2 clusters Score: Raw -1981.296806 + Penalty 355.893663 = -1625.403143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.237731 sec): 3 clusters Score: Raw -2099.803756 + Penalty 661.893981 = -1437.909774 nChanged 6 SP:Iteration 1F (60.238035 sec): 3 clusters Score: Raw -2119.619460 + Penalty 641.844175 = -1477.775286 nChanged 3 SP:Iteration 2F (60.238339 sec): 3 clusters Score: Raw -2170.852607 + Penalty 625.322412 = -1545.530195 nChanged 1 SP:Iteration 3Q (60.238625 sec): 3 clusters Score: Raw -2181.589870 + Penalty 626.707060 = -1554.882810 nChanged 1 SP:Iteration 4Q (60.238911 sec): 3 clusters Score: Raw -2204.249132 + Penalty 626.707060 = -1577.542072 nChanged 0 SP:Iteration 5F (60.239215 sec): 3 clusters Score: Raw -2204.249132 + Penalty 626.707060 = -1577.542072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.240007 sec): 2 clusters Score: Raw -2793.435402 + Penalty 41.212772 = -2752.222630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.240296 sec): 3 clusters Score: Raw -2769.941117 + Penalty 91.560303 = -2678.380815 nChanged 16 SP:Iteration 1F (60.240584 sec): 3 clusters Score: Raw -2788.148762 + Penalty 93.393532 = -2694.755230 nChanged 6 SP:Iteration 2F (60.240872 sec): 3 clusters Score: Raw -2800.885674 + Penalty 100.456660 = -2700.429014 nChanged 2 SP:Iteration 3Q (60.241142 sec): 3 clusters Score: Raw -2803.786439 + Penalty 105.461595 = -2698.324844 nChanged 1 SP:Iteration 4F (60.241425 sec): 3 clusters Score: Raw -2805.106983 + Penalty 112.001491 = -2693.105493 nChanged 1 SP:Iteration 5F (60.241710 sec): 3 clusters Score: Raw -2806.126660 + Penalty 112.001491 = -2694.125170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.243263 sec): 2 clusters Score: Raw -21113.155086 + Penalty 42.636485 = -21070.518601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.244195 sec): 3 clusters Score: Raw -20861.863192 + Penalty 85.719647 = -20776.143545 nChanged 181 SP:Iteration 1F (60.245132 sec): 3 clusters Score: Raw -20983.405331 + Penalty 86.831262 = -20896.574069 nChanged 44 SP:Iteration 2F (60.246069 sec): 3 clusters Score: Raw -21026.768783 + Penalty 87.320359 = -20939.448423 nChanged 24 SP:Iteration 3F (60.247002 sec): 3 clusters Score: Raw -21048.804639 + Penalty 88.072600 = -20960.732039 nChanged 13 SP:Iteration 4Q (60.247892 sec): 3 clusters Score: Raw -21054.897539 + Penalty 88.877853 = -20966.019685 nChanged 10 SP:Iteration 5Q (60.248775 sec): 3 clusters Score: Raw -21063.385424 + Penalty 88.815482 = -20974.569942 nChanged 8 SP:Iteration 6Q (60.249649 sec): 3 clusters Score: Raw -21069.283889 + Penalty 88.931150 = -20980.352738 nChanged 7 SP:Iteration 7Q (60.250517 sec): 3 clusters Score: Raw -21084.966376 + Penalty 89.053215 = -20995.913160 nChanged 5 SP:Iteration 8Q (60.251367 sec): 3 clusters Score: Raw -21089.584962 + Penalty 86.135023 = -21003.449939 nChanged 3 SP:Iteration 9Q (60.252211 sec): 3 clusters Score: Raw -21095.830806 + Penalty 86.178597 = -21009.652209 nChanged 6 SP:Iteration 10F (60.253149 sec): 3 clusters Score: Raw -21105.542731 + Penalty 86.251832 = -21019.290899 nChanged 4 SP:Iteration 11Q (60.253982 sec): 3 clusters Score: Raw -21113.122852 + Penalty 86.331994 = -21026.790858 nChanged 4 SP:Iteration 12Q (60.254807 sec): 3 clusters Score: Raw -21115.221733 + Penalty 85.000065 = -21030.221668 nChanged 4 SP:Iteration 13Q (60.255666 sec): 3 clusters Score: Raw -21116.314091 + Penalty 85.231994 = -21031.082097 nChanged 1 SP:Iteration 14Q (60.256487 sec): 3 clusters Score: Raw -21116.513309 + Penalty 85.663465 = -21030.849844 nChanged 2 SP:Iteration 15F (60.257427 sec): 3 clusters Score: Raw -21117.053191 + Penalty 85.828788 = -21031.224402 nChanged 1 SP:Iteration 16Q (60.258249 sec): 3 clusters Score: Raw -21117.204049 + Penalty 86.109319 = -21031.094730 nChanged 1 SP:Iteration 17F (60.259187 sec): 3 clusters Score: Raw -21117.396419 + Penalty 85.390165 = -21032.006254 nChanged 1 SP:Iteration 18Q (60.260010 sec): 3 clusters Score: Raw -21119.298851 + Penalty 85.542044 = -21033.756806 nChanged 1 SP:Iteration 19Q (60.260827 sec): 3 clusters Score: Raw -21119.664404 + Penalty 85.542044 = -21034.122360 nChanged 0 SP:Iteration 20F (60.261764 sec): 3 clusters Score: Raw -21119.664404 + Penalty 85.542044 = -21034.122360 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 80 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.264572 sec): 2 clusters Score: Raw -50917.309194 + Penalty 111.604781 = -50805.704412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.266372 sec): 3 clusters Score: Raw -50385.293703 + Penalty 222.732192 = -50162.561511 nChanged 398 SP:Iteration 1F (60.268115 sec): 3 clusters Score: Raw -50648.567177 + Penalty 223.376615 = -50425.190561 nChanged 91 SP:Iteration 2F (60.269858 sec): 3 clusters Score: Raw -50716.912309 + Penalty 224.262267 = -50492.650043 nChanged 69 SP:Iteration 3F (60.271605 sec): 3 clusters Score: Raw -50751.713953 + Penalty 224.402740 = -50527.311213 nChanged 38 SP:Iteration 4Q (60.273347 sec): 3 clusters Score: Raw -50771.497139 + Penalty 226.064278 = -50545.432860 nChanged 38 SP:Iteration 5Q (60.275089 sec): 3 clusters Score: Raw -50803.708816 + Penalty 226.511939 = -50577.196877 nChanged 32 SP:Iteration 6Q (60.276833 sec): 3 clusters Score: Raw -50824.603724 + Penalty 226.857280 = -50597.746444 nChanged 29 SP:Iteration 7Q (60.278698 sec): 3 clusters Score: Raw -50838.571606 + Penalty 226.537734 = -50612.033872 nChanged 21 SP:Iteration 8Q (60.280468 sec): 3 clusters Score: Raw -50849.395802 + Penalty 226.516542 = -50622.879261 nChanged 15 SP:Iteration 9Q (60.282203 sec): 3 clusters Score: Raw -50856.302255 + Penalty 226.492771 = -50629.809484 nChanged 15 SP:Iteration 10F (60.283943 sec): 3 clusters Score: Raw -50861.474297 + Penalty 226.561833 = -50634.912464 nChanged 13 SP:Iteration 11Q (60.285735 sec): 3 clusters Score: Raw -50867.265002 + Penalty 226.856053 = -50640.408949 nChanged 18 SP:Iteration 12Q (60.287503 sec): 3 clusters Score: Raw -50874.867129 + Penalty 227.736328 = -50647.130801 nChanged 10 SP:Iteration 13Q (60.289234 sec): 3 clusters Score: Raw -50878.217345 + Penalty 228.665712 = -50649.551633 nChanged 10 SP:Iteration 14Q (60.290977 sec): 3 clusters Score: Raw -50883.402135 + Penalty 229.352401 = -50654.049734 nChanged 11 SP:Iteration 15Q (60.292712 sec): 3 clusters Score: Raw -50889.616078 + Penalty 230.263184 = -50659.352894 nChanged 17 SP:Iteration 16Q (60.294447 sec): 3 clusters Score: Raw -50903.737708 + Penalty 233.223158 = -50670.514550 nChanged 22 SP:Iteration 17Q (60.296182 sec): 3 clusters Score: Raw -50926.439025 + Penalty 233.819949 = -50692.619076 nChanged 20 SP:Iteration 18Q (60.297902 sec): 3 clusters Score: Raw -50956.712447 + Penalty 235.316808 = -50721.395638 nChanged 19 SP:Iteration 19Q (60.299591 sec): 3 clusters Score: Raw -50988.582242 + Penalty 232.111299 = -50756.470943 nChanged 13 SP:Iteration 20F (60.301330 sec): 3 clusters Score: Raw -51006.241967 + Penalty 228.784632 = -50777.457335 nChanged 8 SP:Iteration 21Q (60.302895 sec): 3 clusters Score: Raw -51016.161346 + Penalty 228.561582 = -50787.599764 nChanged 8 SP:Iteration 22Q (60.304427 sec): 3 clusters Score: Raw -51020.560652 + Penalty 227.696456 = -50792.864197 nChanged 4 SP:Iteration 23Q (60.306026 sec): 3 clusters Score: Raw -51021.953286 + Penalty 227.912695 = -50794.040591 nChanged 3 SP:Iteration 24Q (60.307581 sec): 3 clusters Score: Raw -51022.658057 + Penalty 228.245054 = -50794.413002 nChanged 4 SP:Iteration 25Q (60.309125 sec): 3 clusters Score: Raw -51023.344171 + Penalty 227.868078 = -50795.476093 nChanged 4 SP:Iteration 26Q (60.310757 sec): 3 clusters Score: Raw -51024.503430 + Penalty 227.405439 = -50797.097991 nChanged 1 SP:Iteration 27Q (60.312363 sec): 3 clusters Score: Raw -51025.255855 + Penalty 227.158231 = -50798.097624 nChanged 1 SP:Iteration 28Q (60.313890 sec): 3 clusters Score: Raw -51025.353133 + Penalty 227.158231 = -50798.194902 nChanged 0 SP:Iteration 29F (60.315666 sec): 3 clusters Score: Raw -51025.353133 + Penalty 227.158231 = -50798.194902 nChanged 0 Iteration 157F (60.829097 sec): 36 clusters Score: Raw -1427256.244655 + Penalty 9333.229457 = -1417923.015198 nChanged 294 Iteration 158Q (60.942175 sec): 36 clusters Score: Raw -1427332.745330 + Penalty 9329.991241 = -1418002.754089 nChanged 100 Iteration 159Q (61.047959 sec): 36 clusters Score: Raw -1427356.141676 + Penalty 9325.507597 = -1418030.634079 nChanged 67 Iteration 160F (61.543131 sec): 36 clusters Score: Raw -1427364.786129 + Penalty 9325.605932 = -1418039.180197 nChanged 38 Iteration 161Q (61.649299 sec): 36 clusters Score: Raw -1427367.017025 + Penalty 9325.607384 = -1418041.409640 nChanged 22 Iteration 162Q (61.752977 sec): 36 clusters Score: Raw -1427367.710712 + Penalty 9325.670988 = -1418042.039724 nChanged 13 Iteration 163Q (61.856917 sec): 36 clusters Score: Raw -1427368.034635 + Penalty 9325.705843 = -1418042.328792 nChanged 12 Iteration 164Q (61.962359 sec): 36 clusters Score: Raw -1427368.203135 + Penalty 9325.738939 = -1418042.464196 nChanged 14 Iteration 165Q (62.066697 sec): 36 clusters Score: Raw -1427368.376181 + Penalty 9325.743317 = -1418042.632865 nChanged 3 Iteration 166Q (62.171144 sec): 36 clusters Score: Raw -1427368.414289 + Penalty 9325.737399 = -1418042.676891 nChanged 2 Iteration 167Q (62.275359 sec): 36 clusters Score: Raw -1427368.379148 + Penalty 9325.730336 = -1418042.648812 nChanged 2 Iteration 168F (62.771885 sec): 36 clusters Score: Raw -1427368.369138 + Penalty 9325.730336 = -1418042.638802 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1427368.369138 + Penalty 9325.730336 = -1418042.638802Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 1 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.823592 sec): 2 clusters Score: Raw -4474.539365 + Penalty 46.348265 = -4428.191100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.823984 sec): 3 clusters Score: Raw -4435.635032 + Penalty 88.984528 = -4346.650504 nChanged 28 SP:Iteration 1F (62.824323 sec): 3 clusters Score: Raw -4474.035485 + Penalty 88.582745 = -4385.452740 nChanged 9 SP:Iteration 2F (62.824661 sec): 3 clusters Score: Raw -4484.690831 + Penalty 88.448481 = -4396.242350 nChanged 5 SP:Iteration 3F (62.824999 sec): 3 clusters Score: Raw -4487.135458 + Penalty 88.877254 = -4398.258203 nChanged 1 SP:Iteration 4Q (62.825331 sec): 3 clusters Score: Raw -4487.400312 + Penalty 89.313008 = -4398.087304 nChanged 1 SP:Iteration 5F (62.825667 sec): 3 clusters Score: Raw -4489.799291 + Penalty 89.313008 = -4400.486283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.828655 sec): 2 clusters Score: Raw -27891.158031 + Penalty 36.413832 = -27854.744199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.829847 sec): 3 clusters Score: Raw -27542.324345 + Penalty 72.236545 = -27470.087800 nChanged 259 SP:Iteration 1F (62.830989 sec): 3 clusters Score: Raw -27792.806446 + Penalty 74.717062 = -27718.089384 nChanged 37 SP:Iteration 2F (62.832130 sec): 3 clusters Score: Raw -27819.426941 + Penalty 76.318603 = -27743.108338 nChanged 21 SP:Iteration 3Q (62.833305 sec): 3 clusters Score: Raw -27840.199241 + Penalty 80.462201 = -27759.737040 nChanged 26 SP:Iteration 4Q (62.834469 sec): 3 clusters Score: Raw -27867.758043 + Penalty 85.717859 = -27782.040184 nChanged 16 SP:Iteration 5Q (62.835618 sec): 3 clusters Score: Raw -27885.900292 + Penalty 89.024196 = -27796.876096 nChanged 8 SP:Iteration 6Q (62.836666 sec): 3 clusters Score: Raw -27899.443044 + Penalty 91.488187 = -27807.954857 nChanged 2 SP:Iteration 7Q (62.837684 sec): 3 clusters Score: Raw -27906.314465 + Penalty 91.488187 = -27814.826278 nChanged 0 SP:Iteration 8F (62.838809 sec): 3 clusters Score: Raw -27906.314465 + Penalty 91.488187 = -27814.826278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.845336 sec): 2 clusters Score: Raw -71069.790591 + Penalty 105.520033 = -70964.270558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.847888 sec): 3 clusters Score: Raw -70224.736664 + Penalty 214.755196 = -70009.981468 nChanged 620 SP:Iteration 1F (62.850391 sec): 3 clusters Score: Raw -70595.566215 + Penalty 222.651285 = -70372.914930 nChanged 137 SP:Iteration 2F (62.852890 sec): 3 clusters Score: Raw -70705.031583 + Penalty 242.688811 = -70462.342773 nChanged 150 SP:Iteration 3F (62.855384 sec): 3 clusters Score: Raw -70850.915700 + Penalty 259.998064 = -70590.917636 nChanged 107 SP:Iteration 4F (62.857905 sec): 3 clusters Score: Raw -70924.886902 + Penalty 270.704921 = -70654.181981 nChanged 56 SP:Iteration 5Q (62.860383 sec): 3 clusters Score: Raw -70966.736981 + Penalty 281.759168 = -70684.977812 nChanged 48 SP:Iteration 6Q (62.862844 sec): 3 clusters Score: Raw -70992.297963 + Penalty 287.597339 = -70704.700623 nChanged 33 SP:Iteration 7Q (62.865343 sec): 3 clusters Score: Raw -71012.949558 + Penalty 291.935536 = -70721.014022 nChanged 25 SP:Iteration 8Q (62.867870 sec): 3 clusters Score: Raw -71026.412342 + Penalty 294.948797 = -70731.463545 nChanged 25 SP:Iteration 9Q (62.870469 sec): 3 clusters Score: Raw -71041.686894 + Penalty 297.718557 = -70743.968337 nChanged 23 SP:Iteration 10F (62.873125 sec): 3 clusters Score: Raw -71055.526949 + Penalty 294.370264 = -70761.156685 nChanged 14 SP:Iteration 11Q (62.875535 sec): 3 clusters Score: Raw -71064.284128 + Penalty 297.393357 = -70766.890771 nChanged 13 SP:Iteration 12Q (62.877927 sec): 3 clusters Score: Raw -71073.311207 + Penalty 297.692007 = -70775.619201 nChanged 11 SP:Iteration 13Q (62.880275 sec): 3 clusters Score: Raw -71080.605394 + Penalty 301.993182 = -70778.612212 nChanged 10 SP:Iteration 14Q (62.882553 sec): 3 clusters Score: Raw -71085.459689 + Penalty 308.553967 = -70776.905722 nChanged 9 SP:Iteration 15F (62.885042 sec): 3 clusters Score: Raw -71090.462788 + Penalty 312.730354 = -70777.732434 nChanged 5 SP:Iteration 16Q (62.887230 sec): 3 clusters Score: Raw -71093.534798 + Penalty 313.763436 = -70779.771362 nChanged 7 SP:Iteration 17Q (62.889413 sec): 3 clusters Score: Raw -71097.223999 + Penalty 318.124625 = -70779.099374 nChanged 3 SP:Iteration 18F (62.891946 sec): 3 clusters Score: Raw -71099.140765 + Penalty 318.252117 = -70780.888648 nChanged 4 SP:Iteration 19Q (62.894114 sec): 3 clusters Score: Raw -71101.249610 + Penalty 322.433473 = -70778.816137 nChanged 2 SP:Iteration 20F (62.896604 sec): 3 clusters Score: Raw -71101.658258 + Penalty 325.068653 = -70776.589605 nChanged 1 SP:Iteration 21F (62.899104 sec): 3 clusters Score: Raw -71102.662618 + Penalty 325.068653 = -70777.593965 nChanged 0 Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 4 (3524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.915924 sec): 2 clusters Score: Raw -200999.596924 + Penalty 56.447192 = -200943.149732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.922466 sec): 3 clusters Score: Raw -198659.875163 + Penalty 117.881428 = -198541.993735 nChanged 1686 SP:Iteration 1F (62.928722 sec): 3 clusters Score: Raw -200420.824734 + Penalty 116.972448 = -200303.852286 nChanged 249 SP:Iteration 2F (62.934921 sec): 3 clusters Score: Raw -200645.427996 + Penalty 117.067752 = -200528.360245 nChanged 165 SP:Iteration 3Q (62.940770 sec): 3 clusters Score: Raw -200767.116539 + Penalty 115.861047 = -200651.255492 nChanged 94 SP:Iteration 4Q (62.946762 sec): 3 clusters Score: Raw -200833.253300 + Penalty 114.178937 = -200719.074363 nChanged 66 SP:Iteration 5Q (62.952846 sec): 3 clusters Score: Raw -200874.055045 + Penalty 113.064567 = -200760.990478 nChanged 42 SP:Iteration 6Q (62.959046 sec): 3 clusters Score: Raw -200900.020832 + Penalty 112.309595 = -200787.711237 nChanged 40 SP:Iteration 7Q (62.964551 sec): 3 clusters Score: Raw -200926.540387 + Penalty 112.333356 = -200814.207031 nChanged 36 SP:Iteration 8Q (62.969962 sec): 3 clusters Score: Raw -200948.687427 + Penalty 110.996102 = -200837.691325 nChanged 25 SP:Iteration 9Q (62.975497 sec): 3 clusters Score: Raw -200959.029931 + Penalty 111.349703 = -200847.680227 nChanged 23 SP:Iteration 10F (62.981706 sec): 3 clusters Score: Raw -200966.065108 + Penalty 111.669507 = -200854.395600 nChanged 15 SP:Iteration 11Q (62.986847 sec): 3 clusters Score: Raw -200970.087280 + Penalty 111.320720 = -200858.766559 nChanged 11 SP:Iteration 12Q (62.992003 sec): 3 clusters Score: Raw -200972.027026 + Penalty 111.506822 = -200860.520204 nChanged 8 SP:Iteration 13Q (62.997113 sec): 3 clusters Score: Raw -200973.530437 + Penalty 111.384758 = -200862.145679 nChanged 6 SP:Iteration 14Q (63.002205 sec): 3 clusters Score: Raw -200974.175332 + Penalty 111.253265 = -200862.922067 nChanged 7 SP:Iteration 15Q (63.007364 sec): 3 clusters Score: Raw -200975.241868 + Penalty 110.925116 = -200864.316752 nChanged 4 SP:Iteration 16Q (63.012687 sec): 3 clusters Score: Raw -200975.739611 + Penalty 110.983814 = -200864.755797 nChanged 6 SP:Iteration 17Q (63.017810 sec): 3 clusters Score: Raw -200976.267198 + Penalty 111.188710 = -200865.078489 nChanged 5 SP:Iteration 18Q (63.022928 sec): 3 clusters Score: Raw -200976.834542 + Penalty 110.714542 = -200866.120000 nChanged 10 SP:Iteration 19Q (63.028016 sec): 3 clusters Score: Raw -200979.850466 + Penalty 110.494611 = -200869.355855 nChanged 9 SP:Iteration 20F (63.034233 sec): 3 clusters Score: Raw -200982.296329 + Penalty 110.473759 = -200871.822570 nChanged 6 SP:Iteration 21Q (63.039561 sec): 3 clusters Score: Raw -200982.755093 + Penalty 110.651599 = -200872.103494 nChanged 6 SP:Iteration 22Q (63.044744 sec): 3 clusters Score: Raw -200983.463372 + Penalty 110.384693 = -200873.078679 nChanged 9 SP:Iteration 23Q (63.049792 sec): 3 clusters Score: Raw -200983.674443 + Penalty 110.580308 = -200873.094136 nChanged 5 SP:Iteration 24Q (63.054825 sec): 3 clusters Score: Raw -200983.882028 + Penalty 110.511091 = -200873.370937 nChanged 3 SP:Iteration 25Q (63.059845 sec): 3 clusters Score: Raw -200983.945186 + Penalty 110.607943 = -200873.337244 nChanged 4 SP:Iteration 26F (63.066267 sec): 3 clusters Score: Raw -200984.395903 + Penalty 109.890989 = -200874.504914 nChanged 6 SP:Iteration 27Q (63.071414 sec): 3 clusters Score: Raw -200985.797822 + Penalty 109.627963 = -200876.169859 nChanged 6 SP:Iteration 28Q (63.076547 sec): 3 clusters Score: Raw -200988.769026 + Penalty 109.273617 = -200879.495409 nChanged 10 SP:Iteration 29Q (63.081623 sec): 3 clusters Score: Raw -200995.683916 + Penalty 108.661352 = -200887.022564 nChanged 9 SP:Iteration 30F (63.087832 sec): 3 clusters Score: Raw -200999.995417 + Penalty 109.126413 = -200890.869004 nChanged 9 SP:Iteration 31Q (63.092809 sec): 3 clusters Score: Raw -201004.917618 + Penalty 109.158437 = -200895.759181 nChanged 7 SP:Iteration 32Q (63.098185 sec): 3 clusters Score: Raw -201006.363259 + Penalty 109.257466 = -200897.105794 nChanged 3 SP:Iteration 33Q (63.103169 sec): 3 clusters Score: Raw -201006.703439 + Penalty 109.097073 = -200897.606367 nChanged 3 SP:Iteration 34Q (63.108205 sec): 3 clusters Score: Raw -201006.543028 + Penalty 109.178748 = -200897.364280 nChanged 1 SP:Iteration 35F (63.114457 sec): 3 clusters Score: Raw -201006.393533 + Penalty 109.178748 = -200897.214785 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.118781 sec): 2 clusters Score: Raw -39003.884522 + Penalty 187.022326 = -38816.862197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.120307 sec): 3 clusters Score: Raw -38567.133935 + Penalty 373.911900 = -38193.222035 nChanged 287 SP:Iteration 1F (63.121898 sec): 3 clusters Score: Raw -38719.479923 + Penalty 374.586408 = -38344.893515 nChanged 116 SP:Iteration 2F (63.123509 sec): 3 clusters Score: Raw -38789.376731 + Penalty 380.454068 = -38408.922663 nChanged 74 SP:Iteration 3F (63.125088 sec): 3 clusters Score: Raw -38852.205642 + Penalty 383.099101 = -38469.106541 nChanged 59 SP:Iteration 4F (63.126553 sec): 3 clusters Score: Raw -38902.649276 + Penalty 386.495526 = -38516.153750 nChanged 47 SP:Iteration 5F (63.128029 sec): 3 clusters Score: Raw -38944.631202 + Penalty 388.965202 = -38555.666000 nChanged 37 SP:Iteration 6Q (63.129481 sec): 3 clusters Score: Raw -38978.068075 + Penalty 393.970767 = -38584.097308 nChanged 25 SP:Iteration 7Q (63.130943 sec): 3 clusters Score: Raw -39003.603441 + Penalty 396.642275 = -38606.961165 nChanged 11 SP:Iteration 8Q (63.132320 sec): 3 clusters Score: Raw -39011.047413 + Penalty 401.174840 = -38609.872573 nChanged 10 SP:Iteration 9Q (63.133669 sec): 3 clusters Score: Raw -39017.774024 + Penalty 403.213160 = -38614.560864 nChanged 4 SP:Iteration 10F (63.135191 sec): 3 clusters Score: Raw -39021.190761 + Penalty 400.702891 = -38620.487870 nChanged 4 SP:Iteration 11Q (63.136489 sec): 3 clusters Score: Raw -39024.908118 + Penalty 396.212065 = -38628.696053 nChanged 4 SP:Iteration 12Q (63.137779 sec): 3 clusters Score: Raw -39028.058894 + Penalty 394.713031 = -38633.345863 nChanged 2 SP:Iteration 13Q (63.139060 sec): 3 clusters Score: Raw -39029.268397 + Penalty 394.713031 = -38634.555366 nChanged 0 SP:Iteration 14F (63.140487 sec): 3 clusters Score: Raw -39029.268397 + Penalty 394.713031 = -38634.555366 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.145761 sec): 2 clusters Score: Raw -72741.289263 + Penalty 44.679446 = -72696.609817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.148491 sec): 3 clusters Score: Raw -71833.252977 + Penalty 96.616404 = -71736.636574 nChanged 676 SP:Iteration 1F (63.151343 sec): 3 clusters Score: Raw -72449.331356 + Penalty 97.919844 = -72351.411513 nChanged 105 SP:Iteration 2F (63.154067 sec): 3 clusters Score: Raw -72532.541896 + Penalty 99.932289 = -72432.609606 nChanged 71 SP:Iteration 3Q (63.156747 sec): 3 clusters Score: Raw -72612.467128 + Penalty 102.758423 = -72509.708705 nChanged 63 SP:Iteration 4Q (63.159419 sec): 3 clusters Score: Raw -72689.850927 + Penalty 104.039948 = -72585.810979 nChanged 42 SP:Iteration 5Q (63.161999 sec): 3 clusters Score: Raw -72741.181075 + Penalty 105.109641 = -72636.071434 nChanged 23 SP:Iteration 6Q (63.164382 sec): 3 clusters Score: Raw -72766.687539 + Penalty 107.487360 = -72659.200179 nChanged 10 SP:Iteration 7Q (63.166624 sec): 3 clusters Score: Raw -72780.489997 + Penalty 109.040986 = -72671.449012 nChanged 6 SP:Iteration 8Q (63.168791 sec): 3 clusters Score: Raw -72785.492800 + Penalty 111.366168 = -72674.126632 nChanged 4 SP:Iteration 9Q (63.170944 sec): 3 clusters Score: Raw -72790.316331 + Penalty 111.918587 = -72678.397744 nChanged 3 SP:Iteration 10F (63.173579 sec): 3 clusters Score: Raw -72793.513500 + Penalty 114.669191 = -72678.844309 nChanged 3 SP:Iteration 11Q (63.175782 sec): 3 clusters Score: Raw -72796.721602 + Penalty 116.791133 = -72679.930469 nChanged 2 SP:Iteration 12Q (63.178016 sec): 3 clusters Score: Raw -72797.965782 + Penalty 116.791133 = -72681.174649 nChanged 0 SP:Iteration 13F (63.180695 sec): 3 clusters Score: Raw -72797.965782 + Penalty 116.791133 = -72681.174649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.186287 sec): 2 clusters Score: Raw -25270.959197 + Penalty 214.270791 = -25056.688406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.187371 sec): 3 clusters Score: Raw -25025.846158 + Penalty 456.636123 = -24569.210035 nChanged 181 SP:Iteration 1F (63.188434 sec): 3 clusters Score: Raw -25222.735381 + Penalty 511.018757 = -24711.716624 nChanged 72 SP:Iteration 2F (63.189489 sec): 3 clusters Score: Raw -25312.645338 + Penalty 535.174802 = -24777.470535 nChanged 26 SP:Iteration 3F (63.190627 sec): 3 clusters Score: Raw -25338.539996 + Penalty 549.960694 = -24788.579301 nChanged 12 SP:Iteration 4Q (63.191679 sec): 3 clusters Score: Raw -25347.886569 + Penalty 559.363698 = -24788.522871 nChanged 6 SP:Iteration 5F (63.192785 sec): 3 clusters Score: Raw -25353.787561 + Penalty 572.631175 = -24781.156386 nChanged 6 SP:Iteration 6F (63.193863 sec): 3 clusters Score: Raw -25360.012835 + Penalty 584.816309 = -24775.196526 nChanged 5 SP:Iteration 7F (63.194917 sec): 3 clusters Score: Raw -25366.650613 + Penalty 591.541037 = -24775.109577 nChanged 4 SP:Iteration 8F (63.195962 sec): 3 clusters Score: Raw -25369.038878 + Penalty 591.541037 = -24777.497842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.197631 sec): 2 clusters Score: Raw -21756.429620 + Penalty 241.806843 = -21514.622777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.198566 sec): 3 clusters Score: Raw -21580.930094 + Penalty 482.916420 = -21098.013673 nChanged 120 SP:Iteration 1F (63.199443 sec): 3 clusters Score: Raw -21660.255187 + Penalty 481.712195 = -21178.542992 nChanged 31 SP:Iteration 2F (63.200316 sec): 3 clusters Score: Raw -21678.284271 + Penalty 481.851687 = -21196.432584 nChanged 19 SP:Iteration 3Q (63.201187 sec): 3 clusters Score: Raw -21689.344811 + Penalty 481.905471 = -21207.439339 nChanged 13 SP:Iteration 4Q (63.202059 sec): 3 clusters Score: Raw -21695.444472 + Penalty 482.075541 = -21213.368932 nChanged 8 SP:Iteration 5Q (63.202934 sec): 3 clusters Score: Raw -21699.748985 + Penalty 482.103755 = -21217.645230 nChanged 5 SP:Iteration 6Q (63.203804 sec): 3 clusters Score: Raw -21704.068931 + Penalty 481.536810 = -21222.532122 nChanged 8 SP:Iteration 7Q (63.204674 sec): 3 clusters Score: Raw -21709.975372 + Penalty 482.060999 = -21227.914373 nChanged 8 SP:Iteration 8Q (63.205543 sec): 3 clusters Score: Raw -21713.563324 + Penalty 482.852133 = -21230.711191 nChanged 6 SP:Iteration 9Q (63.206410 sec): 3 clusters Score: Raw -21716.271063 + Penalty 483.051498 = -21233.219565 nChanged 2 SP:Iteration 10F (63.207282 sec): 3 clusters Score: Raw -21716.449225 + Penalty 483.051498 = -21233.397727 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 9 (2888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.220280 sec): 2 clusters Score: Raw -151566.327604 + Penalty 56.264469 = -151510.063134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.225573 sec): 3 clusters Score: Raw -149694.072395 + Penalty 113.800519 = -149580.271876 nChanged 1371 SP:Iteration 1F (63.230723 sec): 3 clusters Score: Raw -150533.241429 + Penalty 114.243389 = -150418.998040 nChanged 193 SP:Iteration 2F (63.235825 sec): 3 clusters Score: Raw -150637.691795 + Penalty 116.622007 = -150521.069787 nChanged 223 SP:Iteration 3F (63.240934 sec): 3 clusters Score: Raw -150820.756542 + Penalty 120.032308 = -150700.724235 nChanged 263 SP:Iteration 4F (63.246009 sec): 3 clusters Score: Raw -151094.706521 + Penalty 128.546819 = -150966.159702 nChanged 225 SP:Iteration 5F (63.251109 sec): 3 clusters Score: Raw -151363.016588 + Penalty 150.399255 = -151212.617332 nChanged 127 SP:Iteration 6Q (63.256183 sec): 3 clusters Score: Raw -151522.988971 + Penalty 176.914007 = -151346.074963 nChanged 36 SP:Iteration 7Q (63.261306 sec): 3 clusters Score: Raw -151568.955168 + Penalty 196.421076 = -151372.534093 nChanged 3 SP:Iteration 8Q (63.266106 sec): 3 clusters Score: Raw -151573.676393 + Penalty 216.513445 = -151357.162948 nChanged 1 SP:Iteration 9F (63.271027 sec): 3 clusters Score: Raw -151573.885581 + Penalty 216.513445 = -151357.372136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.276105 sec): 2 clusters Score: Raw -31770.139357 + Penalty 130.537303 = -31639.602054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.277408 sec): 3 clusters Score: Raw -31436.422697 + Penalty 300.193161 = -31136.229536 nChanged 238 SP:Iteration 1F (63.278691 sec): 3 clusters Score: Raw -31661.922142 + Penalty 348.066335 = -31313.855807 nChanged 79 SP:Iteration 2F (63.279978 sec): 3 clusters Score: Raw -31756.008550 + Penalty 366.478033 = -31389.530517 nChanged 36 SP:Iteration 3F (63.281260 sec): 3 clusters Score: Raw -31788.983659 + Penalty 377.429724 = -31411.553934 nChanged 10 SP:Iteration 4Q (63.282427 sec): 3 clusters Score: Raw -31796.382228 + Penalty 389.576314 = -31406.805914 nChanged 8 SP:Iteration 5F (63.283714 sec): 3 clusters Score: Raw -31803.284299 + Penalty 395.080198 = -31408.204101 nChanged 3 SP:Iteration 6Q (63.284842 sec): 3 clusters Score: Raw -31804.777994 + Penalty 400.739927 = -31404.038066 nChanged 3 SP:Iteration 7F (63.286122 sec): 3 clusters Score: Raw -31807.356738 + Penalty 410.121645 = -31397.235093 nChanged 3 SP:Iteration 8F (63.287481 sec): 3 clusters Score: Raw -31809.564267 + Penalty 417.847930 = -31391.716337 nChanged 5 SP:Iteration 9F (63.288841 sec): 3 clusters Score: Raw -31813.249025 + Penalty 422.273104 = -31390.975921 nChanged 2 SP:Iteration 10F (63.290185 sec): 3 clusters Score: Raw -31814.261249 + Penalty 422.262068 = -31391.999181 nChanged 1 SP:Iteration 11Q (63.291322 sec): 3 clusters Score: Raw -31814.988566 + Penalty 422.594662 = -31392.393904 nChanged 1 SP:Iteration 12Q (63.292426 sec): 3 clusters Score: Raw -31815.631218 + Penalty 426.019227 = -31389.611991 nChanged 1 SP:Iteration 13F (63.293708 sec): 3 clusters Score: Raw -31817.107471 + Penalty 431.085558 = -31386.021913 nChanged 1 SP:Iteration 14F (63.294988 sec): 3 clusters Score: Raw -31818.180118 + Penalty 434.556030 = -31383.624088 nChanged 1 SP:Iteration 15F (63.296267 sec): 3 clusters Score: Raw -31818.504993 + Penalty 434.556030 = -31383.948963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.299983 sec): 2 clusters Score: Raw -38774.923535 + Penalty 121.221035 = -38653.702500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.301612 sec): 3 clusters Score: Raw -38343.718314 + Penalty 260.018956 = -38083.699358 nChanged 316 SP:Iteration 1F (63.303148 sec): 3 clusters Score: Raw -38632.652876 + Penalty 275.907882 = -38356.744994 nChanged 97 SP:Iteration 2F (63.304668 sec): 3 clusters Score: Raw -38742.186474 + Penalty 296.723527 = -38445.462947 nChanged 34 SP:Iteration 3Q (63.306166 sec): 3 clusters Score: Raw -38776.965365 + Penalty 308.536468 = -38468.428897 nChanged 7 SP:Iteration 4Q (63.307579 sec): 3 clusters Score: Raw -38788.463412 + Penalty 313.108064 = -38475.355348 nChanged 3 SP:Iteration 5Q (63.308949 sec): 3 clusters Score: Raw -38793.051420 + Penalty 310.970362 = -38482.081059 nChanged 2 SP:Iteration 6Q (63.310243 sec): 3 clusters Score: Raw -38797.274777 + Penalty 311.232052 = -38486.042724 nChanged 1 SP:Iteration 7Q (63.311520 sec): 3 clusters Score: Raw -38799.088544 + Penalty 312.298728 = -38486.789816 nChanged 1 SP:Iteration 8Q (63.312839 sec): 3 clusters Score: Raw -38799.927257 + Penalty 312.298728 = -38487.628529 nChanged 0 SP:Iteration 9F (63.314356 sec): 3 clusters Score: Raw -38799.927257 + Penalty 312.298728 = -38487.628529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.316235 sec): 2 clusters Score: Raw -5513.359657 + Penalty 259.809412 = -5253.550245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.316653 sec): 3 clusters Score: Raw -5505.354913 + Penalty 518.524912 = -4986.830002 nChanged 30 SP:Iteration 1F (63.317060 sec): 3 clusters Score: Raw -5544.478877 + Penalty 521.906005 = -5022.572872 nChanged 9 SP:Iteration 2F (63.317468 sec): 3 clusters Score: Raw -5561.797959 + Penalty 526.249999 = -5035.547960 nChanged 5 SP:Iteration 3Q (63.317865 sec): 3 clusters Score: Raw -5576.037383 + Penalty 531.634234 = -5044.403149 nChanged 2 SP:Iteration 4Q (63.318254 sec): 3 clusters Score: Raw -5578.655990 + Penalty 542.156877 = -5036.499113 nChanged 4 SP:Iteration 5F (63.318661 sec): 3 clusters Score: Raw -5584.512107 + Penalty 547.694887 = -5036.817220 nChanged 1 SP:Iteration 6Q (63.319045 sec): 3 clusters Score: Raw -5585.507280 + Penalty 554.161688 = -5031.345592 nChanged 2 SP:Iteration 7F (63.319452 sec): 3 clusters Score: Raw -5588.069103 + Penalty 556.723974 = -5031.345128 nChanged 1 SP:Iteration 8F (63.319860 sec): 3 clusters Score: Raw -5589.530425 + Penalty 560.327996 = -5029.202429 nChanged 1 SP:Iteration 9F (63.320267 sec): 3 clusters Score: Raw -5592.774612 + Penalty 560.327996 = -5032.446616 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 13 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.322932 sec): 2 clusters Score: Raw -40159.253824 + Penalty 49.026562 = -40110.227262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.324388 sec): 3 clusters Score: Raw -39715.212604 + Penalty 98.468423 = -39616.744181 nChanged 333 SP:Iteration 1F (63.325816 sec): 3 clusters Score: Raw -39914.516967 + Penalty 99.657688 = -39814.859279 nChanged 69 SP:Iteration 2F (63.327230 sec): 3 clusters Score: Raw -39966.670462 + Penalty 100.199988 = -39866.470474 nChanged 58 SP:Iteration 3F (63.328635 sec): 3 clusters Score: Raw -40017.046291 + Penalty 101.213440 = -39915.832851 nChanged 47 SP:Iteration 4F (63.330041 sec): 3 clusters Score: Raw -40063.084962 + Penalty 101.912938 = -39961.172024 nChanged 36 SP:Iteration 5F (63.331448 sec): 3 clusters Score: Raw -40091.443248 + Penalty 102.971307 = -39988.471941 nChanged 20 SP:Iteration 6Q (63.332842 sec): 3 clusters Score: Raw -40104.376217 + Penalty 103.976792 = -40000.399426 nChanged 15 SP:Iteration 7Q (63.334193 sec): 3 clusters Score: Raw -40111.567969 + Penalty 105.277454 = -40006.290515 nChanged 11 SP:Iteration 8Q (63.335529 sec): 3 clusters Score: Raw -40117.056393 + Penalty 106.140195 = -40010.916197 nChanged 11 SP:Iteration 9Q (63.336865 sec): 3 clusters Score: Raw -40120.909445 + Penalty 106.906189 = -40014.003256 nChanged 8 SP:Iteration 10F (63.338293 sec): 3 clusters Score: Raw -40122.126943 + Penalty 107.098752 = -40015.028191 nChanged 5 SP:Iteration 11Q (63.339597 sec): 3 clusters Score: Raw -40123.941774 + Penalty 108.327164 = -40015.614610 nChanged 8 SP:Iteration 12Q (63.340911 sec): 3 clusters Score: Raw -40126.774160 + Penalty 108.652358 = -40018.121801 nChanged 3 SP:Iteration 13Q (63.342193 sec): 3 clusters Score: Raw -40127.445095 + Penalty 109.233036 = -40018.212060 nChanged 3 SP:Iteration 14Q (63.343551 sec): 3 clusters Score: Raw -40127.698906 + Penalty 109.681561 = -40018.017344 nChanged 2 SP:Iteration 15F (63.345064 sec): 3 clusters Score: Raw -40127.826313 + Penalty 110.060340 = -40017.765973 nChanged 2 SP:Iteration 16F (63.346565 sec): 3 clusters Score: Raw -40127.878591 + Penalty 109.232160 = -40018.646431 nChanged 6 SP:Iteration 17Q (63.347890 sec): 3 clusters Score: Raw -40128.621168 + Penalty 108.482785 = -40020.138383 nChanged 2 SP:Iteration 18Q (63.349163 sec): 3 clusters Score: Raw -40129.656095 + Penalty 109.106986 = -40020.549108 nChanged 4 SP:Iteration 19Q (63.350424 sec): 3 clusters Score: Raw -40130.139885 + Penalty 109.979631 = -40020.160253 nChanged 4 SP:Iteration 20F (63.351846 sec): 3 clusters Score: Raw -40130.223094 + Penalty 110.780440 = -40019.442654 nChanged 3 SP:Iteration 21F (63.353254 sec): 3 clusters Score: Raw -40130.486478 + Penalty 111.495889 = -40018.990588 nChanged 2 SP:Iteration 22F (63.354662 sec): 3 clusters Score: Raw -40130.553843 + Penalty 112.836664 = -40017.717179 nChanged 4 SP:Iteration 23F (63.356066 sec): 3 clusters Score: Raw -40131.411256 + Penalty 114.163611 = -40017.247645 nChanged 5 SP:Iteration 24F (63.357469 sec): 3 clusters Score: Raw -40132.095150 + Penalty 115.412824 = -40016.682326 nChanged 4 SP:Iteration 25F (63.358909 sec): 3 clusters Score: Raw -40133.268667 + Penalty 117.633689 = -40015.634978 nChanged 5 SP:Iteration 26F (63.360342 sec): 3 clusters Score: Raw -40134.384196 + Penalty 120.377114 = -40014.007081 nChanged 6 SP:Iteration 27F (63.361763 sec): 3 clusters Score: Raw -40136.540469 + Penalty 122.455805 = -40014.084664 nChanged 10 SP:Iteration 28Q (63.363005 sec): 3 clusters Score: Raw -40141.972424 + Penalty 123.282711 = -40018.689713 nChanged 8 SP:Iteration 29Q (63.364233 sec): 3 clusters Score: Raw -40146.162450 + Penalty 128.781043 = -40017.381406 nChanged 8 SP:Iteration 30F (63.365664 sec): 3 clusters Score: Raw -40149.794177 + Penalty 135.626298 = -40014.167880 nChanged 8 SP:Iteration 31F (63.367111 sec): 3 clusters Score: Raw -40156.475371 + Penalty 176.079641 = -39980.395730 nChanged 12 SP:Iteration 32F (63.368534 sec): 3 clusters Score: Raw -40171.342094 + Penalty 254.901719 = -39916.440375 nChanged 6 SP:Iteration 33F (63.370123 sec): 3 clusters Score: Raw -40178.872285 + Penalty 254.901719 = -39923.970566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.372882 sec): 2 clusters Score: Raw -10552.449681 + Penalty 279.066129 = -10273.383553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.373452 sec): 3 clusters Score: Raw -10507.983024 + Penalty 556.692365 = -9951.290660 nChanged 56 SP:Iteration 1F (63.374010 sec): 3 clusters Score: Raw -10569.877987 + Penalty 562.005205 = -10007.872782 nChanged 12 SP:Iteration 2F (63.374569 sec): 3 clusters Score: Raw -10586.839094 + Penalty 563.646657 = -10023.192437 nChanged 4 SP:Iteration 3Q (63.375116 sec): 3 clusters Score: Raw -10591.059037 + Penalty 563.399431 = -10027.659605 nChanged 1 SP:Iteration 4Q (63.375653 sec): 3 clusters Score: Raw -10592.430607 + Penalty 562.467327 = -10029.963280 nChanged 1 SP:Iteration 5Q (63.376186 sec): 3 clusters Score: Raw -10593.266404 + Penalty 562.467327 = -10030.799076 nChanged 0 SP:Iteration 6F (63.376727 sec): 3 clusters Score: Raw -10593.266404 + Penalty 562.467327 = -10030.799076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.377719 sec): 2 clusters Score: Raw -7924.661659 + Penalty 104.164984 = -7820.496675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.378278 sec): 3 clusters Score: Raw -7905.996491 + Penalty 207.932022 = -7698.064469 nChanged 61 SP:Iteration 1F (63.378811 sec): 3 clusters Score: Raw -7941.580188 + Penalty 207.621920 = -7733.958268 nChanged 19 SP:Iteration 2F (63.379341 sec): 3 clusters Score: Raw -7959.243429 + Penalty 208.001174 = -7751.242255 nChanged 11 SP:Iteration 3F (63.379872 sec): 3 clusters Score: Raw -7964.769846 + Penalty 208.220300 = -7756.549545 nChanged 4 SP:Iteration 4Q (63.380386 sec): 3 clusters Score: Raw -7966.633382 + Penalty 209.403231 = -7757.230152 nChanged 6 SP:Iteration 5Q (63.380926 sec): 3 clusters Score: Raw -7975.185953 + Penalty 213.132746 = -7762.053207 nChanged 8 SP:Iteration 6Q (63.381444 sec): 3 clusters Score: Raw -7982.941735 + Penalty 220.793187 = -7762.148548 nChanged 10 SP:Iteration 7F (63.381979 sec): 3 clusters Score: Raw -7990.107857 + Penalty 222.185249 = -7767.922609 nChanged 5 SP:Iteration 8Q (63.382492 sec): 3 clusters Score: Raw -7997.384569 + Penalty 224.125016 = -7773.259553 nChanged 3 SP:Iteration 9Q (63.382995 sec): 3 clusters Score: Raw -7999.719417 + Penalty 224.125016 = -7775.594401 nChanged 0 SP:Iteration 10F (63.383523 sec): 3 clusters Score: Raw -7999.719417 + Penalty 224.125016 = -7775.594401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.384286 sec): 2 clusters Score: Raw -6075.707364 + Penalty 47.614783 = -6028.092580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.384721 sec): 3 clusters Score: Raw -6015.040626 + Penalty 95.261223 = -5919.779403 nChanged 46 SP:Iteration 1F (63.385149 sec): 3 clusters Score: Raw -6068.334440 + Penalty 95.174482 = -5973.159958 nChanged 9 SP:Iteration 2F (63.385577 sec): 3 clusters Score: Raw -6075.279725 + Penalty 94.882723 = -5980.397002 nChanged 4 SP:Iteration 3Q (63.385994 sec): 3 clusters Score: Raw -6077.802054 + Penalty 94.758694 = -5983.043360 nChanged 3 SP:Iteration 4Q (63.386410 sec): 3 clusters Score: Raw -6078.976332 + Penalty 94.758694 = -5984.217638 nChanged 0 SP:Iteration 5F (63.386839 sec): 3 clusters Score: Raw -6078.976332 + Penalty 94.758694 = -5984.217638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.393523 sec): 2 clusters Score: Raw -72362.227975 + Penalty 43.793685 = -72318.434290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.396392 sec): 3 clusters Score: Raw -71413.450741 + Penalty 87.933279 = -71325.517462 nChanged 702 SP:Iteration 1F (63.399176 sec): 3 clusters Score: Raw -72014.637063 + Penalty 88.364568 = -71926.272495 nChanged 120 SP:Iteration 2F (63.401947 sec): 3 clusters Score: Raw -72064.739282 + Penalty 88.619048 = -71976.120234 nChanged 47 SP:Iteration 3Q (63.404685 sec): 3 clusters Score: Raw -72079.320848 + Penalty 88.937856 = -71990.382992 nChanged 48 SP:Iteration 4Q (63.407379 sec): 3 clusters Score: Raw -72099.765748 + Penalty 89.214605 = -72010.551143 nChanged 47 SP:Iteration 5Q (63.410015 sec): 3 clusters Score: Raw -72120.514029 + Penalty 89.438574 = -72031.075455 nChanged 40 SP:Iteration 6Q (63.412642 sec): 3 clusters Score: Raw -72142.227568 + Penalty 89.490061 = -72052.737507 nChanged 42 SP:Iteration 7Q (63.415260 sec): 3 clusters Score: Raw -72171.207250 + Penalty 89.744432 = -72081.462818 nChanged 41 SP:Iteration 8Q (63.417908 sec): 3 clusters Score: Raw -72198.391117 + Penalty 89.273078 = -72109.118039 nChanged 44 SP:Iteration 9Q (63.420572 sec): 3 clusters Score: Raw -72231.760278 + Penalty 89.104833 = -72142.655445 nChanged 42 SP:Iteration 10F (63.423227 sec): 3 clusters Score: Raw -72267.806903 + Penalty 88.944223 = -72178.862680 nChanged 38 SP:Iteration 11Q (63.425654 sec): 3 clusters Score: Raw -72299.958887 + Penalty 88.758197 = -72211.200690 nChanged 30 SP:Iteration 12Q (63.428157 sec): 3 clusters Score: Raw -72320.427756 + Penalty 89.178700 = -72231.249056 nChanged 20 SP:Iteration 13Q (63.430574 sec): 3 clusters Score: Raw -72330.650230 + Penalty 88.984041 = -72241.666189 nChanged 17 SP:Iteration 14Q (63.432894 sec): 3 clusters Score: Raw -72337.252229 + Penalty 89.198823 = -72248.053406 nChanged 15 SP:Iteration 15Q (63.435184 sec): 3 clusters Score: Raw -72342.562690 + Penalty 89.464090 = -72253.098601 nChanged 13 SP:Iteration 16Q (63.437440 sec): 3 clusters Score: Raw -72345.601171 + Penalty 89.728132 = -72255.873039 nChanged 7 SP:Iteration 17Q (63.439693 sec): 3 clusters Score: Raw -72347.110635 + Penalty 89.648719 = -72257.461915 nChanged 8 SP:Iteration 18Q (63.441958 sec): 3 clusters Score: Raw -72348.957911 + Penalty 90.029446 = -72258.928466 nChanged 8 SP:Iteration 19Q (63.444180 sec): 3 clusters Score: Raw -72351.232699 + Penalty 90.775920 = -72260.456779 nChanged 12 SP:Iteration 20F (63.446768 sec): 3 clusters Score: Raw -72355.005460 + Penalty 91.128519 = -72263.876941 nChanged 12 SP:Iteration 21Q (63.448987 sec): 3 clusters Score: Raw -72359.168970 + Penalty 91.078486 = -72268.090484 nChanged 7 SP:Iteration 22Q (63.451183 sec): 3 clusters Score: Raw -72360.919121 + Penalty 91.401018 = -72269.518102 nChanged 5 SP:Iteration 23Q (63.453376 sec): 3 clusters Score: Raw -72362.422874 + Penalty 91.880073 = -72270.542801 nChanged 5 SP:Iteration 24Q (63.455660 sec): 3 clusters Score: Raw -72363.096585 + Penalty 91.880073 = -72271.216512 nChanged 0 SP:Iteration 25F (63.458320 sec): 3 clusters Score: Raw -72363.096585 + Penalty 91.880073 = -72271.216512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.459614 sec): 2 clusters Score: Raw -4389.647167 + Penalty 70.833566 = -4318.813601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.459994 sec): 3 clusters Score: Raw -4364.814051 + Penalty 141.444470 = -4223.369581 nChanged 33 SP:Iteration 1F (63.460349 sec): 3 clusters Score: Raw -4479.963815 + Penalty 146.014274 = -4333.949541 nChanged 17 SP:Iteration 2F (63.460694 sec): 3 clusters Score: Raw -4515.144608 + Penalty 149.912155 = -4365.232453 nChanged 4 SP:Iteration 3Q (63.461019 sec): 3 clusters Score: Raw -4524.087179 + Penalty 149.912155 = -4374.175024 nChanged 0 SP:Iteration 4F (63.461364 sec): 3 clusters Score: Raw -4524.087179 + Penalty 149.912155 = -4374.175024 nChanged 0 Score: Raw -1442346.537476 + Penalty 9510.189026 = -1432836.348451 Splitting cluster 18 changes total score from -1418042.638802 to -1432836.348451 So it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.968083 sec): 2 clusters Score: Raw -5545.238897 + Penalty 49.216254 = -5496.022643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.968511 sec): 3 clusters Score: Raw -5490.061205 + Penalty 103.825233 = -5386.235971 nChanged 46 SP:Iteration 1F (63.968929 sec): 3 clusters Score: Raw -5548.687358 + Penalty 107.365467 = -5441.321891 nChanged 9 SP:Iteration 2F (63.969347 sec): 3 clusters Score: Raw -5562.812027 + Penalty 107.492068 = -5455.319959 nChanged 1 SP:Iteration 3Q (63.969749 sec): 3 clusters Score: Raw -5577.722604 + Penalty 108.721300 = -5469.001304 nChanged 2 SP:Iteration 4Q (63.970164 sec): 3 clusters Score: Raw -5581.429744 + Penalty 108.721300 = -5472.708444 nChanged 0 SP:Iteration 5F (63.970590 sec): 3 clusters Score: Raw -5581.429744 + Penalty 108.721300 = -5472.708444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.971502 sec): 2 clusters Score: Raw -9386.528122 + Penalty 36.284297 = -9350.243825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.972032 sec): 3 clusters Score: Raw -9295.168633 + Penalty 72.389353 = -9222.779280 nChanged 66 SP:Iteration 1F (63.972556 sec): 3 clusters Score: Raw -9353.022393 + Penalty 72.195210 = -9280.827183 nChanged 13 SP:Iteration 2F (63.973075 sec): 3 clusters Score: Raw -9369.214195 + Penalty 71.780257 = -9297.433937 nChanged 10 SP:Iteration 3F (63.973593 sec): 3 clusters Score: Raw -9378.859168 + Penalty 71.944737 = -9306.914431 nChanged 6 SP:Iteration 4Q (63.974104 sec): 3 clusters Score: Raw -9379.966880 + Penalty 72.070835 = -9307.896045 nChanged 4 SP:Iteration 5Q (63.974607 sec): 3 clusters Score: Raw -9380.654269 + Penalty 72.063305 = -9308.590964 nChanged 1 SP:Iteration 6Q (63.975137 sec): 3 clusters Score: Raw -9380.897443 + Penalty 72.235560 = -9308.661883 nChanged 2 SP:Iteration 7Q (63.975643 sec): 3 clusters Score: Raw -9381.353623 + Penalty 72.306992 = -9309.046630 nChanged 2 SP:Iteration 8Q (63.976174 sec): 3 clusters Score: Raw -9381.602369 + Penalty 72.424291 = -9309.178078 nChanged 1 SP:Iteration 9Q (63.976672 sec): 3 clusters Score: Raw -9381.757259 + Penalty 72.266992 = -9309.490268 nChanged 2 SP:Iteration 10F (63.977190 sec): 3 clusters Score: Raw -9383.578084 + Penalty 72.342911 = -9311.235173 nChanged 3 SP:Iteration 11Q (63.977705 sec): 3 clusters Score: Raw -9384.154504 + Penalty 72.480999 = -9311.673505 nChanged 1 SP:Iteration 12Q (63.978208 sec): 3 clusters Score: Raw -9384.309881 + Penalty 72.630015 = -9311.679866 nChanged 1 SP:Iteration 13Q (63.978702 sec): 3 clusters Score: Raw -9384.389363 + Penalty 72.790594 = -9311.598769 nChanged 1 SP:Iteration 14F (63.979219 sec): 3 clusters Score: Raw -9384.781628 + Penalty 73.149298 = -9311.632330 nChanged 2 SP:Iteration 15Q (63.979714 sec): 3 clusters Score: Raw -9385.021485 + Penalty 73.130061 = -9311.891425 nChanged 1 SP:Iteration 16Q (63.980210 sec): 3 clusters Score: Raw -9385.126593 + Penalty 73.130061 = -9311.996532 nChanged 0 SP:Iteration 17F (63.980727 sec): 3 clusters Score: Raw -9385.126593 + Penalty 73.130061 = -9311.996532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.982226 sec): 2 clusters Score: Raw -17682.954057 + Penalty 231.078041 = -17451.876016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.983036 sec): 3 clusters Score: Raw -17525.047701 + Penalty 459.267202 = -17065.780499 nChanged 98 SP:Iteration 1F (63.983830 sec): 3 clusters Score: Raw -17585.612965 + Penalty 458.614845 = -17126.998120 nChanged 23 SP:Iteration 2F (63.984622 sec): 3 clusters Score: Raw -17599.333888 + Penalty 458.464312 = -17140.869577 nChanged 15 SP:Iteration 3Q (63.985412 sec): 3 clusters Score: Raw -17610.527642 + Penalty 456.365918 = -17154.161724 nChanged 17 SP:Iteration 4Q (63.986198 sec): 3 clusters Score: Raw -17625.339867 + Penalty 455.981600 = -17169.358266 nChanged 14 SP:Iteration 5Q (63.986980 sec): 3 clusters Score: Raw -17635.382245 + Penalty 457.520910 = -17177.861335 nChanged 14 SP:Iteration 6Q (63.987762 sec): 3 clusters Score: Raw -17647.400421 + Penalty 457.591863 = -17189.808558 nChanged 16 SP:Iteration 7Q (63.988540 sec): 3 clusters Score: Raw -17660.656797 + Penalty 464.089738 = -17196.567059 nChanged 11 SP:Iteration 8Q (63.989315 sec): 3 clusters Score: Raw -17669.945404 + Penalty 472.234595 = -17197.710810 nChanged 13 SP:Iteration 9Q (63.990110 sec): 3 clusters Score: Raw -17685.420392 + Penalty 481.338842 = -17204.081550 nChanged 10 SP:Iteration 10F (63.990902 sec): 3 clusters Score: Raw -17694.788179 + Penalty 493.552193 = -17201.235986 nChanged 7 SP:Iteration 11F (63.991714 sec): 3 clusters Score: Raw -17702.530751 + Penalty 511.692989 = -17190.837761 nChanged 9 SP:Iteration 12F (63.992507 sec): 3 clusters Score: Raw -17717.483283 + Penalty 521.075584 = -17196.407699 nChanged 8 SP:Iteration 13Q (63.993253 sec): 3 clusters Score: Raw -17731.326166 + Penalty 526.959402 = -17204.366764 nChanged 1 SP:Iteration 14Q (63.993980 sec): 3 clusters Score: Raw -17733.597163 + Penalty 537.563699 = -17196.033464 nChanged 2 SP:Iteration 15F (63.994772 sec): 3 clusters Score: Raw -17739.487759 + Penalty 537.563699 = -17201.924061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.995417 sec): 2 clusters Score: Raw -3568.528252 + Penalty 39.675305 = -3528.852946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.995751 sec): 3 clusters Score: Raw -3543.908350 + Penalty 85.278956 = -3458.629395 nChanged 25 SP:Iteration 1F (63.996082 sec): 3 clusters Score: Raw -3563.607584 + Penalty 85.109112 = -3478.498472 nChanged 3 SP:Iteration 2Q (63.996427 sec): 3 clusters Score: Raw -3566.783909 + Penalty 86.880545 = -3479.903365 nChanged 2 SP:Iteration 3Q (63.996741 sec): 3 clusters Score: Raw -3567.996909 + Penalty 87.721429 = -3480.275479 nChanged 1 SP:Iteration 4Q (63.997055 sec): 3 clusters Score: Raw -3568.497000 + Penalty 88.527664 = -3479.969336 nChanged 1 SP:Iteration 5F (63.997371 sec): 3 clusters Score: Raw -3568.809849 + Penalty 90.114570 = -3478.695279 nChanged 1 SP:Iteration 6F (63.997690 sec): 3 clusters Score: Raw -3569.027623 + Penalty 90.114570 = -3478.913053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.999211 sec): 2 clusters Score: Raw -21951.024408 + Penalty 42.892737 = -21908.131671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.000137 sec): 3 clusters Score: Raw -21715.504095 + Penalty 85.891426 = -21629.612668 nChanged 168 SP:Iteration 1F (64.001053 sec): 3 clusters Score: Raw -21844.508837 + Penalty 85.820734 = -21758.688103 nChanged 22 SP:Iteration 2F (64.001967 sec): 3 clusters Score: Raw -21862.376493 + Penalty 86.360647 = -21776.015846 nChanged 19 SP:Iteration 3Q (64.002867 sec): 3 clusters Score: Raw -21868.470459 + Penalty 86.061800 = -21782.408659 nChanged 5 SP:Iteration 4Q (64.003758 sec): 3 clusters Score: Raw -21869.811065 + Penalty 85.967547 = -21783.843518 nChanged 6 SP:Iteration 5Q (64.004646 sec): 3 clusters Score: Raw -21871.850721 + Penalty 85.977057 = -21785.873664 nChanged 7 SP:Iteration 6Q (64.005532 sec): 3 clusters Score: Raw -21872.849050 + Penalty 85.792507 = -21787.056543 nChanged 4 SP:Iteration 7Q (64.006420 sec): 3 clusters Score: Raw -21873.819879 + Penalty 85.663767 = -21788.156112 nChanged 9 SP:Iteration 8Q (64.007306 sec): 3 clusters Score: Raw -21877.777690 + Penalty 86.039092 = -21791.738599 nChanged 11 SP:Iteration 9Q (64.008191 sec): 3 clusters Score: Raw -21882.815974 + Penalty 85.795222 = -21797.020752 nChanged 12 SP:Iteration 10F (64.009104 sec): 3 clusters Score: Raw -21889.770405 + Penalty 86.032975 = -21803.737429 nChanged 17 SP:Iteration 11Q (64.009986 sec): 3 clusters Score: Raw -21900.410951 + Penalty 86.696255 = -21813.714696 nChanged 13 SP:Iteration 12Q (64.010862 sec): 3 clusters Score: Raw -21911.080106 + Penalty 86.639294 = -21824.440812 nChanged 11 SP:Iteration 13Q (64.011730 sec): 3 clusters Score: Raw -21918.392750 + Penalty 85.635448 = -21832.757302 nChanged 12 SP:Iteration 14Q (64.012548 sec): 3 clusters Score: Raw -21928.878357 + Penalty 86.151905 = -21842.726452 nChanged 10 SP:Iteration 15Q (64.013344 sec): 3 clusters Score: Raw -21936.670449 + Penalty 85.111721 = -21851.558728 nChanged 4 SP:Iteration 16Q (64.014123 sec): 3 clusters Score: Raw -21938.621905 + Penalty 83.426022 = -21855.195883 nChanged 3 SP:Iteration 17Q (64.014996 sec): 3 clusters Score: Raw -21939.536597 + Penalty 83.692509 = -21855.844088 nChanged 2 SP:Iteration 18Q (64.015865 sec): 3 clusters Score: Raw -21940.050898 + Penalty 84.439174 = -21855.611724 nChanged 4 SP:Iteration 19F (64.016827 sec): 3 clusters Score: Raw -21941.942242 + Penalty 85.997523 = -21855.944719 nChanged 5 SP:Iteration 20F (64.017788 sec): 3 clusters Score: Raw -21943.963601 + Penalty 87.671136 = -21856.292465 nChanged 3 SP:Iteration 21Q (64.018666 sec): 3 clusters Score: Raw -21945.028712 + Penalty 88.737744 = -21856.290969 nChanged 5 SP:Iteration 22F (64.019534 sec): 3 clusters Score: Raw -21948.678320 + Penalty 84.991102 = -21863.687218 nChanged 5 SP:Iteration 23Q (64.020302 sec): 3 clusters Score: Raw -21950.081368 + Penalty 84.230596 = -21865.850773 nChanged 2 SP:Iteration 24Q (64.021057 sec): 3 clusters Score: Raw -21952.786389 + Penalty 86.190661 = -21866.595728 nChanged 1 SP:Iteration 25Q (64.021804 sec): 3 clusters Score: Raw -21953.406726 + Penalty 90.534855 = -21862.871872 nChanged 1 SP:Iteration 26F (64.022622 sec): 3 clusters Score: Raw -21952.780649 + Penalty 90.534855 = -21862.245794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.023322 sec): 2 clusters Score: Raw -4156.440646 + Penalty 83.895126 = -4072.545520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.023677 sec): 3 clusters Score: Raw -4123.137538 + Penalty 166.610267 = -3956.527271 nChanged 25 SP:Iteration 1F (64.024025 sec): 3 clusters Score: Raw -4140.396557 + Penalty 166.031496 = -3974.365061 nChanged 3 SP:Iteration 2Q (64.024371 sec): 3 clusters Score: Raw -4141.699008 + Penalty 165.722398 = -3975.976610 nChanged 1 SP:Iteration 3Q (64.024715 sec): 3 clusters Score: Raw -4141.736963 + Penalty 165.464368 = -3976.272595 nChanged 1 SP:Iteration 4Q (64.025061 sec): 3 clusters Score: Raw -4142.435516 + Penalty 165.111494 = -3977.324023 nChanged 3 SP:Iteration 5Q (64.025406 sec): 3 clusters Score: Raw -4145.575465 + Penalty 165.429867 = -3980.145598 nChanged 4 SP:Iteration 6Q (64.025750 sec): 3 clusters Score: Raw -4149.573457 + Penalty 163.360932 = -3986.212525 nChanged 5 SP:Iteration 7F (64.026107 sec): 3 clusters Score: Raw -4154.383001 + Penalty 166.838182 = -3987.544819 nChanged 2 SP:Iteration 8Q (64.026450 sec): 3 clusters Score: Raw -4160.144831 + Penalty 167.136076 = -3993.008756 nChanged 2 SP:Iteration 9Q (64.026790 sec): 3 clusters Score: Raw -4161.505029 + Penalty 167.585414 = -3993.919616 nChanged 1 SP:Iteration 10F (64.027137 sec): 3 clusters Score: Raw -4161.312211 + Penalty 167.585414 = -3993.726798 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 25 (8668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.064007 sec): 2 clusters Score: Raw -447820.002073 + Penalty 59.432549 = -447760.569524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.079468 sec): 3 clusters Score: Raw -442068.942141 + Penalty 119.171515 = -441949.770626 nChanged 4100 SP:Iteration 1F (64.094739 sec): 3 clusters Score: Raw -445208.074389 + Penalty 115.890932 = -445092.183457 nChanged 1296 SP:Iteration 2F (64.110270 sec): 3 clusters Score: Raw -446540.891231 + Penalty 114.716577 = -446426.174653 nChanged 624 SP:Iteration 3F (64.125425 sec): 3 clusters Score: Raw -447262.240116 + Penalty 115.024358 = -447147.215758 nChanged 343 SP:Iteration 4Q (64.140280 sec): 3 clusters Score: Raw -447674.157923 + Penalty 121.758966 = -447552.398957 nChanged 112 SP:Iteration 5Q (64.153977 sec): 3 clusters Score: Raw -447804.644898 + Penalty 186.368267 = -447618.276631 nChanged 13 SP:Iteration 6Q (64.165865 sec): 3 clusters Score: Raw -447817.997047 + Penalty 59.432549 = -447758.564498 nChanged 1 SP:Iteration 7Q (64.177409 sec): 2 clusters Score: Raw -447820.002073 + Penalty 59.432549 = -447760.569524 nChanged 0 SP:Iteration 8F (64.188990 sec): 2 clusters Score: Raw -447820.002073 + Penalty 59.432549 = -447760.569524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.194126 sec): 2 clusters Score: Raw -4993.139534 + Penalty 173.226827 = -4819.912707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.194564 sec): 3 clusters Score: Raw -5006.027094 + Penalty 351.866912 = -4654.160182 nChanged 34 SP:Iteration 1F (64.194991 sec): 3 clusters Score: Raw -5045.151987 + Penalty 350.689676 = -4694.462310 nChanged 11 SP:Iteration 2F (64.195418 sec): 3 clusters Score: Raw -5064.514898 + Penalty 346.036916 = -4718.477982 nChanged 11 SP:Iteration 3F (64.195844 sec): 3 clusters Score: Raw -5092.370710 + Penalty 346.941433 = -4745.429277 nChanged 11 SP:Iteration 4F (64.196281 sec): 3 clusters Score: Raw -5114.600733 + Penalty 348.037711 = -4766.563022 nChanged 3 SP:Iteration 5Q (64.196679 sec): 3 clusters Score: Raw -5126.088102 + Penalty 348.607257 = -4777.480844 nChanged 2 SP:Iteration 6Q (64.197075 sec): 3 clusters Score: Raw -5130.101607 + Penalty 348.156024 = -4781.945583 nChanged 1 SP:Iteration 7Q (64.197500 sec): 3 clusters Score: Raw -5144.062205 + Penalty 347.478023 = -4796.584182 nChanged 1 SP:Iteration 8Q (64.197893 sec): 3 clusters Score: Raw -5147.993227 + Penalty 347.478023 = -4800.515204 nChanged 0 SP:Iteration 9F (64.198320 sec): 3 clusters Score: Raw -5147.993227 + Penalty 347.478023 = -4800.515204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.199444 sec): 2 clusters Score: Raw -13432.064147 + Penalty 42.302876 = -13389.761271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.200107 sec): 3 clusters Score: Raw -13280.984308 + Penalty 84.615290 = -13196.369018 nChanged 107 SP:Iteration 1F (64.200810 sec): 3 clusters Score: Raw -13369.711543 + Penalty 84.916195 = -13284.795348 nChanged 21 SP:Iteration 2F (64.201485 sec): 3 clusters Score: Raw -13381.305149 + Penalty 84.879575 = -13296.425574 nChanged 5 SP:Iteration 3Q (64.202141 sec): 3 clusters Score: Raw -13382.873618 + Penalty 84.830146 = -13298.043472 nChanged 1 SP:Iteration 4Q (64.202804 sec): 3 clusters Score: Raw -13383.477756 + Penalty 84.736188 = -13298.741568 nChanged 3 SP:Iteration 5Q (64.203459 sec): 3 clusters Score: Raw -13384.730481 + Penalty 84.736188 = -13299.994293 nChanged 0 SP:Iteration 6F (64.204127 sec): 3 clusters Score: Raw -13384.730481 + Penalty 84.736188 = -13299.994293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.205020 sec): 2 clusters Score: Raw -8523.840763 + Penalty 217.023066 = -8306.817697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.205522 sec): 3 clusters Score: Raw -8472.224725 + Penalty 447.559135 = -8024.665591 nChanged 37 SP:Iteration 1F (64.206001 sec): 3 clusters Score: Raw -8512.048046 + Penalty 452.458578 = -8059.589468 nChanged 9 SP:Iteration 2F (64.206482 sec): 3 clusters Score: Raw -8525.455551 + Penalty 460.044362 = -8065.411188 nChanged 6 SP:Iteration 3Q (64.206946 sec): 3 clusters Score: Raw -8535.966451 + Penalty 462.297721 = -8073.668730 nChanged 3 SP:Iteration 4Q (64.207402 sec): 3 clusters Score: Raw -8538.379131 + Penalty 464.383124 = -8073.996007 nChanged 2 SP:Iteration 5Q (64.207856 sec): 3 clusters Score: Raw -8540.491296 + Penalty 467.656072 = -8072.835224 nChanged 1 SP:Iteration 6F (64.208334 sec): 3 clusters Score: Raw -8541.406104 + Penalty 467.656072 = -8073.750032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.209656 sec): 2 clusters Score: Raw -8479.908336 + Penalty 360.050555 = -8119.857780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.210213 sec): 3 clusters Score: Raw -8477.465862 + Penalty 710.397392 = -7767.068470 nChanged 45 SP:Iteration 1F (64.210759 sec): 3 clusters Score: Raw -8590.874215 + Penalty 709.017773 = -7881.856442 nChanged 10 SP:Iteration 2F (64.211304 sec): 3 clusters Score: Raw -8610.066737 + Penalty 709.062949 = -7901.003788 nChanged 3 SP:Iteration 3Q (64.211819 sec): 3 clusters Score: Raw -8615.544401 + Penalty 705.090586 = -7910.453815 nChanged 4 SP:Iteration 4Q (64.212332 sec): 3 clusters Score: Raw -8626.545175 + Penalty 705.691629 = -7920.853546 nChanged 5 SP:Iteration 5Q (64.212844 sec): 3 clusters Score: Raw -8643.135772 + Penalty 708.673704 = -7934.462068 nChanged 4 SP:Iteration 6Q (64.213350 sec): 3 clusters Score: Raw -8650.947191 + Penalty 709.162338 = -7941.784853 nChanged 1 SP:Iteration 7Q (64.213854 sec): 3 clusters Score: Raw -8653.372949 + Penalty 709.869253 = -7943.503696 nChanged 1 SP:Iteration 8Q (64.214356 sec): 3 clusters Score: Raw -8654.545542 + Penalty 709.869253 = -7944.676289 nChanged 0 SP:Iteration 9F (64.214898 sec): 3 clusters Score: Raw -8654.545542 + Penalty 709.869253 = -7944.676289 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 47 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.219925 sec): 2 clusters Score: Raw -53208.482596 + Penalty 39.734574 = -53168.748021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.221852 sec): 3 clusters Score: Raw -52556.643627 + Penalty 79.831474 = -52476.812153 nChanged 471 SP:Iteration 1F (64.223732 sec): 3 clusters Score: Raw -53022.004909 + Penalty 79.813953 = -52942.190957 nChanged 84 SP:Iteration 2F (64.225662 sec): 3 clusters Score: Raw -53096.105185 + Penalty 79.736243 = -53016.368942 nChanged 33 SP:Iteration 3Q (64.227515 sec): 3 clusters Score: Raw -53109.024936 + Penalty 79.649211 = -53029.375725 nChanged 24 SP:Iteration 4Q (64.229316 sec): 3 clusters Score: Raw -53123.211772 + Penalty 79.617009 = -53043.594762 nChanged 17 SP:Iteration 5Q (64.231112 sec): 3 clusters Score: Raw -53130.778676 + Penalty 79.563987 = -53051.214689 nChanged 18 SP:Iteration 6Q (64.232905 sec): 3 clusters Score: Raw -53135.244643 + Penalty 79.512277 = -53055.732366 nChanged 15 SP:Iteration 7Q (64.234691 sec): 3 clusters Score: Raw -53139.552735 + Penalty 79.474786 = -53060.077950 nChanged 11 SP:Iteration 8Q (64.236474 sec): 3 clusters Score: Raw -53142.308038 + Penalty 79.449625 = -53062.858413 nChanged 9 SP:Iteration 9Q (64.238249 sec): 3 clusters Score: Raw -53144.498197 + Penalty 79.419673 = -53065.078524 nChanged 10 SP:Iteration 10F (64.240119 sec): 3 clusters Score: Raw -53146.545998 + Penalty 79.407997 = -53067.138001 nChanged 5 SP:Iteration 11Q (64.241915 sec): 3 clusters Score: Raw -53147.258135 + Penalty 79.398404 = -53067.859731 nChanged 5 SP:Iteration 12Q (64.243708 sec): 3 clusters Score: Raw -53148.298502 + Penalty 79.383934 = -53068.914569 nChanged 8 SP:Iteration 13Q (64.245562 sec): 3 clusters Score: Raw -53150.040114 + Penalty 79.378312 = -53070.661802 nChanged 6 SP:Iteration 14Q (64.247385 sec): 3 clusters Score: Raw -53151.265648 + Penalty 79.375846 = -53071.889801 nChanged 11 SP:Iteration 15Q (64.249199 sec): 3 clusters Score: Raw -53154.129339 + Penalty 79.364733 = -53074.764605 nChanged 13 SP:Iteration 16Q (64.250966 sec): 3 clusters Score: Raw -53159.040995 + Penalty 79.364041 = -53079.676954 nChanged 15 SP:Iteration 17Q (64.252733 sec): 3 clusters Score: Raw -53162.497648 + Penalty 79.370144 = -53083.127503 nChanged 4 SP:Iteration 18Q (64.254492 sec): 3 clusters Score: Raw -53163.003828 + Penalty 79.371888 = -53083.631940 nChanged 1 SP:Iteration 19Q (64.256249 sec): 3 clusters Score: Raw -53163.015295 + Penalty 79.371888 = -53083.643407 nChanged 0 SP:Iteration 20F (64.258137 sec): 3 clusters Score: Raw -53163.015295 + Penalty 79.371888 = -53083.643407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.262532 sec): 2 clusters Score: Raw -12683.664774 + Penalty 117.480746 = -12566.184028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.263162 sec): 3 clusters Score: Raw -12598.087048 + Penalty 244.913356 = -12353.173692 nChanged 76 SP:Iteration 1F (64.263776 sec): 3 clusters Score: Raw -12689.530764 + Penalty 246.695721 = -12442.835043 nChanged 11 SP:Iteration 2Q (64.264387 sec): 3 clusters Score: Raw -12705.982799 + Penalty 245.224383 = -12460.758416 nChanged 7 SP:Iteration 3Q (64.264976 sec): 3 clusters Score: Raw -12712.319562 + Penalty 244.906600 = -12467.412962 nChanged 5 SP:Iteration 4Q (64.265566 sec): 3 clusters Score: Raw -12719.855638 + Penalty 243.834044 = -12476.021594 nChanged 3 SP:Iteration 5Q (64.266153 sec): 3 clusters Score: Raw -12722.047837 + Penalty 243.711111 = -12478.336726 nChanged 1 SP:Iteration 6Q (64.266738 sec): 3 clusters Score: Raw -12722.983893 + Penalty 243.202880 = -12479.781013 nChanged 1 SP:Iteration 7Q (64.267323 sec): 3 clusters Score: Raw -12723.468934 + Penalty 242.713037 = -12480.755897 nChanged 1 SP:Iteration 8Q (64.267937 sec): 3 clusters Score: Raw -12723.744251 + Penalty 242.713037 = -12481.031215 nChanged 0 SP:Iteration 9F (64.268544 sec): 3 clusters Score: Raw -12723.744251 + Penalty 242.713037 = -12481.031215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.269624 sec): 2 clusters Score: Raw -1981.296806 + Penalty 355.893663 = -1625.403143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.269945 sec): 3 clusters Score: Raw -2072.326177 + Penalty 713.193585 = -1359.132592 nChanged 5 SP:Iteration 1F (64.270247 sec): 3 clusters Score: Raw -2104.631222 + Penalty 710.008454 = -1394.622768 nChanged 2 SP:Iteration 2Q (64.270534 sec): 3 clusters Score: Raw -2113.296179 + Penalty 708.244452 = -1405.051728 nChanged 1 SP:Iteration 3Q (64.270820 sec): 3 clusters Score: Raw -2116.669329 + Penalty 703.345324 = -1413.324005 nChanged 2 SP:Iteration 4Q (64.271106 sec): 3 clusters Score: Raw -2132.488770 + Penalty 703.345324 = -1429.143446 nChanged 0 SP:Iteration 5F (64.271407 sec): 3 clusters Score: Raw -2132.488770 + Penalty 703.345324 = -1429.143446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.272312 sec): 2 clusters Score: Raw -2837.970253 + Penalty 41.909781 = -2796.060472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.272616 sec): 3 clusters Score: Raw -2819.015809 + Penalty 83.631058 = -2735.384752 nChanged 11 SP:Iteration 1F (64.272912 sec): 3 clusters Score: Raw -2825.869331 + Penalty 82.389394 = -2743.479937 nChanged 4 SP:Iteration 2F (64.273212 sec): 3 clusters Score: Raw -2832.879362 + Penalty 80.338448 = -2752.540914 nChanged 2 SP:Iteration 3Q (64.273505 sec): 3 clusters Score: Raw -2836.419001 + Penalty 78.668166 = -2757.750834 nChanged 1 SP:Iteration 4Q (64.273796 sec): 3 clusters Score: Raw -2838.903419 + Penalty 75.537765 = -2763.365653 nChanged 2 SP:Iteration 5Q (64.274083 sec): 3 clusters Score: Raw -2845.443772 + Penalty 75.537765 = -2769.906006 nChanged 0 SP:Iteration 6F (64.274373 sec): 3 clusters Score: Raw -2845.443772 + Penalty 75.537765 = -2769.906006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.276109 sec): 2 clusters Score: Raw -20114.316043 + Penalty 42.590587 = -20071.725456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.277024 sec): 3 clusters Score: Raw -19891.442195 + Penalty 86.087837 = -19805.354358 nChanged 155 SP:Iteration 1F (64.277898 sec): 3 clusters Score: Raw -20027.337888 + Penalty 85.201767 = -19942.136120 nChanged 22 SP:Iteration 2F (64.278760 sec): 3 clusters Score: Raw -20035.057472 + Penalty 84.894496 = -19950.162976 nChanged 6 SP:Iteration 3Q (64.279612 sec): 3 clusters Score: Raw -20037.384950 + Penalty 85.073051 = -19952.311899 nChanged 7 SP:Iteration 4Q (64.280464 sec): 3 clusters Score: Raw -20041.525023 + Penalty 85.192874 = -19956.332149 nChanged 7 SP:Iteration 5Q (64.281315 sec): 3 clusters Score: Raw -20046.288763 + Penalty 85.495602 = -19960.793160 nChanged 13 SP:Iteration 6Q (64.282165 sec): 3 clusters Score: Raw -20064.279259 + Penalty 85.736145 = -19978.543114 nChanged 7 SP:Iteration 7Q (64.283018 sec): 3 clusters Score: Raw -20109.662319 + Penalty 85.275172 = -20024.387147 nChanged 8 SP:Iteration 8Q (64.283809 sec): 3 clusters Score: Raw -20118.029987 + Penalty 85.388162 = -20032.641824 nChanged 8 SP:Iteration 9Q (64.284580 sec): 3 clusters Score: Raw -20126.056740 + Penalty 85.516719 = -20040.540022 nChanged 4 SP:Iteration 10F (64.285438 sec): 3 clusters Score: Raw -20128.592306 + Penalty 84.790785 = -20043.801521 nChanged 5 SP:Iteration 11Q (64.286201 sec): 3 clusters Score: Raw -20129.839836 + Penalty 84.908507 = -20044.931329 nChanged 1 SP:Iteration 12Q (64.286988 sec): 3 clusters Score: Raw -20130.265550 + Penalty 85.030692 = -20045.234858 nChanged 1 SP:Iteration 13Q (64.287749 sec): 3 clusters Score: Raw -20130.411632 + Penalty 85.030692 = -20045.380940 nChanged 0 SP:Iteration 14F (64.288611 sec): 3 clusters Score: Raw -20130.411632 + Penalty 85.030692 = -20045.380940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 80 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.291872 sec): 2 clusters Score: Raw -51608.492689 + Penalty 111.623959 = -51496.868730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.293685 sec): 3 clusters Score: Raw -51064.580292 + Penalty 223.102536 = -50841.477756 nChanged 410 SP:Iteration 1F (64.295481 sec): 3 clusters Score: Raw -51451.657165 + Penalty 223.420958 = -51228.236207 nChanged 102 SP:Iteration 2F (64.297258 sec): 3 clusters Score: Raw -51517.208963 + Penalty 223.832488 = -51293.376475 nChanged 52 SP:Iteration 3F (64.299037 sec): 3 clusters Score: Raw -51542.224353 + Penalty 224.227064 = -51317.997289 nChanged 37 SP:Iteration 4Q (64.300784 sec): 3 clusters Score: Raw -51562.460279 + Penalty 224.366664 = -51338.093615 nChanged 29 SP:Iteration 5Q (64.302525 sec): 3 clusters Score: Raw -51574.873804 + Penalty 224.752832 = -51350.120972 nChanged 19 SP:Iteration 6Q (64.304307 sec): 3 clusters Score: Raw -51584.943824 + Penalty 224.897827 = -51360.045997 nChanged 23 SP:Iteration 7Q (64.306045 sec): 3 clusters Score: Raw -51603.762813 + Penalty 224.763125 = -51378.999687 nChanged 21 SP:Iteration 8Q (64.307773 sec): 3 clusters Score: Raw -51623.528068 + Penalty 225.318109 = -51398.209959 nChanged 17 SP:Iteration 9Q (64.309491 sec): 3 clusters Score: Raw -51642.787149 + Penalty 225.211513 = -51417.575636 nChanged 19 SP:Iteration 10F (64.311264 sec): 3 clusters Score: Raw -51666.150167 + Penalty 225.125063 = -51441.025104 nChanged 10 SP:Iteration 11Q (64.312921 sec): 3 clusters Score: Raw -51674.835248 + Penalty 225.092354 = -51449.742894 nChanged 15 SP:Iteration 12Q (64.314567 sec): 3 clusters Score: Raw -51681.808091 + Penalty 224.700779 = -51457.107312 nChanged 8 SP:Iteration 13Q (64.316283 sec): 3 clusters Score: Raw -51684.775429 + Penalty 224.739150 = -51460.036279 nChanged 3 SP:Iteration 14Q (64.317936 sec): 3 clusters Score: Raw -51684.968045 + Penalty 224.825723 = -51460.142322 nChanged 3 SP:Iteration 15Q (64.319589 sec): 3 clusters Score: Raw -51685.367816 + Penalty 224.969065 = -51460.398751 nChanged 3 SP:Iteration 16Q (64.321336 sec): 3 clusters Score: Raw -51685.672404 + Penalty 225.167076 = -51460.505328 nChanged 4 SP:Iteration 17Q (64.322998 sec): 3 clusters Score: Raw -51688.051099 + Penalty 225.118468 = -51462.932631 nChanged 5 SP:Iteration 18Q (64.324642 sec): 3 clusters Score: Raw -51689.289563 + Penalty 225.127641 = -51464.161922 nChanged 4 SP:Iteration 19Q (64.326264 sec): 3 clusters Score: Raw -51690.142221 + Penalty 225.297792 = -51464.844429 nChanged 3 SP:Iteration 20F (64.328003 sec): 3 clusters Score: Raw -51690.055139 + Penalty 225.351862 = -51464.703277 nChanged 1 SP:Iteration 21F (64.329741 sec): 3 clusters Score: Raw -51690.026000 + Penalty 225.351862 = -51464.674138 nChanged 0 Deleting Class 26 (15 points): Lose 83.122042 but Gain 182.921237 Iteration 169F (64.853031 sec): 36 clusters Score: Raw -1427429.013716 + Penalty 9318.871131 = -1418110.142585 nChanged 15 Iteration 170F (65.352374 sec): 36 clusters Score: Raw -1427478.551876 + Penalty 9319.936628 = -1418158.615248 nChanged 3 Iteration 171Q (65.455972 sec): 36 clusters Score: Raw -1427480.729064 + Penalty 9319.936628 = -1418160.792436 nChanged 0 Iteration 172F (65.951847 sec): 36 clusters Score: Raw -1427480.729064 + Penalty 9319.936628 = -1418160.792436 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -1427480.729064 + Penalty 9319.936628 = -1418160.792436Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 1 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.004414 sec): 2 clusters Score: Raw -4474.539365 + Penalty 46.348265 = -4428.191100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.004803 sec): 3 clusters Score: Raw -4434.940585 + Penalty 92.558867 = -4342.381717 nChanged 20 SP:Iteration 1F (66.005171 sec): 3 clusters Score: Raw -4453.959392 + Penalty 90.162058 = -4363.797334 nChanged 8 SP:Iteration 2F (66.005530 sec): 3 clusters Score: Raw -4463.463314 + Penalty 88.002343 = -4375.460971 nChanged 5 SP:Iteration 3F (66.005887 sec): 3 clusters Score: Raw -4470.643483 + Penalty 87.068276 = -4383.575207 nChanged 3 SP:Iteration 4Q (66.006263 sec): 3 clusters Score: Raw -4478.408845 + Penalty 83.757657 = -4394.651188 nChanged 1 SP:Iteration 5Q (66.006604 sec): 3 clusters Score: Raw -4482.439363 + Penalty 83.757657 = -4398.681706 nChanged 0 SP:Iteration 6F (66.006945 sec): 3 clusters Score: Raw -4482.439363 + Penalty 83.757657 = -4398.681706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.009878 sec): 2 clusters Score: Raw -27891.158031 + Penalty 36.413832 = -27854.744199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.011058 sec): 3 clusters Score: Raw -27555.301314 + Penalty 74.801858 = -27480.499456 nChanged 260 SP:Iteration 1F (66.012212 sec): 3 clusters Score: Raw -27788.055199 + Penalty 74.455976 = -27713.599223 nChanged 26 SP:Iteration 2Q (66.013370 sec): 3 clusters Score: Raw -27810.941460 + Penalty 75.658139 = -27735.283321 nChanged 17 SP:Iteration 3Q (66.014544 sec): 3 clusters Score: Raw -27840.572111 + Penalty 75.932533 = -27764.639578 nChanged 11 SP:Iteration 4Q (66.015688 sec): 3 clusters Score: Raw -27864.803594 + Penalty 74.455938 = -27790.347655 nChanged 8 SP:Iteration 5Q (66.016738 sec): 3 clusters Score: Raw -27872.880688 + Penalty 74.541971 = -27798.338717 nChanged 1 SP:Iteration 6Q (66.017751 sec): 3 clusters Score: Raw -27873.056319 + Penalty 74.630799 = -27798.425520 nChanged 1 SP:Iteration 7Q (66.018764 sec): 3 clusters Score: Raw -27873.178683 + Penalty 74.722543 = -27798.456140 nChanged 1 SP:Iteration 8Q (66.019777 sec): 3 clusters Score: Raw -27873.289637 + Penalty 74.915301 = -27798.374336 nChanged 2 SP:Iteration 9F (66.020930 sec): 3 clusters Score: Raw -27873.600552 + Penalty 75.121373 = -27798.479179 nChanged 2 SP:Iteration 10F (66.022082 sec): 3 clusters Score: Raw -27874.740184 + Penalty 75.363061 = -27799.377123 nChanged 3 SP:Iteration 11Q (66.023080 sec): 3 clusters Score: Raw -27876.310577 + Penalty 75.481674 = -27800.828904 nChanged 1 SP:Iteration 12Q (66.024078 sec): 3 clusters Score: Raw -27876.697178 + Penalty 75.481674 = -27801.215505 nChanged 0 SP:Iteration 13F (66.025230 sec): 3 clusters Score: Raw -27876.697178 + Penalty 75.481674 = -27801.215505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.030455 sec): 2 clusters Score: Raw -71069.790591 + Penalty 105.520033 = -70964.270558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.033003 sec): 3 clusters Score: Raw -70228.321723 + Penalty 214.546516 = -70013.775208 nChanged 614 SP:Iteration 1F (66.035506 sec): 3 clusters Score: Raw -70634.748774 + Penalty 222.478995 = -70412.269779 nChanged 209 SP:Iteration 2F (66.038034 sec): 3 clusters Score: Raw -70855.142484 + Penalty 234.501228 = -70620.641256 nChanged 121 SP:Iteration 3F (66.040561 sec): 3 clusters Score: Raw -70994.001209 + Penalty 242.612087 = -70751.389122 nChanged 63 SP:Iteration 4Q (66.043035 sec): 3 clusters Score: Raw -71068.549283 + Penalty 265.489684 = -70803.059599 nChanged 23 SP:Iteration 5Q (66.045649 sec): 3 clusters Score: Raw -71091.578937 + Penalty 264.707833 = -70826.871105 nChanged 3 SP:Iteration 6Q (66.047914 sec): 3 clusters Score: Raw -71093.742558 + Penalty 267.388656 = -70826.353903 nChanged 1 SP:Iteration 7F (66.050374 sec): 3 clusters Score: Raw -71093.917391 + Penalty 264.653362 = -70829.264029 nChanged 1 SP:Iteration 8Q (66.052493 sec): 3 clusters Score: Raw -71094.918223 + Penalty 265.545080 = -70829.373143 nChanged 1 SP:Iteration 9Q (66.054604 sec): 3 clusters Score: Raw -71095.536378 + Penalty 265.545080 = -70829.991298 nChanged 0 SP:Iteration 10F (66.057027 sec): 3 clusters Score: Raw -71095.536378 + Penalty 265.545080 = -70829.991298 nChanged 0 Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 4 (3524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.073105 sec): 2 clusters Score: Raw -200999.596924 + Penalty 56.447192 = -200943.149732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.079469 sec): 3 clusters Score: Raw -198759.175170 + Penalty 113.422059 = -198645.753111 nChanged 1599 SP:Iteration 1F (66.085699 sec): 3 clusters Score: Raw -200190.891349 + Penalty 110.925705 = -200079.965644 nChanged 227 SP:Iteration 2F (66.091919 sec): 3 clusters Score: Raw -200575.596866 + Penalty 110.602611 = -200464.994255 nChanged 97 SP:Iteration 3Q (66.097830 sec): 3 clusters Score: Raw -200654.486911 + Penalty 110.711068 = -200543.775844 nChanged 80 SP:Iteration 4Q (66.103598 sec): 3 clusters Score: Raw -200698.793156 + Penalty 110.730852 = -200588.062305 nChanged 88 SP:Iteration 5Q (66.109291 sec): 3 clusters Score: Raw -200756.653417 + Penalty 110.792207 = -200645.861210 nChanged 79 SP:Iteration 6Q (66.114944 sec): 3 clusters Score: Raw -200812.654798 + Penalty 110.917403 = -200701.737395 nChanged 69 SP:Iteration 7Q (66.120488 sec): 3 clusters Score: Raw -200848.207742 + Penalty 111.965315 = -200736.242427 nChanged 60 SP:Iteration 8Q (66.125934 sec): 3 clusters Score: Raw -200870.630248 + Penalty 111.554216 = -200759.076032 nChanged 46 SP:Iteration 9Q (66.131306 sec): 3 clusters Score: Raw -200885.634375 + Penalty 112.564121 = -200773.070254 nChanged 45 SP:Iteration 10F (66.137502 sec): 3 clusters Score: Raw -200897.346684 + Penalty 111.752339 = -200785.594346 nChanged 40 SP:Iteration 11Q (66.142811 sec): 3 clusters Score: Raw -200909.456453 + Penalty 112.090844 = -200797.365608 nChanged 43 SP:Iteration 12Q (66.148292 sec): 3 clusters Score: Raw -200928.488269 + Penalty 108.428592 = -200820.059677 nChanged 42 SP:Iteration 13Q (66.153710 sec): 3 clusters Score: Raw -200959.755373 + Penalty 327.549537 = -200632.205836 nChanged 36 SP:Iteration 14F (66.159696 sec): 3 clusters Score: Raw -200997.632776 + Penalty 56.447192 = -200941.185585 nChanged 1 SP:Iteration 15Q (66.164777 sec): 2 clusters Score: Raw -200999.596924 + Penalty 56.447192 = -200943.149732 nChanged 0 SP:Iteration 16F (66.169831 sec): 2 clusters Score: Raw -200999.596924 + Penalty 56.447192 = -200943.149732 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 5 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.174108 sec): 2 clusters Score: Raw -39003.884522 + Penalty 187.022326 = -38816.862197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.175625 sec): 3 clusters Score: Raw -38573.367884 + Penalty 371.964953 = -38201.402932 nChanged 293 SP:Iteration 1F (66.177138 sec): 3 clusters Score: Raw -38781.717145 + Penalty 372.182363 = -38409.534782 nChanged 87 SP:Iteration 2F (66.178632 sec): 3 clusters Score: Raw -38849.878989 + Penalty 373.122817 = -38476.756172 nChanged 39 SP:Iteration 3F (66.180108 sec): 3 clusters Score: Raw -38869.007798 + Penalty 374.813110 = -38494.194688 nChanged 27 SP:Iteration 4Q (66.181557 sec): 3 clusters Score: Raw -38882.495220 + Penalty 376.242704 = -38506.252516 nChanged 15 SP:Iteration 5Q (66.183043 sec): 3 clusters Score: Raw -38889.661426 + Penalty 377.320921 = -38512.340505 nChanged 9 SP:Iteration 6Q (66.184509 sec): 3 clusters Score: Raw -38894.347629 + Penalty 378.494395 = -38515.853234 nChanged 10 SP:Iteration 7Q (66.185990 sec): 3 clusters Score: Raw -38898.000591 + Penalty 380.274949 = -38517.725641 nChanged 15 SP:Iteration 8Q (66.187422 sec): 3 clusters Score: Raw -38904.194959 + Penalty 381.962640 = -38522.232319 nChanged 14 SP:Iteration 9Q (66.188889 sec): 3 clusters Score: Raw -38908.820317 + Penalty 384.234869 = -38524.585448 nChanged 17 SP:Iteration 10F (66.190376 sec): 3 clusters Score: Raw -38916.358792 + Penalty 386.940524 = -38529.418268 nChanged 19 SP:Iteration 11Q (66.191823 sec): 3 clusters Score: Raw -38923.028596 + Penalty 389.322159 = -38533.706437 nChanged 14 SP:Iteration 12Q (66.193306 sec): 3 clusters Score: Raw -38927.161414 + Penalty 391.206376 = -38535.955039 nChanged 12 SP:Iteration 13Q (66.194747 sec): 3 clusters Score: Raw -38930.562821 + Penalty 392.472508 = -38538.090313 nChanged 12 SP:Iteration 14Q (66.196164 sec): 3 clusters Score: Raw -38934.172385 + Penalty 393.894188 = -38540.278197 nChanged 12 SP:Iteration 15Q (66.197571 sec): 3 clusters Score: Raw -38938.334488 + Penalty 396.515877 = -38541.818612 nChanged 15 SP:Iteration 16Q (66.199015 sec): 3 clusters Score: Raw -38943.747606 + Penalty 398.893232 = -38544.854374 nChanged 13 SP:Iteration 17Q (66.200431 sec): 3 clusters Score: Raw -38949.357914 + Penalty 401.766256 = -38547.591658 nChanged 18 SP:Iteration 18Q (66.201841 sec): 3 clusters Score: Raw -38959.523380 + Penalty 401.957792 = -38557.565588 nChanged 21 SP:Iteration 19Q (66.203217 sec): 3 clusters Score: Raw -38974.144144 + Penalty 402.442373 = -38571.701771 nChanged 17 SP:Iteration 20F (66.204681 sec): 3 clusters Score: Raw -38984.406604 + Penalty 403.009207 = -38581.397397 nChanged 15 SP:Iteration 21Q (66.206040 sec): 3 clusters Score: Raw -38994.080978 + Penalty 403.080846 = -38591.000132 nChanged 11 SP:Iteration 22Q (66.207391 sec): 3 clusters Score: Raw -38999.935030 + Penalty 404.607235 = -38595.327795 nChanged 10 SP:Iteration 23Q (66.208765 sec): 3 clusters Score: Raw -39005.420438 + Penalty 406.423761 = -38598.996677 nChanged 8 SP:Iteration 24Q (66.210114 sec): 3 clusters Score: Raw -39008.658272 + Penalty 409.748380 = -38598.909891 nChanged 7 SP:Iteration 25F (66.211602 sec): 3 clusters Score: Raw -39011.443550 + Penalty 413.461390 = -38597.982160 nChanged 8 SP:Iteration 26F (66.213103 sec): 3 clusters Score: Raw -39015.367425 + Penalty 418.786892 = -38596.580533 nChanged 7 SP:Iteration 27F (66.214594 sec): 3 clusters Score: Raw -39019.235170 + Penalty 419.061691 = -38600.173479 nChanged 4 SP:Iteration 28Q (66.215925 sec): 3 clusters Score: Raw -39024.450483 + Penalty 415.421414 = -38609.029069 nChanged 5 SP:Iteration 29Q (66.217240 sec): 3 clusters Score: Raw -39027.447724 + Penalty 413.160771 = -38614.286953 nChanged 2 SP:Iteration 30F (66.218735 sec): 3 clusters Score: Raw -39028.391876 + Penalty 409.787864 = -38618.604012 nChanged 4 SP:Iteration 31Q (66.220069 sec): 3 clusters Score: Raw -39030.257086 + Penalty 410.058259 = -38620.198827 nChanged 3 SP:Iteration 32Q (66.221407 sec): 3 clusters Score: Raw -39032.106612 + Penalty 412.936599 = -38619.170013 nChanged 4 SP:Iteration 33F (66.222907 sec): 3 clusters Score: Raw -39033.835202 + Penalty 410.115884 = -38623.719318 nChanged 2 SP:Iteration 34Q (66.224234 sec): 3 clusters Score: Raw -39035.111260 + Penalty 410.115884 = -38624.995375 nChanged 0 SP:Iteration 35F (66.225719 sec): 3 clusters Score: Raw -39035.111260 + Penalty 410.115884 = -38624.995375 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.233036 sec): 2 clusters Score: Raw -72781.740973 + Penalty 44.751906 = -72736.989068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.235806 sec): 3 clusters Score: Raw -71838.776223 + Penalty 89.571392 = -71749.204831 nChanged 702 SP:Iteration 1F (66.238497 sec): 3 clusters Score: Raw -72307.986619 + Penalty 89.462842 = -72218.523777 nChanged 124 SP:Iteration 2F (66.241181 sec): 3 clusters Score: Raw -72395.884776 + Penalty 89.098410 = -72306.786366 nChanged 93 SP:Iteration 3F (66.243922 sec): 3 clusters Score: Raw -72471.016407 + Penalty 88.468756 = -72382.547651 nChanged 112 SP:Iteration 4F (66.246601 sec): 3 clusters Score: Raw -72560.070615 + Penalty 87.755985 = -72472.314631 nChanged 91 SP:Iteration 5F (66.249372 sec): 3 clusters Score: Raw -72625.556016 + Penalty 87.098262 = -72538.457755 nChanged 77 SP:Iteration 6F (66.252208 sec): 3 clusters Score: Raw -72682.297677 + Penalty 86.179382 = -72596.118295 nChanged 62 SP:Iteration 7Q (66.254647 sec): 3 clusters Score: Raw -72740.901078 + Penalty 85.982584 = -72654.918494 nChanged 42 SP:Iteration 8Q (66.257101 sec): 3 clusters Score: Raw -72759.856572 + Penalty 85.954272 = -72673.902301 nChanged 26 SP:Iteration 9Q (66.259504 sec): 3 clusters Score: Raw -72768.160085 + Penalty 85.779625 = -72682.380460 nChanged 23 SP:Iteration 10F (66.262097 sec): 3 clusters Score: Raw -72774.387536 + Penalty 85.772430 = -72688.615106 nChanged 17 SP:Iteration 11Q (66.264480 sec): 3 clusters Score: Raw -72778.455350 + Penalty 85.388080 = -72693.067269 nChanged 14 SP:Iteration 12Q (66.266744 sec): 3 clusters Score: Raw -72780.568711 + Penalty 85.366237 = -72695.202474 nChanged 6 SP:Iteration 13Q (66.268996 sec): 3 clusters Score: Raw -72781.173961 + Penalty 85.343314 = -72695.830647 nChanged 6 SP:Iteration 14Q (66.271245 sec): 3 clusters Score: Raw -72781.732013 + Penalty 85.318138 = -72696.413875 nChanged 4 SP:Iteration 15Q (66.273498 sec): 3 clusters Score: Raw -72782.167751 + Penalty 85.303402 = -72696.864349 nChanged 5 SP:Iteration 16Q (66.275742 sec): 3 clusters Score: Raw -72782.577113 + Penalty 85.295176 = -72697.281937 nChanged 3 SP:Iteration 17Q (66.277983 sec): 3 clusters Score: Raw -72782.747533 + Penalty 85.295176 = -72697.452357 nChanged 2 SP:Iteration 18Q (66.280245 sec): 3 clusters Score: Raw -72782.893339 + Penalty 85.272136 = -72697.621203 nChanged 2 SP:Iteration 19Q (66.282489 sec): 3 clusters Score: Raw -72783.030130 + Penalty 85.886183 = -72697.143947 nChanged 1 SP:Iteration 20F (66.284943 sec): 3 clusters Score: Raw -72783.380131 + Penalty 85.886177 = -72697.493954 nChanged 1 SP:Iteration 21Q (66.287181 sec): 3 clusters Score: Raw -72783.440227 + Penalty 85.886364 = -72697.553862 nChanged 2 SP:Iteration 22Q (66.289446 sec): 3 clusters Score: Raw -72783.535861 + Penalty 85.880782 = -72697.655080 nChanged 2 SP:Iteration 23Q (66.291692 sec): 3 clusters Score: Raw -72783.576237 + Penalty 85.880782 = -72697.695455 nChanged 0 SP:Iteration 24F (66.294165 sec): 3 clusters Score: Raw -72783.576237 + Penalty 85.880782 = -72697.695455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.299082 sec): 2 clusters Score: Raw -25270.959197 + Penalty 214.270791 = -25056.688406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.300165 sec): 3 clusters Score: Raw -25009.872298 + Penalty 426.759526 = -24583.112772 nChanged 170 SP:Iteration 1F (66.301225 sec): 3 clusters Score: Raw -25131.351574 + Penalty 431.906778 = -24699.444797 nChanged 62 SP:Iteration 2F (66.302281 sec): 3 clusters Score: Raw -25180.071129 + Penalty 442.715864 = -24737.355265 nChanged 30 SP:Iteration 3F (66.303338 sec): 3 clusters Score: Raw -25209.710185 + Penalty 456.066571 = -24753.643614 nChanged 20 SP:Iteration 4Q (66.304392 sec): 3 clusters Score: Raw -25228.339020 + Penalty 477.119428 = -24751.219592 nChanged 22 SP:Iteration 5F (66.305449 sec): 3 clusters Score: Raw -25263.663986 + Penalty 512.762525 = -24750.901461 nChanged 26 SP:Iteration 6F (66.306505 sec): 3 clusters Score: Raw -25312.472773 + Penalty 532.526265 = -24779.946508 nChanged 16 SP:Iteration 7Q (66.307491 sec): 3 clusters Score: Raw -25331.862335 + Penalty 548.106760 = -24783.755575 nChanged 7 SP:Iteration 8Q (66.308452 sec): 3 clusters Score: Raw -25338.293145 + Penalty 560.012938 = -24778.280207 nChanged 5 SP:Iteration 9F (66.309506 sec): 3 clusters Score: Raw -25344.009246 + Penalty 571.667642 = -24772.341604 nChanged 5 SP:Iteration 10F (66.310600 sec): 3 clusters Score: Raw -25348.198190 + Penalty 579.309897 = -24768.888293 nChanged 1 SP:Iteration 11F (66.311656 sec): 3 clusters Score: Raw -25351.820389 + Penalty 578.798800 = -24773.021589 nChanged 1 SP:Iteration 12Q (66.312567 sec): 3 clusters Score: Raw -25352.390856 + Penalty 578.798800 = -24773.592056 nChanged 0 SP:Iteration 13F (66.313625 sec): 3 clusters Score: Raw -25352.390856 + Penalty 578.798800 = -24773.592056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.315286 sec): 2 clusters Score: Raw -21756.429620 + Penalty 241.806843 = -21514.622777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.316188 sec): 3 clusters Score: Raw -21558.375298 + Penalty 483.149928 = -21075.225369 nChanged 130 SP:Iteration 1F (66.317075 sec): 3 clusters Score: Raw -21630.636407 + Penalty 483.711324 = -21146.925084 nChanged 34 SP:Iteration 2F (66.317956 sec): 3 clusters Score: Raw -21657.282180 + Penalty 484.018628 = -21173.263552 nChanged 22 SP:Iteration 3F (66.318837 sec): 3 clusters Score: Raw -21670.697688 + Penalty 484.311449 = -21186.386239 nChanged 16 SP:Iteration 4Q (66.319715 sec): 3 clusters Score: Raw -21684.424318 + Penalty 483.488510 = -21200.935808 nChanged 15 SP:Iteration 5Q (66.320595 sec): 3 clusters Score: Raw -21696.696128 + Penalty 483.288684 = -21213.407444 nChanged 12 SP:Iteration 6Q (66.321468 sec): 3 clusters Score: Raw -21708.396876 + Penalty 482.993438 = -21225.403438 nChanged 13 SP:Iteration 7Q (66.322336 sec): 3 clusters Score: Raw -21716.167813 + Penalty 482.979708 = -21233.188105 nChanged 7 SP:Iteration 8Q (66.323200 sec): 3 clusters Score: Raw -21720.866088 + Penalty 482.837965 = -21238.028123 nChanged 5 SP:Iteration 9Q (66.324060 sec): 3 clusters Score: Raw -21723.405711 + Penalty 482.856772 = -21240.548938 nChanged 3 SP:Iteration 10F (66.324940 sec): 3 clusters Score: Raw -21725.321839 + Penalty 482.747599 = -21242.574240 nChanged 2 SP:Iteration 11Q (66.325796 sec): 3 clusters Score: Raw -21725.728045 + Penalty 482.793858 = -21242.934187 nChanged 1 SP:Iteration 12Q (66.326652 sec): 3 clusters Score: Raw -21726.145448 + Penalty 482.793858 = -21243.351590 nChanged 0 SP:Iteration 13F (66.327529 sec): 3 clusters Score: Raw -21726.145448 + Penalty 482.793858 = -21243.351590 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 9 (2888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.340368 sec): 2 clusters Score: Raw -151566.327604 + Penalty 56.264469 = -151510.063134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.345621 sec): 3 clusters Score: Raw -149697.435420 + Penalty 114.912525 = -149582.522895 nChanged 1344 SP:Iteration 1F (66.350732 sec): 3 clusters Score: Raw -150722.018233 + Penalty 119.277762 = -150602.740472 nChanged 289 SP:Iteration 2F (66.356120 sec): 3 clusters Score: Raw -150993.520886 + Penalty 125.185244 = -150868.335642 nChanged 223 SP:Iteration 3F (66.361188 sec): 3 clusters Score: Raw -151237.070055 + Penalty 135.025818 = -151102.044236 nChanged 151 SP:Iteration 4F (66.366257 sec): 3 clusters Score: Raw -151413.892261 + Penalty 134.046109 = -151279.846152 nChanged 93 SP:Iteration 5Q (66.371013 sec): 3 clusters Score: Raw -151514.297647 + Penalty 136.398204 = -151377.899443 nChanged 34 SP:Iteration 6Q (66.375390 sec): 3 clusters Score: Raw -151552.413712 + Penalty 177.209245 = -151375.204467 nChanged 12 SP:Iteration 7F (66.380457 sec): 3 clusters Score: Raw -151567.491291 + Penalty 190.575465 = -151376.915826 nChanged 1 SP:Iteration 8Q (66.384458 sec): 3 clusters Score: Raw -151567.891422 + Penalty 187.503638 = -151380.387784 nChanged 2 SP:Iteration 9Q (66.388402 sec): 3 clusters Score: Raw -151571.126553 + Penalty 187.503638 = -151383.622915 nChanged 0 SP:Iteration 10F (66.393674 sec): 3 clusters Score: Raw -151571.126553 + Penalty 187.503638 = -151383.622915 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.398988 sec): 2 clusters Score: Raw -31770.139357 + Penalty 130.537303 = -31639.602054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.400288 sec): 3 clusters Score: Raw -31407.574876 + Penalty 263.285966 = -31144.288910 nChanged 248 SP:Iteration 1F (66.401567 sec): 3 clusters Score: Raw -31555.077674 + Penalty 271.726543 = -31283.351131 nChanged 90 SP:Iteration 2F (66.402853 sec): 3 clusters Score: Raw -31638.562469 + Penalty 284.428254 = -31354.134215 nChanged 63 SP:Iteration 3F (66.404139 sec): 3 clusters Score: Raw -31706.102130 + Penalty 300.287361 = -31405.814769 nChanged 46 SP:Iteration 4F (66.405427 sec): 3 clusters Score: Raw -31755.890446 + Penalty 310.353167 = -31445.537279 nChanged 26 SP:Iteration 5Q (66.406707 sec): 3 clusters Score: Raw -31776.994994 + Penalty 314.368600 = -31462.626394 nChanged 15 SP:Iteration 6Q (66.407934 sec): 3 clusters Score: Raw -31787.486312 + Penalty 316.607123 = -31470.879190 nChanged 7 SP:Iteration 7Q (66.409129 sec): 3 clusters Score: Raw -31791.597594 + Penalty 315.862417 = -31475.735177 nChanged 8 SP:Iteration 8Q (66.410309 sec): 3 clusters Score: Raw -31797.602872 + Penalty 321.738345 = -31475.864526 nChanged 8 SP:Iteration 9Q (66.411485 sec): 3 clusters Score: Raw -31802.047258 + Penalty 321.756473 = -31480.290785 nChanged 6 SP:Iteration 10F (66.412781 sec): 3 clusters Score: Raw -31803.627938 + Penalty 325.512464 = -31478.115475 nChanged 4 SP:Iteration 11F (66.414128 sec): 3 clusters Score: Raw -31806.310952 + Penalty 325.755382 = -31480.555569 nChanged 4 SP:Iteration 12Q (66.415293 sec): 3 clusters Score: Raw -31808.856215 + Penalty 327.034627 = -31481.821588 nChanged 1 SP:Iteration 13Q (66.416450 sec): 3 clusters Score: Raw -31809.490839 + Penalty 328.833550 = -31480.657289 nChanged 2 SP:Iteration 14F (66.417757 sec): 3 clusters Score: Raw -31810.253671 + Penalty 330.629123 = -31479.624547 nChanged 2 SP:Iteration 15F (66.419044 sec): 3 clusters Score: Raw -31810.608157 + Penalty 330.629123 = -31479.979034 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 11 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.421958 sec): 2 clusters Score: Raw -38774.923535 + Penalty 121.221035 = -38653.702500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.423569 sec): 3 clusters Score: Raw -38342.598921 + Penalty 258.185939 = -38084.412981 nChanged 318 SP:Iteration 1F (66.425211 sec): 3 clusters Score: Raw -38650.485433 + Penalty 260.880536 = -38389.604897 nChanged 80 SP:Iteration 2F (66.426830 sec): 3 clusters Score: Raw -38724.297313 + Penalty 265.619375 = -38458.677937 nChanged 39 SP:Iteration 3F (66.428354 sec): 3 clusters Score: Raw -38772.496929 + Penalty 269.142853 = -38503.354075 nChanged 25 SP:Iteration 4Q (66.429839 sec): 3 clusters Score: Raw -38802.667527 + Penalty 269.029602 = -38533.637925 nChanged 13 SP:Iteration 5Q (66.431303 sec): 3 clusters Score: Raw -38814.420232 + Penalty 269.746933 = -38544.673299 nChanged 7 SP:Iteration 6Q (66.432780 sec): 3 clusters Score: Raw -38819.518602 + Penalty 270.595714 = -38548.922888 nChanged 3 SP:Iteration 7Q (66.434224 sec): 3 clusters Score: Raw -38820.263318 + Penalty 270.595714 = -38549.667604 nChanged 0 SP:Iteration 8F (66.435753 sec): 3 clusters Score: Raw -38820.263318 + Penalty 270.595714 = -38549.667604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.437032 sec): 2 clusters Score: Raw -5513.359657 + Penalty 259.809412 = -5253.550245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.437461 sec): 3 clusters Score: Raw -5513.594290 + Penalty 530.478466 = -4983.115824 nChanged 23 SP:Iteration 1F (66.437924 sec): 3 clusters Score: Raw -5539.705197 + Penalty 547.925130 = -4991.780067 nChanged 10 SP:Iteration 2F (66.438342 sec): 3 clusters Score: Raw -5560.385167 + Penalty 557.341171 = -5003.043995 nChanged 5 SP:Iteration 3Q (66.438748 sec): 3 clusters Score: Raw -5577.333608 + Penalty 558.768711 = -5018.564897 nChanged 2 SP:Iteration 4Q (66.439146 sec): 3 clusters Score: Raw -5583.036517 + Penalty 561.110933 = -5021.925584 nChanged 2 SP:Iteration 5Q (66.439544 sec): 3 clusters Score: Raw -5586.711288 + Penalty 564.894590 = -5021.816698 nChanged 3 SP:Iteration 6F (66.439962 sec): 3 clusters Score: Raw -5592.875157 + Penalty 573.967884 = -5018.907274 nChanged 2 SP:Iteration 7F (66.440379 sec): 3 clusters Score: Raw -5600.476683 + Penalty 585.283425 = -5015.193258 nChanged 2 SP:Iteration 8F (66.440797 sec): 3 clusters Score: Raw -5608.714354 + Penalty 585.283425 = -5023.430929 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 13 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.444993 sec): 2 clusters Score: Raw -40159.253824 + Penalty 49.026562 = -40110.227262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.446462 sec): 3 clusters Score: Raw -39709.667952 + Penalty 99.135817 = -39610.532135 nChanged 329 SP:Iteration 1F (66.447896 sec): 3 clusters Score: Raw -39977.148720 + Penalty 98.601153 = -39878.547567 nChanged 61 SP:Iteration 2F (66.449343 sec): 3 clusters Score: Raw -40031.559662 + Penalty 99.617526 = -39931.942136 nChanged 37 SP:Iteration 3F (66.450803 sec): 3 clusters Score: Raw -40065.482843 + Penalty 105.183732 = -39960.299110 nChanged 34 SP:Iteration 4Q (66.452249 sec): 3 clusters Score: Raw -40108.592807 + Penalty 111.138950 = -39997.453857 nChanged 27 SP:Iteration 5Q (66.453743 sec): 3 clusters Score: Raw -40142.864670 + Penalty 137.950125 = -40004.914545 nChanged 12 SP:Iteration 6Q (66.455262 sec): 3 clusters Score: Raw -40157.072970 + Penalty 197.727513 = -39959.345458 nChanged 5 SP:Iteration 7F (66.456791 sec): 3 clusters Score: Raw -40160.603105 + Penalty 197.727513 = -39962.875592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.459772 sec): 2 clusters Score: Raw -10552.449681 + Penalty 279.066129 = -10273.383553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.460363 sec): 3 clusters Score: Raw -10499.096268 + Penalty 558.046723 = -9941.049545 nChanged 48 SP:Iteration 1F (66.460924 sec): 3 clusters Score: Raw -10555.872888 + Penalty 559.422154 = -9996.450733 nChanged 17 SP:Iteration 2F (66.461473 sec): 3 clusters Score: Raw -10570.072402 + Penalty 560.454168 = -10009.618234 nChanged 5 SP:Iteration 3Q (66.462008 sec): 3 clusters Score: Raw -10573.767663 + Penalty 561.605178 = -10012.162485 nChanged 3 SP:Iteration 4Q (66.462563 sec): 3 clusters Score: Raw -10575.643521 + Penalty 562.828762 = -10012.814759 nChanged 3 SP:Iteration 5Q (66.463111 sec): 3 clusters Score: Raw -10578.418167 + Penalty 565.244512 = -10013.173655 nChanged 4 SP:Iteration 6Q (66.463662 sec): 3 clusters Score: Raw -10581.657527 + Penalty 567.492496 = -10014.165031 nChanged 4 SP:Iteration 7Q (66.464210 sec): 3 clusters Score: Raw -10588.240554 + Penalty 570.830980 = -10017.409574 nChanged 5 SP:Iteration 8Q (66.464756 sec): 3 clusters Score: Raw -10593.563150 + Penalty 573.620234 = -10019.942916 nChanged 4 SP:Iteration 9Q (66.465299 sec): 3 clusters Score: Raw -10599.735669 + Penalty 575.273402 = -10024.462267 nChanged 2 SP:Iteration 10F (66.465855 sec): 3 clusters Score: Raw -10601.163411 + Penalty 574.966994 = -10026.196417 nChanged 1 SP:Iteration 11Q (66.466387 sec): 3 clusters Score: Raw -10602.388853 + Penalty 575.937867 = -10026.450986 nChanged 1 SP:Iteration 12Q (66.466916 sec): 3 clusters Score: Raw -10603.109185 + Penalty 575.937867 = -10027.171318 nChanged 0 SP:Iteration 13F (66.467491 sec): 3 clusters Score: Raw -10603.109185 + Penalty 575.937867 = -10027.171318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.468505 sec): 2 clusters Score: Raw -7964.752201 + Penalty 104.102750 = -7860.649451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.469042 sec): 3 clusters Score: Raw -7921.475393 + Penalty 222.103595 = -7699.371798 nChanged 60 SP:Iteration 1F (66.469563 sec): 3 clusters Score: Raw -8013.647109 + Penalty 254.730310 = -7758.916799 nChanged 26 SP:Iteration 2F (66.470085 sec): 3 clusters Score: Raw -8067.835520 + Penalty 275.150992 = -7792.684528 nChanged 11 SP:Iteration 3F (66.470604 sec): 3 clusters Score: Raw -8089.643550 + Penalty 290.929058 = -7798.714491 nChanged 5 SP:Iteration 4Q (66.471099 sec): 3 clusters Score: Raw -8107.252123 + Penalty 291.984694 = -7815.267429 nChanged 2 SP:Iteration 5Q (66.471584 sec): 3 clusters Score: Raw -8120.314038 + Penalty 287.838723 = -7832.475314 nChanged 1 SP:Iteration 6Q (66.472061 sec): 3 clusters Score: Raw -8121.702319 + Penalty 287.838723 = -7833.863596 nChanged 0 SP:Iteration 7F (66.472581 sec): 3 clusters Score: Raw -8121.702319 + Penalty 287.838723 = -7833.863596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.473340 sec): 2 clusters Score: Raw -6075.707364 + Penalty 47.614783 = -6028.092580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.473769 sec): 3 clusters Score: Raw -6024.852125 + Penalty 94.550478 = -5930.301647 nChanged 41 SP:Iteration 1F (66.474201 sec): 3 clusters Score: Raw -6075.603804 + Penalty 92.491818 = -5983.111987 nChanged 10 SP:Iteration 2F (66.474625 sec): 3 clusters Score: Raw -6086.222453 + Penalty 92.170247 = -5994.052205 nChanged 2 SP:Iteration 3Q (66.475034 sec): 3 clusters Score: Raw -6086.692868 + Penalty 91.928724 = -5994.764144 nChanged 1 SP:Iteration 4Q (66.475443 sec): 3 clusters Score: Raw -6087.492204 + Penalty 91.688884 = -5995.803320 nChanged 1 SP:Iteration 5Q (66.475851 sec): 3 clusters Score: Raw -6088.386483 + Penalty 91.574563 = -5996.811921 nChanged 1 SP:Iteration 6Q (66.476258 sec): 3 clusters Score: Raw -6090.095100 + Penalty 90.780117 = -5999.314983 nChanged 2 SP:Iteration 7Q (66.476664 sec): 3 clusters Score: Raw -6093.240429 + Penalty 89.313695 = -6003.926734 nChanged 2 SP:Iteration 8Q (66.477052 sec): 3 clusters Score: Raw -6094.009178 + Penalty 89.313695 = -6004.695483 nChanged 0 SP:Iteration 9F (66.477464 sec): 3 clusters Score: Raw -6094.009178 + Penalty 89.313695 = -6004.695483 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 17 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.481836 sec): 2 clusters Score: Raw -72362.227975 + Penalty 43.793685 = -72318.434290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.484587 sec): 3 clusters Score: Raw -71395.029211 + Penalty 87.237982 = -71307.791229 nChanged 700 SP:Iteration 1F (66.487269 sec): 3 clusters Score: Raw -71930.693101 + Penalty 86.939723 = -71843.753378 nChanged 112 SP:Iteration 2F (66.489947 sec): 3 clusters Score: Raw -72005.709327 + Penalty 87.028482 = -71918.680846 nChanged 68 SP:Iteration 3Q (66.492612 sec): 3 clusters Score: Raw -72077.224891 + Penalty 87.210552 = -71990.014339 nChanged 71 SP:Iteration 4Q (66.495294 sec): 3 clusters Score: Raw -72144.303765 + Penalty 87.302785 = -72057.000980 nChanged 54 SP:Iteration 5Q (66.497961 sec): 3 clusters Score: Raw -72185.623717 + Penalty 87.399216 = -72098.224501 nChanged 44 SP:Iteration 6Q (66.500580 sec): 3 clusters Score: Raw -72210.572455 + Penalty 87.453738 = -72123.118717 nChanged 36 SP:Iteration 7Q (66.503186 sec): 3 clusters Score: Raw -72225.133738 + Penalty 87.510012 = -72137.623726 nChanged 29 SP:Iteration 8Q (66.505823 sec): 3 clusters Score: Raw -72234.677264 + Penalty 87.543053 = -72147.134211 nChanged 17 SP:Iteration 9Q (66.508414 sec): 3 clusters Score: Raw -72239.612554 + Penalty 87.580431 = -72152.032124 nChanged 13 SP:Iteration 10F (66.511086 sec): 3 clusters Score: Raw -72242.182790 + Penalty 87.585058 = -72154.597732 nChanged 5 SP:Iteration 11Q (66.513690 sec): 3 clusters Score: Raw -72242.766495 + Penalty 87.598740 = -72155.167754 nChanged 7 SP:Iteration 12Q (66.516290 sec): 3 clusters Score: Raw -72243.378197 + Penalty 87.612833 = -72155.765364 nChanged 3 SP:Iteration 13Q (66.518887 sec): 3 clusters Score: Raw -72243.473667 + Penalty 87.630013 = -72155.843654 nChanged 4 SP:Iteration 14Q (66.521501 sec): 3 clusters Score: Raw -72243.691397 + Penalty 87.644503 = -72156.046894 nChanged 3 SP:Iteration 15Q (66.524098 sec): 3 clusters Score: Raw -72243.784941 + Penalty 87.659344 = -72156.125597 nChanged 3 SP:Iteration 16Q (66.526686 sec): 3 clusters Score: Raw -72243.913526 + Penalty 87.669590 = -72156.243937 nChanged 2 SP:Iteration 17Q (66.529274 sec): 3 clusters Score: Raw -72243.941877 + Penalty 87.674795 = -72156.267082 nChanged 1 SP:Iteration 18Q (66.531861 sec): 3 clusters Score: Raw -72243.949675 + Penalty 87.680056 = -72156.269619 nChanged 1 SP:Iteration 19Q (66.534454 sec): 3 clusters Score: Raw -72243.963839 + Penalty 87.684450 = -72156.279389 nChanged 1 SP:Iteration 20F (66.537230 sec): 3 clusters Score: Raw -72243.971586 + Penalty 87.684450 = -72156.287135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.537927 sec): 2 clusters Score: Raw -3866.509408 + Penalty 66.053571 = -3800.455838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.538266 sec): 3 clusters Score: Raw -3835.622238 + Penalty 131.505952 = -3704.116286 nChanged 19 SP:Iteration 1F (66.538587 sec): 3 clusters Score: Raw -3851.184649 + Penalty 132.074833 = -3719.109816 nChanged 4 SP:Iteration 2F (66.538911 sec): 3 clusters Score: Raw -3854.221765 + Penalty 132.215320 = -3722.006444 nChanged 2 SP:Iteration 3Q (66.539233 sec): 3 clusters Score: Raw -3855.466775 + Penalty 132.088716 = -3723.378059 nChanged 4 SP:Iteration 4F (66.539558 sec): 3 clusters Score: Raw -3857.907602 + Penalty 132.250791 = -3725.656811 nChanged 4 SP:Iteration 5F (66.539883 sec): 3 clusters Score: Raw -3863.513092 + Penalty 132.338268 = -3731.174824 nChanged 6 SP:Iteration 6F (66.540205 sec): 3 clusters Score: Raw -3870.036711 + Penalty 130.880516 = -3739.156195 nChanged 5 SP:Iteration 7F (66.540518 sec): 3 clusters Score: Raw -3877.734814 + Penalty 131.317483 = -3746.417331 nChanged 2 SP:Iteration 8Q (66.540830 sec): 3 clusters Score: Raw -3886.268499 + Penalty 131.268425 = -3755.000074 nChanged 1 SP:Iteration 9Q (66.541136 sec): 3 clusters Score: Raw -3886.951510 + Penalty 131.268425 = -3755.683086 nChanged 0 SP:Iteration 10F (66.541450 sec): 3 clusters Score: Raw -3886.951510 + Penalty 131.268425 = -3755.683086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.542213 sec): 2 clusters Score: Raw -5545.238897 + Penalty 49.216254 = -5496.022643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.542644 sec): 3 clusters Score: Raw -5489.018696 + Penalty 98.931694 = -5390.087002 nChanged 42 SP:Iteration 1F (66.543069 sec): 3 clusters Score: Raw -5534.259577 + Penalty 97.774335 = -5436.485242 nChanged 9 SP:Iteration 2F (66.543492 sec): 3 clusters Score: Raw -5556.313497 + Penalty 97.359226 = -5458.954271 nChanged 7 SP:Iteration 3F (66.543917 sec): 3 clusters Score: Raw -5573.359833 + Penalty 97.791607 = -5475.568227 nChanged 2 SP:Iteration 4Q (66.544318 sec): 3 clusters Score: Raw -5575.404430 + Penalty 97.971372 = -5477.433058 nChanged 1 SP:Iteration 5Q (66.544717 sec): 3 clusters Score: Raw -5576.024737 + Penalty 97.971372 = -5478.053364 nChanged 0 SP:Iteration 6F (66.545162 sec): 3 clusters Score: Raw -5576.024737 + Penalty 97.971372 = -5478.053364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.546080 sec): 2 clusters Score: Raw -9386.528122 + Penalty 36.284297 = -9350.243825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.546614 sec): 3 clusters Score: Raw -9278.623596 + Penalty 70.945249 = -9207.678346 nChanged 67 SP:Iteration 1F (66.547110 sec): 3 clusters Score: Raw -9338.614706 + Penalty 69.259075 = -9269.355632 nChanged 15 SP:Iteration 2F (66.547608 sec): 3 clusters Score: Raw -9352.728496 + Penalty 69.086138 = -9283.642358 nChanged 10 SP:Iteration 3F (66.548106 sec): 3 clusters Score: Raw -9362.549749 + Penalty 69.749031 = -9292.800718 nChanged 8 SP:Iteration 4Q (66.548575 sec): 3 clusters Score: Raw -9369.229115 + Penalty 69.848149 = -9299.380966 nChanged 5 SP:Iteration 5Q (66.549028 sec): 3 clusters Score: Raw -9375.450579 + Penalty 69.712446 = -9305.738133 nChanged 7 SP:Iteration 6Q (66.549478 sec): 3 clusters Score: Raw -9387.546301 + Penalty 70.023620 = -9317.522681 nChanged 8 SP:Iteration 7Q (66.549925 sec): 3 clusters Score: Raw -9394.426422 + Penalty 68.764877 = -9325.661545 nChanged 3 SP:Iteration 8Q (66.550357 sec): 3 clusters Score: Raw -9398.228422 + Penalty 69.079061 = -9329.149361 nChanged 2 SP:Iteration 9Q (66.550788 sec): 3 clusters Score: Raw -9398.887357 + Penalty 69.391757 = -9329.495599 nChanged 1 SP:Iteration 10F (66.551256 sec): 3 clusters Score: Raw -9399.113603 + Penalty 69.391757 = -9329.721846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.552752 sec): 2 clusters Score: Raw -17682.954057 + Penalty 231.078041 = -17451.876016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.553600 sec): 3 clusters Score: Raw -17529.335662 + Penalty 460.807725 = -17068.527937 nChanged 112 SP:Iteration 1F (66.554429 sec): 3 clusters Score: Raw -17601.202429 + Penalty 463.269117 = -17137.933312 nChanged 34 SP:Iteration 2F (66.555255 sec): 3 clusters Score: Raw -17625.219634 + Penalty 465.213887 = -17160.005746 nChanged 23 SP:Iteration 3F (66.556081 sec): 3 clusters Score: Raw -17642.667195 + Penalty 466.207019 = -17176.460175 nChanged 23 SP:Iteration 4F (66.556912 sec): 3 clusters Score: Raw -17658.262904 + Penalty 465.247205 = -17193.015699 nChanged 20 SP:Iteration 5F (66.557741 sec): 3 clusters Score: Raw -17670.705749 + Penalty 465.325469 = -17205.380280 nChanged 8 SP:Iteration 6Q (66.558556 sec): 3 clusters Score: Raw -17679.591653 + Penalty 466.173888 = -17213.417765 nChanged 10 SP:Iteration 7Q (66.559368 sec): 3 clusters Score: Raw -17689.552532 + Penalty 467.178862 = -17222.373670 nChanged 10 SP:Iteration 8Q (66.560174 sec): 3 clusters Score: Raw -17695.817964 + Penalty 467.788683 = -17228.029282 nChanged 7 SP:Iteration 9Q (66.560979 sec): 3 clusters Score: Raw -17699.651808 + Penalty 467.906671 = -17231.745137 nChanged 5 SP:Iteration 10F (66.561787 sec): 3 clusters Score: Raw -17703.392260 + Penalty 469.752688 = -17233.639572 nChanged 9 SP:Iteration 11Q (66.562559 sec): 3 clusters Score: Raw -17708.653655 + Penalty 470.001937 = -17238.651718 nChanged 3 SP:Iteration 12Q (66.563329 sec): 3 clusters Score: Raw -17710.453961 + Penalty 470.098261 = -17240.355700 nChanged 1 SP:Iteration 13Q (66.564100 sec): 3 clusters Score: Raw -17711.000100 + Penalty 470.435843 = -17240.564257 nChanged 1 SP:Iteration 14Q (66.564867 sec): 3 clusters Score: Raw -17712.027293 + Penalty 470.435843 = -17241.591450 nChanged 0 SP:Iteration 15F (66.565659 sec): 3 clusters Score: Raw -17712.027293 + Penalty 470.435843 = -17241.591450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.566334 sec): 2 clusters Score: Raw -3568.528252 + Penalty 39.675305 = -3528.852946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.566656 sec): 3 clusters Score: Raw -3544.898627 + Penalty 80.776724 = -3464.121903 nChanged 21 SP:Iteration 1F (66.566962 sec): 3 clusters Score: Raw -3556.939931 + Penalty 80.687324 = -3476.252607 nChanged 2 SP:Iteration 2Q (66.567266 sec): 3 clusters Score: Raw -3557.712573 + Penalty 80.290050 = -3477.422523 nChanged 1 SP:Iteration 3Q (66.567568 sec): 3 clusters Score: Raw -3558.052502 + Penalty 80.290050 = -3477.762452 nChanged 0 SP:Iteration 4F (66.567877 sec): 3 clusters Score: Raw -3558.052502 + Penalty 80.290050 = -3477.762452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.569397 sec): 2 clusters Score: Raw -21951.024408 + Penalty 42.892737 = -21908.131671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.570372 sec): 3 clusters Score: Raw -21723.499588 + Penalty 85.952546 = -21637.547042 nChanged 172 SP:Iteration 1F (66.571331 sec): 3 clusters Score: Raw -21875.212873 + Penalty 85.913950 = -21789.298923 nChanged 32 SP:Iteration 2F (66.572258 sec): 3 clusters Score: Raw -21908.845853 + Penalty 85.954535 = -21822.891318 nChanged 20 SP:Iteration 3Q (66.573143 sec): 3 clusters Score: Raw -21921.873892 + Penalty 85.907488 = -21835.966404 nChanged 12 SP:Iteration 4Q (66.574023 sec): 3 clusters Score: Raw -21928.333527 + Penalty 85.924653 = -21842.408875 nChanged 10 SP:Iteration 5Q (66.574896 sec): 3 clusters Score: Raw -21933.635678 + Penalty 85.873989 = -21847.761690 nChanged 8 SP:Iteration 6Q (66.575770 sec): 3 clusters Score: Raw -21938.652697 + Penalty 85.819607 = -21852.833090 nChanged 10 SP:Iteration 7Q (66.576643 sec): 3 clusters Score: Raw -21945.453620 + Penalty 85.768326 = -21859.685295 nChanged 7 SP:Iteration 8Q (66.577515 sec): 3 clusters Score: Raw -21951.313989 + Penalty 85.714116 = -21865.599873 nChanged 11 SP:Iteration 9Q (66.578385 sec): 3 clusters Score: Raw -21957.126825 + Penalty 85.589276 = -21871.537549 nChanged 8 SP:Iteration 10F (66.579300 sec): 3 clusters Score: Raw -21963.392853 + Penalty 85.508873 = -21877.883980 nChanged 5 SP:Iteration 11Q (66.580160 sec): 3 clusters Score: Raw -21965.543201 + Penalty 85.414637 = -21880.128563 nChanged 5 SP:Iteration 12Q (66.581014 sec): 3 clusters Score: Raw -21967.320559 + Penalty 85.355597 = -21881.964963 nChanged 5 SP:Iteration 13Q (66.581863 sec): 3 clusters Score: Raw -21968.926900 + Penalty 85.292613 = -21883.634287 nChanged 3 SP:Iteration 14Q (66.582708 sec): 3 clusters Score: Raw -21969.438582 + Penalty 85.181118 = -21884.257463 nChanged 2 SP:Iteration 15Q (66.583552 sec): 3 clusters Score: Raw -21969.748952 + Penalty 85.151344 = -21884.597608 nChanged 1 SP:Iteration 16Q (66.584390 sec): 3 clusters Score: Raw -21969.923725 + Penalty 85.119092 = -21884.804633 nChanged 1 SP:Iteration 17Q (66.585224 sec): 3 clusters Score: Raw -21969.987576 + Penalty 85.119342 = -21884.868234 nChanged 1 SP:Iteration 18Q (66.586062 sec): 3 clusters Score: Raw -21970.109424 + Penalty 85.062449 = -21885.046975 nChanged 1 SP:Iteration 19Q (66.586897 sec): 3 clusters Score: Raw -21970.229730 + Penalty 85.063321 = -21885.166409 nChanged 1 SP:Iteration 20F (66.587812 sec): 3 clusters Score: Raw -21970.307061 + Penalty 85.065366 = -21885.241695 nChanged 1 SP:Iteration 21Q (66.588660 sec): 3 clusters Score: Raw -21970.350971 + Penalty 85.065366 = -21885.285606 nChanged 0 SP:Iteration 22F (66.589575 sec): 3 clusters Score: Raw -21970.350971 + Penalty 85.065366 = -21885.285606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.590272 sec): 2 clusters Score: Raw -4710.389513 + Penalty 85.272483 = -4625.117030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.590643 sec): 3 clusters Score: Raw -4670.647285 + Penalty 178.159510 = -4492.487775 nChanged 29 SP:Iteration 1F (66.591034 sec): 3 clusters Score: Raw -4716.246376 + Penalty 180.181031 = -4536.065345 nChanged 4 SP:Iteration 2Q (66.591398 sec): 3 clusters Score: Raw -4731.431584 + Penalty 180.181031 = -4551.250553 nChanged 0 SP:Iteration 3F (66.591764 sec): 3 clusters Score: Raw -4731.431584 + Penalty 180.181031 = -4551.250553 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 25 (8668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.629081 sec): 2 clusters Score: Raw -447818.567679 + Penalty 59.429171 = -447759.138508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.644622 sec): 3 clusters Score: Raw -441993.770355 + Penalty 117.608266 = -441876.162089 nChanged 4184 SP:Iteration 1F (66.660201 sec): 3 clusters Score: Raw -445356.752319 + Penalty 110.447132 = -445246.305187 nChanged 1068 SP:Iteration 2F (66.675509 sec): 3 clusters Score: Raw -446388.074644 + Penalty 108.977667 = -446279.096977 nChanged 647 SP:Iteration 3F (66.690825 sec): 3 clusters Score: Raw -447069.090295 + Penalty 109.135190 = -446959.955105 nChanged 401 SP:Iteration 4Q (66.705409 sec): 3 clusters Score: Raw -447510.653598 + Penalty 108.641344 = -447402.012254 nChanged 191 SP:Iteration 5Q (66.718339 sec): 3 clusters Score: Raw -447722.562688 + Penalty 111.022830 = -447611.539858 nChanged 61 SP:Iteration 6Q (66.730429 sec): 3 clusters Score: Raw -447811.932473 + Penalty 109.636504 = -447702.295968 nChanged 8 SP:Iteration 7Q (66.742099 sec): 3 clusters Score: Raw -447821.284529 + Penalty 110.023003 = -447711.261525 nChanged 3 SP:Iteration 8Q (66.755915 sec): 3 clusters Score: Raw -447823.598735 + Penalty 109.074226 = -447714.524509 nChanged 3 SP:Iteration 9Q (66.769975 sec): 3 clusters Score: Raw -447824.642043 + Penalty 108.966510 = -447715.675533 nChanged 1 SP:Iteration 10F (66.785937 sec): 3 clusters Score: Raw -447824.964623 + Penalty 108.864262 = -447716.100361 nChanged 1 SP:Iteration 11Q (66.799710 sec): 3 clusters Score: Raw -447825.185643 + Penalty 108.864262 = -447716.321381 nChanged 0 SP:Iteration 12F (66.815683 sec): 3 clusters Score: Raw -447825.185643 + Penalty 108.864262 = -447716.321381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.821804 sec): 2 clusters Score: Raw -4987.843165 + Penalty 174.077655 = -4813.765511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.822266 sec): 3 clusters Score: Raw -5003.994536 + Penalty 375.661916 = -4628.332620 nChanged 38 SP:Iteration 1F (66.822705 sec): 3 clusters Score: Raw -5121.526545 + Penalty 389.721882 = -4731.804663 nChanged 8 SP:Iteration 2F (66.823140 sec): 3 clusters Score: Raw -5158.270635 + Penalty 389.255829 = -4769.014806 nChanged 1 SP:Iteration 3Q (66.823536 sec): 3 clusters Score: Raw -5172.347131 + Penalty 392.368054 = -4779.979077 nChanged 2 SP:Iteration 4Q (66.823933 sec): 3 clusters Score: Raw -5176.831218 + Penalty 392.368054 = -4784.463164 nChanged 0 SP:Iteration 5F (66.824369 sec): 3 clusters Score: Raw -5176.831218 + Penalty 392.368054 = -4784.463164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.825874 sec): 2 clusters Score: Raw -13432.064147 + Penalty 42.302876 = -13389.761271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.826537 sec): 3 clusters Score: Raw -13292.202381 + Penalty 89.066603 = -13203.135778 nChanged 113 SP:Iteration 1F (66.827188 sec): 3 clusters Score: Raw -13386.833847 + Penalty 89.708566 = -13297.125282 nChanged 19 SP:Iteration 2F (66.827837 sec): 3 clusters Score: Raw -13405.569736 + Penalty 89.131052 = -13316.438684 nChanged 13 SP:Iteration 3Q (66.828483 sec): 3 clusters Score: Raw -13421.465242 + Penalty 89.020370 = -13332.444872 nChanged 8 SP:Iteration 4Q (66.829159 sec): 3 clusters Score: Raw -13427.223734 + Penalty 88.395752 = -13338.827982 nChanged 6 SP:Iteration 5Q (66.829794 sec): 3 clusters Score: Raw -13431.773676 + Penalty 87.964999 = -13343.808677 nChanged 4 SP:Iteration 6Q (66.830411 sec): 3 clusters Score: Raw -13432.959099 + Penalty 87.462657 = -13345.496443 nChanged 3 SP:Iteration 7Q (66.831027 sec): 3 clusters Score: Raw -13433.409925 + Penalty 87.279611 = -13346.130314 nChanged 1 SP:Iteration 8Q (66.831642 sec): 3 clusters Score: Raw -13433.466879 + Penalty 87.279611 = -13346.187268 nChanged 0 SP:Iteration 9F (66.832290 sec): 3 clusters Score: Raw -13433.466879 + Penalty 87.279611 = -13346.187268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.833554 sec): 2 clusters Score: Raw -8523.840763 + Penalty 217.023066 = -8306.817697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.834045 sec): 3 clusters Score: Raw -8468.399397 + Penalty 443.269175 = -8025.130222 nChanged 47 SP:Iteration 1F (66.834525 sec): 3 clusters Score: Raw -8517.182397 + Penalty 450.969755 = -8066.212642 nChanged 9 SP:Iteration 2F (66.835005 sec): 3 clusters Score: Raw -8531.871642 + Penalty 472.978108 = -8058.893534 nChanged 10 SP:Iteration 3F (66.835484 sec): 3 clusters Score: Raw -8545.342409 + Penalty 489.701632 = -8055.640778 nChanged 7 SP:Iteration 4F (66.835964 sec): 3 clusters Score: Raw -8553.458041 + Penalty 507.472531 = -8045.985510 nChanged 5 SP:Iteration 5F (66.836443 sec): 3 clusters Score: Raw -8560.578197 + Penalty 515.875992 = -8044.702205 nChanged 3 SP:Iteration 6F (66.836921 sec): 3 clusters Score: Raw -8567.370799 + Penalty 515.875992 = -8051.494806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.838643 sec): 2 clusters Score: Raw -8479.908336 + Penalty 360.050555 = -8119.857780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.839200 sec): 3 clusters Score: Raw -8465.580652 + Penalty 720.732102 = -7744.848550 nChanged 40 SP:Iteration 1F (66.839746 sec): 3 clusters Score: Raw -8536.434080 + Penalty 718.372836 = -7818.061245 nChanged 13 SP:Iteration 2F (66.840292 sec): 3 clusters Score: Raw -8555.508696 + Penalty 717.126856 = -7838.381840 nChanged 2 SP:Iteration 3Q (66.840822 sec): 3 clusters Score: Raw -8558.695683 + Penalty 716.476357 = -7842.219325 nChanged 1 SP:Iteration 4Q (66.841351 sec): 3 clusters Score: Raw -8560.558371 + Penalty 715.625987 = -7844.932385 nChanged 2 SP:Iteration 5Q (66.841883 sec): 3 clusters Score: Raw -8563.006728 + Penalty 714.177768 = -7848.828960 nChanged 3 SP:Iteration 6Q (66.842413 sec): 3 clusters Score: Raw -8568.487372 + Penalty 711.559974 = -7856.927399 nChanged 5 SP:Iteration 7Q (66.842943 sec): 3 clusters Score: Raw -8580.912230 + Penalty 710.445907 = -7870.466323 nChanged 4 SP:Iteration 8Q (66.843472 sec): 3 clusters Score: Raw -8584.486673 + Penalty 709.985590 = -7874.501083 nChanged 3 SP:Iteration 9Q (66.844021 sec): 3 clusters Score: Raw -8589.014847 + Penalty 711.401172 = -7877.613675 nChanged 2 SP:Iteration 10F (66.844567 sec): 3 clusters Score: Raw -8591.781168 + Penalty 711.401172 = -7880.379995 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 47 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.850447 sec): 2 clusters Score: Raw -53208.482596 + Penalty 39.734574 = -53168.748021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.852348 sec): 3 clusters Score: Raw -52587.658649 + Penalty 79.306343 = -52508.352306 nChanged 452 SP:Iteration 1F (66.854216 sec): 3 clusters Score: Raw -52951.138030 + Penalty 79.352914 = -52871.785117 nChanged 92 SP:Iteration 2F (66.856076 sec): 3 clusters Score: Raw -53129.164501 + Penalty 79.396331 = -53049.768169 nChanged 35 SP:Iteration 3Q (66.857924 sec): 3 clusters Score: Raw -53149.683189 + Penalty 79.434347 = -53070.248842 nChanged 20 SP:Iteration 4Q (66.859707 sec): 3 clusters Score: Raw -53155.550195 + Penalty 79.396357 = -53076.153837 nChanged 11 SP:Iteration 5Q (66.861499 sec): 3 clusters Score: Raw -53157.383573 + Penalty 79.367094 = -53078.016479 nChanged 5 SP:Iteration 6Q (66.863332 sec): 3 clusters Score: Raw -53158.323660 + Penalty 79.350796 = -53078.972864 nChanged 5 SP:Iteration 7Q (66.865222 sec): 3 clusters Score: Raw -53159.467022 + Penalty 79.391690 = -53080.075332 nChanged 10 SP:Iteration 8Q (66.867108 sec): 3 clusters Score: Raw -53160.544740 + Penalty 79.371229 = -53081.173511 nChanged 6 SP:Iteration 9Q (66.868843 sec): 3 clusters Score: Raw -53161.277398 + Penalty 79.353395 = -53081.924003 nChanged 4 SP:Iteration 10F (66.870704 sec): 3 clusters Score: Raw -53161.808480 + Penalty 79.361739 = -53082.446741 nChanged 4 SP:Iteration 11Q (66.872454 sec): 3 clusters Score: Raw -53162.133990 + Penalty 79.318143 = -53082.815848 nChanged 7 SP:Iteration 12Q (66.874207 sec): 3 clusters Score: Raw -53162.883463 + Penalty 79.329946 = -53083.553517 nChanged 6 SP:Iteration 13Q (66.875957 sec): 3 clusters Score: Raw -53163.385535 + Penalty 79.350194 = -53084.035341 nChanged 2 SP:Iteration 14Q (66.877706 sec): 3 clusters Score: Raw -53163.350243 + Penalty 79.343642 = -53084.006601 nChanged 2 SP:Iteration 15F (66.879607 sec): 3 clusters Score: Raw -53163.380512 + Penalty 79.399915 = -53083.980597 nChanged 1 SP:Iteration 16F (66.881502 sec): 3 clusters Score: Raw -53163.373882 + Penalty 79.399915 = -53083.973967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.885741 sec): 2 clusters Score: Raw -12683.664774 + Penalty 117.480746 = -12566.184028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.886372 sec): 3 clusters Score: Raw -12590.602707 + Penalty 238.206462 = -12352.396244 nChanged 75 SP:Iteration 1F (66.886983 sec): 3 clusters Score: Raw -12666.980239 + Penalty 250.256408 = -12416.723831 nChanged 31 SP:Iteration 2F (66.887592 sec): 3 clusters Score: Raw -12707.897091 + Penalty 263.665689 = -12444.231402 nChanged 15 SP:Iteration 3F (66.888201 sec): 3 clusters Score: Raw -12726.408518 + Penalty 271.847225 = -12454.561293 nChanged 10 SP:Iteration 4Q (66.888791 sec): 3 clusters Score: Raw -12733.597359 + Penalty 280.527397 = -12453.069962 nChanged 5 SP:Iteration 5F (66.889399 sec): 3 clusters Score: Raw -12739.203187 + Penalty 290.737702 = -12448.465485 nChanged 5 SP:Iteration 6F (66.890008 sec): 3 clusters Score: Raw -12744.384694 + Penalty 307.639643 = -12436.745051 nChanged 6 SP:Iteration 7F (66.890616 sec): 3 clusters Score: Raw -12747.815510 + Penalty 311.346738 = -12436.468772 nChanged 3 SP:Iteration 8F (66.891224 sec): 3 clusters Score: Raw -12751.831693 + Penalty 322.607876 = -12429.223817 nChanged 3 SP:Iteration 9F (66.891832 sec): 3 clusters Score: Raw -12758.835613 + Penalty 327.158423 = -12431.677189 nChanged 1 SP:Iteration 10F (66.892449 sec): 3 clusters Score: Raw -12759.831075 + Penalty 327.158423 = -12432.672652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.893073 sec): 2 clusters Score: Raw -1981.296806 + Penalty 355.893663 = -1625.403143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.893386 sec): 3 clusters Score: Raw -2128.302531 + Penalty 728.840112 = -1399.462419 nChanged 1 SP:Iteration 1Q (66.893681 sec): 3 clusters Score: Raw -2134.729392 + Penalty 728.840112 = -1405.889280 nChanged 0 SP:Iteration 2F (66.894003 sec): 3 clusters Score: Raw -2134.729392 + Penalty 728.840112 = -1405.889280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.894647 sec): 2 clusters Score: Raw -2837.970253 + Penalty 41.909781 = -2796.060472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.894958 sec): 3 clusters Score: Raw -2821.750219 + Penalty 87.967246 = -2733.782972 nChanged 18 SP:Iteration 1F (66.895267 sec): 3 clusters Score: Raw -2841.150755 + Penalty 90.907903 = -2750.242853 nChanged 5 SP:Iteration 2F (66.895577 sec): 3 clusters Score: Raw -2845.412735 + Penalty 94.561022 = -2750.851713 nChanged 2 SP:Iteration 3Q (66.895878 sec): 3 clusters Score: Raw -2847.516235 + Penalty 98.762127 = -2748.754108 nChanged 3 SP:Iteration 4F (66.896192 sec): 3 clusters Score: Raw -2852.423874 + Penalty 116.016372 = -2736.407502 nChanged 5 SP:Iteration 5F (66.896502 sec): 3 clusters Score: Raw -2873.809926 + Penalty 117.651907 = -2756.158019 nChanged 2 SP:Iteration 6Q (66.896788 sec): 3 clusters Score: Raw -2879.147241 + Penalty 117.651907 = -2761.495334 nChanged 0 SP:Iteration 7F (66.897087 sec): 3 clusters Score: Raw -2879.147241 + Penalty 117.651907 = -2761.495334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.898528 sec): 2 clusters Score: Raw -20114.316043 + Penalty 42.590587 = -20071.725456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.899441 sec): 3 clusters Score: Raw -19879.764760 + Penalty 86.065029 = -19793.699731 nChanged 157 SP:Iteration 1F (66.900340 sec): 3 clusters Score: Raw -20025.713192 + Penalty 85.566689 = -19940.146503 nChanged 29 SP:Iteration 2F (66.901239 sec): 3 clusters Score: Raw -20051.658244 + Penalty 85.622685 = -19966.035559 nChanged 24 SP:Iteration 3F (66.902096 sec): 3 clusters Score: Raw -20071.205687 + Penalty 85.361131 = -19985.844557 nChanged 15 SP:Iteration 4Q (66.902914 sec): 3 clusters Score: Raw -20078.370479 + Penalty 85.299537 = -19993.070942 nChanged 6 SP:Iteration 5Q (66.903749 sec): 3 clusters Score: Raw -20080.318906 + Penalty 85.837457 = -19994.481450 nChanged 4 SP:Iteration 6Q (66.904565 sec): 3 clusters Score: Raw -20081.325138 + Penalty 86.048896 = -19995.276242 nChanged 2 SP:Iteration 7Q (66.905371 sec): 3 clusters Score: Raw -20081.711256 + Penalty 86.147929 = -19995.563326 nChanged 4 SP:Iteration 8Q (66.906172 sec): 3 clusters Score: Raw -20082.807707 + Penalty 85.617413 = -19997.190294 nChanged 3 SP:Iteration 9Q (66.906970 sec): 3 clusters Score: Raw -20083.834136 + Penalty 85.823691 = -19998.010444 nChanged 6 SP:Iteration 10F (66.907830 sec): 3 clusters Score: Raw -20086.899808 + Penalty 85.645601 = -20001.254207 nChanged 6 SP:Iteration 11Q (66.908624 sec): 3 clusters Score: Raw -20090.152560 + Penalty 86.843403 = -20003.309157 nChanged 10 SP:Iteration 12Q (66.909413 sec): 3 clusters Score: Raw -20096.586582 + Penalty 87.340993 = -20009.245589 nChanged 10 SP:Iteration 13Q (66.910193 sec): 3 clusters Score: Raw -20100.713570 + Penalty 87.440270 = -20013.273300 nChanged 4 SP:Iteration 14Q (66.910965 sec): 3 clusters Score: Raw -20102.168393 + Penalty 86.934550 = -20015.233843 nChanged 3 SP:Iteration 15Q (66.911734 sec): 3 clusters Score: Raw -20103.234839 + Penalty 87.175216 = -20016.059623 nChanged 3 SP:Iteration 16Q (66.912500 sec): 3 clusters Score: Raw -20104.866710 + Penalty 87.208399 = -20017.658310 nChanged 2 SP:Iteration 17Q (66.913263 sec): 3 clusters Score: Raw -20105.676394 + Penalty 86.870585 = -20018.805809 nChanged 2 SP:Iteration 18Q (66.914027 sec): 3 clusters Score: Raw -20106.187923 + Penalty 87.147943 = -20019.039979 nChanged 1 SP:Iteration 19Q (66.914785 sec): 3 clusters Score: Raw -20106.380263 + Penalty 87.147943 = -20019.232320 nChanged 0 SP:Iteration 20F (66.915646 sec): 3 clusters Score: Raw -20106.380263 + Penalty 87.147943 = -20019.232320 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 80 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.918468 sec): 2 clusters Score: Raw -51608.492689 + Penalty 111.623959 = -51496.868730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.920301 sec): 3 clusters Score: Raw -51076.623972 + Penalty 223.326128 = -50853.297844 nChanged 403 SP:Iteration 1F (66.922057 sec): 3 clusters Score: Raw -51320.004509 + Penalty 222.772678 = -51097.231830 nChanged 114 SP:Iteration 2F (66.923815 sec): 3 clusters Score: Raw -51409.112419 + Penalty 221.645193 = -51187.467226 nChanged 66 SP:Iteration 3F (66.925568 sec): 3 clusters Score: Raw -51467.786636 + Penalty 221.283943 = -51246.502693 nChanged 65 SP:Iteration 4F (66.927320 sec): 3 clusters Score: Raw -51509.112395 + Penalty 221.851074 = -51287.261321 nChanged 48 SP:Iteration 5F (66.929093 sec): 3 clusters Score: Raw -51539.076083 + Penalty 221.886195 = -51317.189889 nChanged 34 SP:Iteration 6Q (66.930781 sec): 3 clusters Score: Raw -51559.600623 + Penalty 222.577008 = -51337.023615 nChanged 25 SP:Iteration 7Q (66.932461 sec): 3 clusters Score: Raw -51572.149289 + Penalty 222.243400 = -51349.905890 nChanged 18 SP:Iteration 8Q (66.934138 sec): 3 clusters Score: Raw -51579.513604 + Penalty 222.155225 = -51357.358378 nChanged 15 SP:Iteration 9Q (66.935806 sec): 3 clusters Score: Raw -51583.571395 + Penalty 222.409821 = -51361.161573 nChanged 13 SP:Iteration 10F (66.937557 sec): 3 clusters Score: Raw -51589.115947 + Penalty 222.930878 = -51366.185069 nChanged 12 SP:Iteration 11Q (66.939222 sec): 3 clusters Score: Raw -51591.811582 + Penalty 222.944600 = -51368.866981 nChanged 5 SP:Iteration 12Q (66.940881 sec): 3 clusters Score: Raw -51592.975806 + Penalty 222.934647 = -51370.041159 nChanged 5 SP:Iteration 13Q (66.942542 sec): 3 clusters Score: Raw -51594.285401 + Penalty 222.934647 = -51371.350754 nChanged 0 SP:Iteration 14F (66.944293 sec): 3 clusters Score: Raw -51594.285401 + Penalty 222.934647 = -51371.350754 nChanged 0 Time taken for this iteration:66.204111 seconds. 300->36 Clusters: Score -1418160.792436, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 173 (time per iteration =387.169046 ms) Total iterations: 3060 (time per iteration =21.888969 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5365970000.000000 (time per metric unit =12.482411ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 134149250000.000000 (time per metric unit=499.296455ps) That took 66.980245 seconds. FileBase PeterP-2013-09-04_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 0.10 and 0.15 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10694 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 10694 points ------ Starting initial clusters from distinct float masks Not enough masks (138) to generate starting clusters (300), so starting with (139) clusters instead. Assigned 139 initial classes from 138 unique masks. Deleting Class 113 (1 points): Lose 15.677825 but Gain 1455.944666 Iteration 0F (0.933162 sec): 138 clusters Score: Raw -405391.491847 + Penalty 106723.002825 = -298668.489023 nChanged 1770 Deleting Class 102 (1 points): Lose 20.836894 but Gain 1452.250442 Iteration 1F (1.511279 sec): 124 clusters Score: Raw -407900.546137 + Penalty 105772.975298 = -302127.570839 nChanged 515 Deleting Class 88 (2 points): Lose 78.782203 but Gain 1431.305424 Iteration 2Q (1.588907 sec): 123 clusters Score: Raw -408475.717481 + Penalty 103792.309267 = -304683.408214 nChanged 287 Deleting Class 82 (1 points): Lose 16.699612 but Gain 1362.128739 Iteration 3Q (1.652905 sec): 121 clusters Score: Raw -408836.010581 + Penalty 102737.322415 = -306098.688166 nChanged 210 Deleting Class 109 (7 points): Lose 247.424590 but Gain 1507.583694 Iteration 4Q (1.712254 sec): 120 clusters Score: Raw -408837.735108 + Penalty 101557.155335 = -307280.579773 nChanged 157 Deleting Class 135 (2 points): Lose 64.261454 but Gain 1382.525051 Iteration 5Q (1.769370 sec): 119 clusters Score: Raw -409023.946275 + Penalty 99521.287064 = -309502.659211 nChanged 99 Deleting Class 77 (3 points): Lose 86.240067 but Gain 1317.461303 Iteration 6Q (1.821564 sec): 117 clusters Score: Raw -409031.699128 + Penalty 98413.640195 = -310618.058933 nChanged 69 Deleting Class 96 (2 points): Lose 62.852543 but Gain 1236.481289 Iteration 7Q (1.872390 sec): 116 clusters Score: Raw -409083.768522 + Penalty 97268.110475 = -311815.658047 nChanged 73 Deleting Class 121 (1 points): Lose 14.905400 but Gain 1146.196766 Iteration 8Q (1.922596 sec): 115 clusters Score: Raw -409149.518889 + Penalty 96013.433665 = -313136.085224 nChanged 70 Deleting Class 99 (5 points): Lose 33.687209 but Gain 1135.814207 Iteration 9Q (1.975657 sec): 114 clusters Score: Raw -409189.374690 + Penalty 94933.619472 = -314255.755218 nChanged 45 Deleting Class 120 (3 points): Lose 28.211532 but Gain 1125.771369 Iteration 10F (2.536268 sec): 113 clusters Score: Raw -409202.182548 + Penalty 93751.118223 = -315451.064325 nChanged 45 Deleting Class 72 (2 points): Lose 14.682117 but Gain 1103.451525 Iteration 11Q (2.589457 sec): 112 clusters Score: Raw -409246.814964 + Penalty 92753.241390 = -316493.573574 nChanged 42 Deleting Class 60 (7 points): Lose 61.590644 but Gain 1146.609720 Iteration 12Q (2.637885 sec): 111 clusters Score: Raw -409236.126149 + Penalty 91551.304814 = -317684.821334 nChanged 38 Deleting Class 89 (2 points): Lose 5.837661 but Gain 1088.318311 Iteration 13Q (2.686145 sec): 110 clusters Score: Raw -409272.793630 + Penalty 89476.590734 = -319796.202896 nChanged 31 Deleting Class 83 (4 points): Lose 42.328737 but Gain 1123.178800 Iteration 14Q (2.733034 sec): 108 clusters Score: Raw -409252.969477 + Penalty 88442.978840 = -320809.990636 nChanged 40 Deleting Class 131 (1 points): Lose 14.108225 but Gain 1090.050341 Iteration 15Q (2.780665 sec): 107 clusters Score: Raw -409266.626579 + Penalty 87491.893091 = -321774.733488 nChanged 44 Deleting Class 87 (3 points): Lose 18.984277 but Gain 1084.956330 Iteration 16Q (2.827951 sec): 106 clusters Score: Raw -409295.566625 + Penalty 86398.602840 = -322896.963785 nChanged 45 Deleting Class 124 (1 points): Lose 3.284887 but Gain 1067.628001 Iteration 17Q (2.875681 sec): 105 clusters Score: Raw -409325.335669 + Penalty 85336.815848 = -323988.519822 nChanged 44 Deleting Class 56 (5 points): Lose 36.485386 but Gain 1091.873343 Iteration 18Q (2.922129 sec): 104 clusters Score: Raw -409320.869689 + Penalty 84276.425907 = -325044.443782 nChanged 48 Deleting Class 66 (2 points): Lose 10.695916 but Gain 1049.318005 Iteration 19Q (2.968674 sec): 103 clusters Score: Raw -409341.313373 + Penalty 83230.687456 = -326110.625917 nChanged 37 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -409341.313373 + Penalty 83230.687456 = -326110.625917Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.011908 sec): 2 clusters Score: Raw -56919.291218 + Penalty 400.590102 = -56518.701116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.014464 sec): 3 clusters Score: Raw -56127.682197 + Penalty 783.272321 = -55344.409875 nChanged 517 SP:Iteration 1F (3.016959 sec): 3 clusters Score: Raw -56476.544123 + Penalty 771.490179 = -55705.053944 nChanged 157 SP:Iteration 2F (3.019443 sec): 3 clusters Score: Raw -56568.784386 + Penalty 767.793009 = -55800.991377 nChanged 80 SP:Iteration 3F (3.021924 sec): 3 clusters Score: Raw -56605.816083 + Penalty 763.008247 = -55842.807836 nChanged 53 SP:Iteration 4Q (3.024414 sec): 3 clusters Score: Raw -56634.614347 + Penalty 755.150175 = -55879.464172 nChanged 43 SP:Iteration 5Q (3.026910 sec): 3 clusters Score: Raw -56657.550033 + Penalty 745.719914 = -55911.830119 nChanged 48 SP:Iteration 6Q (3.029388 sec): 3 clusters Score: Raw -56688.920500 + Penalty 738.964098 = -55949.956402 nChanged 49 SP:Iteration 7Q (3.031848 sec): 3 clusters Score: Raw -56725.612410 + Penalty 728.731222 = -55996.881188 nChanged 35 SP:Iteration 8Q (3.034271 sec): 3 clusters Score: Raw -56743.556918 + Penalty 716.917964 = -56026.638954 nChanged 34 SP:Iteration 9Q (3.036676 sec): 3 clusters Score: Raw -56763.382935 + Penalty 700.036278 = -56063.346657 nChanged 40 SP:Iteration 10F (3.039174 sec): 3 clusters Score: Raw -56791.107793 + Penalty 683.787621 = -56107.320172 nChanged 40 SP:Iteration 11Q (3.041520 sec): 3 clusters Score: Raw -56824.290278 + Penalty 660.875694 = -56163.414584 nChanged 41 SP:Iteration 12Q (3.043827 sec): 3 clusters Score: Raw -56858.331018 + Penalty 643.610948 = -56214.720070 nChanged 34 SP:Iteration 13Q (3.046046 sec): 3 clusters Score: Raw -56894.577844 + Penalty 638.974617 = -56255.603227 nChanged 32 SP:Iteration 14Q (3.048187 sec): 3 clusters Score: Raw -56926.054459 + Penalty 657.919499 = -56268.134960 nChanged 8 SP:Iteration 15Q (3.050239 sec): 3 clusters Score: Raw -56929.849894 + Penalty 642.399115 = -56287.450779 nChanged 2 SP:Iteration 16Q (3.052271 sec): 3 clusters Score: Raw -56932.480618 + Penalty 648.029543 = -56284.451074 nChanged 1 SP:Iteration 17F (3.054733 sec): 3 clusters Score: Raw -56936.567633 + Penalty 651.343988 = -56285.223644 nChanged 1 SP:Iteration 18Q (3.056773 sec): 3 clusters Score: Raw -56938.100811 + Penalty 651.343988 = -56286.756823 nChanged 0 SP:Iteration 19F (3.059313 sec): 3 clusters Score: Raw -56938.100811 + Penalty 651.343988 = -56286.756823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 2 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.066585 sec): 2 clusters Score: Raw -61517.498889 + Penalty 273.913565 = -61243.585324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.069280 sec): 3 clusters Score: Raw -60624.492057 + Penalty 544.167989 = -60080.324068 nChanged 606 SP:Iteration 1F (3.071884 sec): 3 clusters Score: Raw -60915.668805 + Penalty 537.416313 = -60378.252492 nChanged 218 SP:Iteration 2F (3.074478 sec): 3 clusters Score: Raw -61084.328022 + Penalty 539.458263 = -60544.869759 nChanged 202 SP:Iteration 3F (3.077078 sec): 3 clusters Score: Raw -61285.257747 + Penalty 556.122112 = -60729.135635 nChanged 114 SP:Iteration 4F (3.079685 sec): 3 clusters Score: Raw -61404.891444 + Penalty 593.500059 = -60811.391385 nChanged 65 SP:Iteration 5Q (3.082250 sec): 3 clusters Score: Raw -61480.151425 + Penalty 620.528788 = -60859.622637 nChanged 25 SP:Iteration 6Q (3.084617 sec): 3 clusters Score: Raw -61516.991401 + Penalty 636.749886 = -60880.241515 nChanged 7 SP:Iteration 7Q (3.086791 sec): 3 clusters Score: Raw -61520.346537 + Penalty 647.507718 = -60872.838819 nChanged 5 SP:Iteration 8F (3.089394 sec): 3 clusters Score: Raw -61522.546473 + Penalty 660.083465 = -60862.463008 nChanged 7 SP:Iteration 9F (3.091996 sec): 3 clusters Score: Raw -61527.518591 + Penalty 669.149824 = -60858.368767 nChanged 3 SP:Iteration 10F (3.094596 sec): 3 clusters Score: Raw -61530.089670 + Penalty 676.244542 = -60853.845128 nChanged 3 SP:Iteration 11F (3.097200 sec): 3 clusters Score: Raw -61532.200718 + Penalty 689.176454 = -60843.024265 nChanged 4 SP:Iteration 12F (3.099804 sec): 3 clusters Score: Raw -61534.118673 + Penalty 693.417067 = -60840.701607 nChanged 1 SP:Iteration 13F (3.102406 sec): 3 clusters Score: Raw -61534.230024 + Penalty 701.227761 = -60833.002263 nChanged 3 SP:Iteration 14F (3.105098 sec): 3 clusters Score: Raw -61536.859368 + Penalty 701.771270 = -60835.088098 nChanged 1 SP:Iteration 15Q (3.107217 sec): 3 clusters Score: Raw -61536.907920 + Penalty 701.771270 = -60835.136650 nChanged 0 SP:Iteration 16F (3.109823 sec): 3 clusters Score: Raw -61536.907920 + Penalty 701.771270 = -60835.136650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 3 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.110397 sec): 2 clusters Score: Raw -1094.613225 + Penalty 252.866182 = -841.747042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.110663 sec): 3 clusters Score: Raw -1103.327688 + Penalty 501.846099 = -601.481590 nChanged 1 SP:Iteration 1Q (3.110917 sec): 3 clusters Score: Raw -1105.294019 + Penalty 501.846099 = -603.447920 nChanged 0 SP:Iteration 2F (3.111167 sec): 3 clusters Score: Raw -1105.294019 + Penalty 501.846099 = -603.447920 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 4 (3154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.124836 sec): 2 clusters Score: Raw -111688.884387 + Penalty 52.594553 = -111636.289834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.130594 sec): 3 clusters Score: Raw -109678.734186 + Penalty 108.748680 = -109569.985505 nChanged 1492 SP:Iteration 1F (3.136202 sec): 3 clusters Score: Raw -110870.157721 + Penalty 110.412874 = -110759.744847 nChanged 363 SP:Iteration 2F (3.141775 sec): 3 clusters Score: Raw -111245.921692 + Penalty 112.384775 = -111133.536917 nChanged 282 SP:Iteration 3F (3.147339 sec): 3 clusters Score: Raw -111769.107637 + Penalty 119.906299 = -111649.201338 nChanged 265 SP:Iteration 4F (3.152892 sec): 3 clusters Score: Raw -112458.230670 + Penalty 123.387411 = -112334.843259 nChanged 193 SP:Iteration 5F (3.158453 sec): 3 clusters Score: Raw -112829.280907 + Penalty 116.256982 = -112713.023925 nChanged 75 SP:Iteration 6Q (3.164294 sec): 3 clusters Score: Raw -112872.174937 + Penalty 113.471571 = -112758.703367 nChanged 25 SP:Iteration 7Q (3.170087 sec): 3 clusters Score: Raw -112877.937336 + Penalty 112.817012 = -112765.120323 nChanged 10 SP:Iteration 8Q (3.175775 sec): 3 clusters Score: Raw -112879.332093 + Penalty 112.521972 = -112766.810121 nChanged 4 SP:Iteration 9Q (3.181322 sec): 3 clusters Score: Raw -112879.653735 + Penalty 112.352640 = -112767.301095 nChanged 3 SP:Iteration 10F (3.187065 sec): 3 clusters Score: Raw -112879.739615 + Penalty 112.352640 = -112767.386975 nChanged 0 Score: Raw -420668.376549 + Penalty 83299.502325 = -337368.874224 Splitting cluster 4 changes total score from -326110.625917 to -337368.874224 So it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 5 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.670126 sec): 2 clusters Score: Raw -1591.665514 + Penalty 221.644929 = -1370.020584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.670429 sec): 3 clusters Score: Raw -1595.470777 + Penalty 444.093611 = -1151.377166 nChanged 2 SP:Iteration 1F (3.670718 sec): 3 clusters Score: Raw -1602.130810 + Penalty 444.093611 = -1158.037199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 6 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.671225 sec): 2 clusters Score: Raw -762.810178 + Penalty 155.164203 = -607.645974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.671468 sec): 3 clusters Score: Raw -772.204522 + Penalty 310.057698 = -462.146824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 7 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.671967 sec): 2 clusters Score: Raw -879.000990 + Penalty 199.320450 = -679.680539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.672217 sec): 3 clusters Score: Raw -888.734564 + Penalty 403.753371 = -484.981193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.674835 sec): 2 clusters Score: Raw -20377.682713 + Penalty 365.564299 = -20012.118415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.675954 sec): 3 clusters Score: Raw -20152.147178 + Penalty 729.813738 = -19422.333440 nChanged 159 SP:Iteration 1F (3.676991 sec): 3 clusters Score: Raw -20256.218463 + Penalty 730.058828 = -19526.159635 nChanged 34 SP:Iteration 2F (3.678041 sec): 3 clusters Score: Raw -20281.333777 + Penalty 729.855582 = -19551.478196 nChanged 18 SP:Iteration 3Q (3.679072 sec): 3 clusters Score: Raw -20291.058290 + Penalty 729.315377 = -19561.742913 nChanged 14 SP:Iteration 4Q (3.680121 sec): 3 clusters Score: Raw -20297.584806 + Penalty 729.125609 = -19568.459198 nChanged 15 SP:Iteration 5Q (3.681110 sec): 3 clusters Score: Raw -20305.385590 + Penalty 728.982843 = -19576.402747 nChanged 9 SP:Iteration 6Q (3.682097 sec): 3 clusters Score: Raw -20312.054407 + Penalty 728.558406 = -19583.496001 nChanged 12 SP:Iteration 7Q (3.683071 sec): 3 clusters Score: Raw -20326.345382 + Penalty 728.097951 = -19598.247431 nChanged 11 SP:Iteration 8Q (3.684091 sec): 3 clusters Score: Raw -20335.299571 + Penalty 727.859023 = -19607.440549 nChanged 8 SP:Iteration 9Q (3.685068 sec): 3 clusters Score: Raw -20339.630748 + Penalty 727.835231 = -19611.795516 nChanged 7 SP:Iteration 10F (3.686072 sec): 3 clusters Score: Raw -20344.617669 + Penalty 728.010934 = -19616.606735 nChanged 6 SP:Iteration 11Q (3.687047 sec): 3 clusters Score: Raw -20345.857658 + Penalty 728.355331 = -19617.502326 nChanged 1 SP:Iteration 12Q (3.688036 sec): 3 clusters Score: Raw -20346.933052 + Penalty 728.464655 = -19618.468397 nChanged 1 SP:Iteration 13Q (3.689010 sec): 3 clusters Score: Raw -20347.230776 + Penalty 728.464655 = -19618.766121 nChanged 0 SP:Iteration 14F (3.690009 sec): 3 clusters Score: Raw -20347.230776 + Penalty 728.464655 = -19618.766121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 9 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.690563 sec): 2 clusters Score: Raw -277.496205 + Penalty 137.871476 = -139.624729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.690780 sec): 3 clusters Score: Raw -274.859047 + Penalty 284.775873 = 9.916826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 10 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.692059 sec): 2 clusters Score: Raw -9193.181867 + Penalty 576.506439 = -8616.675428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.692627 sec): 3 clusters Score: Raw -9171.418151 + Penalty 1153.218896 = -8018.199255 nChanged 29 SP:Iteration 1F (3.693192 sec): 3 clusters Score: Raw -9220.199262 + Penalty 1153.224554 = -8066.974708 nChanged 7 SP:Iteration 2Q (3.693743 sec): 3 clusters Score: Raw -9238.885144 + Penalty 1153.849088 = -8085.036056 nChanged 6 SP:Iteration 3Q (3.694294 sec): 3 clusters Score: Raw -9257.351614 + Penalty 1153.799606 = -8103.552008 nChanged 5 SP:Iteration 4Q (3.694824 sec): 3 clusters Score: Raw -9266.440215 + Penalty 1153.799606 = -8112.640609 nChanged 0 SP:Iteration 5F (3.695370 sec): 3 clusters Score: Raw -9266.440215 + Penalty 1153.799606 = -8112.640609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 11 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.696158 sec): 2 clusters Score: Raw -4497.296892 + Penalty 181.509762 = -4315.787130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.696568 sec): 3 clusters Score: Raw -4450.201426 + Penalty 361.339095 = -4088.862332 nChanged 31 SP:Iteration 1F (3.696968 sec): 3 clusters Score: Raw -4478.737057 + Penalty 369.952839 = -4108.784218 nChanged 14 SP:Iteration 2F (3.697373 sec): 3 clusters Score: Raw -4491.119633 + Penalty 373.652276 = -4117.467357 nChanged 4 SP:Iteration 3Q (3.697770 sec): 3 clusters Score: Raw -4496.294786 + Penalty 377.110588 = -4119.184198 nChanged 2 SP:Iteration 4Q (3.698162 sec): 3 clusters Score: Raw -4499.588498 + Penalty 380.002959 = -4119.585539 nChanged 3 SP:Iteration 5Q (3.698551 sec): 3 clusters Score: Raw -4501.553744 + Penalty 381.079290 = -4120.474454 nChanged 2 SP:Iteration 6Q (3.698942 sec): 3 clusters Score: Raw -4502.716426 + Penalty 382.890430 = -4119.825996 nChanged 3 SP:Iteration 7F (3.699337 sec): 3 clusters Score: Raw -4504.012188 + Penalty 383.827762 = -4120.184426 nChanged 2 SP:Iteration 8Q (3.699721 sec): 3 clusters Score: Raw -4504.785651 + Penalty 384.777303 = -4120.008348 nChanged 2 SP:Iteration 9F (3.700117 sec): 3 clusters Score: Raw -4507.120810 + Penalty 384.777303 = -4122.343508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.700890 sec): 2 clusters Score: Raw -5341.351001 + Penalty 212.716834 = -5128.634167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.701344 sec): 3 clusters Score: Raw -5286.291612 + Penalty 427.559957 = -4858.731656 nChanged 28 SP:Iteration 1F (3.701793 sec): 3 clusters Score: Raw -5308.988019 + Penalty 433.092362 = -4875.895656 nChanged 14 SP:Iteration 2F (3.702237 sec): 3 clusters Score: Raw -5322.232048 + Penalty 438.731874 = -4883.500174 nChanged 9 SP:Iteration 3F (3.702684 sec): 3 clusters Score: Raw -5336.481542 + Penalty 438.998471 = -4897.483071 nChanged 6 SP:Iteration 4Q (3.703123 sec): 3 clusters Score: Raw -5342.029423 + Penalty 442.617366 = -4899.412057 nChanged 3 SP:Iteration 5Q (3.703565 sec): 3 clusters Score: Raw -5343.183585 + Penalty 445.828379 = -4897.355205 nChanged 1 SP:Iteration 6F (3.704003 sec): 3 clusters Score: Raw -5343.525864 + Penalty 445.828379 = -4897.697485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.704501 sec): 2 clusters Score: Raw -432.256441 + Penalty 157.954239 = -274.302202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.704730 sec): 3 clusters Score: Raw -435.450694 + Penalty 322.948933 = -112.501761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.705800 sec): 2 clusters Score: Raw -11300.624242 + Penalty 668.274621 = -10632.349621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.706459 sec): 3 clusters Score: Raw -11298.311696 + Penalty 1336.194741 = -9962.116955 nChanged 35 SP:Iteration 1F (3.707080 sec): 3 clusters Score: Raw -11365.327087 + Penalty 1336.266890 = -10029.060197 nChanged 8 SP:Iteration 2Q (3.707703 sec): 3 clusters Score: Raw -11388.998791 + Penalty 1336.323357 = -10052.675433 nChanged 1 SP:Iteration 3Q (3.708299 sec): 3 clusters Score: Raw -11390.925353 + Penalty 1336.323357 = -10054.601996 nChanged 0 SP:Iteration 4F (3.708913 sec): 3 clusters Score: Raw -11390.925353 + Penalty 1336.323357 = -10054.601996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 15 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.709566 sec): 2 clusters Score: Raw -3694.532765 + Penalty 407.781703 = -3286.751062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.709926 sec): 3 clusters Score: Raw -3691.751749 + Penalty 814.997494 = -2876.754255 nChanged 7 SP:Iteration 1F (3.710281 sec): 3 clusters Score: Raw -3708.954364 + Penalty 815.135770 = -2893.818593 nChanged 2 SP:Iteration 2Q (3.710633 sec): 3 clusters Score: Raw -3717.060358 + Penalty 815.135770 = -2901.924587 nChanged 0 SP:Iteration 3F (3.710985 sec): 3 clusters Score: Raw -3717.060358 + Penalty 815.135770 = -2901.924587 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 16 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.713815 sec): 2 clusters Score: Raw -33709.004862 + Penalty 379.900531 = -33329.104332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.715517 sec): 3 clusters Score: Raw -33218.461963 + Penalty 759.456781 = -32459.005182 nChanged 289 SP:Iteration 1F (3.717111 sec): 3 clusters Score: Raw -33397.815756 + Penalty 766.080806 = -32631.734951 nChanged 137 SP:Iteration 2F (3.718708 sec): 3 clusters Score: Raw -33545.862761 + Penalty 769.413912 = -32776.448849 nChanged 60 SP:Iteration 3F (3.720321 sec): 3 clusters Score: Raw -33621.318056 + Penalty 771.319895 = -32849.998162 nChanged 28 SP:Iteration 4Q (3.721897 sec): 3 clusters Score: Raw -33636.282057 + Penalty 771.594849 = -32864.687207 nChanged 20 SP:Iteration 5Q (3.723416 sec): 3 clusters Score: Raw -33653.290529 + Penalty 772.865592 = -32880.424937 nChanged 11 SP:Iteration 6Q (3.724930 sec): 3 clusters Score: Raw -33659.810125 + Penalty 774.818313 = -32884.991811 nChanged 13 SP:Iteration 7Q (3.726452 sec): 3 clusters Score: Raw -33665.961303 + Penalty 777.017528 = -32888.943776 nChanged 15 SP:Iteration 8Q (3.727980 sec): 3 clusters Score: Raw -33673.984905 + Penalty 781.566972 = -32892.417934 nChanged 10 SP:Iteration 9Q (3.729453 sec): 3 clusters Score: Raw -33679.658116 + Penalty 784.444812 = -32895.213304 nChanged 11 SP:Iteration 10F (3.731012 sec): 3 clusters Score: Raw -33683.971333 + Penalty 787.859860 = -32896.111474 nChanged 9 SP:Iteration 11Q (3.732471 sec): 3 clusters Score: Raw -33686.085447 + Penalty 790.651354 = -32895.434093 nChanged 7 SP:Iteration 12F (3.734030 sec): 3 clusters Score: Raw -33689.512344 + Penalty 793.168420 = -32896.343923 nChanged 6 SP:Iteration 13Q (3.735477 sec): 3 clusters Score: Raw -33692.135843 + Penalty 796.369855 = -32895.765988 nChanged 10 SP:Iteration 14F (3.737035 sec): 3 clusters Score: Raw -33695.726075 + Penalty 799.528393 = -32896.197682 nChanged 4 SP:Iteration 15Q (3.738502 sec): 3 clusters Score: Raw -33697.353708 + Penalty 800.632226 = -32896.721482 nChanged 6 SP:Iteration 16Q (3.739965 sec): 3 clusters Score: Raw -33699.312155 + Penalty 801.700341 = -32897.611814 nChanged 5 SP:Iteration 17Q (3.741411 sec): 3 clusters Score: Raw -33701.520438 + Penalty 802.347824 = -32899.172614 nChanged 6 SP:Iteration 18Q (3.742855 sec): 3 clusters Score: Raw -33703.525753 + Penalty 803.919651 = -32899.606103 nChanged 7 SP:Iteration 19Q (3.744314 sec): 3 clusters Score: Raw -33706.685333 + Penalty 807.276215 = -32899.409118 nChanged 6 SP:Iteration 20F (3.745901 sec): 3 clusters Score: Raw -33708.722208 + Penalty 807.214924 = -32901.507284 nChanged 3 SP:Iteration 21Q (3.747317 sec): 3 clusters Score: Raw -33709.407031 + Penalty 807.187737 = -32902.219294 nChanged 2 SP:Iteration 22Q (3.748727 sec): 3 clusters Score: Raw -33709.878192 + Penalty 809.383258 = -32900.494934 nChanged 2 SP:Iteration 23F (3.750328 sec): 3 clusters Score: Raw -33710.116551 + Penalty 809.074174 = -32901.042376 nChanged 1 SP:Iteration 24Q (3.751748 sec): 3 clusters Score: Raw -33710.436939 + Penalty 809.508130 = -32900.928810 nChanged 1 SP:Iteration 25F (3.753316 sec): 3 clusters Score: Raw -33710.655000 + Penalty 809.719688 = -32900.935312 nChanged 2 SP:Iteration 26Q (3.754714 sec): 3 clusters Score: Raw -33711.431353 + Penalty 810.647117 = -32900.784235 nChanged 2 SP:Iteration 27F (3.756315 sec): 3 clusters Score: Raw -33712.674918 + Penalty 809.653986 = -32903.020932 nChanged 1 SP:Iteration 28Q (3.757729 sec): 3 clusters Score: Raw -33713.277510 + Penalty 810.506094 = -32902.771416 nChanged 1 SP:Iteration 29F (3.759296 sec): 3 clusters Score: Raw -33713.485873 + Penalty 810.506094 = -32902.979779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 17 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.759941 sec): 2 clusters Score: Raw -712.313519 + Penalty 276.201243 = -436.112276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.760183 sec): 3 clusters Score: Raw -726.561916 + Penalty 552.402485 = -174.159430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 18 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.760825 sec): 2 clusters Score: Raw -3390.673432 + Penalty 374.416740 = -3016.256692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.761174 sec): 3 clusters Score: Raw -3403.347288 + Penalty 745.510049 = -2657.837239 nChanged 8 SP:Iteration 1F (3.761516 sec): 3 clusters Score: Raw -3424.053596 + Penalty 744.496924 = -2679.556672 nChanged 2 SP:Iteration 2Q (3.761850 sec): 3 clusters Score: Raw -3430.383848 + Penalty 744.496924 = -2685.886924 nChanged 0 SP:Iteration 3F (3.762191 sec): 3 clusters Score: Raw -3430.383848 + Penalty 744.496924 = -2685.886924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.763077 sec): 2 clusters Score: Raw -8168.767084 + Penalty 633.920606 = -7534.846478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.763598 sec): 3 clusters Score: Raw -8210.575976 + Penalty 1268.739579 = -6941.836397 nChanged 24 SP:Iteration 1F (3.764116 sec): 3 clusters Score: Raw -8263.805295 + Penalty 1268.858565 = -6994.946730 nChanged 2 SP:Iteration 2Q (3.764609 sec): 3 clusters Score: Raw -8274.101936 + Penalty 1268.932208 = -7005.169728 nChanged 3 SP:Iteration 3Q (3.765105 sec): 3 clusters Score: Raw -8288.767496 + Penalty 1268.505272 = -7020.262224 nChanged 4 SP:Iteration 4Q (3.765595 sec): 3 clusters Score: Raw -8297.870766 + Penalty 1268.391429 = -7029.479337 nChanged 1 SP:Iteration 5Q (3.766087 sec): 3 clusters Score: Raw -8299.624616 + Penalty 1268.391429 = -7031.233187 nChanged 0 SP:Iteration 6F (3.766597 sec): 3 clusters Score: Raw -8299.624616 + Penalty 1268.391429 = -7031.233187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 20 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.767260 sec): 2 clusters Score: Raw -3544.487957 + Penalty 427.374030 = -3117.113927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.767606 sec): 3 clusters Score: Raw -3570.689353 + Penalty 855.423966 = -2715.265387 nChanged 1 SP:Iteration 1Q (3.767943 sec): 3 clusters Score: Raw -3571.509319 + Penalty 855.432783 = -2716.076536 nChanged 1 SP:Iteration 2Q (3.768276 sec): 3 clusters Score: Raw -3573.473110 + Penalty 856.015126 = -2717.457983 nChanged 1 SP:Iteration 3Q (3.768614 sec): 3 clusters Score: Raw -3574.631592 + Penalty 856.015126 = -2718.616466 nChanged 0 SP:Iteration 4F (3.768953 sec): 3 clusters Score: Raw -3574.631592 + Penalty 856.015126 = -2718.616466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 21 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.769428 sec): 2 clusters Score: Raw -391.454972 + Penalty 96.624075 = -294.830898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.769652 sec): 3 clusters Score: Raw -387.953290 + Penalty 195.017098 = -192.936191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.772522 sec): 2 clusters Score: Raw -23522.398979 + Penalty 536.897667 = -22985.501312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.773640 sec): 3 clusters Score: Raw -23250.515596 + Penalty 1074.276963 = -22176.238634 nChanged 146 SP:Iteration 1F (3.774702 sec): 3 clusters Score: Raw -23352.215881 + Penalty 1074.420768 = -22277.795113 nChanged 54 SP:Iteration 2F (3.775783 sec): 3 clusters Score: Raw -23382.682712 + Penalty 1074.743784 = -22307.938928 nChanged 21 SP:Iteration 3Q (3.776839 sec): 3 clusters Score: Raw -23395.925449 + Penalty 1075.108549 = -22320.816900 nChanged 5 SP:Iteration 4Q (3.777912 sec): 3 clusters Score: Raw -23399.051232 + Penalty 1075.403022 = -22323.648210 nChanged 6 SP:Iteration 5Q (3.779027 sec): 3 clusters Score: Raw -23401.745325 + Penalty 1076.087477 = -22325.657848 nChanged 6 SP:Iteration 6Q (3.780153 sec): 3 clusters Score: Raw -23403.682024 + Penalty 1076.968863 = -22326.713161 nChanged 5 SP:Iteration 7Q (3.781255 sec): 3 clusters Score: Raw -23405.582201 + Penalty 1077.666756 = -22327.915445 nChanged 5 SP:Iteration 8Q (3.782379 sec): 3 clusters Score: Raw -23408.104448 + Penalty 1078.442796 = -22329.661652 nChanged 6 SP:Iteration 9Q (3.783481 sec): 3 clusters Score: Raw -23410.669480 + Penalty 1079.678012 = -22330.991468 nChanged 7 SP:Iteration 10F (3.784602 sec): 3 clusters Score: Raw -23413.877233 + Penalty 1080.544280 = -22333.332953 nChanged 9 SP:Iteration 11Q (3.785708 sec): 3 clusters Score: Raw -23420.490928 + Penalty 1080.309541 = -22340.181387 nChanged 7 SP:Iteration 12Q (3.786831 sec): 3 clusters Score: Raw -23425.216322 + Penalty 1080.716166 = -22344.500156 nChanged 6 SP:Iteration 13Q (3.787932 sec): 3 clusters Score: Raw -23429.078398 + Penalty 1081.365612 = -22347.712786 nChanged 5 SP:Iteration 14Q (3.789052 sec): 3 clusters Score: Raw -23432.829395 + Penalty 1081.012827 = -22351.816568 nChanged 3 SP:Iteration 15Q (3.790151 sec): 3 clusters Score: Raw -23434.552464 + Penalty 1081.795610 = -22352.756854 nChanged 1 SP:Iteration 16Q (3.791238 sec): 3 clusters Score: Raw -23434.651686 + Penalty 1082.248372 = -22352.403314 nChanged 1 SP:Iteration 17F (3.792297 sec): 3 clusters Score: Raw -23434.641860 + Penalty 1083.138541 = -22351.503320 nChanged 1 SP:Iteration 18F (3.793397 sec): 3 clusters Score: Raw -23434.981602 + Penalty 1083.450278 = -22351.531324 nChanged 1 SP:Iteration 19Q (3.794497 sec): 3 clusters Score: Raw -23435.026926 + Penalty 1083.176065 = -22351.850862 nChanged 1 SP:Iteration 20F (3.795622 sec): 3 clusters Score: Raw -23435.173287 + Penalty 1083.176065 = -22351.997222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.796703 sec): 2 clusters Score: Raw -980.428107 + Penalty 232.050610 = -748.377496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.796951 sec): 3 clusters Score: Raw -993.089512 + Penalty 468.310704 = -524.778808 nChanged 1 SP:Iteration 1Q (3.797191 sec): 3 clusters Score: Raw -996.226244 + Penalty 468.310704 = -527.915540 nChanged 0 SP:Iteration 2F (3.797434 sec): 3 clusters Score: Raw -996.226244 + Penalty 468.310704 = -527.915540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.797935 sec): 2 clusters Score: Raw -1045.300113 + Penalty 258.920701 = -786.379413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.798188 sec): 3 clusters Score: Raw -1072.964270 + Penalty 515.838149 = -557.126121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 25 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.798628 sec): 2 clusters Score: Raw -43.575689 + Penalty 0.000000 = -43.575689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.798817 sec): 2 clusters Score: Raw -43.575689 + Penalty 0.000000 = -43.575689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 26 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.799278 sec): 2 clusters Score: Raw -304.228176 + Penalty 157.398105 = -146.830071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.799498 sec): 3 clusters Score: Raw -312.838930 + Penalty 304.953748 = -7.885182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 27 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.800294 sec): 2 clusters Score: Raw -6626.369897 + Penalty 485.676050 = -6140.693847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.800760 sec): 3 clusters Score: Raw -6621.206085 + Penalty 972.805379 = -5648.400706 nChanged 15 SP:Iteration 1F (3.801224 sec): 3 clusters Score: Raw -6652.483744 + Penalty 972.369699 = -5680.114046 nChanged 6 SP:Iteration 2Q (3.801671 sec): 3 clusters Score: Raw -6663.272631 + Penalty 972.572932 = -5690.699700 nChanged 2 SP:Iteration 3Q (3.802119 sec): 3 clusters Score: Raw -6674.805235 + Penalty 972.250443 = -5702.554793 nChanged 1 SP:Iteration 4Q (3.802562 sec): 3 clusters Score: Raw -6678.071077 + Penalty 971.658839 = -5706.412237 nChanged 2 SP:Iteration 5Q (3.803007 sec): 3 clusters Score: Raw -6681.008250 + Penalty 971.482900 = -5709.525350 nChanged 1 SP:Iteration 6Q (3.803450 sec): 3 clusters Score: Raw -6683.128512 + Penalty 971.482900 = -5711.645612 nChanged 0 SP:Iteration 7F (3.803910 sec): 3 clusters Score: Raw -6683.128512 + Penalty 971.482900 = -5711.645612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.804366 sec): 2 clusters Score: Raw -138.229094 + Penalty 91.268062 = -46.961032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.804575 sec): 3 clusters Score: Raw -135.196128 + Penalty 184.846154 = 49.650026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 29 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.805211 sec): 2 clusters Score: Raw -3544.774287 + Penalty 410.846638 = -3133.927650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.805557 sec): 3 clusters Score: Raw -3547.083372 + Penalty 822.141767 = -2724.941606 nChanged 4 SP:Iteration 1F (3.805892 sec): 3 clusters Score: Raw -3557.309577 + Penalty 819.981697 = -2737.327880 nChanged 3 SP:Iteration 2Q (3.806253 sec): 3 clusters Score: Raw -3563.253906 + Penalty 820.357201 = -2742.896705 nChanged 1 SP:Iteration 3Q (3.806585 sec): 3 clusters Score: Raw -3568.222572 + Penalty 820.357201 = -2747.865371 nChanged 0 SP:Iteration 4F (3.806920 sec): 3 clusters Score: Raw -3568.222572 + Penalty 820.357201 = -2747.865371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 30 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.807601 sec): 2 clusters Score: Raw -4330.530199 + Penalty 502.059746 = -3828.470453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.807974 sec): 3 clusters Score: Raw -4374.520913 + Penalty 1002.966345 = -3371.554568 nChanged 4 SP:Iteration 1Q (3.808331 sec): 3 clusters Score: Raw -4383.570518 + Penalty 1003.365545 = -3380.204974 nChanged 1 SP:Iteration 2Q (3.808685 sec): 3 clusters Score: Raw -4387.085096 + Penalty 1003.365545 = -3383.719552 nChanged 0 SP:Iteration 3F (3.809051 sec): 3 clusters Score: Raw -4387.085096 + Penalty 1003.365545 = -3383.719552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 31 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.809764 sec): 2 clusters Score: Raw -5056.404663 + Penalty 502.300811 = -4554.103852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.810167 sec): 3 clusters Score: Raw -5078.715489 + Penalty 1002.535363 = -4076.180125 nChanged 16 SP:Iteration 1F (3.810563 sec): 3 clusters Score: Raw -5120.511868 + Penalty 1001.425617 = -4119.086251 nChanged 2 SP:Iteration 2Q (3.810946 sec): 3 clusters Score: Raw -5123.621679 + Penalty 1001.425617 = -4122.196062 nChanged 0 SP:Iteration 3F (3.811339 sec): 3 clusters Score: Raw -5123.621679 + Penalty 1001.425617 = -4122.196062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 32 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.812008 sec): 2 clusters Score: Raw -3444.237198 + Penalty 150.028959 = -3294.208240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.812379 sec): 3 clusters Score: Raw -3426.905640 + Penalty 298.277492 = -3128.628149 nChanged 16 SP:Iteration 1F (3.812744 sec): 3 clusters Score: Raw -3450.522117 + Penalty 294.651958 = -3155.870159 nChanged 8 SP:Iteration 2F (3.813103 sec): 3 clusters Score: Raw -3462.087993 + Penalty 292.243596 = -3169.844396 nChanged 2 SP:Iteration 3Q (3.813460 sec): 3 clusters Score: Raw -3462.752787 + Penalty 291.948013 = -3170.804774 nChanged 1 SP:Iteration 4Q (3.813813 sec): 3 clusters Score: Raw -3463.163532 + Penalty 291.948013 = -3171.215520 nChanged 0 SP:Iteration 5F (3.814175 sec): 3 clusters Score: Raw -3463.163532 + Penalty 291.948013 = -3171.215520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.815206 sec): 2 clusters Score: Raw -10164.209700 + Penalty 694.629852 = -9469.579848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.815862 sec): 3 clusters Score: Raw -10175.711205 + Penalty 1389.311651 = -8786.399555 nChanged 29 SP:Iteration 1F (3.816481 sec): 3 clusters Score: Raw -10257.872143 + Penalty 1389.509828 = -8868.362315 nChanged 10 SP:Iteration 2Q (3.817079 sec): 3 clusters Score: Raw -10302.954712 + Penalty 1389.435547 = -8913.519165 nChanged 5 SP:Iteration 3Q (3.817686 sec): 3 clusters Score: Raw -10323.970696 + Penalty 1389.600955 = -8934.369741 nChanged 7 SP:Iteration 4Q (3.818279 sec): 3 clusters Score: Raw -10344.995820 + Penalty 1389.640851 = -8955.354969 nChanged 1 SP:Iteration 5Q (3.818876 sec): 3 clusters Score: Raw -10350.536540 + Penalty 1389.683099 = -8960.853441 nChanged 1 SP:Iteration 6Q (3.819463 sec): 3 clusters Score: Raw -10351.684556 + Penalty 1389.727736 = -8961.956820 nChanged 1 SP:Iteration 7Q (3.820057 sec): 3 clusters Score: Raw -10352.114520 + Penalty 1389.727736 = -8962.386785 nChanged 0 SP:Iteration 8F (3.820708 sec): 3 clusters Score: Raw -10352.114520 + Penalty 1389.727736 = -8962.386785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 34 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.821507 sec): 2 clusters Score: Raw -6517.384995 + Penalty 537.674474 = -5979.710521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.821980 sec): 3 clusters Score: Raw -6540.900430 + Penalty 1075.223091 = -5465.677339 nChanged 16 SP:Iteration 1F (3.822449 sec): 3 clusters Score: Raw -6579.831157 + Penalty 1075.168217 = -5504.662940 nChanged 6 SP:Iteration 2Q (3.822889 sec): 3 clusters Score: Raw -6596.959865 + Penalty 1075.029936 = -5521.929929 nChanged 2 SP:Iteration 3Q (3.823327 sec): 3 clusters Score: Raw -6605.615124 + Penalty 1075.029936 = -5530.585187 nChanged 0 SP:Iteration 4F (3.823783 sec): 3 clusters Score: Raw -6605.615124 + Penalty 1075.029936 = -5530.585187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 35 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.824268 sec): 2 clusters Score: Raw -451.969804 + Penalty 199.650336 = -252.319468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.824497 sec): 3 clusters Score: Raw -457.279963 + Penalty 392.443474 = -64.836489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 36 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.825014 sec): 2 clusters Score: Raw -1471.231707 + Penalty 360.553625 = -1110.678081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.825279 sec): 3 clusters Score: Raw -1501.531590 + Penalty 720.911098 = -780.620491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 37 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.825779 sec): 2 clusters Score: Raw -903.743852 + Penalty 251.052500 = -652.691352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.826028 sec): 3 clusters Score: Raw -921.861319 + Penalty 507.724913 = -414.136407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.826482 sec): 2 clusters Score: Raw -193.530915 + Penalty 126.828307 = -66.702608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.826696 sec): 3 clusters Score: Raw -185.008414 + Penalty 266.538780 = 81.530365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 39 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.827298 sec): 2 clusters Score: Raw -2962.878879 + Penalty 355.654740 = -2607.224139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.827627 sec): 3 clusters Score: Raw -2987.844955 + Penalty 711.250141 = -2276.594814 nChanged 6 SP:Iteration 1F (3.827949 sec): 3 clusters Score: Raw -3003.898970 + Penalty 711.288449 = -2292.610522 nChanged 2 SP:Iteration 2Q (3.828263 sec): 3 clusters Score: Raw -3009.937809 + Penalty 711.288449 = -2298.649360 nChanged 0 SP:Iteration 3F (3.828583 sec): 3 clusters Score: Raw -3009.937809 + Penalty 711.288449 = -2298.649360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.829089 sec): 2 clusters Score: Raw -1187.521896 + Penalty 322.240388 = -865.281508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.829344 sec): 3 clusters Score: Raw -1194.672593 + Penalty 645.491491 = -549.181101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.829811 sec): 2 clusters Score: Raw -554.050225 + Penalty 253.743679 = -300.306545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.830055 sec): 3 clusters Score: Raw -546.729106 + Penalty 507.487359 = -39.241747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 42 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.830578 sec): 2 clusters Score: Raw -1594.943816 + Penalty 399.825860 = -1195.117956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.830844 sec): 3 clusters Score: Raw -1643.466522 + Penalty 802.504281 = -840.962241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.831305 sec): 2 clusters Score: Raw -343.467526 + Penalty 161.624836 = -181.842690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.831527 sec): 3 clusters Score: Raw -340.587376 + Penalty 324.791523 = -15.795853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 44 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.832057 sec): 2 clusters Score: Raw -1490.453689 + Penalty 319.507440 = -1170.946249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.832333 sec): 3 clusters Score: Raw -1513.491519 + Penalty 638.487581 = -875.003938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 45 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.832812 sec): 2 clusters Score: Raw -650.900216 + Penalty 273.041909 = -377.858307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.833046 sec): 3 clusters Score: Raw -657.705278 + Penalty 545.627117 = -112.078161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 46 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.833845 sec): 2 clusters Score: Raw -5910.106857 + Penalty 194.900655 = -5715.206201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.834322 sec): 3 clusters Score: Raw -5850.878752 + Penalty 388.480351 = -5462.398401 nChanged 43 SP:Iteration 1F (3.834786 sec): 3 clusters Score: Raw -5879.916152 + Penalty 389.158305 = -5490.757847 nChanged 10 SP:Iteration 2F (3.835254 sec): 3 clusters Score: Raw -5893.813698 + Penalty 391.458069 = -5502.355629 nChanged 9 SP:Iteration 3F (3.835719 sec): 3 clusters Score: Raw -5902.210836 + Penalty 394.166396 = -5508.044440 nChanged 6 SP:Iteration 4Q (3.836181 sec): 3 clusters Score: Raw -5906.341881 + Penalty 396.053361 = -5510.288521 nChanged 2 SP:Iteration 5Q (3.836637 sec): 3 clusters Score: Raw -5906.886962 + Penalty 397.217972 = -5509.668989 nChanged 1 SP:Iteration 6F (3.837102 sec): 3 clusters Score: Raw -5907.051641 + Penalty 398.577045 = -5508.474596 nChanged 1 SP:Iteration 7F (3.837564 sec): 3 clusters Score: Raw -5907.228901 + Penalty 398.577045 = -5508.651856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.838027 sec): 2 clusters Score: Raw -404.878796 + Penalty 226.419682 = -178.459114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.838243 sec): 3 clusters Score: Raw -404.174067 + Penalty 453.692017 = 49.517950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 48 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.838807 sec): 2 clusters Score: Raw -2248.424162 + Penalty 345.352047 = -1903.072115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.839106 sec): 3 clusters Score: Raw -2284.315482 + Penalty 692.712571 = -1591.602911 nChanged 1 SP:Iteration 1Q (3.839393 sec): 3 clusters Score: Raw -2287.800256 + Penalty 692.712571 = -1595.087685 nChanged 0 SP:Iteration 2F (3.839687 sec): 3 clusters Score: Raw -2287.800256 + Penalty 692.712571 = -1595.087685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 49 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.840188 sec): 2 clusters Score: Raw -752.154640 + Penalty 225.464297 = -526.690343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.840423 sec): 3 clusters Score: Raw -744.227365 + Penalty 457.370439 = -286.856926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 50 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.840909 sec): 2 clusters Score: Raw -804.903173 + Penalty 240.250945 = -564.652228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.841146 sec): 3 clusters Score: Raw -811.729376 + Penalty 480.633531 = -331.095845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 51 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.841624 sec): 2 clusters Score: Raw -752.492062 + Penalty 307.970529 = -444.521533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.841860 sec): 3 clusters Score: Raw -770.671968 + Penalty 616.918168 = -153.753800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.842312 sec): 2 clusters Score: Raw -153.397200 + Penalty 112.780364 = -40.616835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.842509 sec): 2 clusters Score: Raw -153.397200 + Penalty 112.780364 = -40.616835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 54 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.843056 sec): 2 clusters Score: Raw -2070.395842 + Penalty 352.803667 = -1717.592175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.843344 sec): 3 clusters Score: Raw -2101.264653 + Penalty 706.284459 = -1394.980193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 55 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.843786 sec): 2 clusters Score: Raw -45.522951 + Penalty 0.000000 = -45.522951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.843978 sec): 2 clusters Score: Raw -45.522951 + Penalty 0.000000 = -45.522951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 57 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.844438 sec): 2 clusters Score: Raw -374.337755 + Penalty 212.969949 = -161.367805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.844655 sec): 3 clusters Score: Raw -367.706364 + Penalty 426.894566 = 59.188202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 58 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.845273 sec): 2 clusters Score: Raw -3476.716261 + Penalty 528.032279 = -2948.683982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.845613 sec): 3 clusters Score: Raw -3541.574168 + Penalty 1056.336682 = -2485.237486 nChanged 2 SP:Iteration 1Q (3.845934 sec): 3 clusters Score: Raw -3546.877390 + Penalty 1056.336682 = -2490.540707 nChanged 0 SP:Iteration 2F (3.846267 sec): 3 clusters Score: Raw -3546.877390 + Penalty 1056.336682 = -2490.540707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.846767 sec): 2 clusters Score: Raw -939.385224 + Penalty 267.995411 = -671.389813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.847011 sec): 3 clusters Score: Raw -938.545984 + Penalty 539.186058 = -399.359926 nChanged 1 SP:Iteration 1Q (3.847245 sec): 3 clusters Score: Raw -941.337620 + Penalty 539.186058 = -402.151562 nChanged 0 SP:Iteration 2F (3.847499 sec): 3 clusters Score: Raw -941.337620 + Penalty 539.186058 = -402.151562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.847959 sec): 2 clusters Score: Raw -303.417261 + Penalty 171.778842 = -131.638418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.848178 sec): 3 clusters Score: Raw -297.876885 + Penalty 344.848851 = 46.971966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 62 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.848678 sec): 2 clusters Score: Raw -1166.208537 + Penalty 357.045512 = -809.163025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.848923 sec): 3 clusters Score: Raw -1188.995545 + Penalty 706.300794 = -482.694751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 63 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.849399 sec): 2 clusters Score: Raw -668.315679 + Penalty 289.415842 = -378.899838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.849629 sec): 3 clusters Score: Raw -683.518235 + Penalty 578.486785 = -105.031450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.850083 sec): 2 clusters Score: Raw -188.580135 + Penalty 39.272906 = -149.307230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.850286 sec): 3 clusters Score: Raw -199.192056 + Penalty 73.501329 = -125.690726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 67 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.850754 sec): 2 clusters Score: Raw -411.215457 + Penalty 184.717917 = -226.497540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.850978 sec): 3 clusters Score: Raw -409.214240 + Penalty 391.598545 = -17.615695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 68 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.851469 sec): 2 clusters Score: Raw -959.496298 + Penalty 265.023475 = -694.472823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.851716 sec): 3 clusters Score: Raw -973.942452 + Penalty 516.086143 = -457.856309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 69 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.852216 sec): 2 clusters Score: Raw -1256.754388 + Penalty 362.219707 = -894.534681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.852470 sec): 3 clusters Score: Raw -1302.304438 + Penalty 724.439414 = -577.865023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.852927 sec): 2 clusters Score: Raw -350.959260 + Penalty 160.908623 = -190.050637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.853143 sec): 3 clusters Score: Raw -345.427226 + Penalty 320.622756 = -24.804471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 71 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.853650 sec): 2 clusters Score: Raw -1384.067925 + Penalty 404.793042 = -979.274883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.853911 sec): 3 clusters Score: Raw -1452.501735 + Penalty 810.071756 = -642.429979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.854369 sec): 2 clusters Score: Raw -363.427564 + Penalty 208.106235 = -155.321329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.854607 sec): 3 clusters Score: Raw -361.598789 + Penalty 419.729374 = 58.130585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.855066 sec): 2 clusters Score: Raw -313.905675 + Penalty 181.594949 = -132.310726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.855286 sec): 3 clusters Score: Raw -306.299142 + Penalty 363.189898 = 56.890756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 76 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.855729 sec): 2 clusters Score: Raw -42.229849 + Penalty 0.000000 = -42.229849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.855920 sec): 2 clusters Score: Raw -42.229849 + Penalty 0.000000 = -42.229849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.856366 sec): 2 clusters Score: Raw -94.613595 + Penalty 76.526464 = -18.087131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.856573 sec): 3 clusters Score: Raw -89.278151 + Penalty 153.052927 = 63.774776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.857012 sec): 2 clusters Score: Raw -45.312193 + Penalty 0.000000 = -45.312193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.857202 sec): 2 clusters Score: Raw -45.312193 + Penalty 0.000000 = -45.312193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.857658 sec): 2 clusters Score: Raw -353.389833 + Penalty 183.221058 = -170.168774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.857872 sec): 3 clusters Score: Raw -346.424298 + Penalty 372.361306 = 25.937007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 81 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.858348 sec): 2 clusters Score: Raw -692.581785 + Penalty 255.072064 = -437.509722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.858581 sec): 3 clusters Score: Raw -690.306739 + Penalty 509.995217 = -180.311522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.859032 sec): 2 clusters Score: Raw -168.878028 + Penalty 74.350173 = -94.527855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.859226 sec): 2 clusters Score: Raw -168.878028 + Penalty 74.350173 = -94.527855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.859684 sec): 2 clusters Score: Raw -322.457245 + Penalty 196.252347 = -126.204899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.859902 sec): 3 clusters Score: Raw -315.742695 + Penalty 392.727213 = 76.984518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.860343 sec): 2 clusters Score: Raw -84.453117 + Penalty 28.544455 = -55.908662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.860539 sec): 3 clusters Score: Raw -81.066432 + Penalty 57.088911 = -23.977522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 90 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.861030 sec): 2 clusters Score: Raw -961.960302 + Penalty 305.439920 = -656.520382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.861287 sec): 3 clusters Score: Raw -978.617083 + Penalty 613.297142 = -365.319941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.861738 sec): 2 clusters Score: Raw -148.677298 + Penalty 111.575207 = -37.102091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.861935 sec): 2 clusters Score: Raw -148.677298 + Penalty 111.575207 = -37.102091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.862382 sec): 2 clusters Score: Raw -188.056564 + Penalty 89.339764 = -98.716800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.862592 sec): 3 clusters Score: Raw -182.339141 + Penalty 176.051598 = -6.287544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.863043 sec): 2 clusters Score: Raw -209.516687 + Penalty 148.308200 = -61.208487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.863253 sec): 3 clusters Score: Raw -199.980932 + Penalty 296.616401 = 96.635469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.863701 sec): 2 clusters Score: Raw -206.617187 + Penalty 125.420052 = -81.197135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.863909 sec): 3 clusters Score: Raw -196.563564 + Penalty 250.840104 = 54.276540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.864349 sec): 2 clusters Score: Raw -42.070268 + Penalty 0.000000 = -42.070268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.864538 sec): 2 clusters Score: Raw -42.070268 + Penalty 0.000000 = -42.070268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.864984 sec): 2 clusters Score: Raw -148.270917 + Penalty 102.048703 = -46.222214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.865190 sec): 3 clusters Score: Raw -139.488511 + Penalty 201.240430 = 61.751918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.865649 sec): 2 clusters Score: Raw -246.517902 + Penalty 168.746922 = -77.770980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.865866 sec): 3 clusters Score: Raw -244.548314 + Penalty 350.720230 = 106.171916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.866314 sec): 2 clusters Score: Raw -97.258646 + Penalty 73.373235 = -23.885411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.866509 sec): 2 clusters Score: Raw -97.258646 + Penalty 73.373235 = -23.885411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.866959 sec): 2 clusters Score: Raw -204.393085 + Penalty 118.860447 = -85.532638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.867171 sec): 3 clusters Score: Raw -194.564192 + Penalty 237.720894 = 43.156702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 104 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.867639 sec): 2 clusters Score: Raw -492.720692 + Penalty 202.457969 = -290.262723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.867878 sec): 3 clusters Score: Raw -492.652046 + Penalty 384.347918 = -108.304128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.868336 sec): 2 clusters Score: Raw -214.312915 + Penalty 139.149655 = -75.163259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.868550 sec): 3 clusters Score: Raw -202.335465 + Penalty 278.299311 = 75.963846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.869002 sec): 2 clusters Score: Raw -155.845436 + Penalty 122.679202 = -33.166235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.869215 sec): 3 clusters Score: Raw -147.986740 + Penalty 241.793276 = 93.806537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.869674 sec): 2 clusters Score: Raw -382.528851 + Penalty 220.997686 = -161.531166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.869893 sec): 3 clusters Score: Raw -372.783254 + Penalty 448.334674 = 75.551420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.870334 sec): 2 clusters Score: Raw -44.781031 + Penalty 0.000000 = -44.781031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.870523 sec): 2 clusters Score: Raw -44.781031 + Penalty 0.000000 = -44.781031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.870967 sec): 2 clusters Score: Raw -97.877108 + Penalty 60.485472 = -37.391636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.871170 sec): 3 clusters Score: Raw -89.305422 + Penalty 120.970944 = 31.665522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.871609 sec): 2 clusters Score: Raw -45.663016 + Penalty 0.000000 = -45.663016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.871798 sec): 2 clusters Score: Raw -45.663016 + Penalty 0.000000 = -45.663016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.872240 sec): 2 clusters Score: Raw -97.983162 + Penalty 65.921457 = -32.061705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.872443 sec): 3 clusters Score: Raw -89.316194 + Penalty 131.842915 = 42.526721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.872888 sec): 2 clusters Score: Raw -90.323431 + Penalty 51.896727 = -38.426704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.873095 sec): 3 clusters Score: Raw -85.062876 + Penalty 103.793454 = 18.730578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.873556 sec): 2 clusters Score: Raw -357.486553 + Penalty 223.252513 = -134.234040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.873780 sec): 3 clusters Score: Raw -371.505479 + Penalty 446.505027 = 74.999548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.874219 sec): 2 clusters Score: Raw -44.960839 + Penalty 0.000000 = -44.960839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.874423 sec): 2 clusters Score: Raw -44.960839 + Penalty 0.000000 = -44.960839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.874869 sec): 2 clusters Score: Raw -144.981798 + Penalty 80.548205 = -64.433593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.875071 sec): 3 clusters Score: Raw -139.038455 + Penalty 151.058280 = 12.019825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.875514 sec): 2 clusters Score: Raw -41.551355 + Penalty 0.000000 = -41.551355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.875707 sec): 2 clusters Score: Raw -41.551355 + Penalty 0.000000 = -41.551355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.876155 sec): 2 clusters Score: Raw -146.865585 + Penalty 112.619926 = -34.245659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.876353 sec): 2 clusters Score: Raw -146.865585 + Penalty 112.619926 = -34.245659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.876791 sec): 2 clusters Score: Raw -47.000103 + Penalty 0.000000 = -47.000103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.876980 sec): 2 clusters Score: Raw -47.000103 + Penalty 0.000000 = -47.000103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.877421 sec): 2 clusters Score: Raw -44.906686 + Penalty 0.000000 = -44.906686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.877613 sec): 2 clusters Score: Raw -44.906686 + Penalty 0.000000 = -44.906686 nChanged 0 Deleting Class 107 (3 points): Lose 20.541078 but Gain 1035.987593 Iteration 20F (4.358226 sec): 103 clusters Score: Raw -410667.871334 + Penalty 82836.721613 = -327831.149721 nChanged 59 Deleting Class 71 (27 points): Lose 135.293722 but Gain 1139.450327 Iteration 21Q (4.407568 sec): 102 clusters Score: Raw -410581.300287 + Penalty 81698.662945 = -328882.637343 nChanged 80 Deleting Class 78 (2 points): Lose 20.950437 but Gain 1024.269521 Iteration 22Q (4.456523 sec): 101 clusters Score: Raw -410635.276805 + Penalty 79894.644357 = -330740.632448 nChanged 65 Deleting Class 108 (7 points): Lose 63.294136 but Gain 1053.641841 Iteration 23Q (4.505903 sec): 99 clusters Score: Raw -410611.965402 + Penalty 78912.759232 = -331699.206170 nChanged 72 Deleting Class 51 (14 points): Lose 96.835801 but Gain 1082.650797 Iteration 24Q (4.553584 sec): 98 clusters Score: Raw -410570.352685 + Penalty 77916.108513 = -332654.244173 nChanged 92 Deleting Class 137 (1 points): Lose 0.970261 but Gain 975.831083 Iteration 25Q (4.601965 sec): 97 clusters Score: Raw -410643.858616 + Penalty 76958.733135 = -333685.125481 nChanged 116 Deleting Class 57 (7 points): Lose 42.449805 but Gain 1015.368324 Iteration 26Q (4.650809 sec): 96 clusters Score: Raw -410685.656431 + Penalty 75957.430361 = -334728.226070 nChanged 133 Deleting Class 94 (4 points): Lose 21.333947 but Gain 992.516590 Iteration 27Q (4.699924 sec): 95 clusters Score: Raw -410763.371296 + Penalty 74465.808484 = -336297.562812 nChanged 156 Deleting Class 63 (12 points): Lose 77.087453 but Gain 1045.257385 Iteration 28Q (4.749669 sec): 93 clusters Score: Raw -410806.887196 + Penalty 73512.701213 = -337294.185983 nChanged 168 Deleting Class 47 (8 points): Lose 43.435107 but Gain 1010.172466 Iteration 29Q (4.799322 sec): 92 clusters Score: Raw -410909.627836 + Penalty 71987.806552 = -338921.821284 nChanged 181 Deleting Class 85 (6 points): Lose 50.050044 but Gain 1016.162622 Iteration 30F (5.216985 sec): 90 clusters Score: Raw -411008.346010 + Penalty 71074.676659 = -339933.669352 nChanged 190 Deleting Class 69 (24 points): Lose 98.139560 but Gain 1057.398992 Iteration 31Q (5.268470 sec): 89 clusters Score: Raw -411080.370818 + Penalty 70186.813472 = -340893.557346 nChanged 166 Deleting Class 42 (31 points): Lose 124.419435 but Gain 1080.190302 Iteration 32Q (5.318106 sec): 88 clusters Score: Raw -411130.525576 + Penalty 69175.918626 = -341954.606950 nChanged 131 Deleting Class 62 (22 points): Lose 116.388156 but Gain 1071.634470 Iteration 33Q (5.364653 sec): 87 clusters Score: Raw -411145.700250 + Penalty 68145.562476 = -343000.137774 nChanged 79 Deleting Class 41 (10 points): Lose 67.285227 but Gain 1022.368854 Iteration 34Q (5.409323 sec): 86 clusters Score: Raw -411149.659024 + Penalty 67139.451948 = -344010.207076 nChanged 54 Deleting Class 55 (1 points): Lose 3.205318 but Gain 946.541416 Iteration 35Q (5.453116 sec): 85 clusters Score: Raw -411183.057441 + Penalty 66233.421459 = -344949.635982 nChanged 30 Deleting Class 73 (7 points): Lose 48.887498 but Gain 992.179786 Iteration 36Q (5.495519 sec): 84 clusters Score: Raw -411153.130625 + Penalty 65168.885561 = -345984.245064 nChanged 27 Deleting Class 91 (4 points): Lose 30.404746 but Gain 970.622948 Iteration 37Q (5.537739 sec): 83 clusters Score: Raw -411145.133154 + Penalty 64231.780343 = -346913.352811 nChanged 16 Deleting Class 53 (3 points): Lose 12.275329 but Gain 952.395001 Iteration 38Q (5.579651 sec): 82 clusters Score: Raw -411159.787742 + Penalty 63271.010416 = -347888.777326 nChanged 18 Deleting Class 45 (14 points): Lose 67.883464 but Gain 996.880577 Iteration 39Q (5.621172 sec): 81 clusters Score: Raw -411111.102556 + Penalty 62295.377284 = -348815.725271 nChanged 19 Deleting Class 114 (1 points): Lose 0.134632 but Gain 921.973374 Iteration 40F (5.998076 sec): 80 clusters Score: Raw -411141.535521 + Penalty 61391.826671 = -349749.708850 nChanged 9 Deleting Class 101 (2 points): Lose 62.122456 but Gain 982.065084 Iteration 41Q (6.040896 sec): 79 clusters Score: Raw -411098.997925 + Penalty 60425.735547 = -350673.262378 nChanged 9 Deleting Class 106 (4 points): Lose 11.997995 but Gain 931.225253 Iteration 42Q (6.082502 sec): 78 clusters Score: Raw -411106.122437 + Penalty 59503.866268 = -351602.256169 nChanged 7 Deleting Class 100 (5 points): Lose 58.712193 but Gain 972.724150 Iteration 43Q (6.123039 sec): 77 clusters Score: Raw -411054.357397 + Penalty 58579.545992 = -352474.811405 nChanged 7 Deleting Class 75 (6 points): Lose 30.589293 but Gain 940.269009 Iteration 44Q (6.163536 sec): 76 clusters Score: Raw -411063.114503 + Penalty 57651.950235 = -353411.164268 nChanged 9 Deleting Class 90 (21 points): Lose 73.512761 but Gain 977.336233 Iteration 45Q (6.203560 sec): 75 clusters Score: Raw -410999.327110 + Penalty 56686.517503 = -354312.809607 nChanged 22 Deleting Class 133 (3 points): Lose 48.217239 but Gain 951.040147 Iteration 46Q (6.243653 sec): 74 clusters Score: Raw -410982.511842 + Penalty 55745.124617 = -355237.387225 nChanged 7 Deleting Class 17 (14 points): Lose 62.444163 but Gain 957.904456 Iteration 47Q (6.283292 sec): 73 clusters Score: Raw -410927.770005 + Penalty 54801.968858 = -356125.801147 nChanged 15 Deleting Class 58 (67 points): Lose 268.217846 but Gain 1158.922211 Iteration 48Q (6.322653 sec): 72 clusters Score: Raw -410682.099331 + Penalty 53715.054433 = -356967.044898 nChanged 68 Deleting Class 36 (32 points): Lose 121.771436 but Gain 1004.163917 Iteration 49Q (6.363850 sec): 71 clusters Score: Raw -410703.036948 + Penalty 52733.846472 = -357969.190476 nChanged 40 Deleting Class 40 (22 points): Lose 69.430031 but Gain 950.051345 Iteration 50F (6.690918 sec): 70 clusters Score: Raw -410696.691449 + Penalty 51833.792099 = -358862.899350 nChanged 36 Deleting Class 116 (2 points): Lose 5.739129 but Gain 882.326668 Iteration 51Q (6.731521 sec): 69 clusters Score: Raw -410736.309508 + Penalty 50955.325752 = -359780.983756 nChanged 11 Deleting Class 111 (1 points): Lose 7.470403 but Gain 881.658150 Iteration 52Q (6.771200 sec): 68 clusters Score: Raw -410734.133698 + Penalty 50075.012965 = -360659.120732 nChanged 8 Deleting Class 81 (14 points): Lose 67.717453 but Gain 938.703882 Iteration 53Q (6.810656 sec): 67 clusters Score: Raw -410675.601457 + Penalty 49158.064575 = -361517.536882 nChanged 19 Deleting Class 118 (10 points): Lose 166.255343 but Gain 1037.123812 Iteration 54Q (6.849329 sec): 66 clusters Score: Raw -410536.198729 + Penalty 48138.925618 = -362397.273111 nChanged 14 Deleting Class 61 (6 points): Lose 28.909579 but Gain 896.165480 Iteration 55Q (6.888389 sec): 65 clusters Score: Raw -410541.596688 + Penalty 47263.690427 = -363277.906261 nChanged 10 Deleting Class 98 (3 points): Lose 7.784103 but Gain 861.769468 Iteration 56Q (6.926513 sec): 64 clusters Score: Raw -410545.263765 + Penalty 46413.052686 = -364132.211078 nChanged 6 Deleting Class 138 (1 points): Lose 6.278987 but Gain 838.869417 Iteration 57Q (6.964347 sec): 63 clusters Score: Raw -410545.393507 + Penalty 45574.614333 = -364970.779174 nChanged 2 Deleting Class 95 (6 points): Lose 24.437486 but Gain 856.602805 Iteration 58Q (7.002296 sec): 62 clusters Score: Raw -410523.263195 + Penalty 44742.908992 = -365780.354203 nChanged 10 Deleting Class 80 (7 points): Lose 41.406696 but Gain 873.535724 Iteration 59Q (7.039363 sec): 61 clusters Score: Raw -410491.025763 + Penalty 43872.051636 = -366618.974128 nChanged 9 Deleting Class 38 (4 points): Lose 20.631827 but Gain 848.767624 Iteration 60F (7.322991 sec): 60 clusters Score: Raw -410483.243151 + Penalty 43020.448887 = -367462.794264 nChanged 7 Deleting Class 104 (12 points): Lose 61.303399 but Gain 864.628162 Iteration 61Q (7.360050 sec): 59 clusters Score: Raw -410431.243267 + Penalty 42163.641059 = -368267.602208 nChanged 14 Deleting Class 59 (16 points): Lose 79.440085 but Gain 873.459046 Iteration 62Q (7.397537 sec): 58 clusters Score: Raw -410368.751218 + Penalty 41349.728431 = -369019.022787 nChanged 18 Deleting Class 68 (19 points): Lose 47.237178 but Gain 841.378991 Iteration 63Q (7.434105 sec): 57 clusters Score: Raw -410354.829309 + Penalty 40505.765976 = -369849.063333 nChanged 20 Deleting Class 67 (8 points): Lose 44.768469 but Gain 830.779740 Iteration 64Q (7.470837 sec): 56 clusters Score: Raw -410334.314548 + Penalty 39631.358849 = -370702.955699 nChanged 13 Deleting Class 43 (6 points): Lose 13.790822 but Gain 794.443153 Iteration 65Q (7.506848 sec): 55 clusters Score: Raw -410337.891409 + Penalty 38844.918261 = -371492.973148 nChanged 9 Deleting Class 125 (1 points): Lose 0.687085 but Gain 774.923220 Iteration 66Q (7.543172 sec): 54 clusters Score: Raw -410345.584440 + Penalty 38070.730967 = -372274.853472 nChanged 3 Deleting Class 103 (4 points): Lose 26.330003 but Gain 795.444658 Iteration 67Q (7.578887 sec): 53 clusters Score: Raw -410321.702803 + Penalty 37280.603412 = -373041.099391 nChanged 6 Deleting Class 30 (95 points): Lose 283.706866 but Gain 1045.831605 Iteration 68Q (7.614423 sec): 52 clusters Score: Raw -410045.109280 + Penalty 36312.107646 = -373733.001634 nChanged 97 Deleting Class 35 (12 points): Lose 67.656147 but Gain 857.605740 Iteration 69Q (7.651504 sec): 51 clusters Score: Raw -410163.768367 + Penalty 35516.226802 = -374647.541565 nChanged 30 Deleting Class 28 (2 points): Lose 16.547897 but Gain 773.774831 Iteration 70F (7.889773 sec): 50 clusters Score: Raw -410193.294461 + Penalty 34747.233201 = -375446.061259 nChanged 15 Deleting Class 44 (33 points): Lose 119.867243 but Gain 867.034697 Iteration 71Q (7.925110 sec): 49 clusters Score: Raw -410094.044365 + Penalty 34045.603196 = -376048.441169 nChanged 48 Deleting Class 50 (20 points): Lose 68.216260 but Gain 813.891184 Iteration 72Q (7.961036 sec): 48 clusters Score: Raw -410123.046792 + Penalty 33303.793577 = -376819.253215 nChanged 41 Deleting Class 70 (7 points): Lose 21.548521 but Gain 767.157618 Iteration 73Q (7.996125 sec): 47 clusters Score: Raw -410164.352579 + Penalty 32534.111496 = -377630.241083 nChanged 22 Deleting Class 79 (1 points): Lose 2.521237 but Gain 746.650325 Iteration 74Q (8.030196 sec): 46 clusters Score: Raw -410182.938948 + Penalty 31783.085397 = -378399.853551 nChanged 13 Deleting Class 29 (77 points): Lose 191.258354 but Gain 907.578418 Iteration 75Q (8.064147 sec): 45 clusters Score: Raw -410008.816497 + Penalty 30887.273118 = -379121.543379 nChanged 83 Deleting Class 15 (82 points): Lose 178.526453 but Gain 897.240821 Iteration 76Q (8.098794 sec): 44 clusters Score: Raw -409945.679623 + Penalty 30063.378718 = -379882.300905 nChanged 109 Deleting Class 9 (5 points): Lose 9.140058 but Gain 725.158200 Iteration 77Q (8.133302 sec): 43 clusters Score: Raw -410084.962656 + Penalty 29357.262449 = -380727.700207 nChanged 36 Deleting Class 49 (15 points): Lose 57.771083 but Gain 772.412219 Iteration 78Q (8.166080 sec): 42 clusters Score: Raw -410065.103195 + Penalty 28591.989965 = -381473.113230 nChanged 27 Deleting Class 37 (30 points): Lose 149.208612 but Gain 872.897617 Iteration 79Q (8.199406 sec): 41 clusters Score: Raw -409948.049013 + Penalty 27791.212184 = -382156.836829 nChanged 40 Deleting Class 26 (7 points): Lose 35.633866 but Gain 750.420659 Iteration 80F (8.392676 sec): 40 clusters Score: Raw -409995.638155 + Penalty 27086.489758 = -382909.148397 nChanged 20 Deleting Class 54 (40 points): Lose 149.194190 but Gain 859.308954 Iteration 81Q (8.425270 sec): 39 clusters Score: Raw -409874.987254 + Penalty 26266.057979 = -383608.929275 nChanged 52 Deleting Class 25 (1 points): Lose 6.146160 but Gain 707.315234 Iteration 82Q (8.457847 sec): 38 clusters Score: Raw -409934.176823 + Penalty 25560.877545 = -384373.299278 nChanged 11 Deleting Class 24 (24 points): Lose 91.497057 but Gain 791.932629 Iteration 83Q (8.489918 sec): 37 clusters Score: Raw -409851.461542 + Penalty 24773.936981 = -385077.524561 nChanged 30 Deleting Class 20 (95 points): Lose 255.049841 but Gain 940.961131 Iteration 84Q (8.521987 sec): 36 clusters Score: Raw -409650.017946 + Penalty 23873.553177 = -385776.464769 nChanged 106 Deleting Class 3 (33 points): Lose 105.126055 but Gain 787.486051 Iteration 85Q (8.555220 sec): 35 clusters Score: Raw -409691.378448 + Penalty 23102.095808 = -386589.282640 nChanged 50 Deleting Class 31 (127 points): Lose 335.333677 but Gain 1014.319036 Iteration 86Q (8.587619 sec): 34 clusters Score: Raw -409413.229021 + Penalty 22151.459390 = -387261.769631 nChanged 145 Deleting Class 48 (53 points): Lose 156.240468 but Gain 823.438503 Iteration 87Q (8.620222 sec): 33 clusters Score: Raw -409487.542210 + Penalty 21353.930812 = -388133.611398 nChanged 97 Deleting Class 39 (59 points): Lose 212.493724 but Gain 869.144518 Iteration 88Q (8.652082 sec): 32 clusters Score: Raw -409388.116608 + Penalty 20565.138051 = -388822.978557 nChanged 80 Deleting Class 23 (25 points): Lose 60.981398 but Gain 704.613684 Iteration 89Q (8.683443 sec): 31 clusters Score: Raw -409447.456375 + Penalty 19878.542321 = -389568.914054 nChanged 45 Deleting Class 117 (2 points): Lose 61.481519 but Gain 694.612467 Iteration 90F (8.831354 sec): 30 clusters Score: Raw -409433.051215 + Penalty 19187.561531 = -390245.489683 nChanged 8 Deleting Class 84 (13 points): Lose 90.088437 but Gain 718.953428 Iteration 91Q (8.861745 sec): 29 clusters Score: Raw -409353.475133 + Penalty 18476.103536 = -390877.371597 nChanged 17 Deleting Class 18 (78 points): Lose 238.928849 but Gain 851.078629 Iteration 92Q (8.891994 sec): 28 clusters Score: Raw -409149.299349 + Penalty 17701.849128 = -391447.450222 nChanged 88 Deleting Class 127 (2 points): Lose 4.540020 but Gain 604.222555 Iteration 93Q (8.922443 sec): 27 clusters Score: Raw -409286.953591 + Penalty 17099.009558 = -392187.944033 nChanged 27 Deleting Class 5 (45 points): Lose 159.476104 but Gain 744.089974 Iteration 94Q (8.952762 sec): 26 clusters Score: Raw -409149.942284 + Penalty 16420.964065 = -392728.978220 nChanged 61 Deleting Class 7 (38 points): Lose 125.447366 but Gain 673.773469 Iteration 95Q (8.982812 sec): 25 clusters Score: Raw -409144.174403 + Penalty 15801.187757 = -393342.986647 nChanged 54 Deleting Class 13 (12 points): Lose 66.889376 but Gain 612.647194 Iteration 96Q (9.012595 sec): 24 clusters Score: Raw -409167.404359 + Penalty 15217.474157 = -393949.930202 nChanged 28 Deleting Class 21 (4 points): Lose 6.785716 but Gain 529.715422 Iteration 97Q (9.041095 sec): 23 clusters Score: Raw -409200.900814 + Penalty 14693.052997 = -394507.847818 nChanged 21 Deleting Class 27 (177 points): Lose 412.821537 but Gain 933.625174 Iteration 98Q (9.069839 sec): 22 clusters Score: Raw -408806.543480 + Penalty 13795.331319 = -395011.212161 nChanged 182 Deleting Class 76 (1 points): Lose 2.915420 but Gain 510.270116 Iteration 99Q (9.098868 sec): 21 clusters Score: Raw -409054.876028 + Penalty 13290.782260 = -395764.093768 nChanged 39 Deleting Class 6 (16 points): Lose 41.679798 but Gain 505.095266 Iteration 100F (9.201994 sec): 20 clusters Score: Raw -409034.608704 + Penalty 12790.895453 = -396243.713252 nChanged 43 Deleting Class 46 (64 points): Lose 182.300045 but Gain 575.342511 Iteration 101Q (9.231231 sec): 19 clusters Score: Raw -408891.609113 + Penalty 12248.336510 = -396643.272603 nChanged 85 Deleting Class 16 (83 points): Lose 375.294230 but Gain 754.054876 Iteration 102Q (9.259215 sec): 18 clusters Score: Raw -408623.035787 + Penalty 11587.683986 = -397035.351800 nChanged 107 Deleting Class 86 (2 points): Lose 22.389674 but Gain 382.053661 Iteration 103Q (9.287037 sec): 17 clusters Score: Raw -408837.518796 + Penalty 11245.263482 = -397592.255314 nChanged 53 Deleting Class 129 (1 points): Lose 13.005640 but Gain 370.301345 Iteration 104Q (9.314675 sec): 16 clusters Score: Raw -408875.727082 + Penalty 10896.417466 = -397979.309615 nChanged 41 Deleting Class 12 (86 points): Lose 496.153034 but Gain 827.415197 Iteration 105Q (9.341267 sec): 15 clusters Score: Raw -408409.907346 + Penalty 10070.211394 = -398339.695952 nChanged 122 Deleting Class 14 (286 points): Lose 812.595199 but Gain 1137.186237 Iteration 106Q (9.367638 sec): 14 clusters Score: Raw -407844.444159 + Penalty 8989.266947 = -398855.177212 nChanged 336 Deleting Class 19 (238 points): Lose 883.454480 but Gain 1155.158493 Iteration 107Q (9.394922 sec): 13 clusters Score: Raw -407557.045877 + Penalty 7898.001146 = -399659.044731 nChanged 307 Deleting Class 64 (5 points): Lose 82.579177 but Gain 226.384596 Iteration 108Q (9.421859 sec): 12 clusters Score: Raw -408072.821908 + Penalty 7698.641422 = -400374.180486 nChanged 75 Iteration 109Q (9.447256 sec): 12 clusters Score: Raw -408144.728281 + Penalty 7700.016973 = -400444.711308 nChanged 41 Iteration 110F (9.509664 sec): 12 clusters Score: Raw -408163.487576 + Penalty 7707.307678 = -400456.179899 nChanged 30 Iteration 111Q (9.536371 sec): 12 clusters Score: Raw -408178.054399 + Penalty 7710.522010 = -400467.532389 nChanged 15 Iteration 112Q (9.563288 sec): 12 clusters Score: Raw -408187.049320 + Penalty 7713.772032 = -400473.277288 nChanged 18 Iteration 113Q (9.589464 sec): 12 clusters Score: Raw -408198.533395 + Penalty 7715.441527 = -400483.091868 nChanged 17 Iteration 114Q (9.615866 sec): 12 clusters Score: Raw -408207.579923 + Penalty 7718.120488 = -400489.459435 nChanged 13 Iteration 115Q (9.642569 sec): 12 clusters Score: Raw -408214.191189 + Penalty 7720.411400 = -400493.779788 nChanged 7 Iteration 116Q (9.668822 sec): 12 clusters Score: Raw -408217.445479 + Penalty 7720.853637 = -400496.591843 nChanged 4 Iteration 117Q (9.694923 sec): 12 clusters Score: Raw -408219.302019 + Penalty 7721.012639 = -400498.289380 nChanged 3 Iteration 118Q (9.721433 sec): 12 clusters Score: Raw -408220.218586 + Penalty 7721.012639 = -400499.205947 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -408220.218586 + Penalty 7721.012639 = -400499.205947Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.754910 sec): 2 clusters Score: Raw -135637.625201 + Penalty 473.608631 = -135164.016570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.760937 sec): 3 clusters Score: Raw -133576.694565 + Penalty 957.295638 = -132619.398927 nChanged 1434 SP:Iteration 1F (9.766897 sec): 3 clusters Score: Raw -134655.897395 + Penalty 971.988873 = -133683.908522 nChanged 517 SP:Iteration 2F (9.772808 sec): 3 clusters Score: Raw -135027.544426 + Penalty 984.178213 = -134043.366213 nChanged 212 SP:Iteration 3F (9.778687 sec): 3 clusters Score: Raw -135159.923080 + Penalty 993.480980 = -134166.442100 nChanged 133 SP:Iteration 4Q (9.784539 sec): 3 clusters Score: Raw -135241.785068 + Penalty 1001.813835 = -134239.971234 nChanged 106 SP:Iteration 5Q (9.790356 sec): 3 clusters Score: Raw -135297.989484 + Penalty 1010.573056 = -134287.416427 nChanged 91 SP:Iteration 6Q (9.796097 sec): 3 clusters Score: Raw -135353.146657 + Penalty 1019.517320 = -134333.629337 nChanged 91 SP:Iteration 7Q (9.801885 sec): 3 clusters Score: Raw -135400.248246 + Penalty 1026.839242 = -134373.409004 nChanged 77 SP:Iteration 8Q (9.807416 sec): 3 clusters Score: Raw -135436.840264 + Penalty 1031.883163 = -134404.957101 nChanged 65 SP:Iteration 9Q (9.812871 sec): 3 clusters Score: Raw -135464.219662 + Penalty 1039.683452 = -134424.536210 nChanged 64 SP:Iteration 10F (9.818783 sec): 3 clusters Score: Raw -135489.964665 + Penalty 1046.073543 = -134443.891123 nChanged 64 SP:Iteration 11Q (9.824097 sec): 3 clusters Score: Raw -135517.218311 + Penalty 1053.495313 = -134463.722998 nChanged 60 SP:Iteration 12Q (9.829397 sec): 3 clusters Score: Raw -135545.400822 + Penalty 1060.127191 = -134485.273631 nChanged 49 SP:Iteration 13Q (9.834603 sec): 3 clusters Score: Raw -135566.895545 + Penalty 1067.965826 = -134498.929719 nChanged 42 SP:Iteration 14Q (9.839772 sec): 3 clusters Score: Raw -135588.735969 + Penalty 1082.418333 = -134506.317636 nChanged 46 SP:Iteration 15Q (9.844908 sec): 3 clusters Score: Raw -135615.280570 + Penalty 1097.030981 = -134518.249590 nChanged 40 SP:Iteration 16Q (9.850016 sec): 3 clusters Score: Raw -135640.652498 + Penalty 1109.069313 = -134531.583185 nChanged 41 SP:Iteration 17Q (9.855233 sec): 3 clusters Score: Raw -135660.440824 + Penalty 1118.568504 = -134541.872320 nChanged 27 SP:Iteration 18Q (9.860303 sec): 3 clusters Score: Raw -135673.907424 + Penalty 1126.421790 = -134547.485634 nChanged 31 SP:Iteration 19Q (9.865319 sec): 3 clusters Score: Raw -135688.320875 + Penalty 1136.933611 = -134551.387264 nChanged 26 SP:Iteration 20F (9.871253 sec): 3 clusters Score: Raw -135702.305881 + Penalty 1144.059978 = -134558.245904 nChanged 19 SP:Iteration 21Q (9.876229 sec): 3 clusters Score: Raw -135712.779232 + Penalty 1149.342193 = -134563.437039 nChanged 13 SP:Iteration 22Q (9.881158 sec): 3 clusters Score: Raw -135721.676216 + Penalty 1153.116638 = -134568.559578 nChanged 8 SP:Iteration 23Q (9.886047 sec): 3 clusters Score: Raw -135724.831393 + Penalty 1155.535402 = -134569.295991 nChanged 5 SP:Iteration 24Q (9.890966 sec): 3 clusters Score: Raw -135726.258821 + Penalty 1159.351254 = -134566.907568 nChanged 6 SP:Iteration 25F (9.896829 sec): 3 clusters Score: Raw -135728.135858 + Penalty 1161.864507 = -134566.271351 nChanged 5 SP:Iteration 26F (9.902729 sec): 3 clusters Score: Raw -135730.361880 + Penalty 1163.193523 = -134567.168357 nChanged 4 SP:Iteration 27Q (9.907595 sec): 3 clusters Score: Raw -135731.453227 + Penalty 1165.455353 = -134565.997874 nChanged 5 SP:Iteration 28F (9.913490 sec): 3 clusters Score: Raw -135734.028557 + Penalty 1166.492183 = -134567.536375 nChanged 7 SP:Iteration 29Q (9.918392 sec): 3 clusters Score: Raw -135738.466784 + Penalty 1170.296923 = -134568.169861 nChanged 10 SP:Iteration 30F (9.924545 sec): 3 clusters Score: Raw -135747.153117 + Penalty 1177.695986 = -134569.457131 nChanged 11 SP:Iteration 31Q (9.929566 sec): 3 clusters Score: Raw -135756.792706 + Penalty 1179.339477 = -134577.453229 nChanged 5 SP:Iteration 32Q (9.934355 sec): 3 clusters Score: Raw -135759.782521 + Penalty 1179.997866 = -134579.784655 nChanged 3 SP:Iteration 33Q (9.939128 sec): 3 clusters Score: Raw -135761.004225 + Penalty 1180.363378 = -134580.640847 nChanged 1 SP:Iteration 34Q (9.943926 sec): 3 clusters Score: Raw -135761.350081 + Penalty 1181.937841 = -134579.412239 nChanged 1 SP:Iteration 35F (9.949791 sec): 3 clusters Score: Raw -135761.699095 + Penalty 1185.382965 = -134576.316130 nChanged 3 SP:Iteration 36F (9.955649 sec): 3 clusters Score: Raw -135762.830136 + Penalty 1186.976234 = -134575.853902 nChanged 2 SP:Iteration 37F (9.961507 sec): 3 clusters Score: Raw -135766.055789 + Penalty 1186.140503 = -134579.915286 nChanged 3 SP:Iteration 38Q (9.966251 sec): 3 clusters Score: Raw -135768.387781 + Penalty 1186.140503 = -134582.247278 nChanged 0 SP:Iteration 39F (9.972149 sec): 3 clusters Score: Raw -135768.387781 + Penalty 1186.140503 = -134582.247278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 2 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.979780 sec): 2 clusters Score: Raw -53267.361089 + Penalty 262.372139 = -53004.988950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.982118 sec): 3 clusters Score: Raw -52515.700820 + Penalty 535.841164 = -51979.859656 nChanged 523 SP:Iteration 1F (9.984401 sec): 3 clusters Score: Raw -52891.503806 + Penalty 547.937073 = -52343.566733 nChanged 162 SP:Iteration 2F (9.986679 sec): 3 clusters Score: Raw -53027.600842 + Penalty 570.285197 = -52457.315645 nChanged 101 SP:Iteration 3F (9.988955 sec): 3 clusters Score: Raw -53148.755442 + Penalty 588.090922 = -52560.664520 nChanged 60 SP:Iteration 4Q (9.991182 sec): 3 clusters Score: Raw -53194.535261 + Penalty 601.606565 = -52592.928696 nChanged 42 SP:Iteration 5Q (9.993346 sec): 3 clusters Score: Raw -53224.074730 + Penalty 610.859746 = -52613.214983 nChanged 25 SP:Iteration 6Q (9.995450 sec): 3 clusters Score: Raw -53237.936415 + Penalty 622.827385 = -52615.109030 nChanged 23 SP:Iteration 7Q (9.997511 sec): 3 clusters Score: Raw -53251.337771 + Penalty 630.918722 = -52620.419049 nChanged 17 SP:Iteration 8Q (9.999548 sec): 3 clusters Score: Raw -53258.503757 + Penalty 629.130938 = -52629.372819 nChanged 14 SP:Iteration 9Q (10.001556 sec): 3 clusters Score: Raw -53265.696327 + Penalty 637.657371 = -52628.038956 nChanged 15 SP:Iteration 10F (10.003826 sec): 3 clusters Score: Raw -53274.912687 + Penalty 647.246417 = -52627.666270 nChanged 21 SP:Iteration 11F (10.006092 sec): 3 clusters Score: Raw -53289.455983 + Penalty 648.710693 = -52640.745290 nChanged 10 SP:Iteration 12Q (10.008041 sec): 3 clusters Score: Raw -53296.861591 + Penalty 657.540123 = -52639.321468 nChanged 11 SP:Iteration 13F (10.010308 sec): 3 clusters Score: Raw -53302.700253 + Penalty 656.794841 = -52645.905412 nChanged 5 SP:Iteration 14Q (10.012233 sec): 3 clusters Score: Raw -53304.587215 + Penalty 654.114115 = -52650.473101 nChanged 2 SP:Iteration 15Q (10.014146 sec): 3 clusters Score: Raw -53305.508508 + Penalty 653.346107 = -52652.162401 nChanged 4 SP:Iteration 16Q (10.016059 sec): 3 clusters Score: Raw -53309.379972 + Penalty 658.323772 = -52651.056201 nChanged 3 SP:Iteration 17F (10.018335 sec): 3 clusters Score: Raw -53312.813304 + Penalty 663.186492 = -52649.626813 nChanged 2 SP:Iteration 18F (10.020650 sec): 3 clusters Score: Raw -53314.501445 + Penalty 661.954912 = -52652.546533 nChanged 3 SP:Iteration 19Q (10.022589 sec): 3 clusters Score: Raw -53317.403408 + Penalty 677.631754 = -52639.771654 nChanged 4 SP:Iteration 20F (10.024962 sec): 3 clusters Score: Raw -53320.200067 + Penalty 680.903676 = -52639.296391 nChanged 1 SP:Iteration 21F (10.027406 sec): 3 clusters Score: Raw -53321.073232 + Penalty 687.370836 = -52633.702396 nChanged 1 SP:Iteration 22F (10.029703 sec): 3 clusters Score: Raw -53322.081082 + Penalty 694.175592 = -52627.905490 nChanged 1 SP:Iteration 23F (10.032041 sec): 3 clusters Score: Raw -53322.863387 + Penalty 707.621147 = -52615.242240 nChanged 2 SP:Iteration 24F (10.034359 sec): 3 clusters Score: Raw -53328.197286 + Penalty 728.471694 = -52599.725592 nChanged 3 SP:Iteration 25F (10.036620 sec): 3 clusters Score: Raw -53334.679785 + Penalty 731.458677 = -52603.221108 nChanged 2 SP:Iteration 26Q (10.038500 sec): 3 clusters Score: Raw -53337.265931 + Penalty 742.329460 = -52594.936470 nChanged 2 SP:Iteration 27F (10.040773 sec): 3 clusters Score: Raw -53339.183507 + Penalty 746.884887 = -52592.298620 nChanged 1 SP:Iteration 28F (10.043042 sec): 3 clusters Score: Raw -53339.909590 + Penalty 746.884887 = -52593.024703 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.051419 sec): 2 clusters Score: Raw -103989.765380 + Penalty 50.180337 = -103939.585043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.056592 sec): 3 clusters Score: Raw -102120.483006 + Penalty 103.035777 = -102017.447229 nChanged 1394 SP:Iteration 1F (10.061647 sec): 3 clusters Score: Raw -103549.216868 + Penalty 104.268655 = -103444.948212 nChanged 227 SP:Iteration 2F (10.066787 sec): 3 clusters Score: Raw -103759.774997 + Penalty 99.938713 = -103659.836284 nChanged 148 SP:Iteration 3F (10.071867 sec): 3 clusters Score: Raw -103881.978601 + Penalty 98.333250 = -103783.645351 nChanged 97 SP:Iteration 4Q (10.076984 sec): 3 clusters Score: Raw -103982.239318 + Penalty 98.206644 = -103884.032674 nChanged 52 SP:Iteration 5Q (10.081796 sec): 3 clusters Score: Raw -104041.478627 + Penalty 97.994831 = -103943.483796 nChanged 44 SP:Iteration 6Q (10.086458 sec): 3 clusters Score: Raw -104081.817198 + Penalty 98.323689 = -103983.493509 nChanged 35 SP:Iteration 7Q (10.091147 sec): 3 clusters Score: Raw -104109.001543 + Penalty 97.807583 = -104011.193961 nChanged 28 SP:Iteration 8Q (10.095628 sec): 3 clusters Score: Raw -104120.705600 + Penalty 97.836787 = -104022.868813 nChanged 15 SP:Iteration 9Q (10.100106 sec): 3 clusters Score: Raw -104127.920809 + Penalty 97.999514 = -104029.921295 nChanged 13 SP:Iteration 10F (10.105263 sec): 3 clusters Score: Raw -104133.669868 + Penalty 98.117887 = -104035.551981 nChanged 12 SP:Iteration 11Q (10.109649 sec): 3 clusters Score: Raw -104137.203656 + Penalty 97.891825 = -104039.311831 nChanged 5 SP:Iteration 12Q (10.114011 sec): 3 clusters Score: Raw -104139.006823 + Penalty 97.745592 = -104041.261231 nChanged 6 SP:Iteration 13Q (10.118409 sec): 3 clusters Score: Raw -104139.522312 + Penalty 97.750556 = -104041.771756 nChanged 2 SP:Iteration 14Q (10.122804 sec): 3 clusters Score: Raw -104139.540792 + Penalty 97.765174 = -104041.775618 nChanged 1 SP:Iteration 15Q (10.127357 sec): 3 clusters Score: Raw -104139.573429 + Penalty 97.774272 = -104041.799157 nChanged 1 SP:Iteration 16Q (10.132091 sec): 3 clusters Score: Raw -104139.628559 + Penalty 97.789078 = -104041.839481 nChanged 1 SP:Iteration 17Q (10.136441 sec): 3 clusters Score: Raw -104139.882839 + Penalty 97.151522 = -104042.731317 nChanged 3 SP:Iteration 18Q (10.140810 sec): 3 clusters Score: Raw -104140.754438 + Penalty 97.177711 = -104043.576727 nChanged 2 SP:Iteration 19Q (10.145165 sec): 3 clusters Score: Raw -104141.450805 + Penalty 97.204288 = -104044.246516 nChanged 2 SP:Iteration 20F (10.150201 sec): 3 clusters Score: Raw -104141.826840 + Penalty 97.204928 = -104044.621912 nChanged 2 SP:Iteration 21Q (10.154557 sec): 3 clusters Score: Raw -104142.364978 + Penalty 96.120740 = -104046.244238 nChanged 7 SP:Iteration 22Q (10.158893 sec): 3 clusters Score: Raw -104145.445636 + Penalty 96.095447 = -104049.350189 nChanged 11 SP:Iteration 23Q (10.163211 sec): 3 clusters Score: Raw -104148.198819 + Penalty 96.156126 = -104052.042693 nChanged 10 SP:Iteration 24Q (10.167509 sec): 3 clusters Score: Raw -104151.444981 + Penalty 96.139782 = -104055.305199 nChanged 9 SP:Iteration 25Q (10.171826 sec): 3 clusters Score: Raw -104153.602936 + Penalty 96.448105 = -104057.154831 nChanged 6 SP:Iteration 26Q (10.176151 sec): 3 clusters Score: Raw -104154.069317 + Penalty 96.458874 = -104057.610444 nChanged 2 SP:Iteration 27Q (10.180442 sec): 3 clusters Score: Raw -104154.151269 + Penalty 96.472227 = -104057.679042 nChanged 1 SP:Iteration 28Q (10.184763 sec): 3 clusters Score: Raw -104154.177070 + Penalty 96.485690 = -104057.691381 nChanged 1 SP:Iteration 29Q (10.189074 sec): 3 clusters Score: Raw -104154.189090 + Penalty 96.485690 = -104057.703401 nChanged 0 SP:Iteration 30F (10.194112 sec): 3 clusters Score: Raw -104154.189090 + Penalty 96.485690 = -104057.703401 nChanged 0 Score: Raw -417131.126969 + Penalty 7775.001011 = -409356.125958 Splitting cluster 4 changes total score from -400499.205947 to -409356.125958 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.264891 sec): 2 clusters Score: Raw -23396.554099 + Penalty 388.927540 = -23007.626558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.266090 sec): 3 clusters Score: Raw -23132.620534 + Penalty 774.525501 = -22358.095033 nChanged 188 SP:Iteration 1F (10.267228 sec): 3 clusters Score: Raw -23272.657344 + Penalty 781.784199 = -22490.873144 nChanged 55 SP:Iteration 2F (10.268368 sec): 3 clusters Score: Raw -23320.919181 + Penalty 789.251573 = -22531.667608 nChanged 37 SP:Iteration 3F (10.269507 sec): 3 clusters Score: Raw -23357.472633 + Penalty 795.451058 = -22562.021575 nChanged 22 SP:Iteration 4Q (10.270640 sec): 3 clusters Score: Raw -23377.100472 + Penalty 808.780092 = -22568.320381 nChanged 18 SP:Iteration 5Q (10.271744 sec): 3 clusters Score: Raw -23398.527900 + Penalty 817.338250 = -22581.189650 nChanged 15 SP:Iteration 6Q (10.272846 sec): 3 clusters Score: Raw -23418.454986 + Penalty 831.784282 = -22586.670705 nChanged 8 SP:Iteration 7Q (10.273937 sec): 3 clusters Score: Raw -23434.067300 + Penalty 831.025906 = -22603.041394 nChanged 3 SP:Iteration 8Q (10.275004 sec): 3 clusters Score: Raw -23440.032373 + Penalty 838.873044 = -22601.159329 nChanged 2 SP:Iteration 9F (10.276111 sec): 3 clusters Score: Raw -23445.850313 + Penalty 838.873044 = -22606.977269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.279034 sec): 2 clusters Score: Raw -24862.045161 + Penalty 695.864303 = -24166.180858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.280221 sec): 3 clusters Score: Raw -24648.921373 + Penalty 1394.288862 = -23254.632511 nChanged 151 SP:Iteration 1F (10.281388 sec): 3 clusters Score: Raw -24782.894231 + Penalty 1397.007862 = -23385.886369 nChanged 47 SP:Iteration 2F (10.282554 sec): 3 clusters Score: Raw -24828.906635 + Penalty 1398.315448 = -23430.591187 nChanged 23 SP:Iteration 3Q (10.283711 sec): 3 clusters Score: Raw -24846.321392 + Penalty 1400.448682 = -23445.872710 nChanged 13 SP:Iteration 4Q (10.284867 sec): 3 clusters Score: Raw -24858.753430 + Penalty 1402.277074 = -23456.476356 nChanged 10 SP:Iteration 5Q (10.286018 sec): 3 clusters Score: Raw -24866.321145 + Penalty 1403.492581 = -23462.828564 nChanged 7 SP:Iteration 6Q (10.287172 sec): 3 clusters Score: Raw -24874.510606 + Penalty 1404.397136 = -23470.113469 nChanged 6 SP:Iteration 7Q (10.288324 sec): 3 clusters Score: Raw -24879.256751 + Penalty 1405.269173 = -23473.987577 nChanged 7 SP:Iteration 8Q (10.289473 sec): 3 clusters Score: Raw -24883.616060 + Penalty 1406.033854 = -23477.582206 nChanged 4 SP:Iteration 9Q (10.290624 sec): 3 clusters Score: Raw -24886.705049 + Penalty 1405.794097 = -23480.910952 nChanged 4 SP:Iteration 10F (10.291785 sec): 3 clusters Score: Raw -24891.266593 + Penalty 1405.685903 = -23485.580690 nChanged 1 SP:Iteration 11Q (10.292933 sec): 3 clusters Score: Raw -24892.466928 + Penalty 1405.073983 = -23487.392945 nChanged 2 SP:Iteration 12Q (10.294081 sec): 3 clusters Score: Raw -24893.210463 + Penalty 1405.135539 = -23488.074924 nChanged 1 SP:Iteration 13Q (10.295229 sec): 3 clusters Score: Raw -24893.313401 + Penalty 1405.135539 = -23488.177862 nChanged 0 SP:Iteration 14F (10.296387 sec): 3 clusters Score: Raw -24893.313401 + Penalty 1405.135539 = -23488.177862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 11 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.298253 sec): 2 clusters Score: Raw -6771.872849 + Penalty 369.989097 = -6401.883752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.298815 sec): 3 clusters Score: Raw -6718.526918 + Penalty 740.003897 = -5978.523021 nChanged 46 SP:Iteration 1F (10.299365 sec): 3 clusters Score: Raw -6798.177146 + Penalty 739.095009 = -6059.082137 nChanged 23 SP:Iteration 2F (10.299914 sec): 3 clusters Score: Raw -6860.979086 + Penalty 738.651030 = -6122.328056 nChanged 2 SP:Iteration 3Q (10.300436 sec): 3 clusters Score: Raw -6863.894139 + Penalty 738.571446 = -6125.322693 nChanged 1 SP:Iteration 4Q (10.300954 sec): 3 clusters Score: Raw -6865.258363 + Penalty 738.858808 = -6126.399554 nChanged 1 SP:Iteration 5Q (10.301473 sec): 3 clusters Score: Raw -6865.805717 + Penalty 738.842535 = -6126.963182 nChanged 1 SP:Iteration 6Q (10.302015 sec): 3 clusters Score: Raw -6866.951792 + Penalty 738.842535 = -6128.109256 nChanged 0 SP:Iteration 7F (10.302565 sec): 3 clusters Score: Raw -6866.951792 + Penalty 738.842535 = -6128.109256 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 22 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.306133 sec): 2 clusters Score: Raw -42162.882294 + Penalty 683.117293 = -41479.765001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.307975 sec): 3 clusters Score: Raw -41707.711343 + Penalty 1365.032433 = -40342.678911 nChanged 282 SP:Iteration 1F (10.309743 sec): 3 clusters Score: Raw -41874.068657 + Penalty 1364.084016 = -40509.984642 nChanged 86 SP:Iteration 2F (10.311502 sec): 3 clusters Score: Raw -41927.180221 + Penalty 1362.634945 = -40564.545276 nChanged 56 SP:Iteration 3F (10.313260 sec): 3 clusters Score: Raw -41956.510629 + Penalty 1361.495904 = -40595.014726 nChanged 25 SP:Iteration 4Q (10.315023 sec): 3 clusters Score: Raw -41968.416093 + Penalty 1360.233914 = -40608.182179 nChanged 17 SP:Iteration 5Q (10.316785 sec): 3 clusters Score: Raw -41975.687349 + Penalty 1358.404773 = -40617.282576 nChanged 18 SP:Iteration 6Q (10.318593 sec): 3 clusters Score: Raw -41988.048187 + Penalty 1356.900512 = -40631.147675 nChanged 18 SP:Iteration 7Q (10.320388 sec): 3 clusters Score: Raw -42001.077229 + Penalty 1354.907947 = -40646.169283 nChanged 23 SP:Iteration 8Q (10.322143 sec): 3 clusters Score: Raw -42018.703071 + Penalty 1352.492359 = -40666.210712 nChanged 27 SP:Iteration 9Q (10.323900 sec): 3 clusters Score: Raw -42041.267001 + Penalty 1350.183651 = -40691.083350 nChanged 25 SP:Iteration 10F (10.325661 sec): 3 clusters Score: Raw -42060.516625 + Penalty 1349.359173 = -40711.157452 nChanged 14 SP:Iteration 11Q (10.327452 sec): 3 clusters Score: Raw -42072.058519 + Penalty 1349.014382 = -40723.044136 nChanged 18 SP:Iteration 12Q (10.329209 sec): 3 clusters Score: Raw -42083.031640 + Penalty 1346.996684 = -40736.034956 nChanged 12 SP:Iteration 13Q (10.330972 sec): 3 clusters Score: Raw -42093.639861 + Penalty 1345.833023 = -40747.806838 nChanged 12 SP:Iteration 14Q (10.332796 sec): 3 clusters Score: Raw -42102.264074 + Penalty 1345.224515 = -40757.039558 nChanged 14 SP:Iteration 15Q (10.334681 sec): 3 clusters Score: Raw -42113.017367 + Penalty 1343.809092 = -40769.208275 nChanged 12 SP:Iteration 16Q (10.336514 sec): 3 clusters Score: Raw -42119.477894 + Penalty 1343.015399 = -40776.462495 nChanged 12 SP:Iteration 17Q (10.338221 sec): 3 clusters Score: Raw -42126.967865 + Penalty 1343.245479 = -40783.722385 nChanged 7 SP:Iteration 18Q (10.339914 sec): 3 clusters Score: Raw -42131.747267 + Penalty 1343.156503 = -40788.590763 nChanged 5 SP:Iteration 19Q (10.341599 sec): 3 clusters Score: Raw -42133.309005 + Penalty 1343.119948 = -40790.189057 nChanged 2 SP:Iteration 20F (10.343361 sec): 3 clusters Score: Raw -42134.121050 + Penalty 1343.017763 = -40791.103287 nChanged 2 SP:Iteration 21Q (10.345074 sec): 3 clusters Score: Raw -42134.686303 + Penalty 1343.278023 = -40791.408279 nChanged 1 SP:Iteration 22Q (10.346754 sec): 3 clusters Score: Raw -42135.213838 + Penalty 1343.176194 = -40792.037644 nChanged 2 SP:Iteration 23Q (10.348490 sec): 3 clusters Score: Raw -42136.592282 + Penalty 1342.913759 = -40793.678523 nChanged 3 SP:Iteration 24Q (10.350201 sec): 3 clusters Score: Raw -42137.846546 + Penalty 1342.600205 = -40795.246341 nChanged 1 SP:Iteration 25Q (10.351921 sec): 3 clusters Score: Raw -42138.346424 + Penalty 1342.766907 = -40795.579517 nChanged 1 SP:Iteration 26Q (10.353637 sec): 3 clusters Score: Raw -42138.502516 + Penalty 1342.766907 = -40795.735609 nChanged 0 SP:Iteration 27F (10.355429 sec): 3 clusters Score: Raw -42138.502516 + Penalty 1342.766907 = -40795.735609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 32 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.356404 sec): 2 clusters Score: Raw -4692.293643 + Penalty 163.932162 = -4528.361480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.356826 sec): 3 clusters Score: Raw -4646.839415 + Penalty 326.773241 = -4320.066173 nChanged 39 SP:Iteration 1F (10.357240 sec): 3 clusters Score: Raw -4683.990092 + Penalty 325.866048 = -4358.124044 nChanged 7 SP:Iteration 2F (10.357656 sec): 3 clusters Score: Raw -4688.714026 + Penalty 324.911345 = -4363.802681 nChanged 2 SP:Iteration 3Q (10.358065 sec): 3 clusters Score: Raw -4690.172839 + Penalty 324.911345 = -4365.261494 nChanged 0 SP:Iteration 4F (10.358477 sec): 3 clusters Score: Raw -4690.172839 + Penalty 324.911345 = -4365.261494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.359793 sec): 2 clusters Score: Raw -13940.490602 + Penalty 733.180882 = -13207.309720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.360599 sec): 3 clusters Score: Raw -13909.100572 + Penalty 1466.339684 = -12442.760889 nChanged 65 SP:Iteration 1F (10.361391 sec): 3 clusters Score: Raw -14020.825703 + Penalty 1466.403886 = -12554.421817 nChanged 16 SP:Iteration 2F (10.362182 sec): 3 clusters Score: Raw -14049.503894 + Penalty 1466.425582 = -12583.078312 nChanged 4 SP:Iteration 3Q (10.362928 sec): 3 clusters Score: Raw -14060.894132 + Penalty 1466.433407 = -12594.460725 nChanged 4 SP:Iteration 4Q (10.363662 sec): 3 clusters Score: Raw -14069.382509 + Penalty 1466.486085 = -12602.896424 nChanged 1 SP:Iteration 5Q (10.364396 sec): 3 clusters Score: Raw -14072.235237 + Penalty 1466.463330 = -12605.771907 nChanged 1 SP:Iteration 6Q (10.365130 sec): 3 clusters Score: Raw -14074.099606 + Penalty 1466.463330 = -12607.636276 nChanged 0 SP:Iteration 7F (10.365891 sec): 3 clusters Score: Raw -14074.099606 + Penalty 1466.463330 = -12607.636276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.367481 sec): 2 clusters Score: Raw -19889.346551 + Penalty 695.881011 = -19193.465540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.368474 sec): 3 clusters Score: Raw -19783.508621 + Penalty 1392.082498 = -18391.426123 nChanged 112 SP:Iteration 1F (10.369445 sec): 3 clusters Score: Raw -19881.509109 + Penalty 1392.569034 = -18488.940075 nChanged 28 SP:Iteration 2F (10.370414 sec): 3 clusters Score: Raw -19916.066974 + Penalty 1392.909608 = -18523.157365 nChanged 23 SP:Iteration 3F (10.371380 sec): 3 clusters Score: Raw -19948.341673 + Penalty 1393.365414 = -18554.976259 nChanged 14 SP:Iteration 4Q (10.372328 sec): 3 clusters Score: Raw -19969.960160 + Penalty 1393.596464 = -18576.363696 nChanged 14 SP:Iteration 5Q (10.373271 sec): 3 clusters Score: Raw -19987.030415 + Penalty 1393.006807 = -18594.023609 nChanged 9 SP:Iteration 6Q (10.374238 sec): 3 clusters Score: Raw -19997.335356 + Penalty 1392.833281 = -18604.502075 nChanged 3 SP:Iteration 7Q (10.375172 sec): 3 clusters Score: Raw -20000.324018 + Penalty 1392.833281 = -18607.490737 nChanged 0 SP:Iteration 8F (10.376157 sec): 3 clusters Score: Raw -20000.324018 + Penalty 1392.833281 = -18607.490737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.377299 sec): 2 clusters Score: Raw -8955.283111 + Penalty 85.450633 = -8869.832478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.378041 sec): 3 clusters Score: Raw -8812.253162 + Penalty 172.702719 = -8639.550443 nChanged 126 SP:Iteration 1F (10.378767 sec): 3 clusters Score: Raw -8946.003402 + Penalty 176.382633 = -8769.620769 nChanged 28 SP:Iteration 2F (10.379492 sec): 3 clusters Score: Raw -8966.623933 + Penalty 180.372948 = -8786.250985 nChanged 11 SP:Iteration 3Q (10.380194 sec): 3 clusters Score: Raw -8975.010212 + Penalty 187.978486 = -8787.031726 nChanged 17 SP:Iteration 4F (10.380897 sec): 3 clusters Score: Raw -8991.158050 + Penalty 206.936729 = -8784.221321 nChanged 21 SP:Iteration 5F (10.381596 sec): 3 clusters Score: Raw -9014.148388 + Penalty 231.700429 = -8782.447959 nChanged 15 SP:Iteration 6F (10.382308 sec): 3 clusters Score: Raw -9025.736502 + Penalty 255.295856 = -8770.440645 nChanged 6 SP:Iteration 7F (10.383018 sec): 3 clusters Score: Raw -9048.756443 + Penalty 295.419881 = -8753.336562 nChanged 10 SP:Iteration 8F (10.383728 sec): 3 clusters Score: Raw -9085.903612 + Penalty 331.406372 = -8754.497240 nChanged 9 SP:Iteration 9Q (10.384405 sec): 3 clusters Score: Raw -9098.325090 + Penalty 358.149030 = -8740.176061 nChanged 5 SP:Iteration 10F (10.385116 sec): 3 clusters Score: Raw -9107.706173 + Penalty 413.346535 = -8694.359638 nChanged 8 SP:Iteration 11F (10.385826 sec): 3 clusters Score: Raw -9130.757388 + Penalty 456.043282 = -8674.714106 nChanged 5 SP:Iteration 12F (10.386536 sec): 3 clusters Score: Raw -9139.004954 + Penalty 496.471936 = -8642.533018 nChanged 4 SP:Iteration 13F (10.387257 sec): 3 clusters Score: Raw -9148.396954 + Penalty 542.266603 = -8606.130351 nChanged 4 SP:Iteration 14F (10.387980 sec): 3 clusters Score: Raw -9154.925657 + Penalty 550.317753 = -8604.607905 nChanged 1 SP:Iteration 15F (10.388664 sec): 3 clusters Score: Raw -9155.893386 + Penalty 550.317753 = -8605.575634 nChanged 0 Iteration 119F (10.462582 sec): 13 clusters Score: Raw -408439.373692 + Penalty 7783.021620 = -400656.352073 nChanged 55 Iteration 120F (10.528969 sec): 13 clusters Score: Raw -408467.845029 + Penalty 7789.334551 = -400678.510477 nChanged 19 Iteration 121Q (10.555841 sec): 13 clusters Score: Raw -408476.572703 + Penalty 7795.283883 = -400681.288820 nChanged 19 Iteration 122Q (10.583073 sec): 13 clusters Score: Raw -408485.177851 + Penalty 7799.052863 = -400686.124988 nChanged 11 Iteration 123Q (10.609385 sec): 13 clusters Score: Raw -408489.347644 + Penalty 7800.589779 = -400688.757865 nChanged 5 Iteration 124Q (10.635756 sec): 13 clusters Score: Raw -408490.383812 + Penalty 7801.599371 = -400688.784441 nChanged 3 Iteration 125Q (10.662303 sec): 13 clusters Score: Raw -408490.757628 + Penalty 7802.116587 = -400688.641041 nChanged 1 Iteration 126F (10.729165 sec): 13 clusters Score: Raw -408490.839871 + Penalty 7802.116587 = -400688.723284 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -408490.839871 + Penalty 7802.116587 = -400688.723284Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.763628 sec): 2 clusters Score: Raw -135711.330657 + Penalty 473.527427 = -135237.803230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.770173 sec): 3 clusters Score: Raw -133610.842038 + Penalty 947.323523 = -132663.518516 nChanged 1389 SP:Iteration 1F (10.776558 sec): 3 clusters Score: Raw -134490.058937 + Penalty 960.455631 = -133529.603306 nChanged 595 SP:Iteration 2F (10.782954 sec): 3 clusters Score: Raw -134998.443625 + Penalty 1010.525487 = -133987.918138 nChanged 369 SP:Iteration 3F (10.789445 sec): 3 clusters Score: Raw -135373.604246 + Penalty 1061.576593 = -134312.027653 nChanged 207 SP:Iteration 4F (10.795953 sec): 3 clusters Score: Raw -135603.321265 + Penalty 1096.371505 = -134506.949760 nChanged 104 SP:Iteration 5Q (10.802462 sec): 3 clusters Score: Raw -135714.661513 + Penalty 1117.278750 = -134597.382763 nChanged 63 SP:Iteration 6Q (10.808735 sec): 3 clusters Score: Raw -135772.212123 + Penalty 1129.988627 = -134642.223496 nChanged 38 SP:Iteration 7Q (10.814807 sec): 3 clusters Score: Raw -135811.161485 + Penalty 1135.362183 = -134675.799302 nChanged 27 SP:Iteration 8Q (10.820732 sec): 3 clusters Score: Raw -135831.601216 + Penalty 1141.125904 = -134690.475311 nChanged 18 SP:Iteration 9Q (10.826550 sec): 3 clusters Score: Raw -135843.337411 + Penalty 1143.120603 = -134700.216808 nChanged 12 SP:Iteration 10F (10.833144 sec): 3 clusters Score: Raw -135850.321367 + Penalty 1143.684075 = -134706.637292 nChanged 9 SP:Iteration 11Q (10.838894 sec): 3 clusters Score: Raw -135854.302792 + Penalty 1145.034158 = -134709.268633 nChanged 8 SP:Iteration 12Q (10.844810 sec): 3 clusters Score: Raw -135857.523057 + Penalty 1148.658347 = -134708.864711 nChanged 6 SP:Iteration 13F (10.851676 sec): 3 clusters Score: Raw -135859.330124 + Penalty 1148.851516 = -134710.478607 nChanged 3 SP:Iteration 14Q (10.857516 sec): 3 clusters Score: Raw -135860.088476 + Penalty 1149.707727 = -134710.380749 nChanged 1 SP:Iteration 15F (10.864085 sec): 3 clusters Score: Raw -135860.299916 + Penalty 1149.707727 = -134710.592189 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 2 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.871334 sec): 2 clusters Score: Raw -53267.361089 + Penalty 262.372139 = -53004.988950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.873831 sec): 3 clusters Score: Raw -52489.932297 + Penalty 526.257712 = -51963.674585 nChanged 522 SP:Iteration 1F (10.876282 sec): 3 clusters Score: Raw -52845.930444 + Penalty 525.013169 = -52320.917275 nChanged 178 SP:Iteration 2F (10.878733 sec): 3 clusters Score: Raw -52933.295902 + Penalty 524.449204 = -52408.846698 nChanged 69 SP:Iteration 3F (10.881178 sec): 3 clusters Score: Raw -52968.174441 + Penalty 524.440885 = -52443.733556 nChanged 60 SP:Iteration 4Q (10.883609 sec): 3 clusters Score: Raw -53003.755255 + Penalty 524.251213 = -52479.504042 nChanged 56 SP:Iteration 5Q (10.886030 sec): 3 clusters Score: Raw -53038.342075 + Penalty 525.399642 = -52512.942434 nChanged 57 SP:Iteration 6Q (10.888439 sec): 3 clusters Score: Raw -53076.539154 + Penalty 526.188796 = -52550.350358 nChanged 53 SP:Iteration 7Q (10.890859 sec): 3 clusters Score: Raw -53096.875358 + Penalty 526.322798 = -52570.552560 nChanged 36 SP:Iteration 8Q (10.893319 sec): 3 clusters Score: Raw -53107.099118 + Penalty 526.508898 = -52580.590220 nChanged 18 SP:Iteration 9Q (10.895709 sec): 3 clusters Score: Raw -53110.232268 + Penalty 526.394806 = -52583.837462 nChanged 5 SP:Iteration 10F (10.898169 sec): 3 clusters Score: Raw -53110.680411 + Penalty 526.561919 = -52584.118492 nChanged 3 SP:Iteration 11Q (10.900527 sec): 3 clusters Score: Raw -53111.159656 + Penalty 526.481908 = -52584.677747 nChanged 6 SP:Iteration 12Q (10.902884 sec): 3 clusters Score: Raw -53111.842285 + Penalty 526.635216 = -52585.207069 nChanged 4 SP:Iteration 13Q (10.905238 sec): 3 clusters Score: Raw -53112.375513 + Penalty 526.707015 = -52585.668499 nChanged 2 SP:Iteration 14Q (10.907591 sec): 3 clusters Score: Raw -53112.519991 + Penalty 526.890342 = -52585.629649 nChanged 3 SP:Iteration 15F (10.910054 sec): 3 clusters Score: Raw -53113.130797 + Penalty 527.089090 = -52586.041707 nChanged 4 SP:Iteration 16Q (10.912489 sec): 3 clusters Score: Raw -53113.560773 + Penalty 526.988896 = -52586.571877 nChanged 3 SP:Iteration 17Q (10.914904 sec): 3 clusters Score: Raw -53114.196103 + Penalty 527.748579 = -52586.447524 nChanged 6 SP:Iteration 18F (10.917405 sec): 3 clusters Score: Raw -53115.335694 + Penalty 527.324234 = -52588.011460 nChanged 10 SP:Iteration 19Q (10.919759 sec): 3 clusters Score: Raw -53117.591666 + Penalty 527.186749 = -52590.404917 nChanged 6 SP:Iteration 20F (10.922224 sec): 3 clusters Score: Raw -53119.290058 + Penalty 527.068479 = -52592.221578 nChanged 6 SP:Iteration 21Q (10.924561 sec): 3 clusters Score: Raw -53122.003117 + Penalty 526.625862 = -52595.377255 nChanged 9 SP:Iteration 22Q (10.926901 sec): 3 clusters Score: Raw -53124.322471 + Penalty 526.941104 = -52597.381367 nChanged 9 SP:Iteration 23Q (10.929238 sec): 3 clusters Score: Raw -53127.065585 + Penalty 527.283970 = -52599.781616 nChanged 9 SP:Iteration 24Q (10.931572 sec): 3 clusters Score: Raw -53128.832782 + Penalty 527.468948 = -52601.363834 nChanged 4 SP:Iteration 25Q (10.933895 sec): 3 clusters Score: Raw -53129.281930 + Penalty 527.506557 = -52601.775373 nChanged 4 SP:Iteration 26Q (10.936220 sec): 3 clusters Score: Raw -53129.670003 + Penalty 527.965240 = -52601.704763 nChanged 3 SP:Iteration 27F (10.938699 sec): 3 clusters Score: Raw -53129.936744 + Penalty 527.950372 = -52601.986372 nChanged 3 SP:Iteration 28Q (10.941019 sec): 3 clusters Score: Raw -53130.213352 + Penalty 528.339211 = -52601.874141 nChanged 4 SP:Iteration 29F (10.943564 sec): 3 clusters Score: Raw -53130.673122 + Penalty 528.276219 = -52602.396903 nChanged 3 SP:Iteration 30F (10.946153 sec): 3 clusters Score: Raw -53131.413547 + Penalty 528.659743 = -52602.753804 nChanged 3 SP:Iteration 31Q (10.948653 sec): 3 clusters Score: Raw -53131.932176 + Penalty 528.849806 = -52603.082370 nChanged 4 SP:Iteration 32Q (10.951010 sec): 3 clusters Score: Raw -53132.529079 + Penalty 529.010711 = -52603.518368 nChanged 2 SP:Iteration 33Q (10.953323 sec): 3 clusters Score: Raw -53132.728163 + Penalty 529.010711 = -52603.717452 nChanged 0 SP:Iteration 34F (10.955800 sec): 3 clusters Score: Raw -53132.728163 + Penalty 529.010711 = -52603.717452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.958555 sec): 2 clusters Score: Raw -14810.970480 + Penalty 34.138559 = -14776.831921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.959466 sec): 3 clusters Score: Raw -14556.859826 + Penalty 67.634875 = -14489.224951 nChanged 204 SP:Iteration 1F (10.960332 sec): 3 clusters Score: Raw -14780.169372 + Penalty 67.587443 = -14712.581930 nChanged 20 SP:Iteration 2Q (10.961175 sec): 3 clusters Score: Raw -14784.398854 + Penalty 67.547620 = -14716.851234 nChanged 5 SP:Iteration 3Q (10.961985 sec): 3 clusters Score: Raw -14785.007799 + Penalty 67.577293 = -14717.430505 nChanged 3 SP:Iteration 4Q (10.962793 sec): 3 clusters Score: Raw -14785.165046 + Penalty 67.568554 = -14717.596493 nChanged 2 SP:Iteration 5Q (10.963601 sec): 3 clusters Score: Raw -14785.303080 + Penalty 67.561252 = -14717.741828 nChanged 2 SP:Iteration 6Q (10.964409 sec): 3 clusters Score: Raw -14785.454553 + Penalty 67.555408 = -14717.899145 nChanged 2 SP:Iteration 7Q (10.965217 sec): 3 clusters Score: Raw -14785.593073 + Penalty 67.506797 = -14718.086276 nChanged 3 SP:Iteration 8Q (10.966023 sec): 3 clusters Score: Raw -14785.841324 + Penalty 67.049521 = -14718.791803 nChanged 1 SP:Iteration 9Q (10.966776 sec): 3 clusters Score: Raw -14786.063820 + Penalty 67.028570 = -14719.035250 nChanged 2 SP:Iteration 10F (10.967545 sec): 3 clusters Score: Raw -14786.536725 + Penalty 67.028570 = -14719.508155 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.975010 sec): 2 clusters Score: Raw -92093.980155 + Penalty 48.925102 = -92045.055053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.979890 sec): 3 clusters Score: Raw -90519.116069 + Penalty 100.872891 = -90418.243178 nChanged 1179 SP:Iteration 1F (10.984725 sec): 3 clusters Score: Raw -91541.960696 + Penalty 101.622572 = -91440.338125 nChanged 161 SP:Iteration 2F (10.989586 sec): 3 clusters Score: Raw -91691.998667 + Penalty 102.272184 = -91589.726484 nChanged 96 SP:Iteration 3Q (10.994521 sec): 3 clusters Score: Raw -91810.334805 + Penalty 98.121435 = -91712.213369 nChanged 74 SP:Iteration 4Q (10.999425 sec): 3 clusters Score: Raw -91909.290177 + Penalty 95.692806 = -91813.597370 nChanged 60 SP:Iteration 5Q (11.004185 sec): 3 clusters Score: Raw -91989.320053 + Penalty 95.245144 = -91894.074909 nChanged 42 SP:Iteration 6Q (11.008686 sec): 3 clusters Score: Raw -92023.546812 + Penalty 93.765956 = -91929.780855 nChanged 29 SP:Iteration 7Q (11.013041 sec): 3 clusters Score: Raw -92052.804247 + Penalty 93.764853 = -91959.039394 nChanged 20 SP:Iteration 8Q (11.017378 sec): 3 clusters Score: Raw -92072.062156 + Penalty 93.903987 = -91978.158169 nChanged 12 SP:Iteration 9Q (11.021609 sec): 3 clusters Score: Raw -92083.818614 + Penalty 93.424854 = -91990.393760 nChanged 14 SP:Iteration 10F (11.026546 sec): 3 clusters Score: Raw -92092.245006 + Penalty 93.556357 = -91998.688649 nChanged 10 SP:Iteration 11Q (11.030714 sec): 3 clusters Score: Raw -92096.049322 + Penalty 93.702212 = -92002.347110 nChanged 8 SP:Iteration 12Q (11.034985 sec): 3 clusters Score: Raw -92098.477748 + Penalty 93.760736 = -92004.717012 nChanged 4 SP:Iteration 13Q (11.039128 sec): 3 clusters Score: Raw -92099.483149 + Penalty 93.837988 = -92005.645160 nChanged 4 SP:Iteration 14Q (11.043265 sec): 3 clusters Score: Raw -92100.301717 + Penalty 93.895807 = -92006.405910 nChanged 5 SP:Iteration 15Q (11.047528 sec): 3 clusters Score: Raw -92101.183077 + Penalty 93.991858 = -92007.191220 nChanged 4 SP:Iteration 16Q (11.051958 sec): 3 clusters Score: Raw -92101.989382 + Penalty 94.092784 = -92007.896597 nChanged 4 SP:Iteration 17Q (11.056094 sec): 3 clusters Score: Raw -92103.902764 + Penalty 94.188283 = -92009.714481 nChanged 6 SP:Iteration 18Q (11.060223 sec): 3 clusters Score: Raw -92107.295834 + Penalty 94.420180 = -92012.875654 nChanged 8 SP:Iteration 19Q (11.064394 sec): 3 clusters Score: Raw -92113.024487 + Penalty 94.676215 = -92018.348272 nChanged 8 SP:Iteration 20F (11.069467 sec): 3 clusters Score: Raw -92117.913477 + Penalty 94.771387 = -92023.142090 nChanged 10 SP:Iteration 21Q (11.073581 sec): 3 clusters Score: Raw -92123.449572 + Penalty 95.055336 = -92028.394236 nChanged 10 SP:Iteration 22Q (11.077693 sec): 3 clusters Score: Raw -92132.154109 + Penalty 95.456105 = -92036.698003 nChanged 9 SP:Iteration 23Q (11.081797 sec): 3 clusters Score: Raw -92135.986601 + Penalty 95.704172 = -92040.282430 nChanged 7 SP:Iteration 24Q (11.085888 sec): 3 clusters Score: Raw -92138.107746 + Penalty 95.862842 = -92042.244904 nChanged 3 SP:Iteration 25Q (11.090084 sec): 3 clusters Score: Raw -92138.824960 + Penalty 96.004664 = -92042.820296 nChanged 3 SP:Iteration 26Q (11.094168 sec): 3 clusters Score: Raw -92139.334330 + Penalty 96.120084 = -92043.214245 nChanged 2 SP:Iteration 27Q (11.098252 sec): 3 clusters Score: Raw -92139.737680 + Penalty 96.120084 = -92043.617596 nChanged 0 SP:Iteration 28F (11.103197 sec): 3 clusters Score: Raw -92139.737680 + Penalty 96.120084 = -92043.617596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.105977 sec): 2 clusters Score: Raw -23396.554099 + Penalty 388.927540 = -23007.626558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.107183 sec): 3 clusters Score: Raw -23131.687757 + Penalty 773.299078 = -22358.388679 nChanged 171 SP:Iteration 1F (11.108367 sec): 3 clusters Score: Raw -23230.581942 + Penalty 768.584988 = -22461.996954 nChanged 47 SP:Iteration 2F (11.109574 sec): 3 clusters Score: Raw -23258.896368 + Penalty 765.538660 = -22493.357707 nChanged 19 SP:Iteration 3Q (11.110747 sec): 3 clusters Score: Raw -23276.081679 + Penalty 762.741153 = -22513.340526 nChanged 25 SP:Iteration 4Q (11.111913 sec): 3 clusters Score: Raw -23292.999959 + Penalty 759.695072 = -22533.304887 nChanged 23 SP:Iteration 5Q (11.113074 sec): 3 clusters Score: Raw -23313.416428 + Penalty 755.686322 = -22557.730106 nChanged 21 SP:Iteration 6Q (11.114249 sec): 3 clusters Score: Raw -23335.778226 + Penalty 754.393666 = -22581.384559 nChanged 22 SP:Iteration 7Q (11.115399 sec): 3 clusters Score: Raw -23349.362591 + Penalty 753.354271 = -22596.008320 nChanged 9 SP:Iteration 8Q (11.116547 sec): 3 clusters Score: Raw -23355.097552 + Penalty 753.667669 = -22601.429884 nChanged 6 SP:Iteration 9Q (11.117687 sec): 3 clusters Score: Raw -23357.831297 + Penalty 753.884184 = -22603.947113 nChanged 4 SP:Iteration 10F (11.118855 sec): 3 clusters Score: Raw -23358.715217 + Penalty 753.099652 = -22605.615565 nChanged 4 SP:Iteration 11Q (11.119995 sec): 3 clusters Score: Raw -23360.963811 + Penalty 752.484742 = -22608.479070 nChanged 5 SP:Iteration 12Q (11.121132 sec): 3 clusters Score: Raw -23363.116523 + Penalty 754.089989 = -22609.026535 nChanged 3 SP:Iteration 13Q (11.122265 sec): 3 clusters Score: Raw -23364.644055 + Penalty 755.357029 = -22609.287026 nChanged 3 SP:Iteration 14Q (11.123399 sec): 3 clusters Score: Raw -23365.615979 + Penalty 755.357029 = -22610.258950 nChanged 0 SP:Iteration 15F (11.124566 sec): 3 clusters Score: Raw -23365.615979 + Penalty 755.357029 = -22610.258950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.127978 sec): 2 clusters Score: Raw -24862.045161 + Penalty 695.864303 = -24166.180858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.129204 sec): 3 clusters Score: Raw -24665.908104 + Penalty 1391.876681 = -23274.031424 nChanged 132 SP:Iteration 1F (11.130408 sec): 3 clusters Score: Raw -24783.390796 + Penalty 1392.622297 = -23390.768499 nChanged 42 SP:Iteration 2F (11.131639 sec): 3 clusters Score: Raw -24821.182371 + Penalty 1392.949496 = -23428.232875 nChanged 20 SP:Iteration 3Q (11.132858 sec): 3 clusters Score: Raw -24843.474010 + Penalty 1393.006193 = -23450.467816 nChanged 17 SP:Iteration 4Q (11.134070 sec): 3 clusters Score: Raw -24858.193548 + Penalty 1392.930983 = -23465.262564 nChanged 17 SP:Iteration 5Q (11.135279 sec): 3 clusters Score: Raw -24876.845529 + Penalty 1392.726776 = -23484.118753 nChanged 11 SP:Iteration 6Q (11.136486 sec): 3 clusters Score: Raw -24888.452333 + Penalty 1393.206053 = -23495.246280 nChanged 7 SP:Iteration 7Q (11.137696 sec): 3 clusters Score: Raw -24894.892060 + Penalty 1393.509619 = -23501.382441 nChanged 2 SP:Iteration 8Q (11.138904 sec): 3 clusters Score: Raw -24896.645117 + Penalty 1393.570646 = -23503.074471 nChanged 4 SP:Iteration 9Q (11.140109 sec): 3 clusters Score: Raw -24899.033058 + Penalty 1393.470562 = -23505.562496 nChanged 1 SP:Iteration 10F (11.141334 sec): 3 clusters Score: Raw -24899.687456 + Penalty 1393.470562 = -23506.216894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 11 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.143506 sec): 2 clusters Score: Raw -6796.042853 + Penalty 370.080893 = -6425.961960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.144089 sec): 3 clusters Score: Raw -6757.087814 + Penalty 729.693759 = -6027.394055 nChanged 39 SP:Iteration 1F (11.144665 sec): 3 clusters Score: Raw -6801.565992 + Penalty 729.681481 = -6071.884510 nChanged 16 SP:Iteration 2F (11.145252 sec): 3 clusters Score: Raw -6835.155968 + Penalty 726.744327 = -6108.411641 nChanged 8 SP:Iteration 3Q (11.145831 sec): 3 clusters Score: Raw -6859.418233 + Penalty 726.317224 = -6133.101010 nChanged 9 SP:Iteration 4Q (11.146427 sec): 3 clusters Score: Raw -6875.182841 + Penalty 724.858048 = -6150.324793 nChanged 6 SP:Iteration 5Q (11.146988 sec): 3 clusters Score: Raw -6889.126454 + Penalty 724.035956 = -6165.090498 nChanged 7 SP:Iteration 6Q (11.147542 sec): 3 clusters Score: Raw -6897.340592 + Penalty 725.943497 = -6171.397095 nChanged 3 SP:Iteration 7Q (11.148098 sec): 3 clusters Score: Raw -6903.385528 + Penalty 729.490252 = -6173.895276 nChanged 3 SP:Iteration 8Q (11.148648 sec): 3 clusters Score: Raw -6910.441174 + Penalty 730.846661 = -6179.594513 nChanged 1 SP:Iteration 9Q (11.149181 sec): 3 clusters Score: Raw -6913.392048 + Penalty 733.397394 = -6179.994654 nChanged 2 SP:Iteration 10F (11.149751 sec): 3 clusters Score: Raw -6919.308206 + Penalty 735.407059 = -6183.901147 nChanged 2 SP:Iteration 11Q (11.150283 sec): 3 clusters Score: Raw -6924.412597 + Penalty 736.223789 = -6188.188808 nChanged 1 SP:Iteration 12Q (11.150830 sec): 3 clusters Score: Raw -6927.010293 + Penalty 736.886196 = -6190.124097 nChanged 1 SP:Iteration 13Q (11.151375 sec): 3 clusters Score: Raw -6928.102355 + Penalty 736.886196 = -6191.216160 nChanged 0 SP:Iteration 14F (11.151960 sec): 3 clusters Score: Raw -6928.102355 + Penalty 736.886196 = -6191.216160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 22 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.156268 sec): 2 clusters Score: Raw -42162.882294 + Penalty 683.117293 = -41479.765001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.158290 sec): 3 clusters Score: Raw -41693.698531 + Penalty 1366.450166 = -40327.248366 nChanged 295 SP:Iteration 1F (11.160138 sec): 3 clusters Score: Raw -41852.512339 + Penalty 1367.883544 = -40484.628795 nChanged 88 SP:Iteration 2F (11.162003 sec): 3 clusters Score: Raw -41919.101909 + Penalty 1371.979651 = -40547.122258 nChanged 59 SP:Iteration 3F (11.163876 sec): 3 clusters Score: Raw -41967.455108 + Penalty 1378.775683 = -40588.679425 nChanged 41 SP:Iteration 4Q (11.165763 sec): 3 clusters Score: Raw -42005.764140 + Penalty 1384.670122 = -40621.094017 nChanged 40 SP:Iteration 5Q (11.167656 sec): 3 clusters Score: Raw -42046.263270 + Penalty 1392.841469 = -40653.421801 nChanged 38 SP:Iteration 6Q (11.169554 sec): 3 clusters Score: Raw -42093.715009 + Penalty 1408.044968 = -40685.670041 nChanged 33 SP:Iteration 7Q (11.171443 sec): 3 clusters Score: Raw -42135.480909 + Penalty 1419.933615 = -40715.547294 nChanged 19 SP:Iteration 8Q (11.173292 sec): 3 clusters Score: Raw -42160.435097 + Penalty 1426.545526 = -40733.889571 nChanged 12 SP:Iteration 9Q (11.175092 sec): 3 clusters Score: Raw -42175.741119 + Penalty 1432.449972 = -40743.291148 nChanged 8 SP:Iteration 10F (11.177000 sec): 3 clusters Score: Raw -42190.165681 + Penalty 1437.771496 = -40752.394185 nChanged 11 SP:Iteration 11Q (11.178752 sec): 3 clusters Score: Raw -42204.985049 + Penalty 1444.744891 = -40760.240157 nChanged 9 SP:Iteration 12Q (11.180530 sec): 3 clusters Score: Raw -42218.813350 + Penalty 1453.424268 = -40765.389081 nChanged 7 SP:Iteration 13Q (11.182269 sec): 3 clusters Score: Raw -42229.370639 + Penalty 1455.322415 = -40774.048224 nChanged 5 SP:Iteration 14Q (11.183959 sec): 3 clusters Score: Raw -42237.159757 + Penalty 1457.988986 = -40779.170771 nChanged 3 SP:Iteration 15Q (11.185642 sec): 3 clusters Score: Raw -42243.812855 + Penalty 1458.023088 = -40785.789767 nChanged 2 SP:Iteration 16Q (11.187323 sec): 3 clusters Score: Raw -42247.264565 + Penalty 1459.411628 = -40787.852936 nChanged 4 SP:Iteration 17Q (11.189007 sec): 3 clusters Score: Raw -42255.756751 + Penalty 1461.844676 = -40793.912075 nChanged 4 SP:Iteration 18Q (11.190689 sec): 3 clusters Score: Raw -42262.384886 + Penalty 1462.616669 = -40799.768217 nChanged 4 SP:Iteration 19Q (11.192394 sec): 3 clusters Score: Raw -42270.450239 + Penalty 1463.956107 = -40806.494132 nChanged 1 SP:Iteration 20F (11.194349 sec): 3 clusters Score: Raw -42271.022017 + Penalty 1463.956107 = -40807.065910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 32 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.196515 sec): 2 clusters Score: Raw -4692.293643 + Penalty 163.932162 = -4528.361480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.196947 sec): 3 clusters Score: Raw -4638.772121 + Penalty 325.650791 = -4313.121330 nChanged 34 SP:Iteration 1F (11.197385 sec): 3 clusters Score: Raw -4680.879123 + Penalty 325.557818 = -4355.321304 nChanged 7 SP:Iteration 2F (11.197800 sec): 3 clusters Score: Raw -4685.822232 + Penalty 325.061066 = -4360.761166 nChanged 1 SP:Iteration 3Q (11.198213 sec): 3 clusters Score: Raw -4687.500580 + Penalty 325.061066 = -4362.439514 nChanged 0 SP:Iteration 4F (11.198627 sec): 3 clusters Score: Raw -4687.500580 + Penalty 325.061066 = -4362.439514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.200334 sec): 2 clusters Score: Raw -13940.490602 + Penalty 733.180882 = -13207.309720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.201145 sec): 3 clusters Score: Raw -13914.461298 + Penalty 1466.699494 = -12447.761803 nChanged 64 SP:Iteration 1F (11.201947 sec): 3 clusters Score: Raw -14047.288462 + Penalty 1467.061097 = -12580.227365 nChanged 23 SP:Iteration 2F (11.202754 sec): 3 clusters Score: Raw -14092.508029 + Penalty 1467.655337 = -12624.852692 nChanged 8 SP:Iteration 3Q (11.203520 sec): 3 clusters Score: Raw -14108.362987 + Penalty 1468.764059 = -12639.598928 nChanged 5 SP:Iteration 4Q (11.204285 sec): 3 clusters Score: Raw -14121.509744 + Penalty 1469.098272 = -12652.411473 nChanged 4 SP:Iteration 5Q (11.205049 sec): 3 clusters Score: Raw -14126.518344 + Penalty 1469.185938 = -12657.332406 nChanged 1 SP:Iteration 6Q (11.205808 sec): 3 clusters Score: Raw -14127.929664 + Penalty 1469.275336 = -12658.654328 nChanged 1 SP:Iteration 7Q (11.206569 sec): 3 clusters Score: Raw -14128.459877 + Penalty 1469.275336 = -12659.184541 nChanged 0 SP:Iteration 8F (11.207372 sec): 3 clusters Score: Raw -14128.459877 + Penalty 1469.275336 = -12659.184541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.209466 sec): 2 clusters Score: Raw -19889.346551 + Penalty 695.881011 = -19193.465540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.210500 sec): 3 clusters Score: Raw -19739.594082 + Penalty 1389.386162 = -18350.207920 nChanged 104 SP:Iteration 1F (11.211517 sec): 3 clusters Score: Raw -19835.770670 + Penalty 1388.113494 = -18447.657176 nChanged 23 SP:Iteration 2F (11.212535 sec): 3 clusters Score: Raw -19873.699977 + Penalty 1386.725097 = -18486.974880 nChanged 25 SP:Iteration 3F (11.213554 sec): 3 clusters Score: Raw -19906.401055 + Penalty 1385.722889 = -18520.678165 nChanged 15 SP:Iteration 4Q (11.214561 sec): 3 clusters Score: Raw -19933.494125 + Penalty 1385.663814 = -18547.830311 nChanged 13 SP:Iteration 5Q (11.215559 sec): 3 clusters Score: Raw -19949.594802 + Penalty 1385.260466 = -18564.334337 nChanged 8 SP:Iteration 6Q (11.216551 sec): 3 clusters Score: Raw -19958.523544 + Penalty 1384.810390 = -18573.713154 nChanged 9 SP:Iteration 7Q (11.217544 sec): 3 clusters Score: Raw -19970.218057 + Penalty 1384.145305 = -18586.072752 nChanged 5 SP:Iteration 8Q (11.218537 sec): 3 clusters Score: Raw -19979.181314 + Penalty 1384.615866 = -18594.565448 nChanged 11 SP:Iteration 9Q (11.219524 sec): 3 clusters Score: Raw -19993.697269 + Penalty 1384.885190 = -18608.812079 nChanged 8 SP:Iteration 10F (11.220540 sec): 3 clusters Score: Raw -20005.230743 + Penalty 1385.703054 = -18619.527690 nChanged 5 SP:Iteration 11Q (11.221515 sec): 3 clusters Score: Raw -20013.080065 + Penalty 1386.849093 = -18626.230972 nChanged 5 SP:Iteration 12Q (11.222518 sec): 3 clusters Score: Raw -20022.776830 + Penalty 1388.247078 = -18634.529752 nChanged 5 SP:Iteration 13Q (11.223485 sec): 3 clusters Score: Raw -20030.662923 + Penalty 1389.103381 = -18641.559542 nChanged 3 SP:Iteration 14Q (11.224446 sec): 3 clusters Score: Raw -20033.857214 + Penalty 1390.333360 = -18643.523853 nChanged 4 SP:Iteration 15Q (11.225404 sec): 3 clusters Score: Raw -20038.929025 + Penalty 1390.661767 = -18648.267258 nChanged 1 SP:Iteration 16Q (11.226362 sec): 3 clusters Score: Raw -20043.315641 + Penalty 1391.298757 = -18652.016885 nChanged 2 SP:Iteration 17Q (11.227318 sec): 3 clusters Score: Raw -20047.411549 + Penalty 1391.607812 = -18655.803737 nChanged 1 SP:Iteration 18Q (11.228277 sec): 3 clusters Score: Raw -20056.870321 + Penalty 1391.604863 = -18665.265458 nChanged 2 SP:Iteration 19Q (11.229231 sec): 3 clusters Score: Raw -20062.134394 + Penalty 1392.892579 = -18669.241814 nChanged 4 SP:Iteration 20F (11.230242 sec): 3 clusters Score: Raw -20072.851622 + Penalty 1393.467588 = -18679.384034 nChanged 4 SP:Iteration 21Q (11.231192 sec): 3 clusters Score: Raw -20079.628736 + Penalty 1393.807304 = -18685.821432 nChanged 3 SP:Iteration 22Q (11.232137 sec): 3 clusters Score: Raw -20085.891998 + Penalty 1393.807304 = -18692.084694 nChanged 0 SP:Iteration 23F (11.233149 sec): 3 clusters Score: Raw -20085.891998 + Penalty 1393.807304 = -18692.084694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.235017 sec): 2 clusters Score: Raw -7251.607370 + Penalty 99.698647 = -7151.908723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.235661 sec): 3 clusters Score: Raw -7164.347994 + Penalty 279.023777 = -6885.324216 nChanged 100 SP:Iteration 1F (11.236305 sec): 3 clusters Score: Raw -7293.928573 + Penalty 331.876706 = -6962.051867 nChanged 19 SP:Iteration 2F (11.236951 sec): 3 clusters Score: Raw -7331.353060 + Penalty 414.766606 = -6916.586455 nChanged 14 SP:Iteration 3F (11.237599 sec): 3 clusters Score: Raw -7367.082530 + Penalty 490.113493 = -6876.969037 nChanged 8 SP:Iteration 4F (11.238252 sec): 3 clusters Score: Raw -7381.510022 + Penalty 517.168883 = -6864.341139 nChanged 2 SP:Iteration 5F (11.238902 sec): 3 clusters Score: Raw -7391.801170 + Penalty 532.914433 = -6858.886737 nChanged 1 SP:Iteration 6F (11.239552 sec): 3 clusters Score: Raw -7414.683038 + Penalty 555.175114 = -6859.507924 nChanged 2 SP:Iteration 7Q (11.240128 sec): 3 clusters Score: Raw -7419.052451 + Penalty 574.271762 = -6844.780689 nChanged 1 SP:Iteration 8F (11.240777 sec): 3 clusters Score: Raw -7420.436129 + Penalty 574.271762 = -6846.164367 nChanged 0 Time taken for this iteration:10.959369 seconds. 300->13 Clusters: Score -400688.723284, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 127 (time per iteration =88.621063 ms) Total iterations: 957 (time per iteration =11.760580 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1289740000.000000 (time per metric unit =8.726468ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 32243500000.000000 (time per metric unit=349.058725ps) That took 11.254875 seconds. FileBase PeterP-2013-09-04_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 0.13 and 0.20 GB of RAM. Memory request: 0.07 GB would take us to total of 0.07 GB. ---------------------------------------------------------- Loaded 13872 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 13872 points ------ Starting initial clusters from distinct float masks Not enough masks (169) to generate starting clusters (300), so starting with (170) clusters instead. Assigned 170 initial classes from 169 unique masks. Deleting Class 151 (1 points): Lose 3.620853 but Gain 1549.864501 Iteration 0F (1.441692 sec): 169 clusters Score: Raw -452802.876059 + Penalty 159441.618176 = -293361.257882 nChanged 2922 Deleting Class 152 (2 points): Lose 10.282439 but Gain 1530.603609 Iteration 1F (2.486828 sec): 161 clusters Score: Raw -458824.577422 + Penalty 154491.211423 = -304333.365998 nChanged 1191 Deleting Class 85 (3 points): Lose 34.458881 but Gain 1506.932307 Iteration 2F (3.477169 sec): 155 clusters Score: Raw -461376.955342 + Penalty 152887.734768 = -308489.220574 nChanged 796 Deleting Class 161 (1 points): Lose 0.535443 but Gain 1468.323982 Iteration 3F (4.439710 sec): 153 clusters Score: Raw -462898.648846 + Penalty 151723.479522 = -311175.169323 nChanged 678 Deleting Class 164 (1 points): Lose 3.084518 but Gain 1464.369871 Iteration 4Q (4.550357 sec): 152 clusters Score: Raw -463865.883994 + Penalty 150594.090957 = -313271.793037 nChanged 547 Deleting Class 49 (2 points): Lose 19.831598 but Gain 1479.119840 Iteration 5Q (4.652000 sec): 151 clusters Score: Raw -464485.626466 + Penalty 149302.999701 = -315182.626765 nChanged 403 Deleting Class 116 (1 points): Lose 24.460885 but Gain 1463.159818 Iteration 6Q (4.740530 sec): 150 clusters Score: Raw -464857.404239 + Penalty 147890.297898 = -316967.106341 nChanged 299 Deleting Class 115 (2 points): Lose 22.649565 but Gain 1459.083616 Iteration 7Q (4.821540 sec): 149 clusters Score: Raw -465093.780001 + Penalty 146568.960199 = -318524.819802 nChanged 219 Deleting Class 128 (2 points): Lose 33.777956 but Gain 1454.706186 Iteration 8Q (4.897475 sec): 148 clusters Score: Raw -465240.692299 + Penalty 145256.365228 = -319984.327071 nChanged 183 Deleting Class 157 (1 points): Lose 2.082891 but Gain 1405.736441 Iteration 9Q (4.969433 sec): 147 clusters Score: Raw -465387.000617 + Penalty 143949.349420 = -321437.651196 nChanged 145 Deleting Class 15 (9 points): Lose 121.019479 but Gain 1522.747189 Iteration 10F (5.882154 sec): 146 clusters Score: Raw -465380.151081 + Penalty 142551.647638 = -322828.503442 nChanged 111 Deleting Class 75 (6 points): Lose 104.873814 but Gain 1464.824330 Iteration 11Q (5.951653 sec): 145 clusters Score: Raw -465359.835765 + Penalty 141306.074254 = -324053.761511 nChanged 79 Deleting Class 142 (3 points): Lose 47.939075 but Gain 1404.942798 Iteration 12Q (6.019031 sec): 144 clusters Score: Raw -465404.025494 + Penalty 140094.644537 = -325309.380957 nChanged 50 Deleting Class 84 (9 points): Lose 109.639437 but Gain 1452.887608 Iteration 13Q (6.083067 sec): 143 clusters Score: Raw -465382.665822 + Penalty 138734.711037 = -326647.954786 nChanged 66 Deleting Class 69 (3 points): Lose 18.327010 but Gain 1351.104404 Iteration 14Q (6.147551 sec): 142 clusters Score: Raw -465437.842260 + Penalty 137441.393523 = -327996.448737 nChanged 50 Deleting Class 120 (1 points): Lose 7.900629 but Gain 1339.229719 Iteration 15Q (6.210880 sec): 141 clusters Score: Raw -465477.373057 + Penalty 136140.941362 = -329336.431695 nChanged 41 Deleting Class 144 (2 points): Lose 16.302705 but Gain 1331.714610 Iteration 16Q (6.273385 sec): 140 clusters Score: Raw -465498.337094 + Penalty 134891.888602 = -330606.448492 nChanged 26 Deleting Class 168 (1 points): Lose 2.017356 but Gain 1316.838096 Iteration 17Q (6.334509 sec): 139 clusters Score: Raw -465523.754495 + Penalty 133579.564524 = -331944.189971 nChanged 23 Deleting Class 48 (16 points): Lose 185.231444 but Gain 1497.379609 Iteration 18Q (6.395441 sec): 138 clusters Score: Raw -465356.058471 + Penalty 132140.052331 = -333216.006140 nChanged 29 Deleting Class 97 (15 points): Lose 94.755628 but Gain 1399.151220 Iteration 19Q (6.456721 sec): 137 clusters Score: Raw -465319.259860 + Penalty 130787.000002 = -334532.259858 nChanged 27 Writing temp clu file Memory request: 0.07 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -465319.259860 + Penalty 130787.000002 = -334532.259858Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 1 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.514512 sec): 2 clusters Score: Raw -68670.123761 + Penalty 190.155018 = -68479.968743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.517878 sec): 3 clusters Score: Raw -67540.511296 + Penalty 385.892580 = -67154.618716 nChanged 805 SP:Iteration 1F (6.521180 sec): 3 clusters Score: Raw -68059.095101 + Penalty 400.748691 = -67658.346411 nChanged 320 SP:Iteration 2F (6.524640 sec): 3 clusters Score: Raw -68361.724457 + Penalty 415.815187 = -67945.909269 nChanged 143 SP:Iteration 3F (6.527878 sec): 3 clusters Score: Raw -68485.456484 + Penalty 425.019793 = -68060.436691 nChanged 77 SP:Iteration 4Q (6.531084 sec): 3 clusters Score: Raw -68556.860933 + Penalty 423.388278 = -68133.472656 nChanged 58 SP:Iteration 5Q (6.534276 sec): 3 clusters Score: Raw -68616.672639 + Penalty 433.395884 = -68183.276755 nChanged 28 SP:Iteration 6Q (6.537374 sec): 3 clusters Score: Raw -68643.253155 + Penalty 427.703229 = -68215.549927 nChanged 13 SP:Iteration 7Q (6.540256 sec): 3 clusters Score: Raw -68658.768054 + Penalty 438.005600 = -68220.762454 nChanged 7 SP:Iteration 8Q (6.543011 sec): 3 clusters Score: Raw -68666.409813 + Penalty 443.925249 = -68222.484564 nChanged 1 SP:Iteration 9Q (6.545686 sec): 3 clusters Score: Raw -68668.730429 + Penalty 443.925249 = -68224.805180 nChanged 0 SP:Iteration 10F (6.548954 sec): 3 clusters Score: Raw -68668.730429 + Penalty 443.925249 = -68224.805180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.549702 sec): 2 clusters Score: Raw -3258.625384 + Penalty 333.089549 = -2925.535835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.550070 sec): 3 clusters Score: Raw -3248.599205 + Penalty 665.872334 = -2582.726871 nChanged 13 SP:Iteration 1F (6.550423 sec): 3 clusters Score: Raw -3264.928657 + Penalty 666.179097 = -2598.749560 nChanged 1 SP:Iteration 2Q (6.550772 sec): 3 clusters Score: Raw -3265.358316 + Penalty 666.179097 = -2599.179219 nChanged 0 SP:Iteration 3F (6.551132 sec): 3 clusters Score: Raw -3265.358316 + Penalty 666.179097 = -2599.179219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.551606 sec): 2 clusters Score: Raw -346.581353 + Penalty 141.518114 = -205.063238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.551864 sec): 3 clusters Score: Raw -347.335122 + Penalty 298.163881 = -49.171241 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.566980 sec): 2 clusters Score: Raw -110218.769425 + Penalty 221.397060 = -109997.372365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.573011 sec): 3 clusters Score: Raw -108122.001212 + Penalty 422.514971 = -107699.486241 nChanged 1447 SP:Iteration 1F (6.578917 sec): 3 clusters Score: Raw -108882.143847 + Penalty 391.152881 = -108490.990966 nChanged 454 SP:Iteration 2F (6.584847 sec): 3 clusters Score: Raw -109288.275728 + Penalty 369.139238 = -108919.136490 nChanged 392 SP:Iteration 3F (6.590757 sec): 3 clusters Score: Raw -109732.277525 + Penalty 358.231882 = -109374.045643 nChanged 282 SP:Iteration 4F (6.596911 sec): 3 clusters Score: Raw -110044.095286 + Penalty 369.705383 = -109674.389903 nChanged 117 SP:Iteration 5Q (6.602671 sec): 3 clusters Score: Raw -110153.810356 + Penalty 398.994932 = -109754.815424 nChanged 51 SP:Iteration 6Q (6.607930 sec): 3 clusters Score: Raw -110201.886360 + Penalty 414.546418 = -109787.339942 nChanged 19 SP:Iteration 7Q (6.612718 sec): 3 clusters Score: Raw -110223.009914 + Penalty 436.013931 = -109786.995982 nChanged 6 SP:Iteration 8F (6.618461 sec): 3 clusters Score: Raw -110227.492008 + Penalty 446.204117 = -109781.287890 nChanged 1 SP:Iteration 9F (6.624423 sec): 3 clusters Score: Raw -110227.778384 + Penalty 446.204117 = -109781.574266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.626585 sec): 2 clusters Score: Raw -885.978039 + Penalty 295.867267 = -590.110772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.626839 sec): 3 clusters Score: Raw -909.165108 + Penalty 601.796716 = -307.368393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.627571 sec): 2 clusters Score: Raw -4074.725367 + Penalty 209.775566 = -3864.949801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.627985 sec): 3 clusters Score: Raw -4027.884672 + Penalty 415.116970 = -3612.767702 nChanged 27 SP:Iteration 1F (6.628391 sec): 3 clusters Score: Raw -4055.199323 + Penalty 410.344875 = -3644.854448 nChanged 8 SP:Iteration 2F (6.628796 sec): 3 clusters Score: Raw -4062.392936 + Penalty 417.828006 = -3644.564930 nChanged 5 SP:Iteration 3F (6.629200 sec): 3 clusters Score: Raw -4069.613018 + Penalty 422.375887 = -3647.237131 nChanged 4 SP:Iteration 4Q (6.629600 sec): 3 clusters Score: Raw -4076.309103 + Penalty 421.748790 = -3654.560313 nChanged 1 SP:Iteration 5Q (6.629997 sec): 3 clusters Score: Raw -4077.756435 + Penalty 426.940583 = -3650.815852 nChanged 2 SP:Iteration 6F (6.630400 sec): 3 clusters Score: Raw -4081.325837 + Penalty 425.762053 = -3655.563784 nChanged 1 SP:Iteration 7Q (6.630797 sec): 3 clusters Score: Raw -4085.993782 + Penalty 423.217571 = -3662.776211 nChanged 3 SP:Iteration 8Q (6.631191 sec): 3 clusters Score: Raw -4089.623709 + Penalty 423.217571 = -3666.406138 nChanged 0 SP:Iteration 9F (6.631592 sec): 3 clusters Score: Raw -4089.623709 + Penalty 423.217571 = -3666.406138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.632186 sec): 2 clusters Score: Raw -2184.849075 + Penalty 616.212277 = -1568.636797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.632497 sec): 3 clusters Score: Raw -2327.414600 + Penalty 1232.475326 = -1094.939274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 8 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.637653 sec): 2 clusters Score: Raw -64590.677784 + Penalty 648.536767 = -63942.141017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.640783 sec): 3 clusters Score: Raw -63696.122473 + Penalty 1292.591852 = -62403.530620 nChanged 626 SP:Iteration 1F (6.643836 sec): 3 clusters Score: Raw -64117.936347 + Penalty 1289.450964 = -62828.485384 nChanged 145 SP:Iteration 2F (6.646912 sec): 3 clusters Score: Raw -64228.483124 + Penalty 1289.274984 = -62939.208140 nChanged 114 SP:Iteration 3F (6.649963 sec): 3 clusters Score: Raw -64302.710749 + Penalty 1293.701293 = -63009.009456 nChanged 82 SP:Iteration 4Q (6.653029 sec): 3 clusters Score: Raw -64347.082536 + Penalty 1295.943703 = -63051.138833 nChanged 52 SP:Iteration 5Q (6.656070 sec): 3 clusters Score: Raw -64370.761805 + Penalty 1298.274152 = -63072.487653 nChanged 35 SP:Iteration 6Q (6.659155 sec): 3 clusters Score: Raw -64389.960151 + Penalty 1301.368982 = -63088.591169 nChanged 49 SP:Iteration 7Q (6.662188 sec): 3 clusters Score: Raw -64421.060566 + Penalty 1303.634161 = -63117.426405 nChanged 47 SP:Iteration 8Q (6.665258 sec): 3 clusters Score: Raw -64450.046279 + Penalty 1304.107023 = -63145.939256 nChanged 38 SP:Iteration 9Q (6.668305 sec): 3 clusters Score: Raw -64473.065161 + Penalty 1303.771538 = -63169.293623 nChanged 31 SP:Iteration 10F (6.671399 sec): 3 clusters Score: Raw -64491.917544 + Penalty 1306.213492 = -63185.704053 nChanged 34 SP:Iteration 11Q (6.674465 sec): 3 clusters Score: Raw -64509.330402 + Penalty 1306.079737 = -63203.250665 nChanged 36 SP:Iteration 12Q (6.677489 sec): 3 clusters Score: Raw -64528.366832 + Penalty 1304.981383 = -63223.385449 nChanged 29 SP:Iteration 13Q (6.680481 sec): 3 clusters Score: Raw -64546.363838 + Penalty 1303.434072 = -63242.929766 nChanged 30 SP:Iteration 14Q (6.683452 sec): 3 clusters Score: Raw -64562.709902 + Penalty 1303.881258 = -63258.828644 nChanged 25 SP:Iteration 15Q (6.686431 sec): 3 clusters Score: Raw -64578.539884 + Penalty 1307.421468 = -63271.118416 nChanged 30 SP:Iteration 16Q (6.689577 sec): 3 clusters Score: Raw -64600.310515 + Penalty 1309.355541 = -63290.954973 nChanged 38 SP:Iteration 17Q (6.692536 sec): 3 clusters Score: Raw -64628.132162 + Penalty 1307.586095 = -63320.546067 nChanged 39 SP:Iteration 18Q (6.695459 sec): 3 clusters Score: Raw -64654.436603 + Penalty 1305.829915 = -63348.606687 nChanged 32 SP:Iteration 19Q (6.698388 sec): 3 clusters Score: Raw -64674.488422 + Penalty 1304.615030 = -63369.873392 nChanged 36 SP:Iteration 20F (6.701443 sec): 3 clusters Score: Raw -64694.404649 + Penalty 1301.202896 = -63393.201753 nChanged 23 SP:Iteration 21Q (6.704355 sec): 3 clusters Score: Raw -64704.816548 + Penalty 1297.837865 = -63406.978683 nChanged 19 SP:Iteration 22Q (6.707248 sec): 3 clusters Score: Raw -64712.477251 + Penalty 1295.693979 = -63416.783272 nChanged 9 SP:Iteration 23Q (6.710161 sec): 3 clusters Score: Raw -64714.499406 + Penalty 1294.774771 = -63419.724636 nChanged 3 SP:Iteration 24Q (6.713039 sec): 3 clusters Score: Raw -64715.212897 + Penalty 1295.389990 = -63419.822907 nChanged 2 SP:Iteration 25Q (6.715936 sec): 3 clusters Score: Raw -64715.968976 + Penalty 1296.313271 = -63419.655705 nChanged 3 SP:Iteration 26F (6.719113 sec): 3 clusters Score: Raw -64716.940101 + Penalty 1296.617829 = -63420.322272 nChanged 3 SP:Iteration 27Q (6.722090 sec): 3 clusters Score: Raw -64717.942715 + Penalty 1296.318179 = -63421.624536 nChanged 3 SP:Iteration 28Q (6.725051 sec): 3 clusters Score: Raw -64718.524827 + Penalty 1296.620800 = -63421.904027 nChanged 1 SP:Iteration 29Q (6.728209 sec): 3 clusters Score: Raw -64718.592398 + Penalty 1296.620800 = -63421.971597 nChanged 0 SP:Iteration 30F (6.731355 sec): 3 clusters Score: Raw -64718.592398 + Penalty 1296.620800 = -63421.971597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 9 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.732152 sec): 2 clusters Score: Raw -4313.081326 + Penalty 572.445843 = -3740.635483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.732591 sec): 3 clusters Score: Raw -4336.730730 + Penalty 1149.950228 = -3186.780502 nChanged 5 SP:Iteration 1Q (6.733002 sec): 3 clusters Score: Raw -4352.179912 + Penalty 1148.700088 = -3203.479825 nChanged 2 SP:Iteration 2Q (6.733386 sec): 3 clusters Score: Raw -4359.500045 + Penalty 1147.706878 = -3211.793166 nChanged 1 SP:Iteration 3Q (6.733770 sec): 3 clusters Score: Raw -4364.584037 + Penalty 1147.706878 = -3216.877159 nChanged 0 SP:Iteration 4F (6.734165 sec): 3 clusters Score: Raw -4364.584037 + Penalty 1147.706878 = -3216.877159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.734927 sec): 2 clusters Score: Raw -3990.201236 + Penalty 740.905040 = -3249.296196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.735360 sec): 3 clusters Score: Raw -4067.550691 + Penalty 1481.796278 = -2585.754413 nChanged 8 SP:Iteration 1F (6.735786 sec): 3 clusters Score: Raw -4096.444310 + Penalty 1481.587240 = -2614.857071 nChanged 2 SP:Iteration 2Q (6.736193 sec): 3 clusters Score: Raw -4103.587556 + Penalty 1481.587240 = -2622.000316 nChanged 0 SP:Iteration 3F (6.736620 sec): 3 clusters Score: Raw -4103.587556 + Penalty 1481.587240 = -2622.000316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.737133 sec): 2 clusters Score: Raw -1055.179735 + Penalty 333.618299 = -721.561435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.737389 sec): 3 clusters Score: Raw -1081.117861 + Penalty 675.518396 = -405.599465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 12 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.740856 sec): 2 clusters Score: Raw -24090.032347 + Penalty 391.123246 = -23698.909101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.742184 sec): 3 clusters Score: Raw -23796.345844 + Penalty 782.010346 = -23014.335498 nChanged 241 SP:Iteration 1F (6.743514 sec): 3 clusters Score: Raw -24001.353729 + Penalty 783.146349 = -23218.207380 nChanged 63 SP:Iteration 2F (6.744834 sec): 3 clusters Score: Raw -24066.753364 + Penalty 783.948664 = -23282.804700 nChanged 47 SP:Iteration 3F (6.746149 sec): 3 clusters Score: Raw -24108.857212 + Penalty 784.347718 = -23324.509494 nChanged 34 SP:Iteration 4F (6.747463 sec): 3 clusters Score: Raw -24134.292537 + Penalty 783.677297 = -23350.615240 nChanged 28 SP:Iteration 5Q (6.748746 sec): 3 clusters Score: Raw -24162.881713 + Penalty 783.253993 = -23379.627720 nChanged 32 SP:Iteration 6F (6.750034 sec): 3 clusters Score: Raw -24197.612738 + Penalty 779.462761 = -23418.149977 nChanged 23 SP:Iteration 7Q (6.751303 sec): 3 clusters Score: Raw -24216.375205 + Penalty 776.246581 = -23440.128623 nChanged 19 SP:Iteration 8Q (6.752571 sec): 3 clusters Score: Raw -24230.171567 + Penalty 776.950219 = -23453.221348 nChanged 5 SP:Iteration 9Q (6.753868 sec): 3 clusters Score: Raw -24231.534828 + Penalty 775.538241 = -23455.996588 nChanged 1 SP:Iteration 10F (6.755173 sec): 3 clusters Score: Raw -24232.184221 + Penalty 775.889666 = -23456.294555 nChanged 1 SP:Iteration 11Q (6.756457 sec): 3 clusters Score: Raw -24232.457707 + Penalty 775.889666 = -23456.568041 nChanged 0 SP:Iteration 12F (6.757777 sec): 3 clusters Score: Raw -24232.457707 + Penalty 775.889666 = -23456.568041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (1739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.762979 sec): 2 clusters Score: Raw -58694.837352 + Penalty 43.800331 = -58651.037021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.766228 sec): 3 clusters Score: Raw -57546.229183 + Penalty 87.010570 = -57459.218613 nChanged 853 SP:Iteration 1F (6.769430 sec): 3 clusters Score: Raw -58493.046932 + Penalty 88.152612 = -58404.894320 nChanged 131 SP:Iteration 2F (6.772595 sec): 3 clusters Score: Raw -58657.221113 + Penalty 87.724402 = -58569.496711 nChanged 115 SP:Iteration 3F (6.775745 sec): 3 clusters Score: Raw -58814.047035 + Penalty 87.834608 = -58726.212427 nChanged 84 SP:Iteration 4Q (6.778620 sec): 3 clusters Score: Raw -58873.650406 + Penalty 88.664642 = -58784.985763 nChanged 29 SP:Iteration 5Q (6.781539 sec): 3 clusters Score: Raw -58881.615308 + Penalty 88.635364 = -58792.979944 nChanged 13 SP:Iteration 6Q (6.784553 sec): 3 clusters Score: Raw -58884.198828 + Penalty 88.556689 = -58795.642139 nChanged 11 SP:Iteration 7Q (6.787334 sec): 3 clusters Score: Raw -58890.233113 + Penalty 88.462508 = -58801.770605 nChanged 17 SP:Iteration 8Q (6.790098 sec): 3 clusters Score: Raw -58894.587744 + Penalty 88.423800 = -58806.163943 nChanged 9 SP:Iteration 9Q (6.792850 sec): 3 clusters Score: Raw -58896.099244 + Penalty 88.359562 = -58807.739682 nChanged 11 SP:Iteration 10F (6.796004 sec): 3 clusters Score: Raw -58898.342675 + Penalty 88.359725 = -58809.982950 nChanged 9 SP:Iteration 11Q (6.798801 sec): 3 clusters Score: Raw -58899.993327 + Penalty 88.293754 = -58811.699573 nChanged 10 SP:Iteration 12Q (6.801588 sec): 3 clusters Score: Raw -58903.210592 + Penalty 88.207547 = -58815.003045 nChanged 11 SP:Iteration 13Q (6.804376 sec): 3 clusters Score: Raw -58906.433131 + Penalty 88.164280 = -58818.268851 nChanged 9 SP:Iteration 14Q (6.807164 sec): 3 clusters Score: Raw -58909.553226 + Penalty 88.101745 = -58821.451480 nChanged 11 SP:Iteration 15Q (6.809949 sec): 3 clusters Score: Raw -58913.337183 + Penalty 88.025737 = -58825.311446 nChanged 13 SP:Iteration 16Q (6.812741 sec): 3 clusters Score: Raw -58917.415432 + Penalty 87.969566 = -58829.445866 nChanged 10 SP:Iteration 17Q (6.815519 sec): 3 clusters Score: Raw -58920.911582 + Penalty 87.958148 = -58832.953434 nChanged 9 SP:Iteration 18Q (6.818336 sec): 3 clusters Score: Raw -58922.998599 + Penalty 87.913133 = -58835.085467 nChanged 15 SP:Iteration 19Q (6.821191 sec): 3 clusters Score: Raw -58926.496983 + Penalty 88.020665 = -58838.476318 nChanged 14 SP:Iteration 20F (6.824666 sec): 3 clusters Score: Raw -58929.400459 + Penalty 88.000545 = -58841.399914 nChanged 9 SP:Iteration 21Q (6.827589 sec): 3 clusters Score: Raw -58930.679475 + Penalty 87.978049 = -58842.701426 nChanged 4 SP:Iteration 22Q (6.830677 sec): 3 clusters Score: Raw -58930.929232 + Penalty 87.972531 = -58842.956701 nChanged 1 SP:Iteration 23Q (6.833547 sec): 3 clusters Score: Raw -58930.943419 + Penalty 87.967056 = -58842.976363 nChanged 1 SP:Iteration 24Q (6.836376 sec): 3 clusters Score: Raw -58930.971745 + Penalty 87.956234 = -58843.015511 nChanged 2 SP:Iteration 25Q (6.839205 sec): 3 clusters Score: Raw -58931.012312 + Penalty 87.956234 = -58843.056078 nChanged 0 SP:Iteration 26F (6.842370 sec): 3 clusters Score: Raw -58931.012312 + Penalty 87.956234 = -58843.056078 nChanged 0 Score: Raw -477504.944368 + Penalty 130843.445367 = -346661.499002 Splitting cluster 13 changes total score from -334532.259858 to -346661.499002 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.697271 sec): 2 clusters Score: Raw -88.409122 + Penalty 73.290537 = -15.118585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.697479 sec): 2 clusters Score: Raw -88.409122 + Penalty 73.290537 = -15.118585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.698343 sec): 2 clusters Score: Raw -6749.529859 + Penalty 771.319486 = -5978.210373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.698822 sec): 3 clusters Score: Raw -6801.475533 + Penalty 1541.707240 = -5259.768293 nChanged 7 SP:Iteration 1Q (7.699316 sec): 3 clusters Score: Raw -6824.269691 + Penalty 1541.526627 = -5282.743064 nChanged 4 SP:Iteration 2Q (7.699769 sec): 3 clusters Score: Raw -6840.349062 + Penalty 1541.273953 = -5299.075109 nChanged 1 SP:Iteration 3Q (7.700220 sec): 3 clusters Score: Raw -6845.372152 + Penalty 1541.273953 = -5304.098199 nChanged 0 SP:Iteration 4F (7.700688 sec): 3 clusters Score: Raw -6845.372152 + Penalty 1541.273953 = -5304.098199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.702035 sec): 2 clusters Score: Raw -6450.622855 + Penalty 498.346833 = -5952.276022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.702594 sec): 3 clusters Score: Raw -6409.681544 + Penalty 1005.047860 = -5404.633684 nChanged 40 SP:Iteration 1F (7.703165 sec): 3 clusters Score: Raw -6479.197077 + Penalty 1010.364625 = -5468.832452 nChanged 13 SP:Iteration 2F (7.703712 sec): 3 clusters Score: Raw -6499.338537 + Penalty 1013.499954 = -5485.838584 nChanged 5 SP:Iteration 3Q (7.704244 sec): 3 clusters Score: Raw -6512.872961 + Penalty 1020.280853 = -5492.592108 nChanged 5 SP:Iteration 4Q (7.704770 sec): 3 clusters Score: Raw -6518.648756 + Penalty 1020.730768 = -5497.917988 nChanged 2 SP:Iteration 5Q (7.705292 sec): 3 clusters Score: Raw -6520.798641 + Penalty 1021.328143 = -5499.470498 nChanged 1 SP:Iteration 6Q (7.705812 sec): 3 clusters Score: Raw -6521.462403 + Penalty 1021.328143 = -5500.134260 nChanged 0 SP:Iteration 7F (7.706360 sec): 3 clusters Score: Raw -6521.462403 + Penalty 1021.328143 = -5500.134260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.707682 sec): 2 clusters Score: Raw -4790.631531 + Penalty 603.821491 = -4186.810041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.708126 sec): 3 clusters Score: Raw -4844.688387 + Penalty 1212.772315 = -3631.916072 nChanged 12 SP:Iteration 1F (7.708563 sec): 3 clusters Score: Raw -4872.457151 + Penalty 1213.751341 = -3658.705810 nChanged 3 SP:Iteration 2Q (7.708981 sec): 3 clusters Score: Raw -4879.157682 + Penalty 1213.141026 = -3666.016656 nChanged 1 SP:Iteration 3Q (7.709399 sec): 3 clusters Score: Raw -4882.591386 + Penalty 1213.141026 = -3669.450360 nChanged 0 SP:Iteration 4F (7.709835 sec): 3 clusters Score: Raw -4882.591386 + Penalty 1213.141026 = -3669.450360 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 19 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.711863 sec): 2 clusters Score: Raw -24113.611572 + Penalty 948.331633 = -23165.279939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.713136 sec): 3 clusters Score: Raw -23946.189669 + Penalty 1897.707078 = -22048.482591 nChanged 142 SP:Iteration 1F (7.714327 sec): 3 clusters Score: Raw -24066.603288 + Penalty 1899.164186 = -22167.439102 nChanged 31 SP:Iteration 2F (7.715518 sec): 3 clusters Score: Raw -24099.205797 + Penalty 1900.674744 = -22198.531053 nChanged 16 SP:Iteration 3Q (7.716708 sec): 3 clusters Score: Raw -24116.526159 + Penalty 1902.435253 = -22214.090906 nChanged 12 SP:Iteration 4Q (7.717892 sec): 3 clusters Score: Raw -24125.138688 + Penalty 1903.694162 = -22221.444526 nChanged 7 SP:Iteration 5Q (7.719060 sec): 3 clusters Score: Raw -24133.384161 + Penalty 1905.168725 = -22228.215436 nChanged 10 SP:Iteration 6Q (7.720227 sec): 3 clusters Score: Raw -24146.099463 + Penalty 1905.674126 = -22240.425337 nChanged 9 SP:Iteration 7Q (7.721411 sec): 3 clusters Score: Raw -24159.939995 + Penalty 1907.040068 = -22252.899927 nChanged 7 SP:Iteration 8Q (7.722592 sec): 3 clusters Score: Raw -24173.584068 + Penalty 1908.392517 = -22265.191551 nChanged 7 SP:Iteration 9Q (7.723765 sec): 3 clusters Score: Raw -24182.301480 + Penalty 1909.195855 = -22273.105625 nChanged 2 SP:Iteration 10F (7.724987 sec): 3 clusters Score: Raw -24184.170296 + Penalty 1909.674516 = -22274.495781 nChanged 3 SP:Iteration 11Q (7.726161 sec): 3 clusters Score: Raw -24188.211986 + Penalty 1909.899455 = -22278.312532 nChanged 1 SP:Iteration 12Q (7.727331 sec): 3 clusters Score: Raw -24190.380021 + Penalty 1910.429517 = -22279.950504 nChanged 2 SP:Iteration 13Q (7.728505 sec): 3 clusters Score: Raw -24193.922016 + Penalty 1911.074029 = -22282.847987 nChanged 2 SP:Iteration 14Q (7.729675 sec): 3 clusters Score: Raw -24196.532322 + Penalty 1911.078184 = -22285.454138 nChanged 2 SP:Iteration 15Q (7.730837 sec): 3 clusters Score: Raw -24197.816696 + Penalty 1911.078184 = -22286.738513 nChanged 0 SP:Iteration 16F (7.732026 sec): 3 clusters Score: Raw -24197.816696 + Penalty 1911.078184 = -22286.738513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.733420 sec): 2 clusters Score: Raw -13697.674128 + Penalty 953.960193 = -12743.713935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.734275 sec): 3 clusters Score: Raw -13660.308378 + Penalty 1907.176203 = -11753.132174 nChanged 81 SP:Iteration 1F (7.735116 sec): 3 clusters Score: Raw -13829.603083 + Penalty 1907.171823 = -11922.431260 nChanged 22 SP:Iteration 2F (7.735955 sec): 3 clusters Score: Raw -13881.936219 + Penalty 1907.084816 = -11974.851403 nChanged 10 SP:Iteration 3Q (7.736762 sec): 3 clusters Score: Raw -13901.685020 + Penalty 1907.004711 = -11994.680309 nChanged 7 SP:Iteration 4Q (7.737560 sec): 3 clusters Score: Raw -13908.277364 + Penalty 1907.004711 = -12001.272653 nChanged 0 SP:Iteration 5F (7.738396 sec): 3 clusters Score: Raw -13908.277364 + Penalty 1907.004711 = -12001.272653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.738880 sec): 2 clusters Score: Raw -366.212565 + Penalty 221.059192 = -145.153374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.739109 sec): 3 clusters Score: Raw -365.915944 + Penalty 434.618917 = 68.702973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.740029 sec): 2 clusters Score: Raw -7886.375978 + Penalty 714.299794 = -7172.076184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.740566 sec): 3 clusters Score: Raw -7882.549273 + Penalty 1429.071811 = -6453.477462 nChanged 20 SP:Iteration 1F (7.741075 sec): 3 clusters Score: Raw -7928.908727 + Penalty 1429.534902 = -6499.373825 nChanged 7 SP:Iteration 2Q (7.741581 sec): 3 clusters Score: Raw -7940.224039 + Penalty 1429.629662 = -6510.594377 nChanged 2 SP:Iteration 3Q (7.742082 sec): 3 clusters Score: Raw -7943.962782 + Penalty 1429.629662 = -6514.333120 nChanged 0 SP:Iteration 4F (7.742597 sec): 3 clusters Score: Raw -7943.962782 + Penalty 1429.629662 = -6514.333120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.743313 sec): 2 clusters Score: Raw -2824.683324 + Penalty 322.316466 = -2502.366858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.743689 sec): 3 clusters Score: Raw -2811.679205 + Penalty 642.928815 = -2168.750390 nChanged 14 SP:Iteration 1F (7.744059 sec): 3 clusters Score: Raw -2837.366554 + Penalty 641.752963 = -2195.613591 nChanged 4 SP:Iteration 2Q (7.744425 sec): 3 clusters Score: Raw -2845.496124 + Penalty 642.646754 = -2202.849371 nChanged 1 SP:Iteration 3Q (7.744787 sec): 3 clusters Score: Raw -2846.366728 + Penalty 642.646754 = -2203.719974 nChanged 0 SP:Iteration 4F (7.745156 sec): 3 clusters Score: Raw -2846.366728 + Penalty 642.646754 = -2203.719974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.745687 sec): 2 clusters Score: Raw -980.140707 + Penalty 410.012410 = -570.128297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.745933 sec): 3 clusters Score: Raw -1044.686865 + Penalty 820.757013 = -223.929852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.746398 sec): 2 clusters Score: Raw -281.237125 + Penalty 149.919108 = -131.318018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.746617 sec): 3 clusters Score: Raw -281.814954 + Penalty 303.578554 = 21.763601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.747104 sec): 2 clusters Score: Raw -618.399207 + Penalty 313.076489 = -305.322718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.747340 sec): 3 clusters Score: Raw -655.349234 + Penalty 631.192758 = -24.156476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.748135 sec): 2 clusters Score: Raw -4140.807304 + Penalty 207.403644 = -3933.403659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.748591 sec): 3 clusters Score: Raw -4090.975428 + Penalty 414.803894 = -3676.171534 nChanged 31 SP:Iteration 1F (7.749038 sec): 3 clusters Score: Raw -4133.981020 + Penalty 413.641316 = -3720.339704 nChanged 13 SP:Iteration 2F (7.749486 sec): 3 clusters Score: Raw -4161.216604 + Penalty 419.192286 = -3742.024318 nChanged 6 SP:Iteration 3Q (7.749924 sec): 3 clusters Score: Raw -4174.793146 + Penalty 421.824029 = -3752.969117 nChanged 1 SP:Iteration 4Q (7.750354 sec): 3 clusters Score: Raw -4177.567220 + Penalty 421.824029 = -3755.743190 nChanged 0 SP:Iteration 5F (7.750800 sec): 3 clusters Score: Raw -4177.567220 + Penalty 421.824029 = -3755.743190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.751403 sec): 2 clusters Score: Raw -1873.955879 + Penalty 102.703746 = -1771.252134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.751720 sec): 3 clusters Score: Raw -1858.766195 + Penalty 205.162183 = -1653.604012 nChanged 7 SP:Iteration 1F (7.752027 sec): 3 clusters Score: Raw -1863.736608 + Penalty 205.162183 = -1658.574425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.752480 sec): 2 clusters Score: Raw -87.314060 + Penalty 67.998377 = -19.315683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.752673 sec): 2 clusters Score: Raw -87.314060 + Penalty 67.998377 = -19.315683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 30 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.754591 sec): 2 clusters Score: Raw -20321.432775 + Penalty 441.135859 = -19880.296915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.755775 sec): 3 clusters Score: Raw -20072.514880 + Penalty 882.845606 = -19189.669274 nChanged 185 SP:Iteration 1F (7.756925 sec): 3 clusters Score: Raw -20189.478222 + Penalty 883.538055 = -19305.940167 nChanged 55 SP:Iteration 2F (7.758065 sec): 3 clusters Score: Raw -20240.115127 + Penalty 883.610442 = -19356.504685 nChanged 27 SP:Iteration 3Q (7.759184 sec): 3 clusters Score: Raw -20258.510076 + Penalty 884.426826 = -19374.083250 nChanged 17 SP:Iteration 4Q (7.760305 sec): 3 clusters Score: Raw -20268.217746 + Penalty 883.996382 = -19384.221364 nChanged 16 SP:Iteration 5Q (7.761480 sec): 3 clusters Score: Raw -20282.173404 + Penalty 884.194652 = -19397.978752 nChanged 17 SP:Iteration 6Q (7.762612 sec): 3 clusters Score: Raw -20293.006448 + Penalty 883.913491 = -19409.092957 nChanged 10 SP:Iteration 7Q (7.763739 sec): 3 clusters Score: Raw -20301.684532 + Penalty 883.688594 = -19417.995938 nChanged 13 SP:Iteration 8Q (7.764866 sec): 3 clusters Score: Raw -20309.953276 + Penalty 883.350284 = -19426.602992 nChanged 10 SP:Iteration 9Q (7.765989 sec): 3 clusters Score: Raw -20315.610240 + Penalty 883.941159 = -19431.669081 nChanged 9 SP:Iteration 10F (7.767132 sec): 3 clusters Score: Raw -20320.300518 + Penalty 884.146256 = -19436.154262 nChanged 5 SP:Iteration 11Q (7.768254 sec): 3 clusters Score: Raw -20322.653989 + Penalty 884.219205 = -19438.434784 nChanged 3 SP:Iteration 12Q (7.769375 sec): 3 clusters Score: Raw -20323.811449 + Penalty 884.526098 = -19439.285351 nChanged 2 SP:Iteration 13Q (7.770494 sec): 3 clusters Score: Raw -20324.110440 + Penalty 884.716773 = -19439.393668 nChanged 2 SP:Iteration 14Q (7.771613 sec): 3 clusters Score: Raw -20326.095212 + Penalty 885.443539 = -19440.651673 nChanged 5 SP:Iteration 15Q (7.772735 sec): 3 clusters Score: Raw -20329.770653 + Penalty 885.646969 = -19444.123684 nChanged 3 SP:Iteration 16Q (7.773853 sec): 3 clusters Score: Raw -20331.368778 + Penalty 885.636805 = -19445.731972 nChanged 1 SP:Iteration 17Q (7.774959 sec): 3 clusters Score: Raw -20333.363095 + Penalty 885.802193 = -19447.560902 nChanged 2 SP:Iteration 18Q (7.776065 sec): 3 clusters Score: Raw -20334.637749 + Penalty 885.619110 = -19449.018639 nChanged 1 SP:Iteration 19Q (7.777184 sec): 3 clusters Score: Raw -20335.241083 + Penalty 885.636196 = -19449.604886 nChanged 1 SP:Iteration 20F (7.778324 sec): 3 clusters Score: Raw -20335.762747 + Penalty 885.636196 = -19450.126550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.778917 sec): 2 clusters Score: Raw -1998.093629 + Penalty 226.979980 = -1771.113649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.779222 sec): 3 clusters Score: Raw -1983.836470 + Penalty 457.568051 = -1526.268419 nChanged 3 SP:Iteration 1F (7.779521 sec): 3 clusters Score: Raw -1986.831613 + Penalty 457.740583 = -1529.091031 nChanged 2 SP:Iteration 2Q (7.779820 sec): 3 clusters Score: Raw -1989.608493 + Penalty 458.358673 = -1531.249819 nChanged 1 SP:Iteration 3Q (7.780117 sec): 3 clusters Score: Raw -1991.201949 + Penalty 459.792483 = -1531.409466 nChanged 1 SP:Iteration 4Q (7.780414 sec): 3 clusters Score: Raw -1992.829911 + Penalty 459.792483 = -1533.037428 nChanged 0 SP:Iteration 5F (7.780710 sec): 3 clusters Score: Raw -1992.829911 + Penalty 459.792483 = -1533.037428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.781472 sec): 2 clusters Score: Raw -3365.831203 + Penalty 174.726308 = -3191.104896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.781891 sec): 3 clusters Score: Raw -3325.954460 + Penalty 349.630268 = -2976.324192 nChanged 27 SP:Iteration 1F (7.782302 sec): 3 clusters Score: Raw -3343.007231 + Penalty 350.044945 = -2992.962285 nChanged 7 SP:Iteration 2F (7.782711 sec): 3 clusters Score: Raw -3356.367545 + Penalty 353.632504 = -3002.735041 nChanged 5 SP:Iteration 3Q (7.783119 sec): 3 clusters Score: Raw -3363.571885 + Penalty 356.103492 = -3007.468393 nChanged 4 SP:Iteration 4Q (7.783523 sec): 3 clusters Score: Raw -3365.441196 + Penalty 356.570343 = -3008.870853 nChanged 2 SP:Iteration 5Q (7.783925 sec): 3 clusters Score: Raw -3367.418870 + Penalty 360.851354 = -3006.567516 nChanged 5 SP:Iteration 6F (7.784337 sec): 3 clusters Score: Raw -3371.530109 + Penalty 361.670946 = -3009.859163 nChanged 4 SP:Iteration 7Q (7.784741 sec): 3 clusters Score: Raw -3375.869518 + Penalty 360.496338 = -3015.373181 nChanged 1 SP:Iteration 8Q (7.785156 sec): 3 clusters Score: Raw -3376.891221 + Penalty 360.496338 = -3016.394884 nChanged 0 SP:Iteration 9F (7.785561 sec): 3 clusters Score: Raw -3376.891221 + Penalty 360.496338 = -3016.394884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.786035 sec): 2 clusters Score: Raw -151.496869 + Penalty 66.400728 = -85.096141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.786247 sec): 3 clusters Score: Raw -146.716735 + Penalty 138.925881 = -7.790854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.786756 sec): 2 clusters Score: Raw -1024.473218 + Penalty 345.506079 = -678.967139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.787007 sec): 3 clusters Score: Raw -1072.069106 + Penalty 688.743387 = -383.325719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.788595 sec): 2 clusters Score: Raw -9930.028396 + Penalty 254.075490 = -9675.952906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.789235 sec): 3 clusters Score: Raw -9831.057767 + Penalty 511.114231 = -9319.943537 nChanged 81 SP:Iteration 1F (7.789864 sec): 3 clusters Score: Raw -9909.228662 + Penalty 510.277331 = -9398.951331 nChanged 18 SP:Iteration 2F (7.790493 sec): 3 clusters Score: Raw -9923.451358 + Penalty 507.875971 = -9415.575387 nChanged 3 SP:Iteration 3Q (7.791118 sec): 3 clusters Score: Raw -9928.277094 + Penalty 505.754227 = -9422.522867 nChanged 2 SP:Iteration 4Q (7.791738 sec): 3 clusters Score: Raw -9929.618136 + Penalty 505.239875 = -9424.378261 nChanged 3 SP:Iteration 5Q (7.792357 sec): 3 clusters Score: Raw -9931.010706 + Penalty 505.239875 = -9425.770831 nChanged 0 SP:Iteration 6F (7.792984 sec): 3 clusters Score: Raw -9931.010706 + Penalty 505.239875 = -9425.770831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.795092 sec): 2 clusters Score: Raw -10076.137032 + Penalty 360.137335 = -9715.999697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.795758 sec): 3 clusters Score: Raw -9953.976912 + Penalty 716.771850 = -9237.205062 nChanged 80 SP:Iteration 1F (7.796414 sec): 3 clusters Score: Raw -10015.518850 + Penalty 714.570979 = -9300.947871 nChanged 21 SP:Iteration 2F (7.797073 sec): 3 clusters Score: Raw -10029.641340 + Penalty 716.089537 = -9313.551803 nChanged 12 SP:Iteration 3Q (7.797723 sec): 3 clusters Score: Raw -10036.310696 + Penalty 716.844282 = -9319.466414 nChanged 9 SP:Iteration 4Q (7.798373 sec): 3 clusters Score: Raw -10043.011503 + Penalty 716.277220 = -9326.734283 nChanged 3 SP:Iteration 5Q (7.799020 sec): 3 clusters Score: Raw -10044.652485 + Penalty 716.389617 = -9328.262868 nChanged 3 SP:Iteration 6Q (7.799667 sec): 3 clusters Score: Raw -10046.944579 + Penalty 716.429761 = -9330.514818 nChanged 1 SP:Iteration 7Q (7.800314 sec): 3 clusters Score: Raw -10047.135921 + Penalty 716.701453 = -9330.434468 nChanged 1 SP:Iteration 8F (7.800967 sec): 3 clusters Score: Raw -10047.347390 + Penalty 716.701453 = -9330.645938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.802888 sec): 2 clusters Score: Raw -205.524954 + Penalty 151.494505 = -54.030449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.803110 sec): 3 clusters Score: Raw -202.981845 + Penalty 303.750577 = 100.768732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.804187 sec): 2 clusters Score: Raw -3663.999341 + Penalty 633.047165 = -3030.952176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.804574 sec): 3 clusters Score: Raw -3760.642581 + Penalty 1266.592198 = -2494.050383 nChanged 2 SP:Iteration 1Q (7.804935 sec): 3 clusters Score: Raw -3767.988893 + Penalty 1266.592198 = -2501.396695 nChanged 0 SP:Iteration 2F (7.805315 sec): 3 clusters Score: Raw -3767.988893 + Penalty 1266.592198 = -2501.396695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.806225 sec): 2 clusters Score: Raw -2211.830485 + Penalty 639.440553 = -1572.389932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.806549 sec): 3 clusters Score: Raw -2354.383630 + Penalty 1279.557951 = -1074.825679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.807357 sec): 2 clusters Score: Raw -834.495511 + Penalty 215.375785 = -619.119726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.807607 sec): 3 clusters Score: Raw -847.517240 + Penalty 442.209270 = -405.307970 nChanged 1 SP:Iteration 1Q (7.807849 sec): 3 clusters Score: Raw -851.761034 + Penalty 442.209270 = -409.551764 nChanged 0 SP:Iteration 2F (7.808094 sec): 3 clusters Score: Raw -851.761034 + Penalty 442.209270 = -409.551764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.808837 sec): 2 clusters Score: Raw -254.045273 + Penalty 207.754951 = -46.290323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.809054 sec): 3 clusters Score: Raw -241.170083 + Penalty 414.704914 = 173.534831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.809820 sec): 2 clusters Score: Raw -755.850142 + Penalty 351.138300 = -404.711842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.810060 sec): 3 clusters Score: Raw -796.056144 + Penalty 695.499011 = -100.557133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.810825 sec): 2 clusters Score: Raw -751.336917 + Penalty 325.755823 = -425.581094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.811064 sec): 3 clusters Score: Raw -773.540675 + Penalty 648.320403 = -125.220272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.811871 sec): 2 clusters Score: Raw -1345.826403 + Penalty 446.513198 = -899.313206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.812141 sec): 3 clusters Score: Raw -1418.796424 + Penalty 890.088141 = -528.708282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.812887 sec): 2 clusters Score: Raw -201.594604 + Penalty 156.071348 = -45.523256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.813104 sec): 3 clusters Score: Raw -205.243822 + Penalty 320.045145 = 114.801323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.813886 sec): 2 clusters Score: Raw -889.982572 + Penalty 247.822689 = -642.159883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.814134 sec): 3 clusters Score: Raw -906.391051 + Penalty 506.814229 = -399.576822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.814924 sec): 2 clusters Score: Raw -768.671259 + Penalty 310.026760 = -458.644499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.815164 sec): 3 clusters Score: Raw -806.829449 + Penalty 628.432663 = -178.396786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.815894 sec): 2 clusters Score: Raw -75.283453 + Penalty 28.735540 = -46.547913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.816093 sec): 3 clusters Score: Raw -71.056452 + Penalty 57.471080 = -13.585371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.816844 sec): 2 clusters Score: Raw -477.742500 + Penalty 283.301960 = -194.440540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.817072 sec): 3 clusters Score: Raw -493.388593 + Penalty 577.547327 = 84.158734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.817809 sec): 2 clusters Score: Raw -223.607174 + Penalty 148.086626 = -75.520548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.818023 sec): 3 clusters Score: Raw -216.507265 + Penalty 263.766108 = 47.258843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 53 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.818784 sec): 2 clusters Score: Raw -696.350725 + Penalty 392.594786 = -303.755939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.819019 sec): 3 clusters Score: Raw -730.957435 + Penalty 786.018003 = 55.060569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.819807 sec): 2 clusters Score: Raw -1092.025789 + Penalty 407.416458 = -684.609331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.820062 sec): 3 clusters Score: Raw -1143.764775 + Penalty 819.518349 = -324.246426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.820810 sec): 2 clusters Score: Raw -354.242950 + Penalty 172.609043 = -181.633908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.821033 sec): 3 clusters Score: Raw -351.633389 + Penalty 340.365834 = -11.267555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.821845 sec): 2 clusters Score: Raw -1387.490961 + Penalty 474.454296 = -913.036664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.822117 sec): 3 clusters Score: Raw -1452.636023 + Penalty 948.908592 = -503.727431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.822887 sec): 2 clusters Score: Raw -616.687530 + Penalty 344.370677 = -272.316854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.823119 sec): 3 clusters Score: Raw -634.335634 + Penalty 687.908972 = 53.573337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.823904 sec): 2 clusters Score: Raw -1103.888054 + Penalty 420.781683 = -683.106371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.824157 sec): 3 clusters Score: Raw -1155.200015 + Penalty 837.275317 = -317.924698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.825031 sec): 2 clusters Score: Raw -2036.735517 + Penalty 371.773468 = -1664.962049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.825332 sec): 3 clusters Score: Raw -2056.993697 + Penalty 743.546936 = -1313.446761 nChanged 3 SP:Iteration 1F (7.825628 sec): 3 clusters Score: Raw -2060.579345 + Penalty 742.729702 = -1317.849643 nChanged 2 SP:Iteration 2Q (7.825916 sec): 3 clusters Score: Raw -2062.634228 + Penalty 741.105778 = -1321.528450 nChanged 1 SP:Iteration 3Q (7.826205 sec): 3 clusters Score: Raw -2064.610633 + Penalty 739.205753 = -1325.404880 nChanged 1 SP:Iteration 4Q (7.826493 sec): 3 clusters Score: Raw -2067.219666 + Penalty 739.205753 = -1328.013913 nChanged 0 SP:Iteration 5F (7.826791 sec): 3 clusters Score: Raw -2067.219666 + Penalty 739.205753 = -1328.013913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.827540 sec): 2 clusters Score: Raw -131.226535 + Penalty 90.949698 = -40.276837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.827747 sec): 3 clusters Score: Raw -122.516875 + Penalty 169.008650 = 46.491774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.828527 sec): 2 clusters Score: Raw -872.317379 + Penalty 273.101003 = -599.216376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.828777 sec): 3 clusters Score: Raw -902.868331 + Penalty 541.160862 = -361.707469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.829576 sec): 2 clusters Score: Raw -1201.655304 + Penalty 223.752172 = -977.903132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.829839 sec): 3 clusters Score: Raw -1203.878402 + Penalty 463.043441 = -740.834962 nChanged 5 SP:Iteration 1F (7.830098 sec): 3 clusters Score: Raw -1214.343579 + Penalty 479.078676 = -735.264903 nChanged 3 SP:Iteration 2F (7.830356 sec): 3 clusters Score: Raw -1220.982174 + Penalty 479.078676 = -741.903498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.831102 sec): 2 clusters Score: Raw -287.443653 + Penalty 224.187846 = -63.255807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.831321 sec): 3 clusters Score: Raw -281.140414 + Penalty 450.209282 = 169.068868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.832075 sec): 2 clusters Score: Raw -521.374812 + Penalty 305.734779 = -215.640033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.832305 sec): 3 clusters Score: Raw -550.145628 + Penalty 615.375027 = 65.229399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.833273 sec): 2 clusters Score: Raw -3097.519923 + Penalty 506.139874 = -2591.380048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.833630 sec): 3 clusters Score: Raw -3128.995000 + Penalty 1011.950858 = -2117.044141 nChanged 7 SP:Iteration 1F (7.833982 sec): 3 clusters Score: Raw -3149.117726 + Penalty 1011.881993 = -2137.235733 nChanged 2 SP:Iteration 2Q (7.834321 sec): 3 clusters Score: Raw -3151.785501 + Penalty 1012.682632 = -2139.102869 nChanged 1 SP:Iteration 3Q (7.834658 sec): 3 clusters Score: Raw -3159.129370 + Penalty 1013.474142 = -2145.655228 nChanged 1 SP:Iteration 4Q (7.834994 sec): 3 clusters Score: Raw -3161.581821 + Penalty 1013.474142 = -2148.107679 nChanged 0 SP:Iteration 5F (7.835362 sec): 3 clusters Score: Raw -3161.581821 + Penalty 1013.474142 = -2148.107679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.836155 sec): 2 clusters Score: Raw -694.530000 + Penalty 359.144324 = -335.385677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.836392 sec): 3 clusters Score: Raw -725.880428 + Penalty 716.811413 = -9.069014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.837425 sec): 2 clusters Score: Raw -5501.182827 + Penalty 742.932122 = -4758.250704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.837853 sec): 3 clusters Score: Raw -5579.404395 + Penalty 1484.161553 = -4095.242842 nChanged 5 SP:Iteration 1Q (7.838262 sec): 3 clusters Score: Raw -5608.496985 + Penalty 1484.178558 = -4124.318427 nChanged 1 SP:Iteration 2Q (7.838664 sec): 3 clusters Score: Raw -5610.250583 + Penalty 1484.178558 = -4126.072026 nChanged 0 SP:Iteration 3F (7.839084 sec): 3 clusters Score: Raw -5610.250583 + Penalty 1484.178558 = -4126.072026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.839911 sec): 2 clusters Score: Raw -966.123539 + Penalty 248.634316 = -717.489222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.840169 sec): 3 clusters Score: Raw -986.142541 + Penalty 496.759633 = -489.382907 nChanged 2 SP:Iteration 1F (7.840421 sec): 3 clusters Score: Raw -990.230349 + Penalty 496.759633 = -493.470716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.841228 sec): 2 clusters Score: Raw -1322.972258 + Penalty 451.400047 = -871.572210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.841496 sec): 3 clusters Score: Raw -1397.966815 + Penalty 901.062288 = -496.904527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.842270 sec): 2 clusters Score: Raw -728.779409 + Penalty 369.106009 = -359.673401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.842512 sec): 3 clusters Score: Raw -779.218441 + Penalty 735.308676 = -43.909765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.843251 sec): 2 clusters Score: Raw -198.956074 + Penalty 103.860910 = -95.095164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.843467 sec): 3 clusters Score: Raw -196.717519 + Penalty 213.374188 = 16.656669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.844231 sec): 2 clusters Score: Raw -752.479824 + Penalty 394.797298 = -357.682527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.844469 sec): 3 clusters Score: Raw -798.681634 + Penalty 789.739743 = -8.941891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.845215 sec): 2 clusters Score: Raw -400.512320 + Penalty 200.701618 = -199.810701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.845440 sec): 3 clusters Score: Raw -399.700307 + Penalty 399.201961 = -0.498346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.846194 sec): 2 clusters Score: Raw -177.563015 + Penalty 120.450078 = -57.112937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.846407 sec): 3 clusters Score: Raw -169.658520 + Penalty 120.450078 = -49.208442 nChanged 1 SP:Iteration 1F (7.846599 sec): 2 clusters Score: Raw -177.563015 + Penalty 120.450078 = -57.112937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.847341 sec): 2 clusters Score: Raw -169.261498 + Penalty 111.543450 = -57.718048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.847538 sec): 2 clusters Score: Raw -169.261498 + Penalty 111.543450 = -57.718048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.848274 sec): 2 clusters Score: Raw -165.315286 + Penalty 87.522937 = -77.792348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.848488 sec): 3 clusters Score: Raw -172.940654 + Penalty 182.964430 = 10.023777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.849212 sec): 2 clusters Score: Raw -40.088496 + Penalty 0.000000 = -40.088496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.849402 sec): 2 clusters Score: Raw -40.088496 + Penalty 0.000000 = -40.088496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.850148 sec): 2 clusters Score: Raw -429.852217 + Penalty 192.653414 = -237.198802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.850374 sec): 3 clusters Score: Raw -430.379982 + Penalty 385.306829 = -45.073153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.851100 sec): 2 clusters Score: Raw -73.315730 + Penalty 46.365527 = -26.950203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.851293 sec): 2 clusters Score: Raw -73.315730 + Penalty 46.365527 = -26.950203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.852043 sec): 2 clusters Score: Raw -530.925943 + Penalty 246.128798 = -284.797145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.852273 sec): 3 clusters Score: Raw -551.503271 + Penalty 488.704211 = -62.799060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.853002 sec): 2 clusters Score: Raw -42.270857 + Penalty 0.000000 = -42.270857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.853196 sec): 2 clusters Score: Raw -42.270857 + Penalty 0.000000 = -42.270857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.853966 sec): 2 clusters Score: Raw -586.447881 + Penalty 266.904642 = -319.543239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.854199 sec): 3 clusters Score: Raw -595.259198 + Penalty 529.229564 = -66.029634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.854944 sec): 2 clusters Score: Raw -270.321112 + Penalty 176.969454 = -93.351658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.855164 sec): 3 clusters Score: Raw -268.295980 + Penalty 353.938909 = 85.642929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.855912 sec): 2 clusters Score: Raw -127.392372 + Penalty 94.752462 = -32.639910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.856119 sec): 3 clusters Score: Raw -121.299271 + Penalty 178.621673 = 57.322402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.856853 sec): 2 clusters Score: Raw -91.437169 + Penalty 76.491293 = -14.945876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.857061 sec): 3 clusters Score: Raw -81.172830 + Penalty 152.982586 = 71.809756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.857808 sec): 2 clusters Score: Raw -422.268617 + Penalty 261.200488 = -161.068130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.858036 sec): 3 clusters Score: Raw -437.059398 + Penalty 522.400976 = 85.341578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.858764 sec): 2 clusters Score: Raw -128.757780 + Penalty 108.317796 = -20.439984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.858975 sec): 3 clusters Score: Raw -122.693968 + Penalty 216.791120 = 94.097152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.859715 sec): 2 clusters Score: Raw -344.235428 + Penalty 178.552922 = -165.682506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.859938 sec): 3 clusters Score: Raw -344.598964 + Penalty 352.273409 = 7.674445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.860669 sec): 2 clusters Score: Raw -182.269897 + Penalty 141.478990 = -40.790907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.860865 sec): 2 clusters Score: Raw -182.269897 + Penalty 141.478990 = -40.790907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.861594 sec): 2 clusters Score: Raw -183.397886 + Penalty 172.006772 = -11.391114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.861807 sec): 3 clusters Score: Raw -174.867740 + Penalty 368.584010 = 193.716269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.862538 sec): 2 clusters Score: Raw -244.770713 + Penalty 208.511768 = -36.258945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.862755 sec): 3 clusters Score: Raw -233.595717 + Penalty 421.794231 = 188.198514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 99 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.863502 sec): 2 clusters Score: Raw -435.188161 + Penalty 209.665504 = -225.522656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.863731 sec): 3 clusters Score: Raw -442.153840 + Penalty 416.465853 = -25.687987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.864515 sec): 2 clusters Score: Raw -925.442935 + Penalty 240.426145 = -685.016790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.864764 sec): 3 clusters Score: Raw -946.142071 + Penalty 487.705045 = -458.437026 nChanged 1 SP:Iteration 1Q (7.865006 sec): 3 clusters Score: Raw -947.819614 + Penalty 487.705045 = -460.114569 nChanged 0 SP:Iteration 2F (7.865267 sec): 3 clusters Score: Raw -947.819614 + Penalty 487.705045 = -460.114569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.866013 sec): 2 clusters Score: Raw -226.300179 + Penalty 148.537803 = -77.762376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.866227 sec): 3 clusters Score: Raw -219.933564 + Penalty 263.473638 = 43.540074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.866970 sec): 2 clusters Score: Raw -269.370195 + Penalty 187.004970 = -82.365225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.867188 sec): 3 clusters Score: Raw -264.839467 + Penalty 374.009939 = 109.170473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.867919 sec): 2 clusters Score: Raw -144.010519 + Penalty 147.103484 = 3.092965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.868113 sec): 2 clusters Score: Raw -144.010519 + Penalty 147.103484 = 3.092965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.868838 sec): 2 clusters Score: Raw -82.411112 + Penalty 51.258861 = -31.152251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.869031 sec): 2 clusters Score: Raw -82.411112 + Penalty 51.258861 = -31.152251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.869799 sec): 2 clusters Score: Raw -836.031909 + Penalty 353.467526 = -482.564383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.870040 sec): 3 clusters Score: Raw -857.672951 + Penalty 706.754086 = -150.918865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.870773 sec): 2 clusters Score: Raw -126.014887 + Penalty 101.038909 = -24.975979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.870984 sec): 3 clusters Score: Raw -119.879630 + Penalty 218.074532 = 98.194902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.871751 sec): 2 clusters Score: Raw -842.972735 + Penalty 417.432648 = -425.540087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.871991 sec): 3 clusters Score: Raw -893.301398 + Penalty 837.887722 = -55.413676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.872739 sec): 2 clusters Score: Raw -452.120998 + Penalty 295.917686 = -156.203311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.872965 sec): 3 clusters Score: Raw -464.675239 + Penalty 607.307414 = 142.632175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.873691 sec): 2 clusters Score: Raw -84.531193 + Penalty 78.153337 = -6.377856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.873884 sec): 2 clusters Score: Raw -84.531193 + Penalty 78.153337 = -6.377856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.874616 sec): 2 clusters Score: Raw -203.565819 + Penalty 194.369938 = -9.195882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.874844 sec): 3 clusters Score: Raw -188.737609 + Penalty 194.369938 = 5.632329 nChanged 1 SP:Iteration 1F (7.875037 sec): 2 clusters Score: Raw -203.565819 + Penalty 194.369938 = -9.195882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.875768 sec): 2 clusters Score: Raw -89.538186 + Penalty 76.285982 = -13.252205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.875975 sec): 3 clusters Score: Raw -80.366099 + Penalty 152.571963 = 72.205864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.876706 sec): 2 clusters Score: Raw -127.271106 + Penalty 97.591315 = -29.679790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.876915 sec): 3 clusters Score: Raw -121.211567 + Penalty 189.053313 = 67.841747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.877639 sec): 2 clusters Score: Raw -90.586966 + Penalty 93.125456 = 2.538490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.877833 sec): 2 clusters Score: Raw -90.586966 + Penalty 93.125456 = 2.538490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.878565 sec): 2 clusters Score: Raw -235.421874 + Penalty 162.837029 = -72.584845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.878779 sec): 3 clusters Score: Raw -227.757251 + Penalty 330.699842 = 102.942591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.879505 sec): 2 clusters Score: Raw -40.567734 + Penalty 0.000000 = -40.567734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.879695 sec): 2 clusters Score: Raw -40.567734 + Penalty 0.000000 = -40.567734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.880443 sec): 2 clusters Score: Raw -375.671957 + Penalty 87.069709 = -288.602249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.880670 sec): 3 clusters Score: Raw -376.171897 + Penalty 160.296131 = -215.875766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.881400 sec): 2 clusters Score: Raw -128.664295 + Penalty 93.474888 = -35.189407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.881605 sec): 3 clusters Score: Raw -122.834256 + Penalty 166.669276 = 43.835019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.882336 sec): 2 clusters Score: Raw -187.345599 + Penalty 157.859098 = -29.486501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.882548 sec): 3 clusters Score: Raw -177.274948 + Penalty 311.873535 = 134.598586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.883271 sec): 2 clusters Score: Raw -39.548389 + Penalty 0.000000 = -39.548389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.883461 sec): 2 clusters Score: Raw -39.548389 + Penalty 0.000000 = -39.548389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.884197 sec): 2 clusters Score: Raw -82.075113 + Penalty 50.201564 = -31.873549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.884392 sec): 2 clusters Score: Raw -82.075113 + Penalty 50.201564 = -31.873549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.885125 sec): 2 clusters Score: Raw -135.950621 + Penalty 123.644799 = -12.305822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.885336 sec): 3 clusters Score: Raw -128.331379 + Penalty 240.316729 = 111.985350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.886059 sec): 2 clusters Score: Raw -38.991822 + Penalty 0.000000 = -38.991822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.886249 sec): 2 clusters Score: Raw -38.991822 + Penalty 0.000000 = -38.991822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.886978 sec): 2 clusters Score: Raw -84.093722 + Penalty 70.944848 = -13.148874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.887184 sec): 3 clusters Score: Raw -77.044961 + Penalty 141.889696 = 64.844735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 132 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.887918 sec): 2 clusters Score: Raw -197.489089 + Penalty 128.564021 = -68.925068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.888117 sec): 2 clusters Score: Raw -197.489089 + Penalty 128.564021 = -68.925068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.888842 sec): 2 clusters Score: Raw -88.676351 + Penalty 71.969891 = -16.706460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.889035 sec): 2 clusters Score: Raw -88.676351 + Penalty 71.969891 = -16.706460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.889762 sec): 2 clusters Score: Raw -143.220343 + Penalty 140.743757 = -2.476586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.889973 sec): 3 clusters Score: Raw -133.485743 + Penalty 291.846236 = 158.360493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.890701 sec): 2 clusters Score: Raw -88.372491 + Penalty 75.878359 = -12.494132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.890906 sec): 3 clusters Score: Raw -80.002852 + Penalty 151.756719 = 71.753867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.891629 sec): 2 clusters Score: Raw -76.853650 + Penalty 40.795011 = -36.058639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.891836 sec): 3 clusters Score: Raw -72.030530 + Penalty 81.590022 = 9.559491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.892562 sec): 2 clusters Score: Raw -134.588359 + Penalty 118.764347 = -15.824012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.892771 sec): 3 clusters Score: Raw -126.952095 + Penalty 229.029717 = 102.077622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.893508 sec): 2 clusters Score: Raw -39.575019 + Penalty 0.000000 = -39.575019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.893697 sec): 2 clusters Score: Raw -39.575019 + Penalty 0.000000 = -39.575019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.894427 sec): 2 clusters Score: Raw -86.082243 + Penalty 53.787410 = -32.294834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.894621 sec): 2 clusters Score: Raw -86.082243 + Penalty 53.787410 = -32.294834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.895346 sec): 2 clusters Score: Raw -133.885974 + Penalty 108.880627 = -25.005347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.895557 sec): 3 clusters Score: Raw -125.763687 + Penalty 218.604030 = 92.840342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.896286 sec): 2 clusters Score: Raw -114.014365 + Penalty 81.043688 = -32.970677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.896490 sec): 3 clusters Score: Raw -112.142744 + Penalty 133.815672 = 21.672928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.897216 sec): 2 clusters Score: Raw -92.506472 + Penalty 86.679747 = -5.826725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.897423 sec): 3 clusters Score: Raw -82.319835 + Penalty 173.359494 = 91.039659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.898153 sec): 2 clusters Score: Raw -171.008434 + Penalty 93.121202 = -77.887231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.898349 sec): 2 clusters Score: Raw -171.008434 + Penalty 93.121202 = -77.887231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.899070 sec): 2 clusters Score: Raw -40.529694 + Penalty 0.000000 = -40.529694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.899260 sec): 2 clusters Score: Raw -40.529694 + Penalty 0.000000 = -40.529694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.899982 sec): 2 clusters Score: Raw -78.032334 + Penalty 47.458356 = -30.573978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.900189 sec): 3 clusters Score: Raw -73.472594 + Penalty 94.916712 = 21.444118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.900910 sec): 2 clusters Score: Raw -87.382971 + Penalty 68.228864 = -19.154107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.901103 sec): 2 clusters Score: Raw -87.382971 + Penalty 68.228864 = -19.154107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.901826 sec): 2 clusters Score: Raw -83.962115 + Penalty 64.693166 = -19.268949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.902032 sec): 3 clusters Score: Raw -76.778867 + Penalty 129.386332 = 52.607465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.902753 sec): 2 clusters Score: Raw -41.975655 + Penalty 0.000000 = -41.975655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.902959 sec): 2 clusters Score: Raw -41.975655 + Penalty 0.000000 = -41.975655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.903682 sec): 2 clusters Score: Raw -41.273582 + Penalty 0.000000 = -41.273582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.903872 sec): 2 clusters Score: Raw -41.273582 + Penalty 0.000000 = -41.273582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.904594 sec): 2 clusters Score: Raw -88.011112 + Penalty 63.511570 = -24.499543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.904788 sec): 2 clusters Score: Raw -88.011112 + Penalty 63.511570 = -24.499543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.905509 sec): 2 clusters Score: Raw -89.884646 + Penalty 74.489634 = -15.395011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.905703 sec): 2 clusters Score: Raw -89.884646 + Penalty 74.489634 = -15.395011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.906424 sec): 2 clusters Score: Raw -40.112772 + Penalty 0.000000 = -40.112772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.906614 sec): 2 clusters Score: Raw -40.112772 + Penalty 0.000000 = -40.112772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.907336 sec): 2 clusters Score: Raw -40.677071 + Penalty 0.000000 = -40.677071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.907526 sec): 2 clusters Score: Raw -40.677071 + Penalty 0.000000 = -40.677071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.908243 sec): 2 clusters Score: Raw -40.338116 + Penalty 0.000000 = -40.338116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.908432 sec): 2 clusters Score: Raw -40.338116 + Penalty 0.000000 = -40.338116 nChanged 0 Deleting Class 110 (4 points): Lose 43.288336 but Gain 1337.254303 Iteration 20F (8.777611 sec): 137 clusters Score: Raw -465578.017386 + Penalty 129503.085436 = -336074.931950 nChanged 34 Deleting Class 158 (1 points): Lose 4.378455 but Gain 1298.048808 Iteration 21Q (8.839444 sec): 136 clusters Score: Raw -465592.784474 + Penalty 128280.674806 = -337312.109668 nChanged 14 Deleting Class 113 (2 points): Lose 15.176740 but Gain 1281.395859 Iteration 22Q (8.900172 sec): 135 clusters Score: Raw -465581.742343 + Penalty 127008.300237 = -338573.442106 nChanged 15 Deleting Class 87 (1 points): Lose 3.460570 but Gain 1257.625007 Iteration 23Q (8.963106 sec): 134 clusters Score: Raw -465587.567760 + Penalty 125864.644600 = -339722.923160 nChanged 15 Deleting Class 103 (3 points): Lose 26.893555 but Gain 1277.082263 Iteration 24Q (9.024110 sec): 133 clusters Score: Raw -465579.321200 + Penalty 124598.397343 = -340980.923858 nChanged 14 Deleting Class 53 (15 points): Lose 138.102921 but Gain 1382.700700 Iteration 25Q (9.084681 sec): 132 clusters Score: Raw -465459.919699 + Penalty 123572.308176 = -341887.611523 nChanged 23 Deleting Class 74 (16 points): Lose 124.542973 but Gain 1358.091668 Iteration 26Q (9.145101 sec): 131 clusters Score: Raw -465430.738061 + Penalty 122240.973476 = -343189.764584 nChanged 25 Deleting Class 107 (17 points): Lose 142.333913 but Gain 1370.882126 Iteration 27Q (9.205532 sec): 130 clusters Score: Raw -465325.257246 + Penalty 120893.407813 = -344431.849433 nChanged 35 Deleting Class 57 (13 points): Lose 92.436371 but Gain 1280.524036 Iteration 28Q (9.265568 sec): 129 clusters Score: Raw -465267.353121 + Penalty 119640.407816 = -345626.945304 nChanged 36 Deleting Class 41 (5 points): Lose 51.908241 but Gain 1231.168569 Iteration 29Q (9.326255 sec): 128 clusters Score: Raw -465255.003093 + Penalty 118415.140635 = -346839.862458 nChanged 29 Deleting Class 146 (2 points): Lose 13.281198 but Gain 1192.703629 Iteration 30F (10.126797 sec): 127 clusters Score: Raw -465276.601399 + Penalty 117249.222555 = -348027.378844 nChanged 24 Deleting Class 66 (14 points): Lose 99.429205 but Gain 1283.245607 Iteration 31Q (10.186401 sec): 126 clusters Score: Raw -465194.109876 + Penalty 116002.749712 = -349191.360164 nChanged 34 Deleting Class 98 (5 points): Lose 60.939509 but Gain 1235.653516 Iteration 32Q (10.246826 sec): 125 clusters Score: Raw -465170.531234 + Penalty 114885.828861 = -350284.702373 nChanged 21 Deleting Class 134 (3 points): Lose 55.813299 but Gain 1221.870144 Iteration 33Q (10.305600 sec): 124 clusters Score: Raw -465161.094092 + Penalty 113682.936233 = -351478.157858 nChanged 14 Deleting Class 108 (10 points): Lose 74.756548 but Gain 1225.732212 Iteration 34Q (10.364181 sec): 123 clusters Score: Raw -465102.185251 + Penalty 112470.033688 = -352632.151563 nChanged 18 Deleting Class 58 (25 points): Lose 129.697328 but Gain 1271.056732 Iteration 35Q (10.422662 sec): 122 clusters Score: Raw -464989.461395 + Penalty 111219.264786 = -353770.196609 nChanged 33 Deleting Class 67 (114 points): Lose 359.273742 but Gain 1493.995301 Iteration 36Q (10.481349 sec): 121 clusters Score: Raw -464687.138155 + Penalty 109784.285859 = -354902.852296 nChanged 124 Deleting Class 63 (6 points): Lose 66.340304 but Gain 1193.363419 Iteration 37Q (10.544939 sec): 120 clusters Score: Raw -464831.397129 + Penalty 108616.052102 = -356215.345027 nChanged 35 Deleting Class 96 (4 points): Lose 58.475794 but Gain 1183.396974 Iteration 38Q (10.603121 sec): 119 clusters Score: Raw -464822.394601 + Penalty 107540.110490 = -357282.284111 nChanged 25 Deleting Class 56 (37 points): Lose 180.031346 but Gain 1284.556425 Iteration 39Q (10.661381 sec): 118 clusters Score: Raw -464681.509447 + Penalty 106299.428479 = -358382.080967 nChanged 61 Deleting Class 64 (12 points): Lose 69.674519 but Gain 1173.478488 Iteration 40F (11.397480 sec): 117 clusters Score: Raw -464703.131987 + Penalty 105200.598629 = -359502.533358 nChanged 33 Deleting Class 44 (32 points): Lose 114.311076 but Gain 1216.617071 Iteration 41Q (11.456685 sec): 116 clusters Score: Raw -464679.816459 + Penalty 104002.808616 = -360677.007843 nChanged 49 Deleting Class 140 (1 points): Lose 5.528949 but Gain 1104.990790 Iteration 42Q (11.515149 sec): 115 clusters Score: Raw -464737.975470 + Penalty 102913.694142 = -361824.281328 nChanged 15 Deleting Class 138 (2 points): Lose 13.623084 but Gain 1104.839461 Iteration 43Q (11.571858 sec): 114 clusters Score: Raw -464746.140654 + Penalty 101810.792884 = -362935.347769 nChanged 12 Deleting Class 72 (21 points): Lose 156.077671 but Gain 1244.220205 Iteration 44Q (11.628583 sec): 113 clusters Score: Raw -464604.286579 + Penalty 100640.443512 = -363963.843067 nChanged 33 Deleting Class 159 (1 points): Lose 4.480165 but Gain 1091.337712 Iteration 45Q (11.686326 sec): 112 clusters Score: Raw -464658.759886 + Penalty 99549.773564 = -365108.986322 nChanged 8 Deleting Class 80 (1 points): Lose 3.081423 but Gain 1084.178141 Iteration 46Q (11.742074 sec): 111 clusters Score: Raw -464661.108586 + Penalty 98469.402804 = -366191.705781 nChanged 4 Deleting Class 166 (2 points): Lose 19.173174 but Gain 1096.322760 Iteration 47Q (11.797929 sec): 110 clusters Score: Raw -464647.774492 + Penalty 97437.322965 = -367210.451527 nChanged 5 Deleting Class 70 (34 points): Lose 180.353220 but Gain 1245.183320 Iteration 48Q (11.853787 sec): 109 clusters Score: Raw -464483.598742 + Penalty 96307.139999 = -368176.458743 nChanged 35 Deleting Class 125 (2 points): Lose 47.430306 but Gain 1111.857723 Iteration 49Q (11.909935 sec): 108 clusters Score: Raw -464530.928027 + Penalty 95205.238020 = -369325.690007 nChanged 11 Deleting Class 148 (1 points): Lose 6.823698 but Gain 1070.588767 Iteration 50F (12.584759 sec): 107 clusters Score: Raw -464550.931528 + Penalty 94149.067226 = -370401.864303 nChanged 8 Deleting Class 109 (2 points): Lose 14.810629 but Gain 1075.381174 Iteration 51Q (12.640177 sec): 106 clusters Score: Raw -464549.315937 + Penalty 93086.088130 = -371463.227807 nChanged 9 Deleting Class 51 (11 points): Lose 68.603421 but Gain 1126.833458 Iteration 52Q (12.696556 sec): 105 clusters Score: Raw -464489.668509 + Penalty 91968.910507 = -372520.758002 nChanged 15 Deleting Class 105 (18 points): Lose 109.288588 but Gain 1166.369572 Iteration 53Q (12.751118 sec): 104 clusters Score: Raw -464398.381879 + Penalty 90861.512785 = -373536.869094 nChanged 19 Deleting Class 39 (60 points): Lose 434.440191 but Gain 1489.553660 Iteration 54Q (12.806547 sec): 103 clusters Score: Raw -464005.971882 + Penalty 89536.356579 = -374469.615303 nChanged 60 Deleting Class 124 (4 points): Lose 33.947521 but Gain 1086.061770 Iteration 55Q (12.862690 sec): 102 clusters Score: Raw -464192.453078 + Penalty 88442.817345 = -375749.635733 nChanged 21 Deleting Class 130 (1 points): Lose 9.572018 but Gain 1055.156313 Iteration 56Q (12.917522 sec): 101 clusters Score: Raw -464226.834493 + Penalty 87390.829416 = -376836.005077 nChanged 12 Deleting Class 92 (12 points): Lose 91.149720 but Gain 1136.714012 Iteration 57Q (12.971206 sec): 100 clusters Score: Raw -464157.741273 + Penalty 86271.337558 = -377886.403715 nChanged 26 Deleting Class 111 (2 points): Lose 4.700933 but Gain 1049.686576 Iteration 58Q (13.026476 sec): 99 clusters Score: Raw -464204.508874 + Penalty 85225.766995 = -378978.741878 nChanged 14 Deleting Class 119 (1 points): Lose 8.533367 but Gain 1051.483825 Iteration 59Q (13.080557 sec): 98 clusters Score: Raw -464208.744424 + Penalty 84250.119833 = -379958.624591 nChanged 6 Deleting Class 42 (19 points): Lose 148.498841 but Gain 1192.014886 Iteration 60F (13.708653 sec): 97 clusters Score: Raw -464077.216481 + Penalty 83141.724823 = -380935.491658 nChanged 19 Deleting Class 26 (14 points): Lose 58.743204 but Gain 1102.156055 Iteration 61Q (13.762302 sec): 96 clusters Score: Raw -464073.883446 + Penalty 82081.510451 = -381992.372995 nChanged 21 Deleting Class 7 (62 points): Lose 417.234015 but Gain 1459.492108 Iteration 62Q (13.816770 sec): 95 clusters Score: Raw -463689.214254 + Penalty 80725.852294 = -382963.361961 nChanged 64 Deleting Class 24 (23 points): Lose 264.524011 but Gain 1299.283782 Iteration 63Q (13.872158 sec): 94 clusters Score: Raw -463619.578862 + Penalty 79817.935704 = -383801.643158 nChanged 40 Deleting Class 91 (3 points): Lose 40.290376 but Gain 1183.138590 Iteration 64Q (13.926669 sec): 93 clusters Score: Raw -463762.618316 + Penalty 78668.524800 = -385094.093516 nChanged 10 Deleting Class 136 (2 points): Lose 23.358637 but Gain 1044.077741 Iteration 65Q (13.979248 sec): 92 clusters Score: Raw -463764.066811 + Penalty 77630.695493 = -386133.371318 nChanged 4 Deleting Class 163 (1 points): Lose 4.789121 but Gain 1024.491475 Iteration 66Q (14.033005 sec): 91 clusters Score: Raw -463766.717448 + Penalty 76612.209029 = -387154.508419 nChanged 3 Deleting Class 162 (3 points): Lose 34.807854 but Gain 1044.632887 Iteration 67Q (14.085136 sec): 90 clusters Score: Raw -463735.832872 + Penalty 75570.672052 = -388165.160820 nChanged 3 Deleting Class 14 (2 points): Lose 5.631494 but Gain 1008.469595 Iteration 68Q (14.137362 sec): 89 clusters Score: Raw -463736.006833 + Penalty 74563.175340 = -389172.831494 nChanged 2 Deleting Class 54 (29 points): Lose 201.971803 but Gain 1201.991282 Iteration 69Q (14.188656 sec): 88 clusters Score: Raw -463537.250149 + Penalty 73499.368296 = -390037.881853 nChanged 29 Deleting Class 21 (9 points): Lose 49.798331 but Gain 1051.719544 Iteration 70F (14.741389 sec): 87 clusters Score: Raw -463598.027257 + Penalty 72495.403995 = -391102.623262 nChanged 19 Deleting Class 34 (38 points): Lose 192.188626 but Gain 1198.119281 Iteration 71Q (14.793091 sec): 86 clusters Score: Raw -463443.345134 + Penalty 71529.512909 = -391913.832224 nChanged 43 Deleting Class 129 (4 points): Lose 40.275546 but Gain 1037.245850 Iteration 72Q (14.846401 sec): 85 clusters Score: Raw -463538.516491 + Penalty 70566.645804 = -392971.870687 nChanged 15 Deleting Class 43 (21 points): Lose 177.200400 but Gain 1168.825484 Iteration 73Q (14.898685 sec): 84 clusters Score: Raw -463392.023956 + Penalty 69617.840029 = -393774.183927 nChanged 25 Deleting Class 153 (5 points): Lose 48.150405 but Gain 1035.134345 Iteration 74Q (14.951713 sec): 83 clusters Score: Raw -463446.592413 + Penalty 68624.232584 = -394822.359829 nChanged 10 Deleting Class 133 (2 points): Lose 10.412491 but Gain 990.297655 Iteration 75Q (15.003163 sec): 82 clusters Score: Raw -463460.321724 + Penalty 67645.718273 = -395814.603451 nChanged 6 Deleting Class 102 (6 points): Lose 32.948976 but Gain 995.437060 Iteration 76Q (15.057097 sec): 81 clusters Score: Raw -463432.380468 + Penalty 66677.223205 = -396755.157263 nChanged 7 Deleting Class 131 (2 points): Lose 18.771189 but Gain 976.193174 Iteration 77Q (15.108312 sec): 80 clusters Score: Raw -463429.290492 + Penalty 65757.922579 = -397671.367913 nChanged 7 Deleting Class 16 (184 points): Lose 544.821364 but Gain 1499.189001 Iteration 78Q (15.159942 sec): 79 clusters Score: Raw -462901.363128 + Penalty 64312.680926 = -398588.682202 nChanged 189 Deleting Class 9 (97 points): Lose 268.867443 but Gain 1224.275035 Iteration 79Q (15.216892 sec): 78 clusters Score: Raw -462951.311657 + Penalty 63109.311541 = -399842.000116 nChanged 122 Deleting Class 47 (37 points): Lose 225.772942 but Gain 1182.538261 Iteration 80F (15.710990 sec): 77 clusters Score: Raw -462886.361265 + Penalty 62045.854510 = -400840.506755 nChanged 67 Deleting Class 5 (34 points): Lose 177.689471 but Gain 1161.426520 Iteration 81Q (15.762758 sec): 76 clusters Score: Raw -462829.291777 + Penalty 61054.498158 = -401774.793619 nChanged 57 Deleting Class 11 (33 points): Lose 118.096003 but Gain 1082.805700 Iteration 82Q (15.813937 sec): 75 clusters Score: Raw -462822.185085 + Penalty 60018.797640 = -402803.387445 nChanged 55 Deleting Class 45 (9 points): Lose 77.658012 but Gain 1028.762879 Iteration 83Q (15.865006 sec): 74 clusters Score: Raw -462824.213091 + Penalty 59038.779135 = -403785.433956 nChanged 29 Deleting Class 95 (4 points): Lose 25.141762 but Gain 973.367541 Iteration 84Q (15.914648 sec): 73 clusters Score: Raw -462834.767243 + Penalty 58068.602426 = -404766.164818 nChanged 15 Deleting Class 106 (4 points): Lose 30.737396 but Gain 977.545688 Iteration 85Q (15.964041 sec): 72 clusters Score: Raw -462817.124251 + Penalty 57100.775633 = -405716.348618 nChanged 9 Deleting Class 77 (7 points): Lose 66.521142 but Gain 1009.591615 Iteration 86Q (16.012478 sec): 71 clusters Score: Raw -462758.236873 + Penalty 56136.341598 = -406621.895274 nChanged 12 Deleting Class 88 (16 points): Lose 105.201211 but Gain 1046.984183 Iteration 87Q (16.061461 sec): 70 clusters Score: Raw -462677.208462 + Penalty 55203.296881 = -407473.911580 nChanged 26 Deleting Class 29 (2 points): Lose 1.111606 but Gain 935.650068 Iteration 88Q (16.111151 sec): 69 clusters Score: Raw -462743.969269 + Penalty 54270.393572 = -408473.575697 nChanged 14 Deleting Class 38 (106 points): Lose 418.231883 but Gain 1349.256212 Iteration 89Q (16.160904 sec): 68 clusters Score: Raw -462334.217097 + Penalty 53019.983171 = -409314.233926 nChanged 121 Deleting Class 118 (5 points): Lose 35.400529 but Gain 964.982215 Iteration 90F (16.588983 sec): 67 clusters Score: Raw -462520.969901 + Penalty 52025.945208 = -410495.024693 nChanged 39 Deleting Class 93 (3 points): Lose 11.582944 but Gain 940.363426 Iteration 91Q (16.638316 sec): 66 clusters Score: Raw -462546.589754 + Penalty 51136.104886 = -411410.484868 nChanged 41 Deleting Class 167 (1 points): Lose 12.926071 but Gain 933.944897 Iteration 92Q (16.688189 sec): 65 clusters Score: Raw -462576.341852 + Penalty 50218.886800 = -412357.455052 nChanged 54 Deleting Class 143 (2 points): Lose 13.506666 but Gain 928.022112 Iteration 93Q (16.737329 sec): 64 clusters Score: Raw -462665.580499 + Penalty 49295.813383 = -413369.767116 nChanged 56 Deleting Class 89 (7 points): Lose 69.986095 but Gain 966.202700 Iteration 94Q (16.786679 sec): 63 clusters Score: Raw -462714.316913 + Penalty 48348.901135 = -414365.415778 nChanged 39 Deleting Class 37 (7 points): Lose 36.078152 but Gain 928.076682 Iteration 95Q (16.834502 sec): 62 clusters Score: Raw -462723.920931 + Penalty 47438.531390 = -415285.389541 nChanged 21 Deleting Class 99 (20 points): Lose 94.894668 but Gain 984.986902 Iteration 96Q (16.882351 sec): 61 clusters Score: Raw -462647.131940 + Penalty 46470.316058 = -416176.815881 nChanged 31 Deleting Class 154 (2 points): Lose 7.527336 but Gain 890.170733 Iteration 97Q (16.929245 sec): 60 clusters Score: Raw -462682.604895 + Penalty 45601.594356 = -417081.010538 nChanged 22 Deleting Class 83 (12 points): Lose 64.845293 but Gain 944.697395 Iteration 98Q (16.975840 sec): 59 clusters Score: Raw -462629.078426 + Penalty 44671.136158 = -417957.942268 nChanged 22 Deleting Class 76 (12 points): Lose 48.812002 but Gain 919.529524 Iteration 99Q (17.022013 sec): 58 clusters Score: Raw -462622.225491 + Penalty 43787.768185 = -418834.457307 nChanged 17 Deleting Class 52 (7 points): Lose 48.325759 but Gain 910.173463 Iteration 100F (17.390471 sec): 57 clusters Score: Raw -462601.873089 + Penalty 42977.659584 = -419624.213505 nChanged 11 Deleting Class 160 (2 points): Lose 14.974040 but Gain 873.912096 Iteration 101Q (17.437013 sec): 56 clusters Score: Raw -462608.654390 + Penalty 42146.915076 = -420461.739314 nChanged 4 Deleting Class 101 (5 points): Lose 35.080427 but Gain 880.244121 Iteration 102Q (17.482257 sec): 55 clusters Score: Raw -462588.996854 + Penalty 41272.729379 = -421316.267475 nChanged 5 Deleting Class 112 (3 points): Lose 18.178085 but Gain 847.241234 Iteration 103Q (17.527197 sec): 54 clusters Score: Raw -462581.859931 + Penalty 40401.061984 = -422180.797947 nChanged 5 Deleting Class 60 (4 points): Lose 18.359625 but Gain 840.649405 Iteration 104Q (17.571965 sec): 53 clusters Score: Raw -462571.818398 + Penalty 39570.833997 = -423000.984401 nChanged 6 Deleting Class 18 (125 points): Lose 425.356879 but Gain 1238.654024 Iteration 105Q (17.617557 sec): 52 clusters Score: Raw -462153.763584 + Penalty 38394.062455 = -423759.701129 nChanged 126 Deleting Class 81 (13 points): Lose 56.437776 but Gain 862.664910 Iteration 106Q (17.664862 sec): 51 clusters Score: Raw -462338.775801 + Penalty 37561.372948 = -424777.402853 nChanged 36 Deleting Class 90 (3 points): Lose 19.555803 but Gain 822.595665 Iteration 107Q (17.710124 sec): 50 clusters Score: Raw -462358.274782 + Penalty 36751.938582 = -425606.336200 nChanged 20 Deleting Class 94 (8 points): Lose 18.974233 but Gain 818.956079 Iteration 108Q (17.753995 sec): 49 clusters Score: Raw -462355.364794 + Penalty 35941.692147 = -426413.672648 nChanged 16 Deleting Class 123 (3 points): Lose 12.057141 but Gain 811.504377 Iteration 109Q (17.798072 sec): 48 clusters Score: Raw -462361.927276 + Penalty 35136.895314 = -427225.031963 nChanged 13 Deleting Class 149 (4 points): Lose 34.855733 but Gain 823.390231 Iteration 110F (18.106114 sec): 47 clusters Score: Raw -462340.154169 + Penalty 34325.597586 = -428014.556582 nChanged 12 Deleting Class 59 (71 points): Lose 275.035199 but Gain 1045.133160 Iteration 111Q (18.149724 sec): 46 clusters Score: Raw -462077.504287 + Penalty 33361.477146 = -428716.027141 nChanged 74 Deleting Class 55 (10 points): Lose 57.475716 but Gain 834.908509 Iteration 112Q (18.194177 sec): 45 clusters Score: Raw -462152.623948 + Penalty 32560.818626 = -429591.805322 nChanged 29 Deleting Class 61 (36 points): Lose 150.707787 but Gain 911.822454 Iteration 113Q (18.237174 sec): 44 clusters Score: Raw -462037.058249 + Penalty 31683.193123 = -430353.865125 nChanged 50 Deleting Class 141 (2 points): Lose 1.782168 but Gain 740.108742 Iteration 114Q (18.280538 sec): 43 clusters Score: Raw -462106.598753 + Penalty 30955.186205 = -431151.412548 nChanged 13 Deleting Class 78 (5 points): Lose 38.777771 but Gain 773.384440 Iteration 115Q (18.322746 sec): 42 clusters Score: Raw -462080.283414 + Penalty 30183.273279 = -431897.010134 nChanged 14 Deleting Class 100 (39 points): Lose 145.706998 but Gain 870.402420 Iteration 116Q (18.364946 sec): 41 clusters Score: Raw -461943.561202 + Penalty 29350.544318 = -432593.016884 nChanged 45 Deleting Class 132 (5 points): Lose 47.170638 but Gain 761.878270 Iteration 117Q (18.407990 sec): 40 clusters Score: Raw -461986.051853 + Penalty 28603.964194 = -433382.087658 nChanged 10 Deleting Class 104 (2 points): Lose 2.107333 but Gain 705.316199 Iteration 118Q (18.449886 sec): 39 clusters Score: Raw -461999.545902 + Penalty 27897.239179 = -434102.306723 nChanged 4 Writing temp clu file Memory request: 0.07 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -461999.545902 + Penalty 27897.239179 = -434102.306723Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 1 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.482827 sec): 2 clusters Score: Raw -68406.655219 + Penalty 189.117504 = -68217.537715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.486165 sec): 3 clusters Score: Raw -67282.029298 + Penalty 377.802957 = -66904.226341 nChanged 798 SP:Iteration 1F (18.489485 sec): 3 clusters Score: Raw -67771.599384 + Penalty 378.087791 = -67393.511593 nChanged 241 SP:Iteration 2F (18.492768 sec): 3 clusters Score: Raw -67926.798265 + Penalty 379.997395 = -67546.800870 nChanged 133 SP:Iteration 3F (18.496047 sec): 3 clusters Score: Raw -68003.704389 + Penalty 382.029381 = -67621.675008 nChanged 93 SP:Iteration 4F (18.499379 sec): 3 clusters Score: Raw -68042.103357 + Penalty 384.282359 = -67657.820999 nChanged 63 SP:Iteration 5Q (18.502849 sec): 3 clusters Score: Raw -68058.943292 + Penalty 385.562329 = -67673.380963 nChanged 41 SP:Iteration 6Q (18.506348 sec): 3 clusters Score: Raw -68065.414475 + Penalty 386.450318 = -67678.964157 nChanged 19 SP:Iteration 7Q (18.509629 sec): 3 clusters Score: Raw -68067.375492 + Penalty 387.699908 = -67679.675584 nChanged 21 SP:Iteration 8Q (18.512910 sec): 3 clusters Score: Raw -68071.486828 + Penalty 389.060463 = -67682.426365 nChanged 22 SP:Iteration 9Q (18.516272 sec): 3 clusters Score: Raw -68075.551182 + Penalty 390.433162 = -67685.118020 nChanged 21 SP:Iteration 10F (18.519640 sec): 3 clusters Score: Raw -68079.422903 + Penalty 391.714134 = -67687.708769 nChanged 21 SP:Iteration 11Q (18.522960 sec): 3 clusters Score: Raw -68082.649710 + Penalty 393.228645 = -67689.421065 nChanged 22 SP:Iteration 12Q (18.526162 sec): 3 clusters Score: Raw -68086.153512 + Penalty 394.876867 = -67691.276645 nChanged 21 SP:Iteration 13Q (18.529368 sec): 3 clusters Score: Raw -68090.238332 + Penalty 396.303050 = -67693.935282 nChanged 21 SP:Iteration 14Q (18.532547 sec): 3 clusters Score: Raw -68094.056842 + Penalty 398.268954 = -67695.787888 nChanged 27 SP:Iteration 15Q (18.535721 sec): 3 clusters Score: Raw -68099.214971 + Penalty 400.385263 = -67698.829708 nChanged 27 SP:Iteration 16Q (18.538895 sec): 3 clusters Score: Raw -68105.398412 + Penalty 402.721917 = -67702.676495 nChanged 29 SP:Iteration 17Q (18.542069 sec): 3 clusters Score: Raw -68112.352405 + Penalty 405.938907 = -67706.413498 nChanged 38 SP:Iteration 18Q (18.545241 sec): 3 clusters Score: Raw -68127.012571 + Penalty 407.787422 = -67719.225149 nChanged 45 SP:Iteration 19Q (18.548415 sec): 3 clusters Score: Raw -68146.092365 + Penalty 410.770557 = -67735.321807 nChanged 51 SP:Iteration 20F (18.551660 sec): 3 clusters Score: Raw -68170.252647 + Penalty 415.389407 = -67754.863240 nChanged 59 SP:Iteration 21Q (18.554910 sec): 3 clusters Score: Raw -68208.792657 + Penalty 419.034156 = -67789.758502 nChanged 57 SP:Iteration 22Q (18.558123 sec): 3 clusters Score: Raw -68244.259890 + Penalty 422.727716 = -67821.532174 nChanged 52 SP:Iteration 23Q (18.561437 sec): 3 clusters Score: Raw -68285.230495 + Penalty 428.451712 = -67856.778783 nChanged 48 SP:Iteration 24Q (18.564609 sec): 3 clusters Score: Raw -68328.881856 + Penalty 433.184902 = -67895.696954 nChanged 42 SP:Iteration 25Q (18.567817 sec): 3 clusters Score: Raw -68372.643838 + Penalty 475.864769 = -67896.779069 nChanged 23 SP:Iteration 26Q (18.570863 sec): 3 clusters Score: Raw -68400.547587 + Penalty 489.878056 = -67910.669531 nChanged 5 SP:Iteration 27Q (18.573554 sec): 3 clusters Score: Raw -68407.777714 + Penalty 495.323259 = -67912.454455 nChanged 1 SP:Iteration 28Q (18.576136 sec): 3 clusters Score: Raw -68408.324958 + Penalty 495.323259 = -67913.001699 nChanged 0 SP:Iteration 29F (18.579292 sec): 3 clusters Score: Raw -68408.324958 + Penalty 495.323259 = -67913.001699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.580192 sec): 2 clusters Score: Raw -3860.060707 + Penalty 375.204562 = -3484.856145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.580586 sec): 3 clusters Score: Raw -3849.954296 + Penalty 753.046121 = -3096.908175 nChanged 9 SP:Iteration 1F (18.580973 sec): 3 clusters Score: Raw -3862.321804 + Penalty 758.851564 = -3103.470240 nChanged 5 SP:Iteration 2F (18.581357 sec): 3 clusters Score: Raw -3874.240806 + Penalty 762.855949 = -3111.384857 nChanged 2 SP:Iteration 3Q (18.581738 sec): 3 clusters Score: Raw -3876.786447 + Penalty 762.962280 = -3113.824167 nChanged 1 SP:Iteration 4Q (18.582117 sec): 3 clusters Score: Raw -3880.761954 + Penalty 766.174676 = -3114.587278 nChanged 1 SP:Iteration 5Q (18.582520 sec): 3 clusters Score: Raw -3881.083490 + Penalty 768.388449 = -3112.695041 nChanged 1 SP:Iteration 6F (18.582909 sec): 3 clusters Score: Raw -3881.138422 + Penalty 768.388449 = -3112.749973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.583385 sec): 2 clusters Score: Raw -346.581353 + Penalty 141.518114 = -205.063238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.583608 sec): 3 clusters Score: Raw -348.864942 + Penalty 281.896677 = -66.968265 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.599065 sec): 2 clusters Score: Raw -117644.892038 + Penalty 238.873941 = -117406.018097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.605642 sec): 3 clusters Score: Raw -115384.812820 + Penalty 475.602239 = -114909.210581 nChanged 1536 SP:Iteration 1F (18.611856 sec): 3 clusters Score: Raw -116035.512562 + Penalty 471.980006 = -115563.532556 nChanged 578 SP:Iteration 2F (18.618210 sec): 3 clusters Score: Raw -116489.512846 + Penalty 468.333981 = -116021.178865 nChanged 438 SP:Iteration 3F (18.624469 sec): 3 clusters Score: Raw -116942.331089 + Penalty 458.092653 = -116484.238436 nChanged 340 SP:Iteration 4F (18.630820 sec): 3 clusters Score: Raw -117312.871299 + Penalty 452.848413 = -116860.022886 nChanged 190 SP:Iteration 5F (18.637015 sec): 3 clusters Score: Raw -117523.643634 + Penalty 458.090617 = -117065.553018 nChanged 75 SP:Iteration 6Q (18.642458 sec): 3 clusters Score: Raw -117605.349320 + Penalty 467.897070 = -117137.452250 nChanged 30 SP:Iteration 7Q (18.647494 sec): 3 clusters Score: Raw -117633.160941 + Penalty 507.712478 = -117125.448463 nChanged 19 SP:Iteration 8F (18.653648 sec): 3 clusters Score: Raw -117648.759857 + Penalty 533.879624 = -117114.880233 nChanged 9 SP:Iteration 9F (18.659917 sec): 3 clusters Score: Raw -117655.533054 + Penalty 552.170013 = -117103.363041 nChanged 3 SP:Iteration 10F (18.666093 sec): 3 clusters Score: Raw -117656.990977 + Penalty 560.927676 = -117096.063301 nChanged 1 SP:Iteration 11F (18.672236 sec): 3 clusters Score: Raw -117658.454754 + Penalty 570.199160 = -117088.255593 nChanged 1 SP:Iteration 12F (18.678472 sec): 3 clusters Score: Raw -117658.684037 + Penalty 570.199160 = -117088.484877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.681458 sec): 2 clusters Score: Raw -4779.691557 + Penalty 302.821075 = -4476.870482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.681900 sec): 3 clusters Score: Raw -4734.718920 + Penalty 621.569572 = -4113.149349 nChanged 25 SP:Iteration 1F (18.682332 sec): 3 clusters Score: Raw -4759.447400 + Penalty 648.585639 = -4110.861762 nChanged 11 SP:Iteration 2F (18.682774 sec): 3 clusters Score: Raw -4776.523404 + Penalty 686.888853 = -4089.634552 nChanged 7 SP:Iteration 3F (18.683206 sec): 3 clusters Score: Raw -4789.009518 + Penalty 696.443197 = -4092.566321 nChanged 2 SP:Iteration 4Q (18.683627 sec): 3 clusters Score: Raw -4791.153766 + Penalty 706.831302 = -4084.322464 nChanged 2 SP:Iteration 5F (18.684056 sec): 3 clusters Score: Raw -4795.033856 + Penalty 706.831302 = -4088.202554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 8 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.690781 sec): 2 clusters Score: Raw -72520.892595 + Penalty 690.924024 = -71829.968571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.694252 sec): 3 clusters Score: Raw -71480.156781 + Penalty 1377.674209 = -70102.482572 nChanged 720 SP:Iteration 1F (18.697646 sec): 3 clusters Score: Raw -71887.622074 + Penalty 1369.944718 = -70517.677356 nChanged 216 SP:Iteration 2F (18.701028 sec): 3 clusters Score: Raw -72030.736508 + Penalty 1363.206611 = -70667.529898 nChanged 146 SP:Iteration 3F (18.704519 sec): 3 clusters Score: Raw -72133.743111 + Penalty 1358.675848 = -70775.067263 nChanged 108 SP:Iteration 4F (18.708031 sec): 3 clusters Score: Raw -72197.035989 + Penalty 1354.254294 = -70842.781695 nChanged 85 SP:Iteration 5Q (18.711540 sec): 3 clusters Score: Raw -72244.477301 + Penalty 1351.973450 = -70892.503851 nChanged 68 SP:Iteration 6Q (18.715009 sec): 3 clusters Score: Raw -72276.838214 + Penalty 1347.360037 = -70929.478178 nChanged 55 SP:Iteration 7Q (18.718481 sec): 3 clusters Score: Raw -72307.777853 + Penalty 1347.636815 = -70960.141038 nChanged 56 SP:Iteration 8Q (18.721969 sec): 3 clusters Score: Raw -72332.941480 + Penalty 1345.262023 = -70987.679457 nChanged 50 SP:Iteration 9Q (18.725431 sec): 3 clusters Score: Raw -72359.613429 + Penalty 1343.146328 = -71016.467101 nChanged 47 SP:Iteration 10F (18.728896 sec): 3 clusters Score: Raw -72383.259190 + Penalty 1342.049498 = -71041.209692 nChanged 43 SP:Iteration 11Q (18.732390 sec): 3 clusters Score: Raw -72404.548557 + Penalty 1347.607559 = -71056.940998 nChanged 46 SP:Iteration 12Q (18.735843 sec): 3 clusters Score: Raw -72433.678714 + Penalty 1360.609014 = -71073.069700 nChanged 31 SP:Iteration 13Q (18.739310 sec): 3 clusters Score: Raw -72455.523063 + Penalty 1374.057563 = -71081.465500 nChanged 31 SP:Iteration 14Q (18.742669 sec): 3 clusters Score: Raw -72475.451537 + Penalty 1381.130608 = -71094.320928 nChanged 22 SP:Iteration 15Q (18.746026 sec): 3 clusters Score: Raw -72489.066090 + Penalty 1385.693356 = -71103.372734 nChanged 20 SP:Iteration 16Q (18.749382 sec): 3 clusters Score: Raw -72498.787341 + Penalty 1390.338099 = -71108.449242 nChanged 19 SP:Iteration 17Q (18.752726 sec): 3 clusters Score: Raw -72507.015609 + Penalty 1393.512884 = -71113.502726 nChanged 10 SP:Iteration 18Q (18.756089 sec): 3 clusters Score: Raw -72513.715123 + Penalty 1397.922995 = -71115.792127 nChanged 15 SP:Iteration 19Q (18.759430 sec): 3 clusters Score: Raw -72524.796913 + Penalty 1403.313153 = -71121.483760 nChanged 21 SP:Iteration 20F (18.762809 sec): 3 clusters Score: Raw -72537.810921 + Penalty 1406.803979 = -71131.006942 nChanged 14 SP:Iteration 21Q (18.766135 sec): 3 clusters Score: Raw -72546.686478 + Penalty 1409.521584 = -71137.164893 nChanged 15 SP:Iteration 22Q (18.769486 sec): 3 clusters Score: Raw -72555.685694 + Penalty 1420.849722 = -71134.835972 nChanged 13 SP:Iteration 23F (18.772890 sec): 3 clusters Score: Raw -72562.243097 + Penalty 1436.329383 = -71125.913713 nChanged 13 SP:Iteration 24F (18.776254 sec): 3 clusters Score: Raw -72569.553697 + Penalty 1447.205940 = -71122.347757 nChanged 12 SP:Iteration 25F (18.779617 sec): 3 clusters Score: Raw -72578.072703 + Penalty 1457.433530 = -71120.639172 nChanged 11 SP:Iteration 26F (18.782976 sec): 3 clusters Score: Raw -72588.136121 + Penalty 1464.264813 = -71123.871308 nChanged 11 SP:Iteration 27Q (18.786314 sec): 3 clusters Score: Raw -72596.527271 + Penalty 1472.302873 = -71124.224398 nChanged 5 SP:Iteration 28Q (18.789591 sec): 3 clusters Score: Raw -72600.588141 + Penalty 1478.134059 = -71122.454082 nChanged 9 SP:Iteration 29F (18.792990 sec): 3 clusters Score: Raw -72608.818394 + Penalty 1496.378921 = -71112.439472 nChanged 7 SP:Iteration 30F (18.796430 sec): 3 clusters Score: Raw -72616.355897 + Penalty 1501.076610 = -71115.279286 nChanged 6 SP:Iteration 31Q (18.799597 sec): 3 clusters Score: Raw -72621.939758 + Penalty 1506.625121 = -71115.314637 nChanged 5 SP:Iteration 32Q (18.802697 sec): 3 clusters Score: Raw -72626.998122 + Penalty 1511.203459 = -71115.794663 nChanged 4 SP:Iteration 33Q (18.805853 sec): 3 clusters Score: Raw -72631.306706 + Penalty 1513.275505 = -71118.031201 nChanged 1 SP:Iteration 34Q (18.809033 sec): 3 clusters Score: Raw -72631.842961 + Penalty 1513.526588 = -71118.316372 nChanged 1 SP:Iteration 35Q (18.812326 sec): 3 clusters Score: Raw -72633.923157 + Penalty 1514.909446 = -71119.013711 nChanged 1 SP:Iteration 36Q (18.815417 sec): 3 clusters Score: Raw -72634.330220 + Penalty 1515.834744 = -71118.495477 nChanged 1 SP:Iteration 37F (18.818786 sec): 3 clusters Score: Raw -72635.475943 + Penalty 1521.367517 = -71114.108427 nChanged 2 SP:Iteration 38F (18.822146 sec): 3 clusters Score: Raw -72637.700688 + Penalty 1523.200551 = -71114.500137 nChanged 1 SP:Iteration 39Q (18.825264 sec): 3 clusters Score: Raw -72638.212659 + Penalty 1523.200551 = -71115.012108 nChanged 0 SP:Iteration 40F (18.828697 sec): 3 clusters Score: Raw -72638.212659 + Penalty 1523.200551 = -71115.012108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.831445 sec): 2 clusters Score: Raw -4961.412167 + Penalty 770.481502 = -4190.930664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.831938 sec): 3 clusters Score: Raw -5026.976204 + Penalty 1539.954428 = -3487.021776 nChanged 17 SP:Iteration 1F (18.832436 sec): 3 clusters Score: Raw -5095.375446 + Penalty 1540.694847 = -3554.680599 nChanged 4 SP:Iteration 2Q (18.832880 sec): 3 clusters Score: Raw -5109.530032 + Penalty 1540.694847 = -3568.835185 nChanged 0 SP:Iteration 3F (18.833355 sec): 3 clusters Score: Raw -5109.530032 + Penalty 1540.694847 = -3568.835185 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 12 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.836761 sec): 2 clusters Score: Raw -24423.052263 + Penalty 399.214252 = -24023.838012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.838102 sec): 3 clusters Score: Raw -24139.404928 + Penalty 804.382336 = -23335.022591 nChanged 242 SP:Iteration 1F (18.839431 sec): 3 clusters Score: Raw -24362.956426 + Penalty 810.056838 = -23552.899588 nChanged 68 SP:Iteration 2F (18.840750 sec): 3 clusters Score: Raw -24420.698445 + Penalty 812.579127 = -23608.119317 nChanged 51 SP:Iteration 3F (18.842066 sec): 3 clusters Score: Raw -24466.605388 + Penalty 812.837492 = -23653.767896 nChanged 36 SP:Iteration 4F (18.843388 sec): 3 clusters Score: Raw -24500.906302 + Penalty 804.774720 = -23696.131582 nChanged 26 SP:Iteration 5Q (18.844688 sec): 3 clusters Score: Raw -24525.288909 + Penalty 803.297130 = -23721.991779 nChanged 16 SP:Iteration 6Q (18.846012 sec): 3 clusters Score: Raw -24534.332990 + Penalty 799.081483 = -23735.251507 nChanged 6 SP:Iteration 7Q (18.847330 sec): 3 clusters Score: Raw -24540.352143 + Penalty 792.436931 = -23747.915211 nChanged 5 SP:Iteration 8Q (18.848618 sec): 3 clusters Score: Raw -24545.006355 + Penalty 790.973121 = -23754.033234 nChanged 5 SP:Iteration 9Q (18.849908 sec): 3 clusters Score: Raw -24548.916820 + Penalty 792.637592 = -23756.279228 nChanged 2 SP:Iteration 10F (18.851244 sec): 3 clusters Score: Raw -24550.263488 + Penalty 797.353118 = -23752.910371 nChanged 3 SP:Iteration 11F (18.852568 sec): 3 clusters Score: Raw -24552.851258 + Penalty 799.368996 = -23753.482262 nChanged 1 SP:Iteration 12Q (18.853865 sec): 3 clusters Score: Raw -24554.496715 + Penalty 802.988176 = -23751.508539 nChanged 4 SP:Iteration 13F (18.855200 sec): 3 clusters Score: Raw -24564.706524 + Penalty 806.983087 = -23757.723438 nChanged 4 SP:Iteration 14Q (18.856478 sec): 3 clusters Score: Raw -24570.611193 + Penalty 807.907714 = -23762.703479 nChanged 2 SP:Iteration 15Q (18.857761 sec): 3 clusters Score: Raw -24573.817941 + Penalty 807.593737 = -23766.224204 nChanged 1 SP:Iteration 16Q (18.859042 sec): 3 clusters Score: Raw -24576.468440 + Penalty 808.412573 = -23768.055867 nChanged 2 SP:Iteration 17Q (18.860295 sec): 3 clusters Score: Raw -24578.282932 + Penalty 808.412573 = -23769.870358 nChanged 0 SP:Iteration 18F (18.861614 sec): 3 clusters Score: Raw -24578.282932 + Penalty 808.412573 = -23769.870358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.865029 sec): 2 clusters Score: Raw -33216.428598 + Penalty 40.645352 = -33175.783246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.866941 sec): 3 clusters Score: Raw -32653.780834 + Penalty 80.644058 = -32573.136776 nChanged 436 SP:Iteration 1F (18.868788 sec): 3 clusters Score: Raw -33083.454648 + Penalty 86.444647 = -32997.010000 nChanged 48 SP:Iteration 2Q (18.870650 sec): 3 clusters Score: Raw -33134.637000 + Penalty 86.902199 = -33047.734801 nChanged 28 SP:Iteration 3Q (18.872493 sec): 3 clusters Score: Raw -33187.388705 + Penalty 86.753479 = -33100.635226 nChanged 14 SP:Iteration 4Q (18.874133 sec): 3 clusters Score: Raw -33202.759011 + Penalty 86.588138 = -33116.170873 nChanged 9 SP:Iteration 5Q (18.875711 sec): 3 clusters Score: Raw -33205.067657 + Penalty 86.697210 = -33118.370448 nChanged 1 SP:Iteration 6Q (18.877277 sec): 3 clusters Score: Raw -33205.532306 + Penalty 86.697210 = -33118.835097 nChanged 0 SP:Iteration 7F (18.879134 sec): 3 clusters Score: Raw -33205.532306 + Penalty 86.697210 = -33118.835097 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.882924 sec): 2 clusters Score: Raw -26675.033305 + Penalty 38.931006 = -26636.102299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.884418 sec): 3 clusters Score: Raw -26204.859513 + Penalty 77.893673 = -26126.965839 nChanged 333 SP:Iteration 1F (18.885873 sec): 3 clusters Score: Raw -26535.892143 + Penalty 77.920219 = -26457.971924 nChanged 23 SP:Iteration 2Q (18.887363 sec): 3 clusters Score: Raw -26549.904472 + Penalty 77.923030 = -26471.981442 nChanged 7 SP:Iteration 3Q (18.888807 sec): 3 clusters Score: Raw -26552.912074 + Penalty 77.911331 = -26475.000743 nChanged 12 SP:Iteration 4Q (18.890271 sec): 3 clusters Score: Raw -26555.499544 + Penalty 77.894936 = -26477.604607 nChanged 9 SP:Iteration 5Q (18.891743 sec): 3 clusters Score: Raw -26557.670316 + Penalty 77.886601 = -26479.783715 nChanged 9 SP:Iteration 6Q (18.893196 sec): 3 clusters Score: Raw -26560.039322 + Penalty 77.860016 = -26482.179306 nChanged 10 SP:Iteration 7Q (18.894633 sec): 3 clusters Score: Raw -26562.036537 + Penalty 77.840888 = -26484.195649 nChanged 7 SP:Iteration 8Q (18.896101 sec): 3 clusters Score: Raw -26563.470370 + Penalty 77.838444 = -26485.631926 nChanged 10 SP:Iteration 9Q (18.897545 sec): 3 clusters Score: Raw -26566.607769 + Penalty 77.834059 = -26488.773710 nChanged 9 SP:Iteration 10F (18.899021 sec): 3 clusters Score: Raw -26569.132387 + Penalty 77.845119 = -26491.287268 nChanged 12 SP:Iteration 11Q (18.900447 sec): 3 clusters Score: Raw -26572.309340 + Penalty 77.872602 = -26494.436738 nChanged 13 SP:Iteration 12Q (18.901857 sec): 3 clusters Score: Raw -26575.449712 + Penalty 77.899522 = -26497.550190 nChanged 10 SP:Iteration 13Q (18.903306 sec): 3 clusters Score: Raw -26579.383666 + Penalty 77.934878 = -26501.448788 nChanged 11 SP:Iteration 14Q (18.904732 sec): 3 clusters Score: Raw -26583.583749 + Penalty 77.973168 = -26505.610581 nChanged 7 SP:Iteration 15Q (18.906154 sec): 3 clusters Score: Raw -26584.764234 + Penalty 77.983467 = -26506.780767 nChanged 4 SP:Iteration 16Q (18.907595 sec): 3 clusters Score: Raw -26585.234792 + Penalty 77.994455 = -26507.240336 nChanged 2 SP:Iteration 17Q (18.909018 sec): 3 clusters Score: Raw -26585.361600 + Penalty 77.994455 = -26507.367145 nChanged 0 SP:Iteration 18F (18.910491 sec): 3 clusters Score: Raw -26585.361600 + Penalty 77.994455 = -26507.367145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.914075 sec): 2 clusters Score: Raw -9211.281362 + Penalty 616.993444 = -8594.287918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.914826 sec): 3 clusters Score: Raw -9155.281584 + Penalty 1236.380936 = -7918.900648 nChanged 58 SP:Iteration 1F (18.915564 sec): 3 clusters Score: Raw -9236.383723 + Penalty 1238.115547 = -7998.268176 nChanged 19 SP:Iteration 2F (18.916290 sec): 3 clusters Score: Raw -9263.551346 + Penalty 1237.951715 = -8025.599632 nChanged 8 SP:Iteration 3Q (18.917001 sec): 3 clusters Score: Raw -9281.354233 + Penalty 1237.919299 = -8043.434934 nChanged 4 SP:Iteration 4Q (18.917708 sec): 3 clusters Score: Raw -9286.856812 + Penalty 1239.247768 = -8047.609044 nChanged 2 SP:Iteration 5Q (18.918410 sec): 3 clusters Score: Raw -9298.578996 + Penalty 1238.976547 = -8059.602450 nChanged 8 SP:Iteration 6Q (18.919111 sec): 3 clusters Score: Raw -9313.127453 + Penalty 1238.815563 = -8074.311891 nChanged 6 SP:Iteration 7Q (18.919806 sec): 3 clusters Score: Raw -9320.200202 + Penalty 1239.596580 = -8080.603622 nChanged 3 SP:Iteration 8Q (18.920502 sec): 3 clusters Score: Raw -9325.338845 + Penalty 1240.827984 = -8084.510861 nChanged 2 SP:Iteration 9Q (18.921195 sec): 3 clusters Score: Raw -9326.712911 + Penalty 1242.420663 = -8084.292248 nChanged 3 SP:Iteration 10F (18.921917 sec): 3 clusters Score: Raw -9329.727254 + Penalty 1243.040470 = -8086.686783 nChanged 1 SP:Iteration 11Q (18.922610 sec): 3 clusters Score: Raw -9332.200203 + Penalty 1244.020834 = -8088.179370 nChanged 1 SP:Iteration 12Q (18.923301 sec): 3 clusters Score: Raw -9339.795683 + Penalty 1243.457983 = -8096.337700 nChanged 1 SP:Iteration 13Q (18.923990 sec): 3 clusters Score: Raw -9340.859781 + Penalty 1242.813931 = -8098.045850 nChanged 1 SP:Iteration 14Q (18.924678 sec): 3 clusters Score: Raw -9341.605195 + Penalty 1242.813931 = -8098.791264 nChanged 0 SP:Iteration 15F (18.925405 sec): 3 clusters Score: Raw -9341.605195 + Penalty 1242.813931 = -8098.791264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 19 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.930154 sec): 2 clusters Score: Raw -34402.018450 + Penalty 1023.335512 = -33378.682938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.931775 sec): 3 clusters Score: Raw -34118.969319 + Penalty 2043.920023 = -32075.049296 nChanged 243 SP:Iteration 1F (18.933362 sec): 3 clusters Score: Raw -34295.452058 + Penalty 2042.432005 = -32253.020053 nChanged 47 SP:Iteration 2F (18.934977 sec): 3 clusters Score: Raw -34334.094640 + Penalty 2040.748242 = -32293.346398 nChanged 27 SP:Iteration 3Q (18.936554 sec): 3 clusters Score: Raw -34360.948471 + Penalty 2039.796031 = -32321.152440 nChanged 18 SP:Iteration 4Q (18.938131 sec): 3 clusters Score: Raw -34375.205047 + Penalty 2039.606157 = -32335.598890 nChanged 14 SP:Iteration 5Q (18.939702 sec): 3 clusters Score: Raw -34390.782454 + Penalty 2039.389193 = -32351.393261 nChanged 10 SP:Iteration 6Q (18.941271 sec): 3 clusters Score: Raw -34401.321162 + Penalty 2038.585241 = -32362.735921 nChanged 8 SP:Iteration 7Q (18.942837 sec): 3 clusters Score: Raw -34411.131265 + Penalty 2038.213219 = -32372.918046 nChanged 8 SP:Iteration 8Q (18.944404 sec): 3 clusters Score: Raw -34420.058419 + Penalty 2038.388518 = -32381.669902 nChanged 4 SP:Iteration 9Q (18.945968 sec): 3 clusters Score: Raw -34422.211836 + Penalty 2038.404255 = -32383.807582 nChanged 3 SP:Iteration 10F (18.947602 sec): 3 clusters Score: Raw -34425.672667 + Penalty 2038.250464 = -32387.422202 nChanged 4 SP:Iteration 11Q (18.949191 sec): 3 clusters Score: Raw -34429.738718 + Penalty 2037.888807 = -32391.849911 nChanged 2 SP:Iteration 12Q (18.950757 sec): 3 clusters Score: Raw -34431.773136 + Penalty 2038.011511 = -32393.761625 nChanged 4 SP:Iteration 13Q (18.952318 sec): 3 clusters Score: Raw -34435.977289 + Penalty 2038.292583 = -32397.684706 nChanged 2 SP:Iteration 14Q (18.953881 sec): 3 clusters Score: Raw -34437.149538 + Penalty 2038.454135 = -32398.695403 nChanged 1 SP:Iteration 15Q (18.955484 sec): 3 clusters Score: Raw -34438.294934 + Penalty 2038.629632 = -32399.665301 nChanged 1 SP:Iteration 16Q (18.957079 sec): 3 clusters Score: Raw -34442.339927 + Penalty 2038.722769 = -32403.617158 nChanged 1 SP:Iteration 17Q (18.958663 sec): 3 clusters Score: Raw -34444.088143 + Penalty 2038.759443 = -32405.328700 nChanged 1 SP:Iteration 18Q (18.960240 sec): 3 clusters Score: Raw -34445.758390 + Penalty 2038.759443 = -32406.998948 nChanged 0 SP:Iteration 19F (18.961820 sec): 3 clusters Score: Raw -34445.758390 + Penalty 2038.759443 = -32406.998948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.964347 sec): 2 clusters Score: Raw -13853.320939 + Penalty 946.950483 = -12906.370456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.965239 sec): 3 clusters Score: Raw -13811.910690 + Penalty 1893.939498 = -11917.971192 nChanged 75 SP:Iteration 1F (18.966113 sec): 3 clusters Score: Raw -13933.080589 + Penalty 1894.016077 = -12039.064512 nChanged 22 SP:Iteration 2F (18.966987 sec): 3 clusters Score: Raw -13989.525759 + Penalty 1893.894948 = -12095.630812 nChanged 15 SP:Iteration 3Q (18.967827 sec): 3 clusters Score: Raw -14017.719670 + Penalty 1893.929659 = -12123.790011 nChanged 7 SP:Iteration 4Q (18.968660 sec): 3 clusters Score: Raw -14028.928154 + Penalty 1893.834812 = -12135.093342 nChanged 5 SP:Iteration 5Q (18.969490 sec): 3 clusters Score: Raw -14035.716083 + Penalty 1893.798226 = -12141.917857 nChanged 1 SP:Iteration 6Q (18.970320 sec): 3 clusters Score: Raw -14036.836769 + Penalty 1894.001654 = -12142.835115 nChanged 2 SP:Iteration 7Q (18.971151 sec): 3 clusters Score: Raw -14043.284774 + Penalty 1893.970022 = -12149.314753 nChanged 1 SP:Iteration 8Q (18.971978 sec): 3 clusters Score: Raw -14044.064052 + Penalty 1893.970022 = -12150.094030 nChanged 0 SP:Iteration 9F (18.972846 sec): 3 clusters Score: Raw -14044.064052 + Penalty 1893.970022 = -12150.094030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.974734 sec): 2 clusters Score: Raw -14368.179675 + Penalty 816.322381 = -13551.857294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.975518 sec): 3 clusters Score: Raw -14294.394839 + Penalty 1632.198506 = -12662.196332 nChanged 71 SP:Iteration 1F (18.976318 sec): 3 clusters Score: Raw -14377.179338 + Penalty 1631.565377 = -12745.613961 nChanged 16 SP:Iteration 2Q (18.977086 sec): 3 clusters Score: Raw -14399.693853 + Penalty 1631.319545 = -12768.374308 nChanged 4 SP:Iteration 3Q (18.977841 sec): 3 clusters Score: Raw -14403.505977 + Penalty 1630.817271 = -12772.688706 nChanged 5 SP:Iteration 4Q (18.978593 sec): 3 clusters Score: Raw -14409.745277 + Penalty 1630.604769 = -12779.140509 nChanged 4 SP:Iteration 5Q (18.979348 sec): 3 clusters Score: Raw -14416.443688 + Penalty 1630.710497 = -12785.733191 nChanged 2 SP:Iteration 6Q (18.980101 sec): 3 clusters Score: Raw -14421.505753 + Penalty 1630.973078 = -12790.532674 nChanged 3 SP:Iteration 7Q (18.980851 sec): 3 clusters Score: Raw -14427.418880 + Penalty 1631.076787 = -12796.342093 nChanged 2 SP:Iteration 8Q (18.981600 sec): 3 clusters Score: Raw -14429.790157 + Penalty 1630.666400 = -12799.123756 nChanged 3 SP:Iteration 9Q (18.982348 sec): 3 clusters Score: Raw -14433.305632 + Penalty 1630.527554 = -12802.778078 nChanged 1 SP:Iteration 10F (18.983114 sec): 3 clusters Score: Raw -14434.485655 + Penalty 1630.391270 = -12804.094385 nChanged 1 SP:Iteration 11Q (18.983867 sec): 3 clusters Score: Raw -14436.317719 + Penalty 1630.157636 = -12806.160082 nChanged 1 SP:Iteration 12Q (18.984615 sec): 3 clusters Score: Raw -14437.177304 + Penalty 1630.157636 = -12807.019668 nChanged 0 SP:Iteration 13F (18.985381 sec): 3 clusters Score: Raw -14437.177304 + Penalty 1630.157636 = -12807.019668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.987441 sec): 2 clusters Score: Raw -3658.571515 + Penalty 428.579527 = -3229.991988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.987872 sec): 3 clusters Score: Raw -3677.415070 + Penalty 865.010384 = -2812.404685 nChanged 19 SP:Iteration 1F (18.988296 sec): 3 clusters Score: Raw -3721.882681 + Penalty 873.206792 = -2848.675889 nChanged 6 SP:Iteration 2F (18.988719 sec): 3 clusters Score: Raw -3735.982022 + Penalty 873.850362 = -2862.131661 nChanged 2 SP:Iteration 3Q (18.989129 sec): 3 clusters Score: Raw -3739.088064 + Penalty 877.174738 = -2861.913326 nChanged 1 SP:Iteration 4F (18.989551 sec): 3 clusters Score: Raw -3740.570332 + Penalty 882.237884 = -2858.332448 nChanged 3 SP:Iteration 5F (18.989973 sec): 3 clusters Score: Raw -3748.557241 + Penalty 895.401727 = -2853.155514 nChanged 3 SP:Iteration 6F (18.990397 sec): 3 clusters Score: Raw -3761.733054 + Penalty 907.202618 = -2854.530436 nChanged 3 SP:Iteration 7Q (18.990802 sec): 3 clusters Score: Raw -3769.767114 + Penalty 907.202618 = -2862.564496 nChanged 0 SP:Iteration 8F (18.991225 sec): 3 clusters Score: Raw -3769.767114 + Penalty 907.202618 = -2862.564496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.991754 sec): 2 clusters Score: Raw -235.167291 + Penalty 125.668180 = -109.499111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.991973 sec): 3 clusters Score: Raw -233.736879 + Penalty 284.062742 = 50.325863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.992852 sec): 2 clusters Score: Raw -4929.740461 + Penalty 239.046998 = -4690.693463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.993358 sec): 3 clusters Score: Raw -4885.925386 + Penalty 469.087198 = -4416.838188 nChanged 48 SP:Iteration 1F (18.993857 sec): 3 clusters Score: Raw -4949.001014 + Penalty 462.516568 = -4486.484446 nChanged 16 SP:Iteration 2F (18.994353 sec): 3 clusters Score: Raw -4976.967223 + Penalty 461.172094 = -4515.795129 nChanged 9 SP:Iteration 3F (18.994850 sec): 3 clusters Score: Raw -4991.196041 + Penalty 464.136355 = -4527.059686 nChanged 3 SP:Iteration 4Q (18.995362 sec): 3 clusters Score: Raw -4995.148171 + Penalty 464.830803 = -4530.317368 nChanged 1 SP:Iteration 5Q (18.995842 sec): 3 clusters Score: Raw -5001.246896 + Penalty 466.001686 = -4535.245211 nChanged 1 SP:Iteration 6Q (18.996320 sec): 3 clusters Score: Raw -5002.776187 + Penalty 466.001686 = -4536.774502 nChanged 0 SP:Iteration 7F (18.996818 sec): 3 clusters Score: Raw -5002.776187 + Penalty 466.001686 = -4536.774502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.997432 sec): 2 clusters Score: Raw -1934.527038 + Penalty 104.710310 = -1829.816728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.997752 sec): 3 clusters Score: Raw -1916.967782 + Penalty 208.286136 = -1708.681646 nChanged 12 SP:Iteration 1F (18.998065 sec): 3 clusters Score: Raw -1927.717081 + Penalty 208.258517 = -1719.458564 nChanged 3 SP:Iteration 2F (18.998377 sec): 3 clusters Score: Raw -1936.219161 + Penalty 204.897485 = -1731.321677 nChanged 3 SP:Iteration 3F (18.998689 sec): 3 clusters Score: Raw -1945.157666 + Penalty 205.209026 = -1739.948640 nChanged 4 SP:Iteration 4F (18.999010 sec): 3 clusters Score: Raw -1951.103202 + Penalty 207.405224 = -1743.697978 nChanged 4 SP:Iteration 5F (18.999321 sec): 3 clusters Score: Raw -1957.858841 + Penalty 207.405224 = -1750.453617 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 30 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.001780 sec): 2 clusters Score: Raw -26117.815379 + Penalty 576.896667 = -25540.918712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.003255 sec): 3 clusters Score: Raw -25771.609045 + Penalty 1150.585335 = -24621.023710 nChanged 214 SP:Iteration 1F (19.004688 sec): 3 clusters Score: Raw -25917.473091 + Penalty 1150.222412 = -24767.250680 nChanged 84 SP:Iteration 2F (19.006113 sec): 3 clusters Score: Raw -25981.233803 + Penalty 1152.010723 = -24829.223080 nChanged 40 SP:Iteration 3F (19.007522 sec): 3 clusters Score: Raw -26009.554356 + Penalty 1153.153503 = -24856.400853 nChanged 20 SP:Iteration 4Q (19.008954 sec): 3 clusters Score: Raw -26024.845057 + Penalty 1154.422899 = -24870.422157 nChanged 13 SP:Iteration 5Q (19.010359 sec): 3 clusters Score: Raw -26034.787883 + Penalty 1155.692049 = -24879.095833 nChanged 15 SP:Iteration 6Q (19.011777 sec): 3 clusters Score: Raw -26044.414807 + Penalty 1157.585850 = -24886.828957 nChanged 11 SP:Iteration 7Q (19.013190 sec): 3 clusters Score: Raw -26050.608645 + Penalty 1159.659979 = -24890.948666 nChanged 12 SP:Iteration 8Q (19.014704 sec): 3 clusters Score: Raw -26054.292374 + Penalty 1161.619552 = -24892.672822 nChanged 10 SP:Iteration 9Q (19.016201 sec): 3 clusters Score: Raw -26059.205214 + Penalty 1165.330485 = -24893.874729 nChanged 9 SP:Iteration 10F (19.017708 sec): 3 clusters Score: Raw -26064.330913 + Penalty 1168.257669 = -24896.073244 nChanged 9 SP:Iteration 11Q (19.019197 sec): 3 clusters Score: Raw -26067.904420 + Penalty 1171.315584 = -24896.588836 nChanged 8 SP:Iteration 12Q (19.020607 sec): 3 clusters Score: Raw -26074.043338 + Penalty 1175.090804 = -24898.952534 nChanged 9 SP:Iteration 13Q (19.022005 sec): 3 clusters Score: Raw -26080.033423 + Penalty 1177.713345 = -24902.320078 nChanged 8 SP:Iteration 14Q (19.023441 sec): 3 clusters Score: Raw -26084.710328 + Penalty 1180.126912 = -24904.583416 nChanged 7 SP:Iteration 15Q (19.024855 sec): 3 clusters Score: Raw -26091.102311 + Penalty 1183.915072 = -24907.187238 nChanged 8 SP:Iteration 16Q (19.026260 sec): 3 clusters Score: Raw -26101.091865 + Penalty 1188.015884 = -24913.075980 nChanged 11 SP:Iteration 17Q (19.027680 sec): 3 clusters Score: Raw -26108.897027 + Penalty 1194.101100 = -24914.795927 nChanged 16 SP:Iteration 18Q (19.029094 sec): 3 clusters Score: Raw -26128.709713 + Penalty 1202.745447 = -24925.964266 nChanged 21 SP:Iteration 19Q (19.030519 sec): 3 clusters Score: Raw -26151.601162 + Penalty 1213.996839 = -24937.604323 nChanged 23 SP:Iteration 20F (19.031925 sec): 3 clusters Score: Raw -26175.413841 + Penalty 1228.492056 = -24946.921786 nChanged 22 SP:Iteration 21Q (19.033343 sec): 3 clusters Score: Raw -26202.790199 + Penalty 1245.376590 = -24957.413609 nChanged 24 SP:Iteration 22Q (19.034729 sec): 3 clusters Score: Raw -26232.971277 + Penalty 1259.306142 = -24973.665134 nChanged 16 SP:Iteration 23Q (19.036100 sec): 3 clusters Score: Raw -26249.262652 + Penalty 1273.263505 = -24975.999147 nChanged 13 SP:Iteration 24Q (19.037467 sec): 3 clusters Score: Raw -26264.012941 + Penalty 1287.938247 = -24976.074695 nChanged 14 SP:Iteration 25Q (19.038808 sec): 3 clusters Score: Raw -26276.276786 + Penalty 1299.756783 = -24976.520003 nChanged 9 SP:Iteration 26Q (19.040138 sec): 3 clusters Score: Raw -26287.429828 + Penalty 1311.343548 = -24976.086280 nChanged 11 SP:Iteration 27F (19.041542 sec): 3 clusters Score: Raw -26314.637616 + Penalty 1327.301166 = -24987.336450 nChanged 14 SP:Iteration 28Q (19.042831 sec): 3 clusters Score: Raw -26338.808779 + Penalty 1343.531733 = -24995.277046 nChanged 13 SP:Iteration 29Q (19.044114 sec): 3 clusters Score: Raw -26361.518956 + Penalty 1346.408408 = -25015.110548 nChanged 7 SP:Iteration 30F (19.045518 sec): 3 clusters Score: Raw -26371.977765 + Penalty 1348.231619 = -25023.746146 nChanged 4 SP:Iteration 31Q (19.046788 sec): 3 clusters Score: Raw -26379.502515 + Penalty 1350.129677 = -25029.372838 nChanged 2 SP:Iteration 32Q (19.048050 sec): 3 clusters Score: Raw -26385.424342 + Penalty 1354.221195 = -25031.203147 nChanged 2 SP:Iteration 33Q (19.049342 sec): 3 clusters Score: Raw -26387.181986 + Penalty 1355.008185 = -25032.173801 nChanged 1 SP:Iteration 34Q (19.050613 sec): 3 clusters Score: Raw -26388.351950 + Penalty 1355.008185 = -25033.343765 nChanged 0 SP:Iteration 35F (19.052041 sec): 3 clusters Score: Raw -26388.351950 + Penalty 1355.008185 = -25033.343765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.052674 sec): 2 clusters Score: Raw -1913.537229 + Penalty 272.396446 = -1641.140783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.052977 sec): 3 clusters Score: Raw -1911.408623 + Penalty 544.992303 = -1366.416320 nChanged 1 SP:Iteration 1Q (19.053278 sec): 3 clusters Score: Raw -1913.125738 + Penalty 545.221735 = -1367.904002 nChanged 1 SP:Iteration 2Q (19.053573 sec): 3 clusters Score: Raw -1914.650425 + Penalty 545.141724 = -1369.508701 nChanged 3 SP:Iteration 3F (19.053868 sec): 3 clusters Score: Raw -1921.849530 + Penalty 546.633852 = -1375.215678 nChanged 1 SP:Iteration 4Q (19.054159 sec): 3 clusters Score: Raw -1923.223882 + Penalty 546.633852 = -1376.590029 nChanged 0 SP:Iteration 5F (19.054453 sec): 3 clusters Score: Raw -1923.223882 + Penalty 546.633852 = -1376.590029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.055620 sec): 2 clusters Score: Raw -4290.385790 + Penalty 235.451161 = -4054.934630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.056085 sec): 3 clusters Score: Raw -4256.451195 + Penalty 472.739218 = -3783.711977 nChanged 33 SP:Iteration 1F (19.056541 sec): 3 clusters Score: Raw -4295.025428 + Penalty 473.730302 = -3821.295126 nChanged 8 SP:Iteration 2F (19.056999 sec): 3 clusters Score: Raw -4305.538528 + Penalty 480.354050 = -3825.184478 nChanged 6 SP:Iteration 3Q (19.057447 sec): 3 clusters Score: Raw -4312.316872 + Penalty 483.188074 = -3829.128798 nChanged 4 SP:Iteration 4Q (19.057889 sec): 3 clusters Score: Raw -4316.906936 + Penalty 488.477631 = -3828.429305 nChanged 3 SP:Iteration 5F (19.058343 sec): 3 clusters Score: Raw -4319.877731 + Penalty 497.081764 = -3822.795967 nChanged 3 SP:Iteration 6F (19.058818 sec): 3 clusters Score: Raw -4324.097768 + Penalty 511.121598 = -3812.976169 nChanged 3 SP:Iteration 7F (19.059273 sec): 3 clusters Score: Raw -4328.937005 + Penalty 516.152876 = -3812.784129 nChanged 1 SP:Iteration 8F (19.059727 sec): 3 clusters Score: Raw -4333.712803 + Penalty 521.480166 = -3812.232638 nChanged 1 SP:Iteration 9F (19.060182 sec): 3 clusters Score: Raw -4339.742241 + Penalty 527.624929 = -3812.117312 nChanged 1 SP:Iteration 10F (19.060635 sec): 3 clusters Score: Raw -4346.055468 + Penalty 534.985546 = -3811.069922 nChanged 2 SP:Iteration 11F (19.061088 sec): 3 clusters Score: Raw -4353.978519 + Penalty 534.985546 = -3818.992973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.061584 sec): 2 clusters Score: Raw -151.496869 + Penalty 66.400728 = -85.096141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.061781 sec): 2 clusters Score: Raw -151.496869 + Penalty 66.400728 = -85.096141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.063093 sec): 2 clusters Score: Raw -12066.896936 + Penalty 296.020602 = -11770.876334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.063841 sec): 3 clusters Score: Raw -11941.974741 + Penalty 593.457027 = -11348.517714 nChanged 80 SP:Iteration 1F (19.064590 sec): 3 clusters Score: Raw -12015.405924 + Penalty 592.660322 = -11422.745602 nChanged 34 SP:Iteration 2F (19.065320 sec): 3 clusters Score: Raw -12050.672205 + Penalty 591.931261 = -11458.740944 nChanged 15 SP:Iteration 3Q (19.066041 sec): 3 clusters Score: Raw -12064.888729 + Penalty 591.919309 = -11472.969420 nChanged 6 SP:Iteration 4Q (19.066757 sec): 3 clusters Score: Raw -12068.500190 + Penalty 591.918320 = -11476.581870 nChanged 2 SP:Iteration 5Q (19.067474 sec): 3 clusters Score: Raw -12069.479510 + Penalty 592.152441 = -11477.327069 nChanged 3 SP:Iteration 6Q (19.068189 sec): 3 clusters Score: Raw -12072.424879 + Penalty 591.717139 = -11480.707739 nChanged 2 SP:Iteration 7Q (19.068902 sec): 3 clusters Score: Raw -12072.999652 + Penalty 591.717139 = -11481.282513 nChanged 0 SP:Iteration 8F (19.069636 sec): 3 clusters Score: Raw -12072.999652 + Penalty 591.717139 = -11481.282513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.071230 sec): 2 clusters Score: Raw -15613.122099 + Penalty 565.668436 = -15047.453664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.072170 sec): 3 clusters Score: Raw -15419.345108 + Penalty 1132.033542 = -14287.311565 nChanged 98 SP:Iteration 1F (19.073095 sec): 3 clusters Score: Raw -15483.206309 + Penalty 1133.922882 = -14349.283427 nChanged 35 SP:Iteration 2F (19.074016 sec): 3 clusters Score: Raw -15511.078535 + Penalty 1141.426443 = -14369.652093 nChanged 21 SP:Iteration 3F (19.074938 sec): 3 clusters Score: Raw -15542.760386 + Penalty 1159.758176 = -14383.002210 nChanged 28 SP:Iteration 4F (19.075861 sec): 3 clusters Score: Raw -15587.644394 + Penalty 1201.347986 = -14386.296408 nChanged 39 SP:Iteration 5F (19.076781 sec): 3 clusters Score: Raw -15661.001761 + Penalty 1234.094856 = -14426.906905 nChanged 30 SP:Iteration 6F (19.077714 sec): 3 clusters Score: Raw -15713.090256 + Penalty 1256.117665 = -14456.972591 nChanged 18 SP:Iteration 7Q (19.078588 sec): 3 clusters Score: Raw -15742.847931 + Penalty 1261.268895 = -14481.579036 nChanged 7 SP:Iteration 8Q (19.079431 sec): 3 clusters Score: Raw -15752.783502 + Penalty 1261.046106 = -14491.737396 nChanged 6 SP:Iteration 9Q (19.080265 sec): 3 clusters Score: Raw -15760.096586 + Penalty 1261.622589 = -14498.473997 nChanged 2 SP:Iteration 10F (19.081184 sec): 3 clusters Score: Raw -15762.322249 + Penalty 1263.436486 = -14498.885762 nChanged 1 SP:Iteration 11Q (19.082049 sec): 3 clusters Score: Raw -15763.243039 + Penalty 1263.436486 = -14499.806553 nChanged 0 SP:Iteration 12F (19.082968 sec): 3 clusters Score: Raw -15763.243039 + Penalty 1263.436486 = -14499.806553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.083538 sec): 2 clusters Score: Raw -1313.325898 + Penalty 304.600281 = -1008.725617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.083818 sec): 3 clusters Score: Raw -1345.122696 + Penalty 609.200562 = -735.922134 nChanged 1 SP:Iteration 1Q (19.084090 sec): 3 clusters Score: Raw -1349.667079 + Penalty 609.200562 = -740.466517 nChanged 0 SP:Iteration 2F (19.084361 sec): 3 clusters Score: Raw -1349.667079 + Penalty 609.200562 = -740.466517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.084851 sec): 2 clusters Score: Raw -638.698506 + Penalty 218.983267 = -419.715239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.085089 sec): 3 clusters Score: Raw -652.520204 + Penalty 440.177721 = -212.342483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.085534 sec): 2 clusters Score: Raw -75.283453 + Penalty 28.735540 = -46.547913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.085726 sec): 2 clusters Score: Raw -75.283453 + Penalty 28.735540 = -46.547913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.086250 sec): 2 clusters Score: Raw -1241.236174 + Penalty 256.833574 = -984.402600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.086516 sec): 3 clusters Score: Raw -1251.920153 + Penalty 544.998342 = -706.921812 nChanged 4 SP:Iteration 1F (19.086777 sec): 3 clusters Score: Raw -1266.831611 + Penalty 544.998342 = -721.833270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.087474 sec): 2 clusters Score: Raw -3545.632492 + Penalty 537.891255 = -3007.741236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.087865 sec): 3 clusters Score: Raw -3599.148080 + Penalty 1074.424447 = -2524.723633 nChanged 7 SP:Iteration 1F (19.088249 sec): 3 clusters Score: Raw -3620.122585 + Penalty 1074.357330 = -2545.765255 nChanged 2 SP:Iteration 2Q (19.088615 sec): 3 clusters Score: Raw -3629.152973 + Penalty 1075.782510 = -2553.370462 nChanged 1 SP:Iteration 3Q (19.088979 sec): 3 clusters Score: Raw -3633.919895 + Penalty 1075.782510 = -2558.137384 nChanged 0 SP:Iteration 4F (19.089362 sec): 3 clusters Score: Raw -3633.919895 + Penalty 1075.782510 = -2558.137384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.089888 sec): 2 clusters Score: Raw -1070.843595 + Penalty 271.772778 = -799.070817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.090153 sec): 3 clusters Score: Raw -1099.968917 + Penalty 540.363869 = -559.605048 nChanged 2 SP:Iteration 1F (19.090413 sec): 3 clusters Score: Raw -1109.818363 + Penalty 543.545556 = -566.272807 nChanged 1 SP:Iteration 2Q (19.090665 sec): 3 clusters Score: Raw -1114.122490 + Penalty 543.545556 = -570.576934 nChanged 0 SP:Iteration 3F (19.090924 sec): 3 clusters Score: Raw -1114.122490 + Penalty 543.545556 = -570.576934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.091380 sec): 2 clusters Score: Raw -160.908023 + Penalty 93.609599 = -67.298425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.091613 sec): 3 clusters Score: Raw -155.967264 + Penalty 187.219197 = 31.251933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.092074 sec): 2 clusters Score: Raw -198.360518 + Penalty 105.247492 = -93.113027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.092289 sec): 3 clusters Score: Raw -209.731395 + Penalty 210.494984 = 0.763589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.092736 sec): 2 clusters Score: Raw -73.315730 + Penalty 46.365527 = -26.950203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.092929 sec): 2 clusters Score: Raw -73.315730 + Penalty 46.365527 = -26.950203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.093404 sec): 2 clusters Score: Raw -412.628426 + Penalty 101.329643 = -311.298782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.093633 sec): 3 clusters Score: Raw -414.960165 + Penalty 211.817899 = -203.142265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.094081 sec): 2 clusters Score: Raw -82.075113 + Penalty 50.201564 = -31.873549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.094287 sec): 3 clusters Score: Raw -74.728651 + Penalty 100.403128 = 25.674477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.094734 sec): 2 clusters Score: Raw -76.853650 + Penalty 40.795011 = -36.058639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.094940 sec): 3 clusters Score: Raw -72.030530 + Penalty 81.590022 = 9.559491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.095391 sec): 2 clusters Score: Raw -114.014365 + Penalty 81.043688 = -32.970677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.095601 sec): 3 clusters Score: Raw -110.714819 + Penalty 180.068339 = 69.353519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.096058 sec): 2 clusters Score: Raw -216.812571 + Penalty 114.406065 = -102.406506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.096274 sec): 3 clusters Score: Raw -213.860063 + Penalty 223.922422 = 10.062359 nChanged 0 Deleting Class 46 (16 points): Lose 59.825034 but Gain 753.296318 Iteration 119Q (19.145147 sec): 38 clusters Score: Raw -461943.385866 + Penalty 27141.516405 = -434801.869461 nChanged 16 Deleting Class 126 (2 points): Lose 6.773221 but Gain 690.767910 Iteration 120F (19.387610 sec): 37 clusters Score: Raw -461961.357182 + Penalty 26451.165389 = -435510.191793 nChanged 5 Deleting Class 145 (3 points): Lose 23.847270 but Gain 703.582631 Iteration 121Q (19.428362 sec): 36 clusters Score: Raw -461941.158658 + Penalty 25750.761160 = -436190.397497 nChanged 3 Deleting Class 65 (94 points): Lose 469.202105 but Gain 1129.181966 Iteration 122Q (19.469062 sec): 35 clusters Score: Raw -461476.941759 + Penalty 24685.238895 = -436791.702864 nChanged 95 Deleting Class 147 (5 points): Lose 39.403910 but Gain 677.977351 Iteration 123Q (19.511019 sec): 34 clusters Score: Raw -461679.600875 + Penalty 24012.924338 = -437666.676537 nChanged 15 Deleting Class 40 (36 points): Lose 172.425884 but Gain 810.701472 Iteration 124Q (19.551446 sec): 33 clusters Score: Raw -461525.617499 + Penalty 23270.885621 = -438254.731877 nChanged 40 Deleting Class 73 (7 points): Lose 35.121744 but Gain 713.804545 Iteration 125Q (19.591388 sec): 32 clusters Score: Raw -461607.628297 + Penalty 22601.012989 = -439006.615308 nChanged 19 Deleting Class 25 (8 points): Lose 57.506640 but Gain 699.857205 Iteration 126Q (19.632244 sec): 31 clusters Score: Raw -461577.233690 + Penalty 21959.016599 = -439618.217091 nChanged 21 Deleting Class 62 (31 points): Lose 79.365735 but Gain 713.334926 Iteration 127Q (19.671376 sec): 30 clusters Score: Raw -461528.887785 + Penalty 21278.366411 = -440250.521374 nChanged 42 Deleting Class 82 (2 points): Lose 18.272245 but Gain 637.984460 Iteration 128Q (19.710834 sec): 29 clusters Score: Raw -461562.795712 + Penalty 20599.032322 = -440963.763391 nChanged 8 Deleting Class 68 (32 points): Lose 160.048016 but Gain 768.183283 Iteration 129Q (19.749561 sec): 28 clusters Score: Raw -461412.951854 + Penalty 19829.119156 = -441583.832697 nChanged 42 Deleting Class 3 (9 points): Lose 34.498704 but Gain 614.296373 Iteration 130F (19.931117 sec): 27 clusters Score: Raw -461437.494736 + Penalty 19226.141693 = -442211.353044 nChanged 15 Deleting Class 2 (100 points): Lose 219.228379 but Gain 799.651671 Iteration 131Q (19.969732 sec): 26 clusters Score: Raw -461232.199272 + Penalty 18456.243992 = -442775.955279 nChanged 107 Deleting Class 31 (55 points): Lose 144.718422 but Gain 712.589262 Iteration 132Q (20.008684 sec): 25 clusters Score: Raw -461216.253694 + Penalty 17765.656690 = -443450.597005 nChanged 67 Deleting Class 137 (2 points): Lose 11.904938 but Gain 561.334789 Iteration 133Q (20.047101 sec): 24 clusters Score: Raw -461300.302550 + Penalty 17201.857938 = -444098.444612 nChanged 26 Deleting Class 10 (171 points): Lose 955.608832 but Gain 1454.311858 Iteration 134Q (20.084364 sec): 23 clusters Score: Raw -460369.878341 + Penalty 15898.486382 = -444471.391960 nChanged 191 Deleting Class 79 (5 points): Lose 65.933699 but Gain 544.382793 Iteration 135Q (20.122999 sec): 22 clusters Score: Raw -460897.394217 + Penalty 15394.221871 = -445503.172346 nChanged 63 Deleting Class 33 (4 points): Lose 16.114156 but Gain 456.833298 Iteration 136Q (20.160171 sec): 21 clusters Score: Raw -460947.410431 + Penalty 14960.288350 = -445987.122081 nChanged 38 Deleting Class 23 (140 points): Lose 604.093848 but Gain 916.649330 Iteration 137Q (20.196245 sec): 20 clusters Score: Raw -460375.535541 + Penalty 14093.472832 = -446282.062709 nChanged 147 Deleting Class 22 (325 points): Lose 1035.957355 but Gain 1345.029275 Iteration 138Q (20.232528 sec): 19 clusters Score: Raw -459703.182444 + Penalty 12873.816507 = -446829.365937 nChanged 368 Deleting Class 50 (2 points): Lose 28.113744 but Gain 310.879328 Iteration 139Q (20.270196 sec): 18 clusters Score: Raw -460320.973681 + Penalty 12568.274070 = -447752.699611 nChanged 69 Deleting Class 122 (15 points): Lose 136.205106 but Gain 452.396950 Iteration 140F (20.389961 sec): 17 clusters Score: Raw -460224.375391 + Penalty 12109.208518 = -448115.166873 nChanged 51 Deleting Class 6 (165 points): Lose 497.809162 but Gain 725.130980 Iteration 141Q (20.424944 sec): 16 clusters Score: Raw -459795.286175 + Penalty 11408.919240 = -448386.366935 nChanged 184 Deleting Class 28 (59 points): Lose 158.843979 but Gain 240.793325 Iteration 142Q (20.461006 sec): 15 clusters Score: Raw -459936.649762 + Penalty 11133.743877 = -448802.905885 nChanged 83 Iteration 143Q (20.494987 sec): 15 clusters Score: Raw -460038.411579 + Penalty 11127.958844 = -448910.452735 nChanged 20 Iteration 144Q (20.528546 sec): 15 clusters Score: Raw -460046.569558 + Penalty 11128.298389 = -448918.271169 nChanged 8 Iteration 145Q (20.562472 sec): 15 clusters Score: Raw -460049.181623 + Penalty 11134.304164 = -448914.877459 nChanged 8 Iteration 146F (20.663479 sec): 15 clusters Score: Raw -460056.537721 + Penalty 11132.033537 = -448924.504184 nChanged 4 Iteration 147Q (20.698957 sec): 15 clusters Score: Raw -460058.269544 + Penalty 11132.324723 = -448925.944821 nChanged 2 Iteration 148Q (20.733152 sec): 15 clusters Score: Raw -460058.347331 + Penalty 11133.047787 = -448925.299544 nChanged 1 Iteration 149F (20.834182 sec): 15 clusters Score: Raw -460058.378204 + Penalty 11134.127629 = -448924.250576 nChanged 1 Iteration 150F (20.935174 sec): 15 clusters Score: Raw -460058.432134 + Penalty 11134.218510 = -448924.213623 nChanged 1 Iteration 151F (21.036271 sec): 15 clusters Score: Raw -460058.457398 + Penalty 11134.218510 = -448924.238888 nChanged 0 Writing temp clu file Memory request: 0.07 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -460058.457398 + Penalty 11134.218510 = -448924.238888Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 1 (1763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.070301 sec): 2 clusters Score: Raw -68496.722454 + Penalty 188.653205 = -68308.069249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.073678 sec): 3 clusters Score: Raw -67357.660951 + Penalty 377.894144 = -66979.766807 nChanged 788 SP:Iteration 1F (21.076957 sec): 3 clusters Score: Raw -67930.880869 + Penalty 388.272495 = -67542.608374 nChanged 278 SP:Iteration 2F (21.080151 sec): 3 clusters Score: Raw -68173.356060 + Penalty 409.027558 = -67764.328503 nChanged 141 SP:Iteration 3F (21.083328 sec): 3 clusters Score: Raw -68323.904142 + Penalty 428.970156 = -67894.933986 nChanged 88 SP:Iteration 4Q (21.086513 sec): 3 clusters Score: Raw -68398.675394 + Penalty 435.753302 = -67962.922092 nChanged 37 SP:Iteration 5Q (21.089659 sec): 3 clusters Score: Raw -68423.506501 + Penalty 442.607307 = -67980.899194 nChanged 27 SP:Iteration 6Q (21.092712 sec): 3 clusters Score: Raw -68443.066196 + Penalty 451.173701 = -67991.892495 nChanged 27 SP:Iteration 7Q (21.095742 sec): 3 clusters Score: Raw -68468.200065 + Penalty 463.847496 = -68004.352568 nChanged 17 SP:Iteration 8Q (21.098632 sec): 3 clusters Score: Raw -68486.116231 + Penalty 495.644136 = -67990.472094 nChanged 12 SP:Iteration 9F (21.101792 sec): 3 clusters Score: Raw -68494.647300 + Penalty 497.735852 = -67996.911448 nChanged 3 SP:Iteration 10F (21.104951 sec): 3 clusters Score: Raw -68498.287731 + Penalty 503.589181 = -67994.698550 nChanged 2 SP:Iteration 11F (21.108108 sec): 3 clusters Score: Raw -68500.791454 + Penalty 521.877056 = -67978.914398 nChanged 1 SP:Iteration 12F (21.111266 sec): 3 clusters Score: Raw -68502.564612 + Penalty 521.877056 = -67980.687556 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.128764 sec): 2 clusters Score: Raw -128457.177464 + Penalty 265.946841 = -128191.230623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.136133 sec): 3 clusters Score: Raw -125992.281207 + Penalty 566.329551 = -125425.951656 nChanged 1683 SP:Iteration 1F (21.143062 sec): 3 clusters Score: Raw -127217.096941 + Penalty 688.590770 = -126528.506171 nChanged 752 SP:Iteration 2F (21.149847 sec): 3 clusters Score: Raw -128072.498702 + Penalty 764.670686 = -127307.828016 nChanged 269 SP:Iteration 3F (21.156558 sec): 3 clusters Score: Raw -128333.534563 + Penalty 811.045959 = -127522.488604 nChanged 122 SP:Iteration 4Q (21.162984 sec): 3 clusters Score: Raw -128454.759840 + Penalty 826.964775 = -127627.795065 nChanged 57 SP:Iteration 5Q (21.169210 sec): 3 clusters Score: Raw -128526.007306 + Penalty 838.417419 = -127687.589887 nChanged 34 SP:Iteration 6Q (21.174874 sec): 3 clusters Score: Raw -128585.598982 + Penalty 834.533823 = -127751.065159 nChanged 19 SP:Iteration 7Q (21.180364 sec): 3 clusters Score: Raw -128614.881311 + Penalty 823.468426 = -127791.412885 nChanged 13 SP:Iteration 8Q (21.185775 sec): 3 clusters Score: Raw -128627.781751 + Penalty 810.274627 = -127817.507124 nChanged 10 SP:Iteration 9Q (21.191168 sec): 3 clusters Score: Raw -128632.740318 + Penalty 802.813170 = -127829.927148 nChanged 6 SP:Iteration 10F (21.197962 sec): 3 clusters Score: Raw -128635.833953 + Penalty 801.619481 = -127834.214473 nChanged 1 SP:Iteration 11Q (21.203354 sec): 3 clusters Score: Raw -128636.211291 + Penalty 798.192999 = -127838.018292 nChanged 2 SP:Iteration 12Q (21.208753 sec): 3 clusters Score: Raw -128636.377471 + Penalty 798.192999 = -127838.184472 nChanged 0 SP:Iteration 13F (21.215454 sec): 3 clusters Score: Raw -128636.377471 + Penalty 798.192999 = -127838.184472 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 8 (2049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.224822 sec): 2 clusters Score: Raw -79164.256188 + Penalty 722.380355 = -78441.875834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.228595 sec): 3 clusters Score: Raw -78009.038609 + Penalty 1444.005927 = -76565.032682 nChanged 801 SP:Iteration 1F (21.232342 sec): 3 clusters Score: Raw -78444.372591 + Penalty 1443.204539 = -77001.168053 nChanged 218 SP:Iteration 2F (21.236054 sec): 3 clusters Score: Raw -78577.829935 + Penalty 1443.618009 = -77134.211926 nChanged 135 SP:Iteration 3F (21.239761 sec): 3 clusters Score: Raw -78636.704960 + Penalty 1444.576455 = -77192.128506 nChanged 94 SP:Iteration 4Q (21.243472 sec): 3 clusters Score: Raw -78682.889903 + Penalty 1448.863051 = -77234.026852 nChanged 98 SP:Iteration 5Q (21.247179 sec): 3 clusters Score: Raw -78735.374331 + Penalty 1457.702179 = -77277.672152 nChanged 97 SP:Iteration 6Q (21.250900 sec): 3 clusters Score: Raw -78800.087186 + Penalty 1472.360609 = -77327.726577 nChanged 102 SP:Iteration 7Q (21.254589 sec): 3 clusters Score: Raw -78878.706181 + Penalty 1491.654261 = -77387.051920 nChanged 114 SP:Iteration 8F (21.258288 sec): 3 clusters Score: Raw -78974.377712 + Penalty 1509.425300 = -77464.952412 nChanged 86 SP:Iteration 9Q (21.261996 sec): 3 clusters Score: Raw -79042.790461 + Penalty 1527.065261 = -77515.725200 nChanged 71 SP:Iteration 10F (21.265686 sec): 3 clusters Score: Raw -79096.186782 + Penalty 1538.895137 = -77557.291645 nChanged 54 SP:Iteration 11Q (21.269590 sec): 3 clusters Score: Raw -79132.672734 + Penalty 1544.162232 = -77588.510503 nChanged 35 SP:Iteration 12Q (21.273185 sec): 3 clusters Score: Raw -79151.120126 + Penalty 1545.611218 = -77605.508908 nChanged 28 SP:Iteration 13Q (21.276757 sec): 3 clusters Score: Raw -79168.392638 + Penalty 1545.924393 = -77622.468245 nChanged 29 SP:Iteration 14Q (21.280320 sec): 3 clusters Score: Raw -79194.331309 + Penalty 1545.505839 = -77648.825470 nChanged 28 SP:Iteration 15Q (21.283853 sec): 3 clusters Score: Raw -79227.399218 + Penalty 1545.191549 = -77682.207669 nChanged 20 SP:Iteration 16Q (21.287468 sec): 3 clusters Score: Raw -79244.997002 + Penalty 1544.668247 = -77700.328755 nChanged 16 SP:Iteration 17Q (21.290994 sec): 3 clusters Score: Raw -79258.188171 + Penalty 1542.801820 = -77715.386350 nChanged 19 SP:Iteration 18Q (21.294476 sec): 3 clusters Score: Raw -79272.776824 + Penalty 1541.674321 = -77731.102504 nChanged 13 SP:Iteration 19Q (21.297945 sec): 3 clusters Score: Raw -79281.379709 + Penalty 1538.687783 = -77742.691926 nChanged 9 SP:Iteration 20F (21.301650 sec): 3 clusters Score: Raw -79289.685032 + Penalty 1537.921077 = -77751.763954 nChanged 13 SP:Iteration 21Q (21.305068 sec): 3 clusters Score: Raw -79300.184065 + Penalty 1538.944412 = -77761.239653 nChanged 12 SP:Iteration 22Q (21.308468 sec): 3 clusters Score: Raw -79305.742181 + Penalty 1538.427020 = -77767.315161 nChanged 7 SP:Iteration 23Q (21.311819 sec): 3 clusters Score: Raw -79308.629034 + Penalty 1538.315594 = -77770.313441 nChanged 4 SP:Iteration 24Q (21.315169 sec): 3 clusters Score: Raw -79311.376005 + Penalty 1537.539780 = -77773.836225 nChanged 3 SP:Iteration 25Q (21.318512 sec): 3 clusters Score: Raw -79313.930837 + Penalty 1539.100775 = -77774.830062 nChanged 3 SP:Iteration 26Q (21.321845 sec): 3 clusters Score: Raw -79316.953106 + Penalty 1538.553064 = -77778.400042 nChanged 6 SP:Iteration 27Q (21.325226 sec): 3 clusters Score: Raw -79319.321623 + Penalty 1537.823039 = -77781.498585 nChanged 2 SP:Iteration 28Q (21.328544 sec): 3 clusters Score: Raw -79320.230511 + Penalty 1537.076833 = -77783.153678 nChanged 3 SP:Iteration 29Q (21.331857 sec): 3 clusters Score: Raw -79321.070832 + Penalty 1537.185298 = -77783.885533 nChanged 3 SP:Iteration 30F (21.335565 sec): 3 clusters Score: Raw -79322.818751 + Penalty 1537.461771 = -77785.356980 nChanged 5 SP:Iteration 31Q (21.338888 sec): 3 clusters Score: Raw -79327.548391 + Penalty 1536.851643 = -77790.696748 nChanged 3 SP:Iteration 32Q (21.342200 sec): 3 clusters Score: Raw -79328.849026 + Penalty 1535.941487 = -77792.907539 nChanged 4 SP:Iteration 33Q (21.345525 sec): 3 clusters Score: Raw -79330.031987 + Penalty 1535.890730 = -77794.141257 nChanged 3 SP:Iteration 34Q (21.348837 sec): 3 clusters Score: Raw -79330.586595 + Penalty 1535.890730 = -77794.695865 nChanged 0 SP:Iteration 35F (21.352546 sec): 3 clusters Score: Raw -79330.586595 + Penalty 1535.890730 = -77794.695865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 12 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.357250 sec): 2 clusters Score: Raw -27079.587971 + Penalty 446.176726 = -26633.411246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.358741 sec): 3 clusters Score: Raw -26743.642581 + Penalty 893.459713 = -25850.182868 nChanged 266 SP:Iteration 1F (21.360190 sec): 3 clusters Score: Raw -27050.740911 + Penalty 899.717765 = -26151.023145 nChanged 91 SP:Iteration 2F (21.361621 sec): 3 clusters Score: Raw -27128.232437 + Penalty 907.437981 = -26220.794456 nChanged 47 SP:Iteration 3F (21.363049 sec): 3 clusters Score: Raw -27168.098711 + Penalty 909.835660 = -26258.263050 nChanged 18 SP:Iteration 4Q (21.364486 sec): 3 clusters Score: Raw -27180.068363 + Penalty 917.427600 = -26262.640764 nChanged 12 SP:Iteration 5Q (21.365894 sec): 3 clusters Score: Raw -27186.351096 + Penalty 925.551114 = -26260.799981 nChanged 9 SP:Iteration 6F (21.367367 sec): 3 clusters Score: Raw -27191.121951 + Penalty 933.969190 = -26257.152760 nChanged 12 SP:Iteration 7F (21.368867 sec): 3 clusters Score: Raw -27201.042640 + Penalty 944.093238 = -26256.949402 nChanged 11 SP:Iteration 8F (21.370399 sec): 3 clusters Score: Raw -27211.631460 + Penalty 950.010613 = -26261.620847 nChanged 8 SP:Iteration 9Q (21.371908 sec): 3 clusters Score: Raw -27225.431492 + Penalty 963.203897 = -26262.227595 nChanged 10 SP:Iteration 10F (21.373446 sec): 3 clusters Score: Raw -27238.924031 + Penalty 971.557334 = -26267.366697 nChanged 10 SP:Iteration 11Q (21.374946 sec): 3 clusters Score: Raw -27256.445127 + Penalty 982.823866 = -26273.621260 nChanged 9 SP:Iteration 12Q (21.376378 sec): 3 clusters Score: Raw -27269.411430 + Penalty 984.833790 = -26284.577640 nChanged 6 SP:Iteration 13Q (21.377751 sec): 3 clusters Score: Raw -27284.492473 + Penalty 990.272630 = -26294.219844 nChanged 3 SP:Iteration 14Q (21.379127 sec): 3 clusters Score: Raw -27286.685639 + Penalty 991.700403 = -26294.985236 nChanged 1 SP:Iteration 15Q (21.380478 sec): 3 clusters Score: Raw -27288.322939 + Penalty 994.077436 = -26294.245503 nChanged 2 SP:Iteration 16F (21.381930 sec): 3 clusters Score: Raw -27290.858034 + Penalty 994.077436 = -26296.780598 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.387331 sec): 2 clusters Score: Raw -33282.670979 + Penalty 40.646233 = -33242.024746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389224 sec): 3 clusters Score: Raw -32642.985397 + Penalty 81.809952 = -32561.175445 nChanged 460 SP:Iteration 1F (21.391079 sec): 3 clusters Score: Raw -33029.565316 + Penalty 81.815435 = -32947.749881 nChanged 93 SP:Iteration 2F (21.392931 sec): 3 clusters Score: Raw -33141.901952 + Penalty 81.867390 = -33060.034563 nChanged 55 SP:Iteration 3F (21.394818 sec): 3 clusters Score: Raw -33170.899789 + Penalty 82.174525 = -33088.725263 nChanged 28 SP:Iteration 4Q (21.396590 sec): 3 clusters Score: Raw -33181.362704 + Penalty 82.067003 = -33099.295702 nChanged 20 SP:Iteration 5Q (21.398372 sec): 3 clusters Score: Raw -33192.889375 + Penalty 82.172232 = -33110.717143 nChanged 21 SP:Iteration 6Q (21.400114 sec): 3 clusters Score: Raw -33201.475076 + Penalty 82.178433 = -33119.296643 nChanged 10 SP:Iteration 7Q (21.401842 sec): 3 clusters Score: Raw -33205.960904 + Penalty 82.328078 = -33123.632825 nChanged 13 SP:Iteration 8Q (21.403564 sec): 3 clusters Score: Raw -33211.843895 + Penalty 82.417216 = -33129.426679 nChanged 13 SP:Iteration 9Q (21.405302 sec): 3 clusters Score: Raw -33216.299039 + Penalty 82.301165 = -33133.997873 nChanged 11 SP:Iteration 10F (21.407154 sec): 3 clusters Score: Raw -33221.888540 + Penalty 81.946884 = -33139.941655 nChanged 15 SP:Iteration 11Q (21.408873 sec): 3 clusters Score: Raw -33232.306319 + Penalty 81.998214 = -33150.308105 nChanged 20 SP:Iteration 12Q (21.410579 sec): 3 clusters Score: Raw -33242.208249 + Penalty 81.869564 = -33160.338686 nChanged 21 SP:Iteration 13Q (21.412283 sec): 3 clusters Score: Raw -33251.946847 + Penalty 81.797437 = -33170.149410 nChanged 22 SP:Iteration 14Q (21.413984 sec): 3 clusters Score: Raw -33263.434739 + Penalty 81.663607 = -33181.771131 nChanged 20 SP:Iteration 15Q (21.415722 sec): 3 clusters Score: Raw -33274.833909 + Penalty 81.588275 = -33193.245634 nChanged 13 SP:Iteration 16Q (21.417456 sec): 3 clusters Score: Raw -33279.572153 + Penalty 81.528784 = -33198.043369 nChanged 12 SP:Iteration 17Q (21.419152 sec): 3 clusters Score: Raw -33283.163714 + Penalty 81.474681 = -33201.689032 nChanged 8 SP:Iteration 18Q (21.420853 sec): 3 clusters Score: Raw -33284.407452 + Penalty 81.442777 = -33202.964675 nChanged 6 SP:Iteration 19Q (21.422552 sec): 3 clusters Score: Raw -33285.021710 + Penalty 81.424656 = -33203.597053 nChanged 5 SP:Iteration 20F (21.424403 sec): 3 clusters Score: Raw -33285.405007 + Penalty 81.411946 = -33203.993061 nChanged 2 SP:Iteration 21Q (21.426126 sec): 3 clusters Score: Raw -33285.513432 + Penalty 81.407664 = -33204.105767 nChanged 1 SP:Iteration 22Q (21.427870 sec): 3 clusters Score: Raw -33285.542128 + Penalty 81.403257 = -33204.138870 nChanged 1 SP:Iteration 23Q (21.429644 sec): 3 clusters Score: Raw -33285.551882 + Penalty 81.403257 = -33204.148625 nChanged 0 SP:Iteration 24F (21.431549 sec): 3 clusters Score: Raw -33285.551882 + Penalty 81.403257 = -33204.148625 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.434201 sec): 2 clusters Score: Raw -26641.203735 + Penalty 38.930979 = -26602.272755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.435722 sec): 3 clusters Score: Raw -26202.148227 + Penalty 77.502724 = -26124.645503 nChanged 318 SP:Iteration 1F (21.437221 sec): 3 clusters Score: Raw -26490.400779 + Penalty 78.530911 = -26411.869868 nChanged 52 SP:Iteration 2F (21.438704 sec): 3 clusters Score: Raw -26543.307700 + Penalty 79.636821 = -26463.670879 nChanged 30 SP:Iteration 3Q (21.440126 sec): 3 clusters Score: Raw -26572.715260 + Penalty 80.939247 = -26491.776012 nChanged 23 SP:Iteration 4Q (21.441481 sec): 3 clusters Score: Raw -26587.460463 + Penalty 82.118440 = -26505.342023 nChanged 18 SP:Iteration 5Q (21.442802 sec): 3 clusters Score: Raw -26596.060537 + Penalty 83.285215 = -26512.775322 nChanged 15 SP:Iteration 6Q (21.444095 sec): 3 clusters Score: Raw -26600.501781 + Penalty 81.619905 = -26518.881876 nChanged 12 SP:Iteration 7Q (21.445378 sec): 3 clusters Score: Raw -26605.632092 + Penalty 82.852071 = -26522.780021 nChanged 10 SP:Iteration 8Q (21.446656 sec): 3 clusters Score: Raw -26609.952325 + Penalty 85.305791 = -26524.646533 nChanged 13 SP:Iteration 9Q (21.447923 sec): 3 clusters Score: Raw -26616.853361 + Penalty 90.285591 = -26526.567770 nChanged 10 SP:Iteration 10F (21.449455 sec): 3 clusters Score: Raw -26623.130946 + Penalty 103.477608 = -26519.653338 nChanged 12 SP:Iteration 11F (21.450926 sec): 3 clusters Score: Raw -26629.985341 + Penalty 115.547503 = -26514.437837 nChanged 6 SP:Iteration 12F (21.452386 sec): 3 clusters Score: Raw -26634.190210 + Penalty 227.659348 = -26406.530862 nChanged 6 SP:Iteration 13F (21.453836 sec): 3 clusters Score: Raw -26638.195792 + Penalty 202.126108 = -26436.069685 nChanged 1 SP:Iteration 14Q (21.455013 sec): 3 clusters Score: Raw -26639.149946 + Penalty 38.930979 = -26600.218967 nChanged 1 SP:Iteration 15Q (21.456150 sec): 2 clusters Score: Raw -26641.203735 + Penalty 38.930979 = -26602.272755 nChanged 0 SP:Iteration 16F (21.457284 sec): 2 clusters Score: Raw -26641.203735 + Penalty 38.930979 = -26602.272755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.459521 sec): 2 clusters Score: Raw -10870.387851 + Penalty 686.549329 = -10183.838522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.460388 sec): 3 clusters Score: Raw -10795.080970 + Penalty 1371.820927 = -9423.260043 nChanged 84 SP:Iteration 1F (21.461230 sec): 3 clusters Score: Raw -10923.855378 + Penalty 1370.789548 = -9553.065830 nChanged 30 SP:Iteration 2F (21.462070 sec): 3 clusters Score: Raw -10975.074336 + Penalty 1370.353662 = -9604.720673 nChanged 15 SP:Iteration 3Q (21.462877 sec): 3 clusters Score: Raw -11011.664882 + Penalty 1370.886931 = -9640.777951 nChanged 16 SP:Iteration 4Q (21.463674 sec): 3 clusters Score: Raw -11040.923601 + Penalty 1372.485178 = -9668.438422 nChanged 14 SP:Iteration 5Q (21.464466 sec): 3 clusters Score: Raw -11066.893968 + Penalty 1372.330670 = -9694.563298 nChanged 6 SP:Iteration 6Q (21.465256 sec): 3 clusters Score: Raw -11073.520820 + Penalty 1372.679237 = -9700.841583 nChanged 4 SP:Iteration 7Q (21.466045 sec): 3 clusters Score: Raw -11079.211361 + Penalty 1372.679888 = -9706.531473 nChanged 1 SP:Iteration 8Q (21.466842 sec): 3 clusters Score: Raw -11081.138224 + Penalty 1372.736085 = -9708.402138 nChanged 3 SP:Iteration 9Q (21.467630 sec): 3 clusters Score: Raw -11083.867283 + Penalty 1373.270202 = -9710.597081 nChanged 2 SP:Iteration 10F (21.468472 sec): 3 clusters Score: Raw -11085.469653 + Penalty 1373.270202 = -9712.199451 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 19 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.475018 sec): 2 clusters Score: Raw -41702.809984 + Penalty 1049.753760 = -40653.056224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.476956 sec): 3 clusters Score: Raw -41310.135723 + Penalty 2101.964864 = -39208.170858 nChanged 298 SP:Iteration 1F (21.478855 sec): 3 clusters Score: Raw -41538.739972 + Penalty 2103.685049 = -39435.054922 nChanged 68 SP:Iteration 2F (21.480744 sec): 3 clusters Score: Raw -41601.967726 + Penalty 2106.725376 = -39495.242350 nChanged 52 SP:Iteration 3F (21.482632 sec): 3 clusters Score: Raw -41663.146013 + Penalty 2110.114155 = -39553.031859 nChanged 40 SP:Iteration 4Q (21.484514 sec): 3 clusters Score: Raw -41712.223999 + Penalty 2113.457050 = -39598.766950 nChanged 37 SP:Iteration 5Q (21.486383 sec): 3 clusters Score: Raw -41756.383293 + Penalty 2115.917967 = -39640.465325 nChanged 26 SP:Iteration 6Q (21.488240 sec): 3 clusters Score: Raw -41785.545153 + Penalty 2117.213662 = -39668.331491 nChanged 20 SP:Iteration 7Q (21.490093 sec): 3 clusters Score: Raw -41805.832473 + Penalty 2118.705427 = -39687.127046 nChanged 14 SP:Iteration 8Q (21.491990 sec): 3 clusters Score: Raw -41819.239205 + Penalty 2119.519611 = -39699.719595 nChanged 6 SP:Iteration 9Q (21.493859 sec): 3 clusters Score: Raw -41824.740605 + Penalty 2119.910886 = -39704.829719 nChanged 5 SP:Iteration 10F (21.495830 sec): 3 clusters Score: Raw -41832.166265 + Penalty 2119.927466 = -39712.238799 nChanged 2 SP:Iteration 11Q (21.497694 sec): 3 clusters Score: Raw -41834.256996 + Penalty 2119.597024 = -39714.659973 nChanged 4 SP:Iteration 12Q (21.499528 sec): 3 clusters Score: Raw -41835.808379 + Penalty 2119.597024 = -39716.211355 nChanged 0 SP:Iteration 13F (21.501437 sec): 3 clusters Score: Raw -41835.808379 + Penalty 2119.597024 = -39716.211355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.503520 sec): 2 clusters Score: Raw -16302.522308 + Penalty 971.761400 = -15330.760908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.504553 sec): 3 clusters Score: Raw -16263.286673 + Penalty 1943.364912 = -14319.921761 nChanged 114 SP:Iteration 1F (21.505574 sec): 3 clusters Score: Raw -16425.761180 + Penalty 1943.641056 = -14482.120124 nChanged 25 SP:Iteration 2F (21.506589 sec): 3 clusters Score: Raw -16482.710082 + Penalty 1943.594233 = -14539.115849 nChanged 13 SP:Iteration 3Q (21.507566 sec): 3 clusters Score: Raw -16511.805110 + Penalty 1943.613000 = -14568.192110 nChanged 7 SP:Iteration 4Q (21.508540 sec): 3 clusters Score: Raw -16522.161475 + Penalty 1943.613000 = -14578.548475 nChanged 0 SP:Iteration 5F (21.509551 sec): 3 clusters Score: Raw -16522.161475 + Penalty 1943.613000 = -14578.548475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.510550 sec): 2 clusters Score: Raw -6111.669703 + Penalty 248.777090 = -5862.892613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.511119 sec): 3 clusters Score: Raw -6053.083068 + Penalty 496.693279 = -5556.389789 nChanged 52 SP:Iteration 1F (21.511676 sec): 3 clusters Score: Raw -6106.922935 + Penalty 497.890135 = -5609.032800 nChanged 15 SP:Iteration 2F (21.512233 sec): 3 clusters Score: Raw -6118.927154 + Penalty 498.752629 = -5620.174525 nChanged 6 SP:Iteration 3Q (21.512777 sec): 3 clusters Score: Raw -6127.609016 + Penalty 500.819152 = -5626.789865 nChanged 6 SP:Iteration 4Q (21.513318 sec): 3 clusters Score: Raw -6138.291005 + Penalty 502.100586 = -5636.190419 nChanged 3 SP:Iteration 5Q (21.513859 sec): 3 clusters Score: Raw -6140.285793 + Penalty 504.988549 = -5635.297244 nChanged 5 SP:Iteration 6F (21.514414 sec): 3 clusters Score: Raw -6144.418598 + Penalty 506.554268 = -5637.864330 nChanged 5 SP:Iteration 7Q (21.514951 sec): 3 clusters Score: Raw -6153.840772 + Penalty 508.984852 = -5644.855920 nChanged 7 SP:Iteration 8Q (21.515484 sec): 3 clusters Score: Raw -6163.273777 + Penalty 508.646525 = -5654.627252 nChanged 7 SP:Iteration 9Q (21.516015 sec): 3 clusters Score: Raw -6176.285374 + Penalty 508.998290 = -5667.287083 nChanged 3 SP:Iteration 10F (21.516571 sec): 3 clusters Score: Raw -6185.473433 + Penalty 512.989240 = -5672.484193 nChanged 2 SP:Iteration 11Q (21.517091 sec): 3 clusters Score: Raw -6191.161955 + Penalty 515.159862 = -5676.002092 nChanged 2 SP:Iteration 12Q (21.517609 sec): 3 clusters Score: Raw -6194.134644 + Penalty 516.949669 = -5677.184975 nChanged 3 SP:Iteration 13Q (21.518128 sec): 3 clusters Score: Raw -6201.048124 + Penalty 518.441352 = -5682.606772 nChanged 1 SP:Iteration 14Q (21.518643 sec): 3 clusters Score: Raw -6206.189911 + Penalty 518.537115 = -5687.652796 nChanged 1 SP:Iteration 15Q (21.519158 sec): 3 clusters Score: Raw -6208.466331 + Penalty 520.254689 = -5688.211643 nChanged 1 SP:Iteration 16Q (21.519670 sec): 3 clusters Score: Raw -6209.125481 + Penalty 520.254689 = -5688.870792 nChanged 0 SP:Iteration 17F (21.520223 sec): 3 clusters Score: Raw -6209.125481 + Penalty 520.254689 = -5688.870792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 30 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.522856 sec): 2 clusters Score: Raw -27773.793140 + Penalty 591.133412 = -27182.659728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.524448 sec): 3 clusters Score: Raw -27444.049052 + Penalty 1246.158903 = -26197.890150 nChanged 261 SP:Iteration 1F (21.525981 sec): 3 clusters Score: Raw -27770.515811 + Penalty 1367.374711 = -26403.141100 nChanged 101 SP:Iteration 2F (21.527533 sec): 3 clusters Score: Raw -27951.792189 + Penalty 1415.820471 = -26535.971718 nChanged 33 SP:Iteration 3Q (21.529010 sec): 3 clusters Score: Raw -28012.873567 + Penalty 1432.526962 = -26580.346605 nChanged 13 SP:Iteration 4Q (21.530416 sec): 3 clusters Score: Raw -28037.849183 + Penalty 1439.897460 = -26597.951723 nChanged 6 SP:Iteration 5Q (21.531766 sec): 3 clusters Score: Raw -28051.437429 + Penalty 1433.744875 = -26617.692554 nChanged 6 SP:Iteration 6Q (21.533134 sec): 3 clusters Score: Raw -28057.743722 + Penalty 1431.103739 = -26626.639983 nChanged 2 SP:Iteration 7Q (21.534483 sec): 3 clusters Score: Raw -28059.274063 + Penalty 1429.419723 = -26629.854340 nChanged 1 SP:Iteration 8Q (21.535838 sec): 3 clusters Score: Raw -28060.068384 + Penalty 1427.492212 = -26632.576172 nChanged 2 SP:Iteration 9Q (21.537206 sec): 3 clusters Score: Raw -28061.505210 + Penalty 1426.331056 = -26635.174153 nChanged 1 SP:Iteration 10F (21.538738 sec): 3 clusters Score: Raw -28062.284721 + Penalty 1427.802280 = -26634.482441 nChanged 1 SP:Iteration 11F (21.540255 sec): 3 clusters Score: Raw -28068.176166 + Penalty 1429.938495 = -26638.237671 nChanged 1 SP:Iteration 12Q (21.541584 sec): 3 clusters Score: Raw -28069.598531 + Penalty 1429.938495 = -26639.660036 nChanged 0 SP:Iteration 13F (21.543120 sec): 3 clusters Score: Raw -28069.598531 + Penalty 1429.938495 = -26639.660036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.544340 sec): 2 clusters Score: Raw -7703.807628 + Penalty 357.809138 = -7345.998489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.545038 sec): 3 clusters Score: Raw -7629.348919 + Penalty 739.492971 = -6889.855947 nChanged 82 SP:Iteration 1F (21.545722 sec): 3 clusters Score: Raw -7761.395383 + Penalty 756.783523 = -7004.611860 nChanged 25 SP:Iteration 2F (21.546407 sec): 3 clusters Score: Raw -7806.769644 + Penalty 768.135810 = -7038.633834 nChanged 10 SP:Iteration 3Q (21.547070 sec): 3 clusters Score: Raw -7826.342995 + Penalty 770.002658 = -7056.340337 nChanged 5 SP:Iteration 4Q (21.547724 sec): 3 clusters Score: Raw -7843.319388 + Penalty 767.405567 = -7075.913822 nChanged 1 SP:Iteration 5Q (21.548366 sec): 3 clusters Score: Raw -7844.144721 + Penalty 767.405567 = -7076.739154 nChanged 0 SP:Iteration 6F (21.549047 sec): 3 clusters Score: Raw -7844.144721 + Penalty 767.405567 = -7076.739154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.550331 sec): 2 clusters Score: Raw -12417.674132 + Penalty 301.704957 = -12115.969175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.551100 sec): 3 clusters Score: Raw -12269.984200 + Penalty 604.995958 = -11664.988242 nChanged 100 SP:Iteration 1F (21.551854 sec): 3 clusters Score: Raw -12333.267824 + Penalty 608.666704 = -11724.601120 nChanged 30 SP:Iteration 2F (21.552607 sec): 3 clusters Score: Raw -12366.057803 + Penalty 613.165816 = -11752.891987 nChanged 23 SP:Iteration 3F (21.553357 sec): 3 clusters Score: Raw -12394.791038 + Penalty 616.995897 = -11777.795142 nChanged 14 SP:Iteration 4Q (21.554101 sec): 3 clusters Score: Raw -12405.438424 + Penalty 620.095571 = -11785.342853 nChanged 11 SP:Iteration 5Q (21.554846 sec): 3 clusters Score: Raw -12415.388902 + Penalty 625.306317 = -11790.082585 nChanged 13 SP:Iteration 6Q (21.555591 sec): 3 clusters Score: Raw -12423.806501 + Penalty 625.742110 = -11798.064391 nChanged 5 SP:Iteration 7Q (21.556329 sec): 3 clusters Score: Raw -12424.902312 + Penalty 627.155030 = -11797.747282 nChanged 2 SP:Iteration 8F (21.557105 sec): 3 clusters Score: Raw -12425.940059 + Penalty 628.903756 = -11797.036303 nChanged 4 SP:Iteration 9F (21.557859 sec): 3 clusters Score: Raw -12430.339438 + Penalty 632.880240 = -11797.459198 nChanged 5 SP:Iteration 10F (21.558607 sec): 3 clusters Score: Raw -12436.049934 + Penalty 633.453092 = -11802.596843 nChanged 3 SP:Iteration 11Q (21.559342 sec): 3 clusters Score: Raw -12438.954348 + Penalty 634.838528 = -11804.115820 nChanged 1 SP:Iteration 12Q (21.560076 sec): 3 clusters Score: Raw -12439.392077 + Penalty 635.192250 = -11804.199827 nChanged 3 SP:Iteration 13Q (21.560806 sec): 3 clusters Score: Raw -12441.068738 + Penalty 636.267632 = -11804.801106 nChanged 1 SP:Iteration 14Q (21.561535 sec): 3 clusters Score: Raw -12441.635651 + Penalty 638.474866 = -11803.160786 nChanged 3 SP:Iteration 15F (21.562281 sec): 3 clusters Score: Raw -12445.300459 + Penalty 637.810148 = -11807.490311 nChanged 1 SP:Iteration 16Q (21.563007 sec): 3 clusters Score: Raw -12446.260286 + Penalty 637.810148 = -11808.450138 nChanged 0 SP:Iteration 17F (21.563754 sec): 3 clusters Score: Raw -12446.260286 + Penalty 637.810148 = -11808.450138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.565512 sec): 2 clusters Score: Raw -16763.954488 + Penalty 579.930274 = -16184.024213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.566514 sec): 3 clusters Score: Raw -16590.384267 + Penalty 1183.098081 = -15407.286186 nChanged 125 SP:Iteration 1F (21.567496 sec): 3 clusters Score: Raw -16744.672679 + Penalty 1219.071897 = -15525.600782 nChanged 53 SP:Iteration 2F (21.568485 sec): 3 clusters Score: Raw -16830.772174 + Penalty 1244.793079 = -15585.979096 nChanged 29 SP:Iteration 3F (21.569473 sec): 3 clusters Score: Raw -16876.525770 + Penalty 1252.711952 = -15623.813818 nChanged 15 SP:Iteration 4Q (21.570404 sec): 3 clusters Score: Raw -16900.067164 + Penalty 1261.802197 = -15638.264968 nChanged 14 SP:Iteration 5Q (21.571322 sec): 3 clusters Score: Raw -16921.991776 + Penalty 1259.477098 = -15662.514678 nChanged 3 SP:Iteration 6Q (21.572225 sec): 3 clusters Score: Raw -16927.973752 + Penalty 1257.314389 = -15670.659362 nChanged 3 SP:Iteration 7Q (21.573126 sec): 3 clusters Score: Raw -16931.575479 + Penalty 1256.712876 = -15674.862603 nChanged 5 SP:Iteration 8Q (21.574082 sec): 3 clusters Score: Raw -16939.798917 + Penalty 1259.548156 = -15680.250762 nChanged 3 SP:Iteration 9Q (21.575021 sec): 3 clusters Score: Raw -16941.879340 + Penalty 1262.676535 = -15679.202805 nChanged 2 SP:Iteration 10F (21.576044 sec): 3 clusters Score: Raw -16943.019782 + Penalty 1261.278413 = -15681.741369 nChanged 1 SP:Iteration 11Q (21.576965 sec): 3 clusters Score: Raw -16944.148290 + Penalty 1261.278413 = -15682.869877 nChanged 0 SP:Iteration 12F (21.577945 sec): 3 clusters Score: Raw -16944.148290 + Penalty 1261.278413 = -15682.869877 nChanged 0 Time taken for this iteration:21.204586 seconds. 300->15 Clusters: Score -448924.238888, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 152 (time per iteration =142.073520 ms) Total iterations: 1260 (time per iteration =17.139028 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1796243750.000000 (time per metric unit =12.022408ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 44906093750.000000 (time per metric unit=480.896315ps) That took 21.595175 seconds. FileBase PeterP-2013-09-04_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 0.13 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13417 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 13417 points ------ Starting initial clusters from distinct float masks Not enough masks (204) to generate starting clusters (300), so starting with (205) clusters instead. Assigned 205 initial classes from 204 unique masks. Deleting Class 164 (1 points): Lose 9.551635 but Gain 1493.362543 Iteration 0F (1.609318 sec): 204 clusters Score: Raw -483982.764709 + Penalty 196635.825490 = -287346.939219 nChanged 2680 Deleting Class 204 (1 points): Lose 3.468573 but Gain 1486.227233 Iteration 1F (2.797619 sec): 192 clusters Score: Raw -488534.845410 + Penalty 192743.062740 = -295791.782670 nChanged 888 Deleting Class 193 (2 points): Lose 8.955624 but Gain 1498.190590 Iteration 2F (3.950816 sec): 188 clusters Score: Raw -489970.613860 + Penalty 187907.859196 = -302062.754664 nChanged 683 Deleting Class 165 (1 points): Lose 4.904617 but Gain 1477.579231 Iteration 3F (5.053910 sec): 183 clusters Score: Raw -490940.147977 + Penalty 186597.263507 = -304342.884470 nChanged 571 Deleting Class 134 (1 points): Lose 5.686503 but Gain 1454.506822 Iteration 4Q (5.178126 sec): 182 clusters Score: Raw -491585.175184 + Penalty 185385.082024 = -306200.093160 nChanged 514 Deleting Class 195 (1 points): Lose 0.428115 but Gain 1445.979484 Iteration 5Q (5.292717 sec): 181 clusters Score: Raw -492018.241915 + Penalty 184198.557473 = -307819.684442 nChanged 498 Deleting Class 186 (2 points): Lose 13.413744 but Gain 1449.715379 Iteration 6Q (5.404020 sec): 180 clusters Score: Raw -492407.569565 + Penalty 182964.412850 = -309443.156715 nChanged 456 Deleting Class 106 (3 points): Lose 46.910014 but Gain 1473.468020 Iteration 7Q (5.512519 sec): 179 clusters Score: Raw -492706.868213 + Penalty 181583.876206 = -311122.992007 nChanged 422 Deleting Class 178 (2 points): Lose 5.687418 but Gain 1415.974579 Iteration 8Q (5.616168 sec): 178 clusters Score: Raw -492992.815082 + Penalty 180024.356436 = -312968.458646 nChanged 391 Deleting Class 45 (6 points): Lose 91.622136 but Gain 1489.304566 Iteration 9Q (5.715905 sec): 177 clusters Score: Raw -493159.448929 + Penalty 178822.125213 = -314337.323716 nChanged 340 Deleting Class 189 (2 points): Lose 12.365833 but Gain 1406.049128 Iteration 10F (6.779748 sec): 176 clusters Score: Raw -493357.966982 + Penalty 177507.120135 = -315850.846846 nChanged 295 Deleting Class 153 (1 points): Lose 1.787401 but Gain 1394.516061 Iteration 11Q (6.871423 sec): 175 clusters Score: Raw -493518.421051 + Penalty 176208.580384 = -317309.840667 nChanged 241 Deleting Class 170 (1 points): Lose 6.820887 but Gain 1396.465768 Iteration 12Q (6.958741 sec): 174 clusters Score: Raw -493627.433138 + Penalty 174963.247126 = -318664.186011 nChanged 195 Deleting Class 163 (1 points): Lose 1.066830 but Gain 1386.223112 Iteration 13Q (7.043224 sec): 173 clusters Score: Raw -493728.266884 + Penalty 173612.192591 = -320116.074292 nChanged 165 Deleting Class 67 (5 points): Lose 113.557907 but Gain 1485.545006 Iteration 14Q (7.123819 sec): 172 clusters Score: Raw -493680.033661 + Penalty 172354.043206 = -321325.990455 nChanged 164 Deleting Class 198 (1 points): Lose 7.015605 but Gain 1376.840799 Iteration 15Q (7.203760 sec): 171 clusters Score: Raw -493740.996534 + Penalty 170986.567412 = -322754.429122 nChanged 135 Deleting Class 74 (7 points): Lose 117.518564 but Gain 1486.530124 Iteration 16Q (7.279682 sec): 170 clusters Score: Raw -493678.335896 + Penalty 169603.309974 = -324075.025921 nChanged 124 Deleting Class 126 (3 points): Lose 26.685746 but Gain 1382.126090 Iteration 17Q (7.355399 sec): 169 clusters Score: Raw -493726.599485 + Penalty 168278.473478 = -325448.126006 nChanged 120 Deleting Class 147 (1 points): Lose 2.551026 but Gain 1353.465289 Iteration 18Q (7.430965 sec): 168 clusters Score: Raw -493803.323836 + Penalty 166966.040754 = -326837.283081 nChanged 101 Deleting Class 176 (2 points): Lose 10.814629 but Gain 1352.266989 Iteration 19Q (7.504814 sec): 167 clusters Score: Raw -493837.514608 + Penalty 165623.051523 = -328214.463085 nChanged 90 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -493837.514608 + Penalty 165623.051523 = -328214.463085Memory request: 0.03 GB would take us to total of 0.15 GB. Trying to split cluster 1 (5267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.577561 sec): 2 clusters Score: Raw -198858.981664 + Penalty 230.401650 = -198628.580013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587329 sec): 3 clusters Score: Raw -195310.632219 + Penalty 453.371367 = -194857.260852 nChanged 2448 SP:Iteration 1F (7.596805 sec): 3 clusters Score: Raw -196351.543838 + Penalty 448.375128 = -195903.168710 nChanged 868 SP:Iteration 2F (7.606269 sec): 3 clusters Score: Raw -196702.233228 + Penalty 452.375608 = -196249.857621 nChanged 402 SP:Iteration 3F (7.615900 sec): 3 clusters Score: Raw -196837.583596 + Penalty 458.618921 = -196378.964675 nChanged 215 SP:Iteration 4Q (7.625509 sec): 3 clusters Score: Raw -196889.851642 + Penalty 467.820097 = -196422.031545 nChanged 170 SP:Iteration 5Q (7.635399 sec): 3 clusters Score: Raw -196936.989294 + Penalty 480.287620 = -196456.701673 nChanged 167 SP:Iteration 6Q (7.644953 sec): 3 clusters Score: Raw -196998.147749 + Penalty 497.660820 = -196500.486928 nChanged 215 SP:Iteration 7Q (7.654532 sec): 3 clusters Score: Raw -197108.177191 + Penalty 519.293058 = -196588.884134 nChanged 271 SP:Iteration 8F (7.664037 sec): 3 clusters Score: Raw -197293.804538 + Penalty 544.003997 = -196749.800541 nChanged 330 SP:Iteration 9F (7.673501 sec): 3 clusters Score: Raw -197583.731429 + Penalty 560.661964 = -197023.069465 nChanged 339 SP:Iteration 10F (7.682948 sec): 3 clusters Score: Raw -197915.133151 + Penalty 565.200849 = -197349.932302 nChanged 277 SP:Iteration 11F (7.692400 sec): 3 clusters Score: Raw -198146.512069 + Penalty 569.699582 = -197576.812487 nChanged 237 SP:Iteration 12Q (7.701470 sec): 3 clusters Score: Raw -198332.250854 + Penalty 572.567435 = -197759.683419 nChanged 190 SP:Iteration 13Q (7.709729 sec): 3 clusters Score: Raw -198482.004386 + Penalty 566.624622 = -197915.379764 nChanged 151 SP:Iteration 14Q (7.717766 sec): 3 clusters Score: Raw -198618.437273 + Penalty 567.481613 = -198050.955659 nChanged 102 SP:Iteration 15Q (7.725627 sec): 3 clusters Score: Raw -198729.900847 + Penalty 560.307478 = -198169.593369 nChanged 60 SP:Iteration 16Q (7.733578 sec): 3 clusters Score: Raw -198789.345203 + Penalty 546.113506 = -198243.231697 nChanged 44 SP:Iteration 17Q (7.741136 sec): 3 clusters Score: Raw -198819.269034 + Penalty 544.715899 = -198274.553135 nChanged 22 SP:Iteration 18Q (7.748652 sec): 3 clusters Score: Raw -198833.632460 + Penalty 541.818780 = -198291.813680 nChanged 14 SP:Iteration 19Q (7.756251 sec): 3 clusters Score: Raw -198840.700491 + Penalty 546.728873 = -198293.971618 nChanged 12 SP:Iteration 20F (7.765738 sec): 3 clusters Score: Raw -198845.734545 + Penalty 547.684782 = -198298.049763 nChanged 11 SP:Iteration 21Q (7.773229 sec): 3 clusters Score: Raw -198848.930223 + Penalty 548.894097 = -198300.036126 nChanged 7 SP:Iteration 22Q (7.780707 sec): 3 clusters Score: Raw -198851.723412 + Penalty 548.122835 = -198303.600577 nChanged 5 SP:Iteration 23Q (7.788178 sec): 3 clusters Score: Raw -198854.101213 + Penalty 549.507383 = -198304.593830 nChanged 6 SP:Iteration 24Q (7.795632 sec): 3 clusters Score: Raw -198856.909483 + Penalty 550.646540 = -198306.262943 nChanged 7 SP:Iteration 25Q (7.803090 sec): 3 clusters Score: Raw -198859.174603 + Penalty 552.093996 = -198307.080606 nChanged 3 SP:Iteration 26Q (7.810539 sec): 3 clusters Score: Raw -198860.008662 + Penalty 552.674320 = -198307.334342 nChanged 1 SP:Iteration 27Q (7.818030 sec): 3 clusters Score: Raw -198860.332632 + Penalty 555.344096 = -198304.988536 nChanged 3 SP:Iteration 28F (7.827505 sec): 3 clusters Score: Raw -198861.721298 + Penalty 555.923854 = -198305.797444 nChanged 1 SP:Iteration 29Q (7.835459 sec): 3 clusters Score: Raw -198862.195573 + Penalty 554.583946 = -198307.611627 nChanged 2 SP:Iteration 30F (7.845021 sec): 3 clusters Score: Raw -198863.509904 + Penalty 554.588717 = -198308.921187 nChanged 4 SP:Iteration 31Q (7.852548 sec): 3 clusters Score: Raw -198863.571294 + Penalty 555.171992 = -198308.399302 nChanged 1 SP:Iteration 32F (7.862013 sec): 3 clusters Score: Raw -198863.809681 + Penalty 556.216397 = -198307.593284 nChanged 1 SP:Iteration 33F (7.871498 sec): 3 clusters Score: Raw -198863.847652 + Penalty 556.216397 = -198307.631255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.874836 sec): 2 clusters Score: Raw -4237.507949 + Penalty 166.859394 = -4070.648555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.875251 sec): 3 clusters Score: Raw -4198.921613 + Penalty 331.895471 = -3867.026142 nChanged 35 SP:Iteration 1F (7.875666 sec): 3 clusters Score: Raw -4246.203561 + Penalty 325.044234 = -3921.159327 nChanged 13 SP:Iteration 2F (7.876112 sec): 3 clusters Score: Raw -4258.613661 + Penalty 328.649231 = -3929.964430 nChanged 3 SP:Iteration 3Q (7.876511 sec): 3 clusters Score: Raw -4264.415701 + Penalty 328.649231 = -3935.766470 nChanged 0 SP:Iteration 4F (7.876911 sec): 3 clusters Score: Raw -4264.415701 + Penalty 328.649231 = -3935.766470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 3 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.883675 sec): 2 clusters Score: Raw -55808.880214 + Penalty 228.600403 = -55580.279811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.886258 sec): 3 clusters Score: Raw -54960.935645 + Penalty 455.857228 = -54505.078417 nChanged 596 SP:Iteration 1F (7.888790 sec): 3 clusters Score: Raw -55377.642139 + Penalty 454.083228 = -54923.558911 nChanged 134 SP:Iteration 2F (7.891304 sec): 3 clusters Score: Raw -55523.599270 + Penalty 453.958852 = -55069.640418 nChanged 69 SP:Iteration 3F (7.893814 sec): 3 clusters Score: Raw -55575.691167 + Penalty 453.105597 = -55122.585570 nChanged 33 SP:Iteration 4Q (7.896278 sec): 3 clusters Score: Raw -55586.009965 + Penalty 452.662326 = -55133.347640 nChanged 20 SP:Iteration 5Q (7.898731 sec): 3 clusters Score: Raw -55590.406557 + Penalty 452.151010 = -55138.255547 nChanged 10 SP:Iteration 6Q (7.901182 sec): 3 clusters Score: Raw -55593.948375 + Penalty 451.367177 = -55142.581198 nChanged 14 SP:Iteration 7Q (7.903625 sec): 3 clusters Score: Raw -55598.573361 + Penalty 450.571507 = -55148.001854 nChanged 17 SP:Iteration 8Q (7.906070 sec): 3 clusters Score: Raw -55602.375512 + Penalty 449.634716 = -55152.740796 nChanged 17 SP:Iteration 9Q (7.908541 sec): 3 clusters Score: Raw -55608.906112 + Penalty 448.983147 = -55159.922965 nChanged 14 SP:Iteration 10F (7.911052 sec): 3 clusters Score: Raw -55612.184449 + Penalty 447.001630 = -55165.182819 nChanged 12 SP:Iteration 11Q (7.913485 sec): 3 clusters Score: Raw -55615.439869 + Penalty 445.624913 = -55169.814956 nChanged 15 SP:Iteration 12Q (7.915913 sec): 3 clusters Score: Raw -55617.887897 + Penalty 444.843048 = -55173.044848 nChanged 10 SP:Iteration 13Q (7.918342 sec): 3 clusters Score: Raw -55619.745965 + Penalty 444.226725 = -55175.519240 nChanged 8 SP:Iteration 14Q (7.920761 sec): 3 clusters Score: Raw -55620.730895 + Penalty 443.621582 = -55177.109312 nChanged 5 SP:Iteration 15Q (7.923179 sec): 3 clusters Score: Raw -55621.577528 + Penalty 442.960412 = -55178.617116 nChanged 8 SP:Iteration 16Q (7.925596 sec): 3 clusters Score: Raw -55622.938453 + Penalty 441.891242 = -55181.047211 nChanged 10 SP:Iteration 17Q (7.928042 sec): 3 clusters Score: Raw -55624.614050 + Penalty 440.550950 = -55184.063101 nChanged 12 SP:Iteration 18Q (7.930533 sec): 3 clusters Score: Raw -55627.028123 + Penalty 438.791116 = -55188.237007 nChanged 10 SP:Iteration 19Q (7.933056 sec): 3 clusters Score: Raw -55629.308743 + Penalty 436.690483 = -55192.618260 nChanged 12 SP:Iteration 20F (7.935779 sec): 3 clusters Score: Raw -55633.324892 + Penalty 434.546790 = -55198.778102 nChanged 14 SP:Iteration 21Q (7.938297 sec): 3 clusters Score: Raw -55637.131699 + Penalty 431.846692 = -55205.285006 nChanged 16 SP:Iteration 22Q (7.940686 sec): 3 clusters Score: Raw -55640.407273 + Penalty 430.040192 = -55210.367081 nChanged 10 SP:Iteration 23Q (7.943069 sec): 3 clusters Score: Raw -55643.246260 + Penalty 427.143658 = -55216.102602 nChanged 18 SP:Iteration 24Q (7.945450 sec): 3 clusters Score: Raw -55648.811589 + Penalty 422.829430 = -55225.982159 nChanged 22 SP:Iteration 25Q (7.947830 sec): 3 clusters Score: Raw -55660.502293 + Penalty 418.276931 = -55242.225362 nChanged 26 SP:Iteration 26Q (7.950211 sec): 3 clusters Score: Raw -55676.608795 + Penalty 412.639152 = -55263.969642 nChanged 39 SP:Iteration 27Q (7.952567 sec): 3 clusters Score: Raw -55698.713753 + Penalty 410.659351 = -55288.054402 nChanged 21 SP:Iteration 28Q (7.954912 sec): 3 clusters Score: Raw -55705.872080 + Penalty 407.459820 = -55298.412260 nChanged 17 SP:Iteration 29Q (7.957242 sec): 3 clusters Score: Raw -55713.117135 + Penalty 404.650093 = -55308.467042 nChanged 17 SP:Iteration 30F (7.959742 sec): 3 clusters Score: Raw -55719.238000 + Penalty 402.565990 = -55316.672010 nChanged 12 SP:Iteration 31Q (7.962045 sec): 3 clusters Score: Raw -55723.188373 + Penalty 400.350553 = -55322.837821 nChanged 14 SP:Iteration 32Q (7.964341 sec): 3 clusters Score: Raw -55727.671789 + Penalty 395.112508 = -55332.559281 nChanged 13 SP:Iteration 33Q (7.966627 sec): 3 clusters Score: Raw -55733.115118 + Penalty 391.262964 = -55341.852154 nChanged 14 SP:Iteration 34Q (7.968904 sec): 3 clusters Score: Raw -55738.805087 + Penalty 388.253690 = -55350.551397 nChanged 13 SP:Iteration 35Q (7.971174 sec): 3 clusters Score: Raw -55742.837537 + Penalty 385.529018 = -55357.308518 nChanged 12 SP:Iteration 36Q (7.973432 sec): 3 clusters Score: Raw -55746.202697 + Penalty 383.460762 = -55362.741934 nChanged 11 SP:Iteration 37Q (7.975684 sec): 3 clusters Score: Raw -55749.734336 + Penalty 382.456810 = -55367.277525 nChanged 11 SP:Iteration 38Q (7.977928 sec): 3 clusters Score: Raw -55751.622568 + Penalty 380.681826 = -55370.940742 nChanged 5 SP:Iteration 39Q (7.980159 sec): 3 clusters Score: Raw -55752.500790 + Penalty 380.134088 = -55372.366702 nChanged 8 SP:Iteration 40F (7.982668 sec): 3 clusters Score: Raw -55754.386906 + Penalty 378.990803 = -55375.396103 nChanged 8 SP:Iteration 41Q (7.984892 sec): 3 clusters Score: Raw -55756.964498 + Penalty 373.542918 = -55383.421580 nChanged 7 SP:Iteration 42Q (7.987114 sec): 3 clusters Score: Raw -55760.700441 + Penalty 371.615196 = -55389.085245 nChanged 12 SP:Iteration 43Q (7.989331 sec): 3 clusters Score: Raw -55766.427712 + Penalty 364.367503 = -55402.060209 nChanged 15 SP:Iteration 44Q (7.991576 sec): 3 clusters Score: Raw -55773.790871 + Penalty 360.691226 = -55413.099646 nChanged 13 SP:Iteration 45Q (7.993772 sec): 3 clusters Score: Raw -55784.003784 + Penalty 358.690826 = -55425.312958 nChanged 14 SP:Iteration 46Q (7.995953 sec): 3 clusters Score: Raw -55792.083226 + Penalty 358.144695 = -55433.938531 nChanged 7 SP:Iteration 47Q (7.998117 sec): 3 clusters Score: Raw -55796.071115 + Penalty 356.428436 = -55439.642679 nChanged 8 SP:Iteration 48Q (8.000272 sec): 3 clusters Score: Raw -55799.048718 + Penalty 353.759368 = -55445.289350 nChanged 6 SP:Iteration 49Q (8.002409 sec): 3 clusters Score: Raw -55801.739513 + Penalty 353.150468 = -55448.589045 nChanged 3 SP:Iteration 50F (8.004907 sec): 3 clusters Score: Raw -55802.662255 + Penalty 352.475051 = -55450.187204 nChanged 1 SP:Iteration 51Q (8.007040 sec): 3 clusters Score: Raw -55802.627404 + Penalty 352.475051 = -55450.152353 nChanged 0 SP:Iteration 52F (8.009539 sec): 3 clusters Score: Raw -55802.627404 + Penalty 352.475051 = -55450.152353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.010105 sec): 2 clusters Score: Raw -632.050159 + Penalty 170.771129 = -461.279030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.010360 sec): 3 clusters Score: Raw -643.002167 + Penalty 334.534345 = -308.467823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.011043 sec): 2 clusters Score: Raw -3768.579139 + Penalty 286.232426 = -3482.346712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.011415 sec): 3 clusters Score: Raw -3744.685316 + Penalty 571.869575 = -3172.815741 nChanged 11 SP:Iteration 1F (8.011781 sec): 3 clusters Score: Raw -3760.533771 + Penalty 571.454958 = -3189.078813 nChanged 6 SP:Iteration 2F (8.012146 sec): 3 clusters Score: Raw -3775.595926 + Penalty 571.847039 = -3203.748887 nChanged 3 SP:Iteration 3Q (8.012506 sec): 3 clusters Score: Raw -3779.676376 + Penalty 571.198338 = -3208.478039 nChanged 3 SP:Iteration 4Q (8.012864 sec): 3 clusters Score: Raw -3781.428432 + Penalty 571.475216 = -3209.953216 nChanged 1 SP:Iteration 5Q (8.013220 sec): 3 clusters Score: Raw -3783.374968 + Penalty 571.475216 = -3211.899752 nChanged 0 SP:Iteration 6F (8.013584 sec): 3 clusters Score: Raw -3783.374968 + Penalty 571.475216 = -3211.899752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.014230 sec): 2 clusters Score: Raw -3261.248428 + Penalty 267.406895 = -2993.841533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.014584 sec): 3 clusters Score: Raw -3253.892447 + Penalty 535.876459 = -2718.015987 nChanged 15 SP:Iteration 1F (8.014931 sec): 3 clusters Score: Raw -3276.772621 + Penalty 535.733854 = -2741.038768 nChanged 2 SP:Iteration 2Q (8.015276 sec): 3 clusters Score: Raw -3285.629802 + Penalty 535.801185 = -2749.828617 nChanged 2 SP:Iteration 3Q (8.015616 sec): 3 clusters Score: Raw -3293.499437 + Penalty 535.801185 = -2757.698252 nChanged 0 SP:Iteration 4F (8.015965 sec): 3 clusters Score: Raw -3293.499437 + Penalty 535.801185 = -2757.698252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.016430 sec): 2 clusters Score: Raw -326.370655 + Penalty 174.747468 = -151.623188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.016650 sec): 3 clusters Score: Raw -322.980506 + Penalty 347.599218 = 24.618712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.017601 sec): 2 clusters Score: Raw -8707.576617 + Penalty 762.493769 = -7945.082848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.018143 sec): 3 clusters Score: Raw -8744.836050 + Penalty 1529.776132 = -7215.059918 nChanged 27 SP:Iteration 1F (8.018655 sec): 3 clusters Score: Raw -8825.290432 + Penalty 1531.611164 = -7293.679268 nChanged 7 SP:Iteration 2Q (8.019153 sec): 3 clusters Score: Raw -8838.762420 + Penalty 1532.862054 = -7305.900366 nChanged 4 SP:Iteration 3Q (8.019648 sec): 3 clusters Score: Raw -8847.183656 + Penalty 1533.661966 = -7313.521691 nChanged 2 SP:Iteration 4Q (8.020141 sec): 3 clusters Score: Raw -8850.824050 + Penalty 1533.661966 = -7317.162084 nChanged 0 SP:Iteration 5F (8.020661 sec): 3 clusters Score: Raw -8850.824050 + Penalty 1533.661966 = -7317.162084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 9 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.024207 sec): 2 clusters Score: Raw -27527.696496 + Penalty 282.637043 = -27245.059453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.025564 sec): 3 clusters Score: Raw -27192.714709 + Penalty 552.348247 = -26640.366462 nChanged 243 SP:Iteration 1F (8.026939 sec): 3 clusters Score: Raw -27391.359188 + Penalty 549.335074 = -26842.024114 nChanged 59 SP:Iteration 2F (8.028299 sec): 3 clusters Score: Raw -27429.577691 + Penalty 547.819324 = -26881.758368 nChanged 38 SP:Iteration 3F (8.029654 sec): 3 clusters Score: Raw -27460.140226 + Penalty 548.079076 = -26912.061150 nChanged 33 SP:Iteration 4Q (8.031028 sec): 3 clusters Score: Raw -27487.901640 + Penalty 546.765650 = -26941.135990 nChanged 22 SP:Iteration 5Q (8.032349 sec): 3 clusters Score: Raw -27502.905365 + Penalty 547.440714 = -26955.464651 nChanged 11 SP:Iteration 6Q (8.033662 sec): 3 clusters Score: Raw -27508.567662 + Penalty 546.697233 = -26961.870429 nChanged 11 SP:Iteration 7Q (8.034986 sec): 3 clusters Score: Raw -27513.014494 + Penalty 546.397964 = -26966.616530 nChanged 5 SP:Iteration 8Q (8.036368 sec): 3 clusters Score: Raw -27515.085196 + Penalty 546.533542 = -26968.551654 nChanged 4 SP:Iteration 9Q (8.037736 sec): 3 clusters Score: Raw -27518.240383 + Penalty 546.377947 = -26971.862436 nChanged 6 SP:Iteration 10F (8.039159 sec): 3 clusters Score: Raw -27520.964424 + Penalty 545.153557 = -26975.810867 nChanged 2 SP:Iteration 11Q (8.040445 sec): 3 clusters Score: Raw -27522.588601 + Penalty 542.024046 = -26980.564555 nChanged 7 SP:Iteration 12Q (8.041725 sec): 3 clusters Score: Raw -27531.557263 + Penalty 541.339955 = -26990.217308 nChanged 7 SP:Iteration 13Q (8.043009 sec): 3 clusters Score: Raw -27536.767235 + Penalty 542.381019 = -26994.386216 nChanged 9 SP:Iteration 14Q (8.044284 sec): 3 clusters Score: Raw -27540.184322 + Penalty 541.531703 = -26998.652620 nChanged 1 SP:Iteration 15Q (8.045552 sec): 3 clusters Score: Raw -27540.171460 + Penalty 541.531703 = -26998.639757 nChanged 0 SP:Iteration 16F (8.046997 sec): 3 clusters Score: Raw -27540.171460 + Penalty 541.531703 = -26998.639757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.050212 sec): 2 clusters Score: Raw -6293.633105 + Penalty 274.259638 = -6019.373467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.050705 sec): 3 clusters Score: Raw -6222.187469 + Penalty 552.727815 = -5669.459654 nChanged 34 SP:Iteration 1F (8.051187 sec): 3 clusters Score: Raw -6252.842283 + Penalty 553.111741 = -5699.730542 nChanged 14 SP:Iteration 2F (8.051668 sec): 3 clusters Score: Raw -6267.928638 + Penalty 552.918825 = -5715.009813 nChanged 11 SP:Iteration 3F (8.052164 sec): 3 clusters Score: Raw -6277.883665 + Penalty 548.113629 = -5729.770036 nChanged 5 SP:Iteration 4Q (8.052638 sec): 3 clusters Score: Raw -6281.888486 + Penalty 544.448924 = -5737.439562 nChanged 2 SP:Iteration 5Q (8.053147 sec): 3 clusters Score: Raw -6284.046876 + Penalty 543.757424 = -5740.289452 nChanged 2 SP:Iteration 6Q (8.053620 sec): 3 clusters Score: Raw -6285.406133 + Penalty 543.757424 = -5741.648709 nChanged 0 SP:Iteration 7F (8.054115 sec): 3 clusters Score: Raw -6285.406133 + Penalty 543.757424 = -5741.648709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.055074 sec): 2 clusters Score: Raw -7821.868692 + Penalty 860.422894 = -6961.445797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.055653 sec): 3 clusters Score: Raw -7920.260402 + Penalty 1720.904798 = -6199.355605 nChanged 27 SP:Iteration 1F (8.056226 sec): 3 clusters Score: Raw -7978.447374 + Penalty 1720.903751 = -6257.543623 nChanged 6 SP:Iteration 2Q (8.056766 sec): 3 clusters Score: Raw -8002.121338 + Penalty 1720.887461 = -6281.233876 nChanged 5 SP:Iteration 3Q (8.057302 sec): 3 clusters Score: Raw -8018.126809 + Penalty 1720.863501 = -6297.263309 nChanged 4 SP:Iteration 4Q (8.057817 sec): 3 clusters Score: Raw -8028.683389 + Penalty 1720.869769 = -6307.813620 nChanged 3 SP:Iteration 5Q (8.058335 sec): 3 clusters Score: Raw -8046.517350 + Penalty 1720.855140 = -6325.662209 nChanged 2 SP:Iteration 6Q (8.058848 sec): 3 clusters Score: Raw -8051.055818 + Penalty 1720.837776 = -6330.218041 nChanged 2 SP:Iteration 7Q (8.059362 sec): 3 clusters Score: Raw -8054.178616 + Penalty 1720.860895 = -6333.317721 nChanged 1 SP:Iteration 8Q (8.059874 sec): 3 clusters Score: Raw -8054.613628 + Penalty 1720.860895 = -6333.752733 nChanged 0 SP:Iteration 9F (8.060427 sec): 3 clusters Score: Raw -8054.613628 + Penalty 1720.860895 = -6333.752733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.061060 sec): 2 clusters Score: Raw -2660.800984 + Penalty 409.833016 = -2250.967969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.061400 sec): 3 clusters Score: Raw -2751.061253 + Penalty 818.300746 = -1932.760506 nChanged 5 SP:Iteration 1F (8.061733 sec): 3 clusters Score: Raw -2766.098410 + Penalty 818.300746 = -1947.797663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.062206 sec): 2 clusters Score: Raw -328.423175 + Penalty 179.890930 = -148.532245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.062426 sec): 3 clusters Score: Raw -327.701455 + Penalty 356.483979 = 28.782524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.062888 sec): 2 clusters Score: Raw -343.981299 + Penalty 202.790388 = -141.190911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.063109 sec): 3 clusters Score: Raw -338.354878 + Penalty 403.944540 = 65.589662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.063560 sec): 2 clusters Score: Raw -185.062025 + Penalty 153.748508 = -31.313517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.063774 sec): 3 clusters Score: Raw -183.390017 + Penalty 307.497016 = 124.106999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.064679 sec): 2 clusters Score: Raw -7669.921671 + Penalty 273.284290 = -7396.637381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.065229 sec): 3 clusters Score: Raw -7589.076041 + Penalty 543.934561 = -7045.141479 nChanged 58 SP:Iteration 1F (8.065756 sec): 3 clusters Score: Raw -7641.463708 + Penalty 543.998354 = -7097.465354 nChanged 17 SP:Iteration 2F (8.066307 sec): 3 clusters Score: Raw -7656.099538 + Penalty 542.369573 = -7113.729965 nChanged 5 SP:Iteration 3Q (8.066830 sec): 3 clusters Score: Raw -7660.058212 + Penalty 538.374003 = -7121.684209 nChanged 4 SP:Iteration 4Q (8.067352 sec): 3 clusters Score: Raw -7663.089134 + Penalty 534.846871 = -7128.242263 nChanged 6 SP:Iteration 5Q (8.067874 sec): 3 clusters Score: Raw -7667.066571 + Penalty 531.095775 = -7135.970796 nChanged 5 SP:Iteration 6Q (8.068397 sec): 3 clusters Score: Raw -7672.831211 + Penalty 529.280472 = -7143.550739 nChanged 8 SP:Iteration 7Q (8.068918 sec): 3 clusters Score: Raw -7685.178929 + Penalty 537.670052 = -7147.508878 nChanged 4 SP:Iteration 8Q (8.069437 sec): 3 clusters Score: Raw -7689.775773 + Penalty 537.586079 = -7152.189694 nChanged 1 SP:Iteration 9Q (8.069954 sec): 3 clusters Score: Raw -7692.861975 + Penalty 535.030799 = -7157.831176 nChanged 2 SP:Iteration 10F (8.070480 sec): 3 clusters Score: Raw -7697.874143 + Penalty 536.434690 = -7161.439453 nChanged 1 SP:Iteration 11Q (8.070977 sec): 3 clusters Score: Raw -7701.647835 + Penalty 530.950650 = -7170.697185 nChanged 2 SP:Iteration 12Q (8.071465 sec): 3 clusters Score: Raw -7706.044717 + Penalty 522.490587 = -7183.554130 nChanged 2 SP:Iteration 13Q (8.071950 sec): 3 clusters Score: Raw -7718.410444 + Penalty 522.611624 = -7195.798820 nChanged 1 SP:Iteration 14Q (8.072433 sec): 3 clusters Score: Raw -7719.197367 + Penalty 522.611624 = -7196.585743 nChanged 0 SP:Iteration 15F (8.072959 sec): 3 clusters Score: Raw -7719.197367 + Penalty 522.611624 = -7196.585743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.075195 sec): 2 clusters Score: Raw -25921.283958 + Penalty 271.991354 = -25649.292604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.076608 sec): 3 clusters Score: Raw -25577.998341 + Penalty 543.641959 = -25034.356382 nChanged 276 SP:Iteration 1F (8.077996 sec): 3 clusters Score: Raw -25740.493511 + Penalty 541.154528 = -25199.338983 nChanged 79 SP:Iteration 2F (8.079383 sec): 3 clusters Score: Raw -25804.606574 + Penalty 540.229047 = -25264.377527 nChanged 57 SP:Iteration 3F (8.080789 sec): 3 clusters Score: Raw -25847.570309 + Penalty 541.922769 = -25305.647539 nChanged 43 SP:Iteration 4F (8.082174 sec): 3 clusters Score: Raw -25887.475119 + Penalty 539.729328 = -25347.745791 nChanged 40 SP:Iteration 5F (8.083559 sec): 3 clusters Score: Raw -25918.234535 + Penalty 545.050291 = -25373.184244 nChanged 36 SP:Iteration 6F (8.084960 sec): 3 clusters Score: Raw -25951.256567 + Penalty 549.620292 = -25401.636275 nChanged 24 SP:Iteration 7Q (8.086341 sec): 3 clusters Score: Raw -25971.160408 + Penalty 558.364224 = -25412.796184 nChanged 20 SP:Iteration 8Q (8.087718 sec): 3 clusters Score: Raw -25990.146995 + Penalty 560.388928 = -25429.758067 nChanged 19 SP:Iteration 9Q (8.089104 sec): 3 clusters Score: Raw -26001.272978 + Penalty 563.677894 = -25437.595084 nChanged 8 SP:Iteration 10F (8.090486 sec): 3 clusters Score: Raw -26005.508094 + Penalty 564.417921 = -25441.090173 nChanged 8 SP:Iteration 11Q (8.091854 sec): 3 clusters Score: Raw -26010.971431 + Penalty 569.840495 = -25441.130937 nChanged 13 SP:Iteration 12Q (8.093253 sec): 3 clusters Score: Raw -26020.811805 + Penalty 571.181865 = -25449.629940 nChanged 7 SP:Iteration 13Q (8.094631 sec): 3 clusters Score: Raw -26025.752964 + Penalty 569.739036 = -25456.013928 nChanged 4 SP:Iteration 14Q (8.095998 sec): 3 clusters Score: Raw -26029.417855 + Penalty 564.342346 = -25465.075508 nChanged 5 SP:Iteration 15Q (8.097356 sec): 3 clusters Score: Raw -26034.537000 + Penalty 561.694345 = -25472.842655 nChanged 3 SP:Iteration 16Q (8.098749 sec): 3 clusters Score: Raw -26036.445562 + Penalty 562.071500 = -25474.374061 nChanged 3 SP:Iteration 17Q (8.100127 sec): 3 clusters Score: Raw -26037.677333 + Penalty 562.071500 = -25475.605832 nChanged 0 SP:Iteration 18F (8.101543 sec): 3 clusters Score: Raw -26037.677333 + Penalty 562.071500 = -25475.605832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.102256 sec): 2 clusters Score: Raw -3398.478431 + Penalty 554.898614 = -2843.579817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.102605 sec): 3 clusters Score: Raw -3489.820453 + Penalty 1109.006935 = -2380.813518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.103079 sec): 2 clusters Score: Raw -141.126340 + Penalty 97.641289 = -43.485051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.103282 sec): 2 clusters Score: Raw -141.126340 + Penalty 97.641289 = -43.485051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.103814 sec): 2 clusters Score: Raw -1320.711837 + Penalty 228.690249 = -1092.021588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.104087 sec): 3 clusters Score: Raw -1323.286011 + Penalty 464.086988 = -859.199023 nChanged 4 SP:Iteration 1F (8.104357 sec): 3 clusters Score: Raw -1333.109004 + Penalty 461.795011 = -871.313993 nChanged 1 SP:Iteration 2Q (8.104621 sec): 3 clusters Score: Raw -1334.008847 + Penalty 458.845793 = -875.163053 nChanged 1 SP:Iteration 3Q (8.104885 sec): 3 clusters Score: Raw -1335.472966 + Penalty 457.380498 = -878.092468 nChanged 1 SP:Iteration 4Q (8.105148 sec): 3 clusters Score: Raw -1336.872034 + Penalty 457.380498 = -879.491536 nChanged 0 SP:Iteration 5F (8.105415 sec): 3 clusters Score: Raw -1336.872034 + Penalty 457.380498 = -879.491536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.105869 sec): 2 clusters Score: Raw -215.335338 + Penalty 198.543479 = -16.791859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.106083 sec): 3 clusters Score: Raw -202.246709 + Penalty 402.714667 = 200.467958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.106567 sec): 2 clusters Score: Raw -694.487812 + Penalty 213.119825 = -481.367987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.106803 sec): 3 clusters Score: Raw -689.979484 + Penalty 424.925091 = -265.054393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.109064 sec): 2 clusters Score: Raw -23927.741374 + Penalty 76.305633 = -23851.435741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.110473 sec): 3 clusters Score: Raw -23534.831681 + Penalty 144.897436 = -23389.934245 nChanged 290 SP:Iteration 1F (8.111820 sec): 3 clusters Score: Raw -23713.433913 + Penalty 147.143731 = -23566.290182 nChanged 107 SP:Iteration 2F (8.113117 sec): 3 clusters Score: Raw -23835.006745 + Penalty 158.098638 = -23676.908107 nChanged 52 SP:Iteration 3F (8.114413 sec): 3 clusters Score: Raw -23900.878829 + Penalty 187.992578 = -23712.886251 nChanged 22 SP:Iteration 4Q (8.115686 sec): 3 clusters Score: Raw -23924.501071 + Penalty 217.197317 = -23707.303754 nChanged 9 SP:Iteration 5F (8.117010 sec): 3 clusters Score: Raw -23935.945761 + Penalty 245.018818 = -23690.926944 nChanged 5 SP:Iteration 6F (8.118324 sec): 3 clusters Score: Raw -23943.275250 + Penalty 267.253147 = -23676.022103 nChanged 2 SP:Iteration 7F (8.119637 sec): 3 clusters Score: Raw -23950.802262 + Penalty 281.253684 = -23669.548578 nChanged 1 SP:Iteration 8F (8.120998 sec): 3 clusters Score: Raw -23954.526537 + Penalty 281.253684 = -23673.272853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.121843 sec): 2 clusters Score: Raw -4782.196211 + Penalty 668.952038 = -4113.244174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.122288 sec): 3 clusters Score: Raw -4874.230059 + Penalty 1336.455850 = -3537.774209 nChanged 10 SP:Iteration 1F (8.122714 sec): 3 clusters Score: Raw -4899.457518 + Penalty 1336.585903 = -3562.871614 nChanged 5 SP:Iteration 2Q (8.123122 sec): 3 clusters Score: Raw -4945.107108 + Penalty 1336.948832 = -3608.158275 nChanged 2 SP:Iteration 3Q (8.123526 sec): 3 clusters Score: Raw -4955.864177 + Penalty 1336.754521 = -3619.109656 nChanged 2 SP:Iteration 4Q (8.123925 sec): 3 clusters Score: Raw -4960.371328 + Penalty 1336.707298 = -3623.664030 nChanged 1 SP:Iteration 5Q (8.124325 sec): 3 clusters Score: Raw -4962.623488 + Penalty 1338.123113 = -3624.500376 nChanged 3 SP:Iteration 6Q (8.124723 sec): 3 clusters Score: Raw -4971.307796 + Penalty 1339.116407 = -3632.191388 nChanged 1 SP:Iteration 7Q (8.125117 sec): 3 clusters Score: Raw -4975.555459 + Penalty 1340.372508 = -3635.182951 nChanged 1 SP:Iteration 8Q (8.125511 sec): 3 clusters Score: Raw -4975.828004 + Penalty 1340.372508 = -3635.455496 nChanged 0 SP:Iteration 9F (8.125933 sec): 3 clusters Score: Raw -4975.828004 + Penalty 1340.372508 = -3635.455496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.126854 sec): 2 clusters Score: Raw -7898.876187 + Penalty 399.519489 = -7499.356698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.127388 sec): 3 clusters Score: Raw -7836.223752 + Penalty 793.335648 = -7042.888104 nChanged 41 SP:Iteration 1F (8.127913 sec): 3 clusters Score: Raw -7875.235803 + Penalty 792.284638 = -7082.951165 nChanged 8 SP:Iteration 2Q (8.128435 sec): 3 clusters Score: Raw -7881.840724 + Penalty 790.842502 = -7090.998222 nChanged 4 SP:Iteration 3Q (8.128956 sec): 3 clusters Score: Raw -7885.389959 + Penalty 790.079722 = -7095.310237 nChanged 4 SP:Iteration 4Q (8.129475 sec): 3 clusters Score: Raw -7888.929530 + Penalty 789.590474 = -7099.339056 nChanged 1 SP:Iteration 5Q (8.129995 sec): 3 clusters Score: Raw -7889.898078 + Penalty 789.551576 = -7100.346503 nChanged 1 SP:Iteration 6Q (8.130514 sec): 3 clusters Score: Raw -7891.575237 + Penalty 788.577611 = -7102.997626 nChanged 2 SP:Iteration 7Q (8.131034 sec): 3 clusters Score: Raw -7892.880256 + Penalty 789.345669 = -7103.534587 nChanged 2 SP:Iteration 8Q (8.131607 sec): 3 clusters Score: Raw -7893.422735 + Penalty 789.743519 = -7103.679216 nChanged 1 SP:Iteration 9Q (8.132126 sec): 3 clusters Score: Raw -7893.821697 + Penalty 789.778057 = -7104.043639 nChanged 1 SP:Iteration 10F (8.132669 sec): 3 clusters Score: Raw -7894.673517 + Penalty 789.778057 = -7104.895460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.133194 sec): 2 clusters Score: Raw -762.655054 + Penalty 205.655894 = -556.999160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.133439 sec): 3 clusters Score: Raw -774.448033 + Penalty 395.242163 = -379.205869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.135319 sec): 2 clusters Score: Raw -14115.786752 + Penalty 355.553728 = -13760.233023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.136114 sec): 3 clusters Score: Raw -13987.640799 + Penalty 711.364155 = -13276.276645 nChanged 98 SP:Iteration 1F (8.136900 sec): 3 clusters Score: Raw -14057.150165 + Penalty 711.159327 = -13345.990838 nChanged 20 SP:Iteration 2F (8.137682 sec): 3 clusters Score: Raw -14074.460222 + Penalty 710.895562 = -13363.564659 nChanged 18 SP:Iteration 3F (8.138496 sec): 3 clusters Score: Raw -14083.433468 + Penalty 710.719902 = -13372.713566 nChanged 7 SP:Iteration 4Q (8.139273 sec): 3 clusters Score: Raw -14093.046448 + Penalty 710.550418 = -13382.496030 nChanged 7 SP:Iteration 5Q (8.140044 sec): 3 clusters Score: Raw -14098.872377 + Penalty 710.640561 = -13388.231817 nChanged 4 SP:Iteration 6Q (8.140810 sec): 3 clusters Score: Raw -14100.995821 + Penalty 710.869634 = -13390.126187 nChanged 3 SP:Iteration 7Q (8.141577 sec): 3 clusters Score: Raw -14105.608504 + Penalty 710.959629 = -13394.648875 nChanged 2 SP:Iteration 8Q (8.142333 sec): 3 clusters Score: Raw -14106.207513 + Penalty 711.003587 = -13395.203926 nChanged 3 SP:Iteration 9Q (8.143087 sec): 3 clusters Score: Raw -14107.330786 + Penalty 711.091666 = -13396.239120 nChanged 2 SP:Iteration 10F (8.143837 sec): 3 clusters Score: Raw -14107.837842 + Penalty 711.165639 = -13396.672203 nChanged 2 SP:Iteration 11Q (8.144577 sec): 3 clusters Score: Raw -14108.300273 + Penalty 711.316258 = -13396.984015 nChanged 3 SP:Iteration 12Q (8.145333 sec): 3 clusters Score: Raw -14109.263483 + Penalty 711.591604 = -13397.671878 nChanged 3 SP:Iteration 13Q (8.146070 sec): 3 clusters Score: Raw -14109.831996 + Penalty 711.661930 = -13398.170066 nChanged 2 SP:Iteration 14Q (8.146812 sec): 3 clusters Score: Raw -14110.527944 + Penalty 711.716365 = -13398.811579 nChanged 1 SP:Iteration 15Q (8.147567 sec): 3 clusters Score: Raw -14110.838944 + Penalty 711.716365 = -13399.122579 nChanged 0 SP:Iteration 16F (8.148344 sec): 3 clusters Score: Raw -14110.838944 + Penalty 711.716365 = -13399.122579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.149370 sec): 2 clusters Score: Raw -153.590013 + Penalty 155.666289 = 2.076276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.149567 sec): 2 clusters Score: Raw -153.590013 + Penalty 155.666289 = 2.076276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.150167 sec): 2 clusters Score: Raw -2389.472682 + Penalty 366.885950 = -2022.586733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.150478 sec): 3 clusters Score: Raw -2442.672575 + Penalty 732.230139 = -1710.442436 nChanged 8 SP:Iteration 1F (8.150783 sec): 3 clusters Score: Raw -2468.790880 + Penalty 741.235303 = -1727.555578 nChanged 4 SP:Iteration 2F (8.151087 sec): 3 clusters Score: Raw -2475.936864 + Penalty 741.235303 = -1734.701561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.151594 sec): 2 clusters Score: Raw -1139.036642 + Penalty 349.720764 = -789.315878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.151845 sec): 3 clusters Score: Raw -1170.627952 + Penalty 695.752459 = -474.875493 nChanged 2 SP:Iteration 1F (8.152092 sec): 3 clusters Score: Raw -1179.937033 + Penalty 695.752459 = -484.184574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.152579 sec): 2 clusters Score: Raw -620.853317 + Penalty 244.703820 = -376.149497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.152821 sec): 3 clusters Score: Raw -672.175951 + Penalty 493.741439 = -178.434512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.153294 sec): 2 clusters Score: Raw -579.814344 + Penalty 297.190614 = -282.623731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.153524 sec): 3 clusters Score: Raw -572.757199 + Penalty 594.530844 = 21.773645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.154136 sec): 2 clusters Score: Raw -2172.331235 + Penalty 617.774771 = -1554.556463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.154447 sec): 3 clusters Score: Raw -2326.972926 + Penalty 1235.350306 = -1091.622620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.155359 sec): 2 clusters Score: Raw -8293.440996 + Penalty 759.537091 = -7533.903905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.155906 sec): 3 clusters Score: Raw -8348.153991 + Penalty 1519.109141 = -6829.044849 nChanged 19 SP:Iteration 1F (8.156430 sec): 3 clusters Score: Raw -8387.965700 + Penalty 1519.073915 = -6868.891785 nChanged 8 SP:Iteration 2Q (8.156936 sec): 3 clusters Score: Raw -8419.021833 + Penalty 1519.394239 = -6899.627594 nChanged 6 SP:Iteration 3Q (8.157436 sec): 3 clusters Score: Raw -8428.899711 + Penalty 1519.440237 = -6909.459474 nChanged 2 SP:Iteration 4Q (8.157935 sec): 3 clusters Score: Raw -8432.525656 + Penalty 1519.882809 = -6912.642846 nChanged 3 SP:Iteration 5Q (8.158431 sec): 3 clusters Score: Raw -8435.839515 + Penalty 1520.583529 = -6915.255987 nChanged 4 SP:Iteration 6Q (8.158928 sec): 3 clusters Score: Raw -8449.405251 + Penalty 1521.012629 = -6928.392622 nChanged 3 SP:Iteration 7Q (8.159423 sec): 3 clusters Score: Raw -8455.446628 + Penalty 1521.190788 = -6934.255840 nChanged 1 SP:Iteration 8Q (8.159917 sec): 3 clusters Score: Raw -8456.566095 + Penalty 1521.279818 = -6935.286277 nChanged 1 SP:Iteration 9Q (8.160410 sec): 3 clusters Score: Raw -8459.806600 + Penalty 1521.279818 = -6938.526782 nChanged 0 SP:Iteration 10F (8.160933 sec): 3 clusters Score: Raw -8459.806600 + Penalty 1521.279818 = -6938.526782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.161400 sec): 2 clusters Score: Raw -45.855561 + Penalty 0.000000 = -45.855561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.161599 sec): 2 clusters Score: Raw -45.855561 + Penalty 0.000000 = -45.855561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.162189 sec): 2 clusters Score: Raw -2433.226212 + Penalty 446.677741 = -1986.548470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.162504 sec): 3 clusters Score: Raw -2474.301789 + Penalty 892.452411 = -1581.849377 nChanged 2 SP:Iteration 1Q (8.162802 sec): 3 clusters Score: Raw -2484.989833 + Penalty 892.452411 = -1592.537422 nChanged 0 SP:Iteration 2F (8.163108 sec): 3 clusters Score: Raw -2484.989833 + Penalty 892.452411 = -1592.537422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.163557 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.163752 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.165384 sec): 2 clusters Score: Raw -19183.288749 + Penalty 530.189040 = -18653.099709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.166378 sec): 3 clusters Score: Raw -18997.747503 + Penalty 1057.888380 = -17939.859122 nChanged 116 SP:Iteration 1F (8.167316 sec): 3 clusters Score: Raw -19082.115212 + Penalty 1056.209262 = -18025.905950 nChanged 32 SP:Iteration 2F (8.168250 sec): 3 clusters Score: Raw -19108.807213 + Penalty 1055.752028 = -18053.055185 nChanged 17 SP:Iteration 3Q (8.169210 sec): 3 clusters Score: Raw -19118.253596 + Penalty 1054.500767 = -18063.752829 nChanged 7 SP:Iteration 4Q (8.170140 sec): 3 clusters Score: Raw -19125.922442 + Penalty 1053.894428 = -18072.028013 nChanged 10 SP:Iteration 5Q (8.171069 sec): 3 clusters Score: Raw -19133.165410 + Penalty 1052.219025 = -18080.946386 nChanged 10 SP:Iteration 6Q (8.171995 sec): 3 clusters Score: Raw -19140.054251 + Penalty 1052.599014 = -18087.455236 nChanged 2 SP:Iteration 7Q (8.172920 sec): 3 clusters Score: Raw -19140.786176 + Penalty 1052.547636 = -18088.238540 nChanged 1 SP:Iteration 8Q (8.173843 sec): 3 clusters Score: Raw -19141.464910 + Penalty 1052.532644 = -18088.932266 nChanged 1 SP:Iteration 9Q (8.174767 sec): 3 clusters Score: Raw -19142.355433 + Penalty 1052.601300 = -18089.754133 nChanged 2 SP:Iteration 10F (8.175698 sec): 3 clusters Score: Raw -19143.684914 + Penalty 1052.517802 = -18091.167113 nChanged 3 SP:Iteration 11Q (8.176623 sec): 3 clusters Score: Raw -19145.742479 + Penalty 1052.622614 = -18093.119865 nChanged 3 SP:Iteration 12Q (8.177549 sec): 3 clusters Score: Raw -19149.516419 + Penalty 1053.077880 = -18096.438538 nChanged 3 SP:Iteration 13Q (8.178472 sec): 3 clusters Score: Raw -19151.347370 + Penalty 1052.523862 = -18098.823508 nChanged 3 SP:Iteration 14Q (8.179399 sec): 3 clusters Score: Raw -19153.825408 + Penalty 1052.054450 = -18101.770959 nChanged 2 SP:Iteration 15Q (8.180322 sec): 3 clusters Score: Raw -19155.229623 + Penalty 1051.171815 = -18104.057808 nChanged 2 SP:Iteration 16Q (8.181243 sec): 3 clusters Score: Raw -19156.437918 + Penalty 1050.427566 = -18106.010352 nChanged 1 SP:Iteration 17Q (8.182164 sec): 3 clusters Score: Raw -19157.629411 + Penalty 1050.486247 = -18107.143164 nChanged 1 SP:Iteration 18Q (8.183083 sec): 3 clusters Score: Raw -19159.271775 + Penalty 1050.486247 = -18108.785528 nChanged 0 SP:Iteration 19F (8.184015 sec): 3 clusters Score: Raw -19159.271775 + Penalty 1050.486247 = -18108.785528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.184550 sec): 2 clusters Score: Raw -1412.164925 + Penalty 473.624737 = -938.540188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.184818 sec): 3 clusters Score: Raw -1498.336706 + Penalty 941.263011 = -557.073695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.185466 sec): 2 clusters Score: Raw -3414.416329 + Penalty 329.404930 = -3085.011399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.185813 sec): 3 clusters Score: Raw -3399.535769 + Penalty 674.198623 = -2725.337146 nChanged 5 SP:Iteration 1F (8.186159 sec): 3 clusters Score: Raw -3408.166278 + Penalty 685.028660 = -2723.137618 nChanged 3 SP:Iteration 2F (8.186499 sec): 3 clusters Score: Raw -3412.230287 + Penalty 690.474101 = -2721.756186 nChanged 2 SP:Iteration 3F (8.186840 sec): 3 clusters Score: Raw -3414.715630 + Penalty 693.585929 = -2721.129701 nChanged 1 SP:Iteration 4F (8.187181 sec): 3 clusters Score: Raw -3417.811126 + Penalty 697.288556 = -2720.522570 nChanged 1 SP:Iteration 5F (8.187521 sec): 3 clusters Score: Raw -3417.909153 + Penalty 701.193360 = -2716.715793 nChanged 2 SP:Iteration 6F (8.187862 sec): 3 clusters Score: Raw -3421.631012 + Penalty 704.104542 = -2717.526470 nChanged 1 SP:Iteration 7Q (8.188195 sec): 3 clusters Score: Raw -3423.857465 + Penalty 704.104542 = -2719.752922 nChanged 0 SP:Iteration 8F (8.188536 sec): 3 clusters Score: Raw -3423.857465 + Penalty 704.104542 = -2719.752922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.189089 sec): 2 clusters Score: Raw -1652.217068 + Penalty 288.548438 = -1363.668630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.189396 sec): 3 clusters Score: Raw -1661.487453 + Penalty 576.103748 = -1085.383706 nChanged 2 SP:Iteration 1Q (8.189677 sec): 3 clusters Score: Raw -1666.271493 + Penalty 576.103748 = -1090.167745 nChanged 0 SP:Iteration 2F (8.189959 sec): 3 clusters Score: Raw -1666.271493 + Penalty 576.103748 = -1090.167745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.190414 sec): 2 clusters Score: Raw -190.246996 + Penalty 139.057000 = -51.189996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.190629 sec): 3 clusters Score: Raw -183.510690 + Penalty 303.924283 = 120.413593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.191659 sec): 2 clusters Score: Raw -9192.902240 + Penalty 502.758389 = -8690.143851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.192293 sec): 3 clusters Score: Raw -9159.995118 + Penalty 1014.777579 = -8145.217539 nChanged 53 SP:Iteration 1F (8.192886 sec): 3 clusters Score: Raw -9236.042719 + Penalty 1025.537892 = -8210.504827 nChanged 16 SP:Iteration 2F (8.193486 sec): 3 clusters Score: Raw -9259.790290 + Penalty 1043.066245 = -8216.724045 nChanged 14 SP:Iteration 3F (8.194098 sec): 3 clusters Score: Raw -9280.554865 + Penalty 1047.902252 = -8232.652612 nChanged 3 SP:Iteration 4Q (8.194677 sec): 3 clusters Score: Raw -9282.223350 + Penalty 1047.902252 = -8234.321098 nChanged 0 SP:Iteration 5F (8.195272 sec): 3 clusters Score: Raw -9282.223350 + Penalty 1047.902252 = -8234.321098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.195798 sec): 2 clusters Score: Raw -1268.733292 + Penalty 368.622211 = -900.111080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.196059 sec): 3 clusters Score: Raw -1279.484938 + Penalty 736.629469 = -542.855468 nChanged 1 SP:Iteration 1Q (8.196323 sec): 3 clusters Score: Raw -1282.298472 + Penalty 736.629469 = -545.669003 nChanged 0 SP:Iteration 2F (8.196581 sec): 3 clusters Score: Raw -1282.298472 + Penalty 736.629469 = -545.669003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.197446 sec): 2 clusters Score: Raw -7530.727417 + Penalty 330.827473 = -7199.899944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.197969 sec): 3 clusters Score: Raw -7458.853817 + Penalty 669.542237 = -6789.311581 nChanged 43 SP:Iteration 1F (8.198469 sec): 3 clusters Score: Raw -7514.560928 + Penalty 668.908238 = -6845.652690 nChanged 13 SP:Iteration 2F (8.198971 sec): 3 clusters Score: Raw -7528.128056 + Penalty 668.036312 = -6860.091744 nChanged 6 SP:Iteration 3Q (8.199468 sec): 3 clusters Score: Raw -7537.055423 + Penalty 666.183613 = -6870.871810 nChanged 4 SP:Iteration 4Q (8.199962 sec): 3 clusters Score: Raw -7542.327571 + Penalty 665.055642 = -6877.271929 nChanged 1 SP:Iteration 5Q (8.200457 sec): 3 clusters Score: Raw -7542.969923 + Penalty 663.986339 = -6878.983584 nChanged 1 SP:Iteration 6Q (8.200950 sec): 3 clusters Score: Raw -7543.359482 + Penalty 663.986339 = -6879.373143 nChanged 0 SP:Iteration 7F (8.201450 sec): 3 clusters Score: Raw -7543.359482 + Penalty 663.986339 = -6879.373143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.203362 sec): 2 clusters Score: Raw -24333.515419 + Penalty 328.432113 = -24005.083306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.204530 sec): 3 clusters Score: Raw -24046.155153 + Penalty 656.373758 = -23389.781395 nChanged 183 SP:Iteration 1F (8.205710 sec): 3 clusters Score: Raw -24162.925269 + Penalty 659.159171 = -23503.766098 nChanged 41 SP:Iteration 2F (8.206866 sec): 3 clusters Score: Raw -24179.778375 + Penalty 660.233205 = -23519.545170 nChanged 27 SP:Iteration 3Q (8.208017 sec): 3 clusters Score: Raw -24196.331723 + Penalty 666.730431 = -23529.601292 nChanged 29 SP:Iteration 4F (8.209162 sec): 3 clusters Score: Raw -24215.132862 + Penalty 675.477200 = -23539.655662 nChanged 22 SP:Iteration 5Q (8.210315 sec): 3 clusters Score: Raw -24231.045840 + Penalty 682.891685 = -23548.154155 nChanged 18 SP:Iteration 6Q (8.211465 sec): 3 clusters Score: Raw -24245.622059 + Penalty 700.716269 = -23544.905790 nChanged 19 SP:Iteration 7F (8.212614 sec): 3 clusters Score: Raw -24262.918956 + Penalty 719.128546 = -23543.790410 nChanged 18 SP:Iteration 8F (8.213764 sec): 3 clusters Score: Raw -24278.752531 + Penalty 737.156341 = -23541.596189 nChanged 17 SP:Iteration 9F (8.214916 sec): 3 clusters Score: Raw -24297.643402 + Penalty 767.999061 = -23529.644341 nChanged 18 SP:Iteration 10F (8.216053 sec): 3 clusters Score: Raw -24319.944046 + Penalty 802.195501 = -23517.748544 nChanged 12 SP:Iteration 11F (8.217192 sec): 3 clusters Score: Raw -24336.516909 + Penalty 781.585621 = -23554.931287 nChanged 4 SP:Iteration 12Q (8.218228 sec): 3 clusters Score: Raw -24342.018598 + Penalty 781.585621 = -23560.432977 nChanged 0 SP:Iteration 13F (8.219378 sec): 3 clusters Score: Raw -24342.018598 + Penalty 781.585621 = -23560.432977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.219872 sec): 2 clusters Score: Raw -443.134991 + Penalty 203.510873 = -239.624118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.220104 sec): 3 clusters Score: Raw -435.925203 + Penalty 402.343872 = -33.581332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.220620 sec): 2 clusters Score: Raw -1147.939613 + Penalty 331.690879 = -816.248734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.220876 sec): 3 clusters Score: Raw -1178.526236 + Penalty 658.094788 = -520.431448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.221396 sec): 2 clusters Score: Raw -1244.444286 + Penalty 288.886908 = -955.557378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.221657 sec): 3 clusters Score: Raw -1278.736159 + Penalty 584.276901 = -694.459258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.222118 sec): 2 clusters Score: Raw -297.328487 + Penalty 137.615450 = -159.713037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.222339 sec): 3 clusters Score: Raw -301.862545 + Penalty 277.760365 = -24.102180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.222878 sec): 2 clusters Score: Raw -1760.603451 + Penalty 509.532963 = -1251.070487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.223157 sec): 3 clusters Score: Raw -1866.491646 + Penalty 1018.732247 = -847.759399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.223618 sec): 2 clusters Score: Raw -287.786310 + Penalty 192.468975 = -95.317335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.223838 sec): 3 clusters Score: Raw -286.798442 + Penalty 384.937949 = 98.139508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.224379 sec): 2 clusters Score: Raw -1468.887325 + Penalty 423.560017 = -1045.327308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.224649 sec): 3 clusters Score: Raw -1529.894161 + Penalty 846.160323 = -683.733838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.225109 sec): 2 clusters Score: Raw -329.739135 + Penalty 235.399945 = -94.339190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.225329 sec): 3 clusters Score: Raw -315.087809 + Penalty 470.799891 = 155.712082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.225780 sec): 2 clusters Score: Raw -152.553668 + Penalty 128.436959 = -24.116709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.225991 sec): 3 clusters Score: Raw -141.900637 + Penalty 248.984922 = 107.084285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.226644 sec): 2 clusters Score: Raw -3158.394143 + Penalty 334.485542 = -2823.908602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.227000 sec): 3 clusters Score: Raw -3153.850651 + Penalty 668.155447 = -2485.695204 nChanged 9 SP:Iteration 1F (8.227351 sec): 3 clusters Score: Raw -3166.128547 + Penalty 667.680805 = -2498.447742 nChanged 1 SP:Iteration 2Q (8.227698 sec): 3 clusters Score: Raw -3167.282042 + Penalty 668.208735 = -2499.073307 nChanged 1 SP:Iteration 3Q (8.228044 sec): 3 clusters Score: Raw -3170.933473 + Penalty 668.208735 = -2502.724738 nChanged 0 SP:Iteration 4F (8.228394 sec): 3 clusters Score: Raw -3170.933473 + Penalty 668.208735 = -2502.724738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.228847 sec): 2 clusters Score: Raw -148.692812 + Penalty 125.344789 = -23.348023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.229059 sec): 3 clusters Score: Raw -139.434131 + Penalty 246.375566 = 106.941435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.229511 sec): 2 clusters Score: Raw -199.160598 + Penalty 139.155504 = -60.005094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.229724 sec): 3 clusters Score: Raw -189.370536 + Penalty 261.990255 = 72.619719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.230215 sec): 2 clusters Score: Raw -862.880311 + Penalty 293.234808 = -569.645503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.230456 sec): 3 clusters Score: Raw -886.063506 + Penalty 566.438340 = -319.625166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.230898 sec): 2 clusters Score: Raw -45.261667 + Penalty 0.000000 = -45.261667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.231089 sec): 2 clusters Score: Raw -45.261667 + Penalty 0.000000 = -45.261667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.231602 sec): 2 clusters Score: Raw -1086.086015 + Penalty 240.970953 = -845.115062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.231863 sec): 3 clusters Score: Raw -1111.175892 + Penalty 483.715202 = -627.460690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.232343 sec): 2 clusters Score: Raw -408.310292 + Penalty 230.119446 = -178.190847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.232565 sec): 3 clusters Score: Raw -405.368396 + Penalty 480.074636 = 74.706240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.233056 sec): 2 clusters Score: Raw -822.357592 + Penalty 286.703900 = -535.653693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.233299 sec): 3 clusters Score: Raw -833.680544 + Penalty 570.433598 = -263.246946 nChanged 1 SP:Iteration 1F (8.233537 sec): 3 clusters Score: Raw -836.162925 + Penalty 570.433598 = -265.729327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.234004 sec): 2 clusters Score: Raw -477.151086 + Penalty 278.273253 = -198.877833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.234229 sec): 3 clusters Score: Raw -468.897919 + Penalty 559.661499 = 90.763580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.234684 sec): 2 clusters Score: Raw -212.519215 + Penalty 208.920789 = -3.598426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.234880 sec): 2 clusters Score: Raw -212.519215 + Penalty 208.920789 = -3.598426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.235353 sec): 2 clusters Score: Raw -494.134664 + Penalty 198.456295 = -295.678369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.235583 sec): 3 clusters Score: Raw -512.492319 + Penalty 396.912590 = -115.579729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.236065 sec): 2 clusters Score: Raw -649.426325 + Penalty 278.752121 = -370.674204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.236303 sec): 3 clusters Score: Raw -677.940348 + Penalty 565.135858 = -112.804490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.236767 sec): 2 clusters Score: Raw -448.781325 + Penalty 285.962753 = -162.818572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.236988 sec): 3 clusters Score: Raw -434.167156 + Penalty 616.451076 = 182.283919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.237520 sec): 2 clusters Score: Raw -1570.905210 + Penalty 317.359111 = -1253.546099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.237793 sec): 3 clusters Score: Raw -1580.614245 + Penalty 626.621775 = -953.992470 nChanged 6 SP:Iteration 1F (8.238065 sec): 3 clusters Score: Raw -1596.294384 + Penalty 626.621775 = -969.672609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.238517 sec): 2 clusters Score: Raw -131.155629 + Penalty 80.771353 = -50.384276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.238725 sec): 3 clusters Score: Raw -127.310683 + Penalty 148.257222 = 20.946539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 76 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.239258 sec): 2 clusters Score: Raw -1418.084929 + Penalty 382.664484 = -1035.420446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.239521 sec): 3 clusters Score: Raw -1435.341185 + Penalty 767.415875 = -667.925311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.239999 sec): 2 clusters Score: Raw -669.222290 + Penalty 292.929992 = -376.292299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.240232 sec): 3 clusters Score: Raw -675.473288 + Penalty 600.176065 = -75.297223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.240684 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.240892 sec): 3 clusters Score: Raw -80.116960 + Penalty 127.184897 = 47.067937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.241350 sec): 2 clusters Score: Raw -155.599100 + Penalty 135.084685 = -20.514414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.241562 sec): 3 clusters Score: Raw -143.368326 + Penalty 270.190271 = 126.821945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.242060 sec): 2 clusters Score: Raw -888.146315 + Penalty 375.956047 = -512.190268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.242309 sec): 3 clusters Score: Raw -917.760224 + Penalty 752.302343 = -165.457881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.242790 sec): 2 clusters Score: Raw -820.753407 + Penalty 407.767055 = -412.986352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.243025 sec): 3 clusters Score: Raw -825.000872 + Penalty 816.989523 = -8.011348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.243502 sec): 2 clusters Score: Raw -590.302077 + Penalty 246.941167 = -343.360909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.243734 sec): 3 clusters Score: Raw -608.795713 + Penalty 492.574821 = -116.220892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.244231 sec): 2 clusters Score: Raw -1040.083162 + Penalty 338.409562 = -701.673599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.244480 sec): 3 clusters Score: Raw -1057.452725 + Penalty 677.149940 = -380.302785 nChanged 1 SP:Iteration 1Q (8.244720 sec): 3 clusters Score: Raw -1061.991768 + Penalty 677.149940 = -384.841828 nChanged 0 SP:Iteration 2F (8.244965 sec): 3 clusters Score: Raw -1061.991768 + Penalty 677.149940 = -384.841828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.245412 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.245606 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.246063 sec): 2 clusters Score: Raw -274.040406 + Penalty 160.189283 = -113.851123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.246298 sec): 3 clusters Score: Raw -273.304379 + Penalty 321.460064 = 48.155685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.246765 sec): 2 clusters Score: Raw -463.505968 + Penalty 234.885946 = -228.620022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.246988 sec): 3 clusters Score: Raw -455.084401 + Penalty 469.493176 = 14.408775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.247479 sec): 2 clusters Score: Raw -794.730843 + Penalty 279.167096 = -515.563747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.247718 sec): 3 clusters Score: Raw -807.806026 + Penalty 559.968868 = -247.837158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.248178 sec): 2 clusters Score: Raw -298.735624 + Penalty 166.417659 = -132.317965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.248399 sec): 3 clusters Score: Raw -300.479583 + Penalty 331.552362 = 31.072779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 90 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.248891 sec): 2 clusters Score: Raw -962.041930 + Penalty 316.685402 = -645.356528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.249139 sec): 3 clusters Score: Raw -977.932744 + Penalty 631.839508 = -346.093235 nChanged 1 SP:Iteration 1Q (8.249379 sec): 3 clusters Score: Raw -981.599511 + Penalty 631.839508 = -349.760003 nChanged 0 SP:Iteration 2F (8.249620 sec): 3 clusters Score: Raw -981.599511 + Penalty 631.839508 = -349.760003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250069 sec): 2 clusters Score: Raw -145.543153 + Penalty 122.293491 = -23.249662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.250264 sec): 2 clusters Score: Raw -145.543153 + Penalty 122.293491 = -23.249662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250715 sec): 2 clusters Score: Raw -148.259260 + Penalty 118.934379 = -29.324881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.250923 sec): 3 clusters Score: Raw -138.832677 + Penalty 233.246767 = 94.414090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.251365 sec): 2 clusters Score: Raw -44.070700 + Penalty 0.000000 = -44.070700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.251555 sec): 2 clusters Score: Raw -44.070700 + Penalty 0.000000 = -44.070700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.252011 sec): 2 clusters Score: Raw -263.022859 + Penalty 228.180732 = -34.842127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.252226 sec): 3 clusters Score: Raw -256.156065 + Penalty 458.613098 = 202.457033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 95 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.252693 sec): 2 clusters Score: Raw -494.310578 + Penalty 252.268615 = -242.041963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.252919 sec): 3 clusters Score: Raw -489.896308 + Penalty 510.844266 = 20.947958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.253412 sec): 2 clusters Score: Raw -648.754023 + Penalty 223.141610 = -425.612413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.253646 sec): 3 clusters Score: Raw -661.762728 + Penalty 444.698412 = -217.064316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.254099 sec): 2 clusters Score: Raw -207.345292 + Penalty 170.830898 = -36.514394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.254312 sec): 3 clusters Score: Raw -196.061575 + Penalty 341.661797 = 145.600221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.254806 sec): 2 clusters Score: Raw -1035.545441 + Penalty 355.533594 = -680.011847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.255050 sec): 3 clusters Score: Raw -1047.184814 + Penalty 713.759055 = -333.425759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 99 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.255588 sec): 2 clusters Score: Raw -1840.788312 + Penalty 457.327463 = -1383.460849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.255864 sec): 3 clusters Score: Raw -1881.890503 + Penalty 917.030473 = -964.860030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.256319 sec): 2 clusters Score: Raw -187.703745 + Penalty 147.216578 = -40.487167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.256533 sec): 3 clusters Score: Raw -183.639227 + Penalty 280.299314 = 96.660087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.256984 sec): 2 clusters Score: Raw -186.714650 + Penalty 152.234098 = -34.480553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.257179 sec): 2 clusters Score: Raw -186.714650 + Penalty 152.234098 = -34.480553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.257671 sec): 2 clusters Score: Raw -849.932010 + Penalty 218.098614 = -631.833396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.257913 sec): 3 clusters Score: Raw -850.273555 + Penalty 432.334731 = -417.938825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.258364 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.258578 sec): 3 clusters Score: Raw -181.601002 + Penalty 260.960197 = 79.359195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.259028 sec): 2 clusters Score: Raw -133.390848 + Penalty 100.120166 = -33.270682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.259238 sec): 3 clusters Score: Raw -129.454015 + Penalty 194.272423 = 64.818408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.259686 sec): 2 clusters Score: Raw -148.192970 + Penalty 120.910140 = -27.282829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.259896 sec): 3 clusters Score: Raw -138.776298 + Penalty 249.673995 = 110.897697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.260379 sec): 2 clusters Score: Raw -410.629307 + Penalty 161.120715 = -249.508592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.260602 sec): 3 clusters Score: Raw -412.716667 + Penalty 355.910249 = -56.806418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.261068 sec): 2 clusters Score: Raw -444.317963 + Penalty 210.120059 = -234.197904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.261291 sec): 3 clusters Score: Raw -443.260285 + Penalty 422.579781 = -20.680504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.261752 sec): 2 clusters Score: Raw -433.833366 + Penalty 289.613573 = -144.219793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.261974 sec): 3 clusters Score: Raw -430.943951 + Penalty 579.227146 = 148.283195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.262504 sec): 2 clusters Score: Raw -1493.917527 + Penalty 407.814912 = -1086.102615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.262776 sec): 3 clusters Score: Raw -1546.518337 + Penalty 812.176821 = -734.341517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.263227 sec): 2 clusters Score: Raw -149.239639 + Penalty 137.825133 = -11.414506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.263437 sec): 3 clusters Score: Raw -142.883314 + Penalty 267.172751 = 124.289436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.263888 sec): 2 clusters Score: Raw -176.265748 + Penalty 103.789196 = -72.476552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.264103 sec): 3 clusters Score: Raw -169.785139 + Penalty 207.578392 = 37.793253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.264553 sec): 2 clusters Score: Raw -218.011477 + Penalty 193.189717 = -24.821760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.264765 sec): 3 clusters Score: Raw -203.824997 + Penalty 402.006588 = 198.181591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.265219 sec): 2 clusters Score: Raw -262.238589 + Penalty 181.017744 = -81.220845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.265435 sec): 3 clusters Score: Raw -251.014093 + Penalty 371.285113 = 120.271020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.265882 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.266075 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.266526 sec): 2 clusters Score: Raw -153.275847 + Penalty 132.483025 = -20.792822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.266722 sec): 2 clusters Score: Raw -153.275847 + Penalty 132.483025 = -20.792822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.267193 sec): 2 clusters Score: Raw -261.658731 + Penalty 210.306333 = -51.352398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.267409 sec): 3 clusters Score: Raw -251.932035 + Penalty 420.777447 = 168.845412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.267862 sec): 2 clusters Score: Raw -210.017587 + Penalty 183.234648 = -26.782939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.268058 sec): 2 clusters Score: Raw -210.017587 + Penalty 183.234648 = -26.782939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.268499 sec): 2 clusters Score: Raw -44.786018 + Penalty 0.000000 = -44.786018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.268690 sec): 2 clusters Score: Raw -44.786018 + Penalty 0.000000 = -44.786018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 123 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269156 sec): 2 clusters Score: Raw -437.782946 + Penalty 252.148601 = -185.634345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.269380 sec): 3 clusters Score: Raw -441.071997 + Penalty 507.747002 = 66.675005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269836 sec): 2 clusters Score: Raw -282.713652 + Penalty 233.899787 = -48.813864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.270050 sec): 3 clusters Score: Raw -269.568192 + Penalty 450.434286 = 180.866094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.270506 sec): 2 clusters Score: Raw -275.968459 + Penalty 229.139387 = -46.829072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.270722 sec): 3 clusters Score: Raw -258.693937 + Penalty 463.948761 = 205.254824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.271171 sec): 2 clusters Score: Raw -119.753342 + Penalty 54.034583 = -65.718759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.271374 sec): 3 clusters Score: Raw -117.573441 + Penalty 90.934923 = -26.638518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.271816 sec): 2 clusters Score: Raw -45.009836 + Penalty 0.000000 = -45.009836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.272006 sec): 2 clusters Score: Raw -45.009836 + Penalty 0.000000 = -45.009836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.272455 sec): 2 clusters Score: Raw -146.282228 + Penalty 113.932079 = -32.350149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.272666 sec): 3 clusters Score: Raw -137.948780 + Penalty 212.900109 = 74.951330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.273115 sec): 2 clusters Score: Raw -156.525526 + Penalty 148.570481 = -7.955044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.273309 sec): 2 clusters Score: Raw -156.525526 + Penalty 148.570481 = -7.955044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.273781 sec): 2 clusters Score: Raw -285.914968 + Penalty 193.132561 = -92.782408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.273998 sec): 3 clusters Score: Raw -277.949869 + Penalty 193.132561 = -84.817308 nChanged 1 SP:Iteration 1F (8.274194 sec): 2 clusters Score: Raw -285.914968 + Penalty 193.132561 = -92.782408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.274644 sec): 2 clusters Score: Raw -153.529681 + Penalty 132.304659 = -21.225023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.274854 sec): 3 clusters Score: Raw -142.637515 + Penalty 254.377575 = 111.740060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.275314 sec): 2 clusters Score: Raw -376.978257 + Penalty 278.350841 = -98.627415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.275535 sec): 3 clusters Score: Raw -370.115058 + Penalty 560.684995 = 190.569937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.275981 sec): 2 clusters Score: Raw -94.055691 + Penalty 78.979932 = -15.075759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.276177 sec): 2 clusters Score: Raw -94.055691 + Penalty 78.979932 = -15.075759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.276634 sec): 2 clusters Score: Raw -240.301016 + Penalty 162.431220 = -77.869796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.276849 sec): 3 clusters Score: Raw -236.662834 + Penalty 337.134388 = 100.471554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.277301 sec): 2 clusters Score: Raw -183.203708 + Penalty 125.855841 = -57.347867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.277497 sec): 2 clusters Score: Raw -183.203708 + Penalty 125.855841 = -57.347867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.277939 sec): 2 clusters Score: Raw -42.911009 + Penalty 0.000000 = -42.911009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.278128 sec): 2 clusters Score: Raw -42.911009 + Penalty 0.000000 = -42.911009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.278577 sec): 2 clusters Score: Raw -158.796096 + Penalty 157.499447 = -1.296649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.278788 sec): 3 clusters Score: Raw -148.766067 + Penalty 308.464081 = 159.698014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.279250 sec): 2 clusters Score: Raw -377.804282 + Penalty 235.865552 = -141.938730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.279474 sec): 3 clusters Score: Raw -386.220941 + Penalty 465.820164 = 79.599223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.279920 sec): 2 clusters Score: Raw -99.723425 + Penalty 85.694938 = -14.028487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.280140 sec): 3 clusters Score: Raw -90.090359 + Penalty 171.389876 = 81.299517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.280587 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.280780 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.281229 sec): 2 clusters Score: Raw -146.720549 + Penalty 132.487681 = -14.232867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.281438 sec): 3 clusters Score: Raw -137.664259 + Penalty 256.716946 = 119.052688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.281883 sec): 2 clusters Score: Raw -99.245867 + Penalty 92.117495 = -7.128373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.282076 sec): 2 clusters Score: Raw -99.245867 + Penalty 92.117495 = -7.128373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 148 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.282528 sec): 2 clusters Score: Raw -219.380891 + Penalty 197.684904 = -21.695987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.282741 sec): 3 clusters Score: Raw -206.994787 + Penalty 399.301558 = 192.306771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.283190 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.283401 sec): 3 clusters Score: Raw -123.743075 + Penalty 116.226420 = -7.516655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.283846 sec): 2 clusters Score: Raw -92.054099 + Penalty 69.374826 = -22.679273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.284054 sec): 3 clusters Score: Raw -85.336131 + Penalty 138.749652 = 53.413521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.284499 sec): 2 clusters Score: Raw -103.970256 + Penalty 97.714539 = -6.255718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.284691 sec): 2 clusters Score: Raw -103.970256 + Penalty 97.714539 = -6.255718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.285140 sec): 2 clusters Score: Raw -151.134003 + Penalty 140.450056 = -10.683947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.285350 sec): 3 clusters Score: Raw -142.454815 + Penalty 276.985810 = 134.530994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.285796 sec): 2 clusters Score: Raw -94.297276 + Penalty 72.936977 = -21.360299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.285990 sec): 2 clusters Score: Raw -94.297276 + Penalty 72.936977 = -21.360299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.286433 sec): 2 clusters Score: Raw -43.847009 + Penalty 0.000000 = -43.847009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.286634 sec): 2 clusters Score: Raw -43.847009 + Penalty 0.000000 = -43.847009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.287075 sec): 2 clusters Score: Raw -45.380516 + Penalty 0.000000 = -45.380516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.287265 sec): 2 clusters Score: Raw -45.380516 + Penalty 0.000000 = -45.380516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.287726 sec): 2 clusters Score: Raw -503.816829 + Penalty 331.053780 = -172.763049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.287949 sec): 3 clusters Score: Raw -471.182637 + Penalty 664.849748 = 193.667111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.288407 sec): 2 clusters Score: Raw -337.351682 + Penalty 270.852630 = -66.499052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.288625 sec): 3 clusters Score: Raw -323.889371 + Penalty 539.372254 = 215.482883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.289077 sec): 2 clusters Score: Raw -185.037944 + Penalty 127.286572 = -57.751372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.289290 sec): 3 clusters Score: Raw -178.882557 + Penalty 254.573145 = 75.690588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 162 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.289749 sec): 2 clusters Score: Raw -376.904718 + Penalty 250.583737 = -126.320981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.289969 sec): 3 clusters Score: Raw -367.403567 + Penalty 503.760568 = 136.357002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.290424 sec): 2 clusters Score: Raw -275.155551 + Penalty 238.349396 = -36.806154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.290640 sec): 3 clusters Score: Raw -259.705878 + Penalty 478.226168 = 218.520290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.291085 sec): 2 clusters Score: Raw -102.264664 + Penalty 94.495992 = -7.768672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.291293 sec): 3 clusters Score: Raw -90.924107 + Penalty 188.991985 = 98.067877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.291741 sec): 2 clusters Score: Raw -142.257070 + Penalty 114.522587 = -27.734484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.291952 sec): 3 clusters Score: Raw -135.610291 + Penalty 245.008661 = 109.398370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.292393 sec): 2 clusters Score: Raw -43.391505 + Penalty 0.000000 = -43.391505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.292583 sec): 2 clusters Score: Raw -43.391505 + Penalty 0.000000 = -43.391505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.293036 sec): 2 clusters Score: Raw -192.185008 + Penalty 127.165889 = -65.019119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.293248 sec): 3 clusters Score: Raw -184.647047 + Penalty 254.331778 = 69.684731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.293709 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.293902 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294347 sec): 2 clusters Score: Raw -96.800275 + Penalty 71.644271 = -25.156004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.294542 sec): 2 clusters Score: Raw -96.800275 + Penalty 71.644271 = -25.156004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294991 sec): 2 clusters Score: Raw -155.446951 + Penalty 140.570420 = -14.876531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295202 sec): 3 clusters Score: Raw -143.963911 + Penalty 282.139876 = 138.175965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.295643 sec): 2 clusters Score: Raw -43.046980 + Penalty 0.000000 = -43.046980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295834 sec): 2 clusters Score: Raw -43.046980 + Penalty 0.000000 = -43.046980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.296275 sec): 2 clusters Score: Raw -43.905854 + Penalty 0.000000 = -43.905854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.296466 sec): 2 clusters Score: Raw -43.905854 + Penalty 0.000000 = -43.905854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.296906 sec): 2 clusters Score: Raw -44.282619 + Penalty 0.000000 = -44.282619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.297096 sec): 2 clusters Score: Raw -44.282619 + Penalty 0.000000 = -44.282619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.297556 sec): 2 clusters Score: Raw -399.434419 + Penalty 285.990168 = -113.444250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.297779 sec): 3 clusters Score: Raw -385.081144 + Penalty 573.939562 = 188.858418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.298220 sec): 2 clusters Score: Raw -41.867223 + Penalty 0.000000 = -41.867223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.298410 sec): 2 clusters Score: Raw -41.867223 + Penalty 0.000000 = -41.867223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.298860 sec): 2 clusters Score: Raw -122.014336 + Penalty 65.224686 = -56.789649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.299065 sec): 3 clusters Score: Raw -121.604808 + Penalty 115.640178 = -5.964630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.299511 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.299704 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.300163 sec): 2 clusters Score: Raw -96.435935 + Penalty 78.749351 = -17.686584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.300356 sec): 2 clusters Score: Raw -96.435935 + Penalty 78.749351 = -17.686584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.300801 sec): 2 clusters Score: Raw -98.466437 + Penalty 89.992230 = -8.474207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.301006 sec): 3 clusters Score: Raw -89.535039 + Penalty 179.984460 = 90.449421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.301449 sec): 2 clusters Score: Raw -43.553020 + Penalty 0.000000 = -43.553020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.301639 sec): 2 clusters Score: Raw -43.553020 + Penalty 0.000000 = -43.553020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.302081 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.302272 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.302713 sec): 2 clusters Score: Raw -44.473380 + Penalty 0.000000 = -44.473380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.302903 sec): 2 clusters Score: Raw -44.473380 + Penalty 0.000000 = -44.473380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.303344 sec): 2 clusters Score: Raw -45.916783 + Penalty 0.000000 = -45.916783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.303534 sec): 2 clusters Score: Raw -45.916783 + Penalty 0.000000 = -45.916783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 203 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.303993 sec): 2 clusters Score: Raw -293.721827 + Penalty 115.874497 = -177.847330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.304195 sec): 2 clusters Score: Raw -293.721827 + Penalty 115.874497 = -177.847330 nChanged 0 Deleting Class 125 (5 points): Lose 40.276204 but Gain 1381.257735 Iteration 20F (9.318304 sec): 166 clusters Score: Raw -493847.520275 + Penalty 164262.588120 = -329584.932155 nChanged 91 Deleting Class 141 (3 points): Lose 28.153775 but Gain 1362.553938 Iteration 21Q (9.389370 sec): 165 clusters Score: Raw -493876.716760 + Penalty 162890.873593 = -330985.843167 nChanged 75 Deleting Class 151 (2 points): Lose 7.075900 but Gain 1339.839718 Iteration 22Q (9.459535 sec): 164 clusters Score: Raw -493900.136219 + Penalty 161584.239368 = -332315.896851 nChanged 71 Deleting Class 66 (4 points): Lose 106.238130 but Gain 1432.337372 Iteration 23Q (9.529671 sec): 163 clusters Score: Raw -493828.260210 + Penalty 160221.765579 = -333606.494631 nChanged 59 Deleting Class 167 (5 points): Lose 84.763493 but Gain 1407.534188 Iteration 24Q (9.600149 sec): 162 clusters Score: Raw -493786.242792 + Penalty 158868.274662 = -334917.968130 nChanged 60 Deleting Class 182 (7 points): Lose 78.041767 but Gain 1396.842511 Iteration 25Q (9.667603 sec): 161 clusters Score: Raw -493762.734086 + Penalty 157534.335783 = -336228.398303 nChanged 44 Deleting Class 160 (6 points): Lose 120.153828 but Gain 1436.721107 Iteration 26Q (9.734899 sec): 160 clusters Score: Raw -493676.046880 + Penalty 156120.757802 = -337555.289078 nChanged 27 Deleting Class 21 (4 points): Lose 49.279735 but Gain 1361.191708 Iteration 27Q (9.800735 sec): 159 clusters Score: Raw -493658.929225 + Penalty 154821.997391 = -338836.931834 nChanged 25 Deleting Class 159 (8 points): Lose 201.530443 but Gain 1513.111593 Iteration 28Q (9.865441 sec): 158 clusters Score: Raw -493483.970936 + Penalty 153356.953859 = -340127.017077 nChanged 27 Deleting Class 148 (4 points): Lose 45.113394 but Gain 1355.305415 Iteration 29Q (9.931236 sec): 157 clusters Score: Raw -493515.733320 + Penalty 152046.126366 = -341469.606955 nChanged 21 Deleting Class 61 (1 points): Lose 4.720106 but Gain 1311.185892 Iteration 30F (10.869968 sec): 156 clusters Score: Raw -493552.169488 + Penalty 150754.766064 = -342797.403424 nChanged 21 Deleting Class 35 (1 points): Lose 11.205486 but Gain 1298.403077 Iteration 31Q (10.935316 sec): 155 clusters Score: Raw -493576.118232 + Penalty 149698.707601 = -343877.410631 nChanged 22 Deleting Class 169 (2 points): Lose 10.269833 but Gain 1295.707738 Iteration 32Q (10.999875 sec): 154 clusters Score: Raw -493600.728793 + Penalty 148441.228053 = -345159.500740 nChanged 18 Deleting Class 114 (4 points): Lose 40.623697 but Gain 1324.486917 Iteration 33Q (11.063627 sec): 153 clusters Score: Raw -493572.019036 + Penalty 147266.759356 = -346305.259680 nChanged 21 Deleting Class 135 (7 points): Lose 82.729601 but Gain 1359.530261 Iteration 34Q (11.127369 sec): 152 clusters Score: Raw -493513.131982 + Penalty 146300.006939 = -347213.125043 nChanged 25 Deleting Class 81 (14 points): Lose 192.411570 but Gain 1468.528683 Iteration 35Q (11.191799 sec): 151 clusters Score: Raw -493373.476440 + Penalty 144990.865944 = -348382.610495 nChanged 33 Deleting Class 94 (5 points): Lose 74.735673 but Gain 1347.484768 Iteration 36Q (11.256145 sec): 150 clusters Score: Raw -493366.557240 + Penalty 143654.638456 = -349711.918784 nChanged 28 Deleting Class 131 (3 points): Lose 19.251853 but Gain 1285.307972 Iteration 37Q (11.319784 sec): 149 clusters Score: Raw -493363.664160 + Penalty 142377.360552 = -350986.303608 nChanged 18 Deleting Class 158 (1 points): Lose 3.588783 but Gain 1266.738325 Iteration 38Q (11.382285 sec): 148 clusters Score: Raw -493368.293023 + Penalty 141113.128510 = -352255.164513 nChanged 17 Deleting Class 28 (3 points): Lose 87.803368 but Gain 1346.694985 Iteration 39Q (11.445150 sec): 147 clusters Score: Raw -493285.216080 + Penalty 139812.058308 = -353473.157771 nChanged 19 Deleting Class 199 (1 points): Lose 6.582342 but Gain 1256.046835 Iteration 40F (12.323694 sec): 146 clusters Score: Raw -493333.133226 + Penalty 138585.070981 = -354748.062245 nChanged 19 Deleting Class 146 (2 points): Lose 17.751100 but Gain 1263.094318 Iteration 41Q (12.386120 sec): 145 clusters Score: Raw -493349.425953 + Penalty 137339.446917 = -356009.979036 nChanged 17 Deleting Class 181 (1 points): Lose 5.505889 but Gain 1248.024827 Iteration 42Q (12.448972 sec): 144 clusters Score: Raw -493350.676487 + Penalty 136171.049638 = -357179.626849 nChanged 20 Deleting Class 72 (8 points): Lose 69.822939 but Gain 1307.018930 Iteration 43Q (12.511695 sec): 143 clusters Score: Raw -493292.988163 + Penalty 134900.897657 = -358392.090506 nChanged 18 Deleting Class 109 (8 points): Lose 89.099111 but Gain 1323.705336 Iteration 44Q (12.574482 sec): 142 clusters Score: Raw -493237.635163 + Penalty 133622.799459 = -359614.835704 nChanged 12 Deleting Class 122 (1 points): Lose 0.388618 but Gain 1226.081023 Iteration 45Q (12.637374 sec): 141 clusters Score: Raw -493262.810649 + Penalty 132438.197501 = -360824.613148 nChanged 11 Deleting Class 188 (2 points): Lose 18.835038 but Gain 1233.953164 Iteration 46Q (12.698947 sec): 140 clusters Score: Raw -493253.988413 + Penalty 131212.667822 = -362041.320590 nChanged 14 Deleting Class 180 (1 points): Lose 8.680224 but Gain 1222.976551 Iteration 47Q (12.760546 sec): 139 clusters Score: Raw -493253.078468 + Penalty 129989.082260 = -363263.996208 nChanged 15 Deleting Class 55 (7 points): Lose 47.144683 but Gain 1245.149492 Iteration 48Q (12.821753 sec): 138 clusters Score: Raw -493209.640302 + Penalty 128783.499972 = -364426.140331 nChanged 23 Deleting Class 93 (1 points): Lose 8.649933 but Gain 1203.642920 Iteration 49Q (12.883806 sec): 137 clusters Score: Raw -493226.394981 + Penalty 127629.083081 = -365597.311900 nChanged 19 Deleting Class 152 (3 points): Lose 22.675534 but Gain 1215.056819 Iteration 50F (13.707961 sec): 136 clusters Score: Raw -493235.640220 + Penalty 126419.086237 = -366816.553983 nChanged 31 Deleting Class 121 (5 points): Lose 82.464176 but Gain 1269.234225 Iteration 51Q (13.769883 sec): 135 clusters Score: Raw -493178.730634 + Penalty 125267.052760 = -367911.677874 nChanged 36 Deleting Class 177 (3 points): Lose 35.887016 but Gain 1216.098111 Iteration 52Q (13.831438 sec): 134 clusters Score: Raw -493194.586282 + Penalty 124053.583557 = -369141.002725 nChanged 35 Deleting Class 162 (7 points): Lose 45.112925 but Gain 1223.909265 Iteration 53Q (13.893353 sec): 133 clusters Score: Raw -493161.149094 + Penalty 122835.955507 = -370325.193587 nChanged 45 Deleting Class 112 (4 points): Lose 55.613553 but Gain 1224.567828 Iteration 54Q (13.955254 sec): 132 clusters Score: Raw -493126.046280 + Penalty 121631.765180 = -371494.281100 nChanged 49 Deleting Class 119 (5 points): Lose 75.479351 but Gain 1241.930367 Iteration 55Q (14.017831 sec): 131 clusters Score: Raw -493086.938394 + Penalty 120442.613238 = -372644.325155 nChanged 53 Deleting Class 143 (2 points): Lose 12.717051 but Gain 1175.029667 Iteration 56Q (14.080725 sec): 130 clusters Score: Raw -493140.872897 + Penalty 119290.064700 = -373850.808197 nChanged 52 Deleting Class 65 (10 points): Lose 66.477763 but Gain 1228.846029 Iteration 57Q (14.142307 sec): 129 clusters Score: Raw -493103.294320 + Penalty 118137.718202 = -374965.576118 nChanged 57 Deleting Class 127 (13 points): Lose 289.307671 but Gain 1451.586347 Iteration 58Q (14.205932 sec): 128 clusters Score: Raw -492858.553648 + Penalty 116706.023171 = -376152.530477 nChanged 53 Deleting Class 79 (3 points): Lose 9.835917 but Gain 1168.640106 Iteration 59Q (14.270163 sec): 127 clusters Score: Raw -492881.724961 + Penalty 115570.547677 = -377311.177284 nChanged 52 Deleting Class 129 (1 points): Lose 1.759414 but Gain 1147.171099 Iteration 60F (15.038575 sec): 126 clusters Score: Raw -492905.779767 + Penalty 114423.894853 = -378481.884914 nChanged 51 Deleting Class 97 (4 points): Lose 28.232039 but Gain 1171.197378 Iteration 61Q (15.100163 sec): 125 clusters Score: Raw -492899.268620 + Penalty 113266.913369 = -379632.355251 nChanged 32 Deleting Class 56 (4 points): Lose 44.869138 but Gain 1173.374857 Iteration 62Q (15.160547 sec): 124 clusters Score: Raw -492867.594046 + Penalty 112087.169220 = -380780.424825 nChanged 32 Deleting Class 118 (3 points): Lose 19.893117 but Gain 1146.132709 Iteration 63Q (15.220294 sec): 123 clusters Score: Raw -492872.869933 + Penalty 110952.743348 = -381920.126585 nChanged 38 Deleting Class 191 (1 points): Lose 6.117293 but Gain 1130.552007 Iteration 64Q (15.281309 sec): 122 clusters Score: Raw -492885.133160 + Penalty 109838.542290 = -383046.590869 nChanged 34 Deleting Class 133 (3 points): Lose 22.527652 but Gain 1144.589631 Iteration 65Q (15.341227 sec): 121 clusters Score: Raw -492882.118206 + Penalty 108771.609702 = -384110.508504 nChanged 40 Deleting Class 39 (30 points): Lose 221.908035 but Gain 1343.446326 Iteration 66Q (15.400077 sec): 120 clusters Score: Raw -492682.763672 + Penalty 107523.123713 = -385159.639959 nChanged 59 Deleting Class 145 (3 points): Lose 29.610558 but Gain 1146.172993 Iteration 67Q (15.460436 sec): 119 clusters Score: Raw -492747.419351 + Penalty 106422.580006 = -386324.839345 nChanged 41 Deleting Class 157 (1 points): Lose 9.537787 but Gain 1126.072850 Iteration 68Q (15.520218 sec): 118 clusters Score: Raw -492776.684017 + Penalty 105328.926020 = -387447.757997 nChanged 31 Deleting Class 32 (12 points): Lose 93.907164 but Gain 1208.484162 Iteration 69Q (15.578093 sec): 117 clusters Score: Raw -492717.188932 + Penalty 104156.635881 = -388560.553051 nChanged 43 Deleting Class 80 (18 points): Lose 133.474022 but Gain 1236.239149 Iteration 70F (16.284129 sec): 116 clusters Score: Raw -492636.424792 + Penalty 102953.504640 = -389682.920152 nChanged 48 Deleting Class 58 (4 points): Lose 34.697179 but Gain 1114.194712 Iteration 71Q (16.342883 sec): 115 clusters Score: Raw -492659.564599 + Penalty 101871.350440 = -390788.214160 nChanged 40 Deleting Class 52 (44 points): Lose 267.637075 but Gain 1346.788608 Iteration 72Q (16.400617 sec): 114 clusters Score: Raw -492412.355833 + Penalty 100669.052282 = -391743.303552 nChanged 77 Deleting Class 187 (2 points): Lose 3.828979 but Gain 1079.793350 Iteration 73Q (16.460310 sec): 113 clusters Score: Raw -492570.954143 + Penalty 99594.587311 = -392976.366832 nChanged 39 Deleting Class 115 (9 points): Lose 77.935241 but Gain 1153.720417 Iteration 74Q (16.517349 sec): 112 clusters Score: Raw -492513.800815 + Penalty 98462.506226 = -394051.294589 nChanged 34 Deleting Class 91 (4 points): Lose 24.238731 but Gain 1100.006273 Iteration 75Q (16.575033 sec): 111 clusters Score: Raw -492522.479198 + Penalty 97395.431930 = -395127.047268 nChanged 33 Deleting Class 15 (5 points): Lose 49.914454 but Gain 1119.045618 Iteration 76Q (16.631771 sec): 110 clusters Score: Raw -492497.229830 + Penalty 96278.480398 = -396218.749431 nChanged 30 Deleting Class 183 (2 points): Lose 44.891689 but Gain 1107.376119 Iteration 77Q (16.687625 sec): 109 clusters Score: Raw -492481.612678 + Penalty 95288.495673 = -397193.117004 nChanged 26 Deleting Class 136 (2 points): Lose 28.318847 but Gain 1082.955023 Iteration 78Q (16.743413 sec): 108 clusters Score: Raw -492488.290443 + Penalty 94101.686869 = -398386.603574 nChanged 37 Deleting Class 139 (2 points): Lose 19.573889 but Gain 1070.655083 Iteration 79Q (16.799309 sec): 107 clusters Score: Raw -492501.629962 + Penalty 92299.604229 = -400202.025733 nChanged 38 Deleting Class 63 (8 points): Lose 60.281179 but Gain 1102.417408 Iteration 80F (17.438390 sec): 105 clusters Score: Raw -492457.828069 + Penalty 91201.150063 = -401256.678006 nChanged 36 Deleting Class 197 (1 points): Lose 5.621421 but Gain 1044.486338 Iteration 81Q (17.494422 sec): 104 clusters Score: Raw -492473.776663 + Penalty 90158.497935 = -402315.278728 nChanged 28 Deleting Class 33 (52 points): Lose 429.081721 but Gain 1463.118132 Iteration 82Q (17.549705 sec): 103 clusters Score: Raw -492055.125920 + Penalty 89054.967577 = -403000.158343 nChanged 74 Deleting Class 105 (3 points): Lose 12.246407 but Gain 1046.013757 Iteration 83Q (17.606867 sec): 102 clusters Score: Raw -492241.844190 + Penalty 87962.997720 = -404278.846470 nChanged 26 Deleting Class 98 (21 points): Lose 98.229410 but Gain 1127.415712 Iteration 84Q (17.661218 sec): 101 clusters Score: Raw -492173.115441 + Penalty 86762.431218 = -405410.684224 nChanged 39 Deleting Class 123 (9 points): Lose 62.794842 but Gain 1090.689767 Iteration 85Q (17.715608 sec): 100 clusters Score: Raw -492159.612276 + Penalty 85700.498148 = -406459.114128 nChanged 25 Deleting Class 142 (8 points): Lose 51.994808 but Gain 1078.045090 Iteration 86Q (17.769596 sec): 99 clusters Score: Raw -492134.040863 + Penalty 84664.335144 = -407469.705718 nChanged 18 Deleting Class 101 (4 points): Lose 23.036794 but Gain 1043.699810 Iteration 87Q (17.822562 sec): 98 clusters Score: Raw -492134.828338 + Penalty 83635.306913 = -408499.521425 nChanged 17 Deleting Class 99 (39 points): Lose 215.032659 but Gain 1224.544986 Iteration 88Q (17.876870 sec): 97 clusters Score: Raw -491931.611886 + Penalty 82464.034235 = -409467.577651 nChanged 46 Deleting Class 90 (30 points): Lose 110.090499 but Gain 1119.930889 Iteration 89Q (17.930893 sec): 96 clusters Score: Raw -491919.194469 + Penalty 81420.526139 = -410498.668329 nChanged 45 Deleting Class 77 (14 points): Lose 86.863074 but Gain 1095.358695 Iteration 90F (18.512731 sec): 95 clusters Score: Raw -491903.299127 + Penalty 80344.320952 = -411558.978175 nChanged 25 Deleting Class 95 (11 points): Lose 52.806538 but Gain 1059.568819 Iteration 91Q (18.565860 sec): 94 clusters Score: Raw -491921.205715 + Penalty 79320.994333 = -412600.211382 nChanged 28 Deleting Class 92 (3 points): Lose 26.494715 but Gain 1028.921120 Iteration 92Q (18.620079 sec): 93 clusters Score: Raw -491926.746785 + Penalty 78310.841607 = -413615.905178 nChanged 10 Deleting Class 154 (2 points): Lose 5.718869 but Gain 1000.095383 Iteration 93Q (18.672639 sec): 92 clusters Score: Raw -491946.811370 + Penalty 77318.061451 = -414628.749919 nChanged 12 Deleting Class 132 (6 points): Lose 36.382102 but Gain 1024.459784 Iteration 94Q (18.724580 sec): 91 clusters Score: Raw -491919.640390 + Penalty 76297.366073 = -415622.274316 nChanged 8 Deleting Class 53 (6 points): Lose 35.153530 but Gain 1020.939832 Iteration 95Q (18.775904 sec): 90 clusters Score: Raw -491897.105942 + Penalty 75297.125414 = -416599.980527 nChanged 11 Deleting Class 179 (1 points): Lose 13.479760 but Gain 999.176328 Iteration 96Q (18.827859 sec): 89 clusters Score: Raw -491899.601598 + Penalty 74307.296992 = -417592.304607 nChanged 6 Deleting Class 44 (34 points): Lose 112.877577 but Gain 1094.637632 Iteration 97Q (18.879110 sec): 88 clusters Score: Raw -491793.996920 + Penalty 73320.837389 = -418473.159531 nChanged 40 Deleting Class 173 (8 points): Lose 35.162853 but Gain 1045.645439 Iteration 98Q (18.931677 sec): 87 clusters Score: Raw -491823.200719 + Penalty 72296.027030 = -419527.173689 nChanged 14 Deleting Class 76 (32 points): Lose 123.003081 but Gain 1104.556611 Iteration 99Q (18.982387 sec): 86 clusters Score: Raw -491716.287469 + Penalty 71276.031489 = -420440.255981 nChanged 39 Deleting Class 175 (2 points): Lose 5.241255 but Gain 982.370089 Iteration 100F (19.513813 sec): 85 clusters Score: Raw -491772.824536 + Penalty 70320.871452 = -421451.953084 nChanged 13 Deleting Class 100 (4 points): Lose 36.713644 but Gain 1009.300261 Iteration 101Q (19.564807 sec): 84 clusters Score: Raw -491745.425387 + Penalty 69352.075085 = -422393.350302 nChanged 18 Deleting Class 14 (8 points): Lose 54.321682 but Gain 1025.642027 Iteration 102Q (19.617128 sec): 83 clusters Score: Raw -491717.212069 + Penalty 68356.126051 = -423361.086019 nChanged 19 Deleting Class 54 (34 points): Lose 196.044187 but Gain 1167.305339 Iteration 103Q (19.667195 sec): 82 clusters Score: Raw -491544.127560 + Penalty 67223.002321 = -424321.125239 nChanged 38 Deleting Class 130 (3 points): Lose 17.069782 but Gain 985.645389 Iteration 104Q (19.718052 sec): 81 clusters Score: Raw -491629.397841 + Penalty 66245.295118 = -425384.102723 nChanged 16 Deleting Class 171 (3 points): Lose 23.745998 but Gain 990.753966 Iteration 105Q (19.769238 sec): 80 clusters Score: Raw -491621.785930 + Penalty 65258.219207 = -426363.566723 nChanged 16 Deleting Class 88 (20 points): Lose 85.521222 but Gain 1051.803765 Iteration 106Q (19.818716 sec): 79 clusters Score: Raw -491551.458565 + Penalty 64244.807616 = -427306.650949 nChanged 34 Deleting Class 60 (20 points): Lose 89.558780 but Gain 1053.028725 Iteration 107Q (19.868575 sec): 78 clusters Score: Raw -491495.288664 + Penalty 63241.435358 = -428253.853306 nChanged 36 Deleting Class 83 (29 points): Lose 124.108518 but Gain 1088.366900 Iteration 108Q (19.918850 sec): 77 clusters Score: Raw -491415.002404 + Penalty 62234.761671 = -429180.240733 nChanged 51 Deleting Class 172 (2 points): Lose 25.706979 but Gain 982.473052 Iteration 109Q (19.969140 sec): 76 clusters Score: Raw -491450.997459 + Penalty 61257.684777 = -430193.312683 nChanged 25 Deleting Class 70 (22 points): Lose 96.037978 but Gain 1045.135385 Iteration 110F (20.433630 sec): 75 clusters Score: Raw -491367.449938 + Penalty 60264.491130 = -431102.958809 nChanged 36 Deleting Class 64 (26 points): Lose 82.052415 but Gain 1028.433532 Iteration 111Q (20.483153 sec): 74 clusters Score: Raw -491348.565614 + Penalty 59326.219093 = -432022.346520 nChanged 39 Deleting Class 150 (2 points): Lose 8.926555 but Gain 951.251972 Iteration 112Q (20.535233 sec): 73 clusters Score: Raw -491398.379186 + Penalty 58403.414589 = -432994.964597 nChanged 20 Deleting Class 87 (9 points): Lose 77.696399 but Gain 1016.018715 Iteration 113Q (20.584882 sec): 72 clusters Score: Raw -491344.256439 + Penalty 57436.480715 = -433907.775724 nChanged 19 Deleting Class 108 (10 points): Lose 46.723862 but Gain 982.391339 Iteration 114Q (20.632963 sec): 71 clusters Score: Raw -491332.180222 + Penalty 56445.730872 = -434886.449351 nChanged 20 Deleting Class 137 (5 points): Lose 26.506982 but Gain 959.211558 Iteration 115Q (20.680379 sec): 70 clusters Score: Raw -491324.110792 + Penalty 55502.549459 = -435821.561333 nChanged 13 Deleting Class 42 (4 points): Lose 26.502190 but Gain 953.359113 Iteration 116Q (20.727334 sec): 69 clusters Score: Raw -491307.789538 + Penalty 54552.961193 = -436754.828345 nChanged 9 Deleting Class 138 (6 points): Lose 50.391620 but Gain 970.918585 Iteration 117Q (20.775372 sec): 68 clusters Score: Raw -491264.758688 + Penalty 53625.968554 = -437638.790133 nChanged 11 Deleting Class 30 (24 points): Lose 171.677513 but Gain 1092.142121 Iteration 118Q (20.822135 sec): 67 clusters Score: Raw -491118.533248 + Penalty 52636.434506 = -438482.098742 nChanged 29 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -491118.533248 + Penalty 52636.434506 = -438482.098742Memory request: 0.03 GB would take us to total of 0.16 GB. Trying to split cluster 1 (6192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.874693 sec): 2 clusters Score: Raw -234152.401227 + Penalty 249.566426 = -233902.834801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.886605 sec): 3 clusters Score: Raw -230056.434246 + Penalty 499.481264 = -229556.952982 nChanged 2837 SP:Iteration 1F (20.898210 sec): 3 clusters Score: Raw -231367.208965 + Penalty 498.803455 = -230868.405510 nChanged 847 SP:Iteration 2F (20.910114 sec): 3 clusters Score: Raw -231732.676565 + Penalty 498.466725 = -231234.209840 nChanged 382 SP:Iteration 3F (20.921848 sec): 3 clusters Score: Raw -231886.063110 + Penalty 499.159385 = -231386.903725 nChanged 240 SP:Iteration 4Q (20.934063 sec): 3 clusters Score: Raw -231995.967597 + Penalty 500.270587 = -231495.697011 nChanged 216 SP:Iteration 5Q (20.946384 sec): 3 clusters Score: Raw -232123.037403 + Penalty 501.614196 = -231621.423207 nChanged 199 SP:Iteration 6Q (20.958141 sec): 3 clusters Score: Raw -232253.011440 + Penalty 502.913449 = -231750.097991 nChanged 153 SP:Iteration 7Q (20.970063 sec): 3 clusters Score: Raw -232324.400758 + Penalty 504.212563 = -231820.188195 nChanged 140 SP:Iteration 8Q (20.981798 sec): 3 clusters Score: Raw -232412.938489 + Penalty 508.407583 = -231904.530906 nChanged 181 SP:Iteration 9Q (20.994050 sec): 3 clusters Score: Raw -232639.995248 + Penalty 515.563301 = -232124.431947 nChanged 192 SP:Iteration 10F (21.005742 sec): 3 clusters Score: Raw -232895.329298 + Penalty 518.251151 = -232377.078147 nChanged 129 SP:Iteration 11Q (21.017381 sec): 3 clusters Score: Raw -232941.142541 + Penalty 520.980582 = -232420.161959 nChanged 105 SP:Iteration 12Q (21.028873 sec): 3 clusters Score: Raw -232966.491369 + Penalty 522.141566 = -232444.349802 nChanged 88 SP:Iteration 13Q (21.040438 sec): 3 clusters Score: Raw -232987.446778 + Penalty 522.894479 = -232464.552299 nChanged 98 SP:Iteration 14Q (21.051818 sec): 3 clusters Score: Raw -233012.350010 + Penalty 522.132384 = -232490.217626 nChanged 93 SP:Iteration 15Q (21.063170 sec): 3 clusters Score: Raw -233037.250067 + Penalty 521.779957 = -232515.470109 nChanged 110 SP:Iteration 16Q (21.074517 sec): 3 clusters Score: Raw -233077.223045 + Penalty 521.844728 = -232555.378317 nChanged 129 SP:Iteration 17Q (21.085696 sec): 3 clusters Score: Raw -233135.452354 + Penalty 519.602658 = -232615.849696 nChanged 158 SP:Iteration 18Q (21.096510 sec): 3 clusters Score: Raw -233218.538362 + Penalty 520.693441 = -232697.844921 nChanged 163 SP:Iteration 19Q (21.106569 sec): 3 clusters Score: Raw -233325.294557 + Penalty 516.288535 = -232809.006022 nChanged 150 SP:Iteration 20F (21.117855 sec): 3 clusters Score: Raw -233442.280737 + Penalty 513.904167 = -232928.376570 nChanged 151 SP:Iteration 21Q (21.127460 sec): 3 clusters Score: Raw -233555.904145 + Penalty 507.433390 = -233048.470755 nChanged 125 SP:Iteration 22Q (21.136861 sec): 3 clusters Score: Raw -233639.216296 + Penalty 499.281097 = -233139.935199 nChanged 129 SP:Iteration 23Q (21.146497 sec): 3 clusters Score: Raw -233732.436236 + Penalty 497.323708 = -233235.112528 nChanged 140 SP:Iteration 24Q (21.155762 sec): 3 clusters Score: Raw -233831.430427 + Penalty 502.136729 = -233329.293698 nChanged 130 SP:Iteration 25Q (21.164957 sec): 3 clusters Score: Raw -233927.109410 + Penalty 507.719054 = -233419.390356 nChanged 108 SP:Iteration 26Q (21.174043 sec): 3 clusters Score: Raw -234005.191553 + Penalty 528.691130 = -233476.500423 nChanged 93 SP:Iteration 27Q (21.182856 sec): 3 clusters Score: Raw -234082.843579 + Penalty 555.607506 = -233527.236072 nChanged 51 SP:Iteration 28Q (21.191650 sec): 3 clusters Score: Raw -234132.412156 + Penalty 579.050528 = -233553.361628 nChanged 17 SP:Iteration 29Q (21.200251 sec): 3 clusters Score: Raw -234146.890746 + Penalty 573.760670 = -233573.130077 nChanged 6 SP:Iteration 30F (21.211265 sec): 3 clusters Score: Raw -234150.757670 + Penalty 561.126239 = -233589.631431 nChanged 3 SP:Iteration 31Q (21.219853 sec): 3 clusters Score: Raw -234151.810691 + Penalty 571.805663 = -233580.005028 nChanged 1 SP:Iteration 32F (21.230799 sec): 3 clusters Score: Raw -234151.744509 + Penalty 571.805663 = -233579.938846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.234379 sec): 2 clusters Score: Raw -2624.778193 + Penalty 163.389280 = -2461.388913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.234724 sec): 3 clusters Score: Raw -2596.652379 + Penalty 328.878423 = -2267.773956 nChanged 13 SP:Iteration 1F (21.235054 sec): 3 clusters Score: Raw -2611.808377 + Penalty 328.483653 = -2283.324724 nChanged 4 SP:Iteration 2F (21.235383 sec): 3 clusters Score: Raw -2613.818485 + Penalty 328.632644 = -2285.185841 nChanged 2 SP:Iteration 3Q (21.235719 sec): 3 clusters Score: Raw -2615.322463 + Penalty 328.523049 = -2286.799414 nChanged 1 SP:Iteration 4Q (21.236046 sec): 3 clusters Score: Raw -2616.479975 + Penalty 327.152192 = -2289.327783 nChanged 2 SP:Iteration 5Q (21.236373 sec): 3 clusters Score: Raw -2620.835036 + Penalty 328.021292 = -2292.813744 nChanged 2 SP:Iteration 6Q (21.236700 sec): 3 clusters Score: Raw -2624.542380 + Penalty 328.366750 = -2296.175630 nChanged 1 SP:Iteration 7Q (21.237030 sec): 3 clusters Score: Raw -2626.210877 + Penalty 328.234604 = -2297.976273 nChanged 1 SP:Iteration 8Q (21.237357 sec): 3 clusters Score: Raw -2629.504318 + Penalty 328.234604 = -2301.269714 nChanged 0 SP:Iteration 9F (21.237685 sec): 3 clusters Score: Raw -2629.504318 + Penalty 328.234604 = -2301.269714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.238722 sec): 2 clusters Score: Raw -9607.919432 + Penalty 113.203608 = -9494.715824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.239344 sec): 3 clusters Score: Raw -9470.102444 + Penalty 225.738002 = -9244.364442 nChanged 85 SP:Iteration 1F (21.239955 sec): 3 clusters Score: Raw -9522.770079 + Penalty 227.386832 = -9295.383246 nChanged 39 SP:Iteration 2F (21.240564 sec): 3 clusters Score: Raw -9565.268887 + Penalty 226.511495 = -9338.757392 nChanged 18 SP:Iteration 3F (21.241175 sec): 3 clusters Score: Raw -9581.677032 + Penalty 226.249308 = -9355.427724 nChanged 9 SP:Iteration 4Q (21.241781 sec): 3 clusters Score: Raw -9586.913164 + Penalty 225.124780 = -9361.788384 nChanged 5 SP:Iteration 5Q (21.242385 sec): 3 clusters Score: Raw -9589.185635 + Penalty 223.542291 = -9365.643344 nChanged 4 SP:Iteration 6Q (21.243026 sec): 3 clusters Score: Raw -9591.177130 + Penalty 218.888264 = -9372.288866 nChanged 6 SP:Iteration 7Q (21.243608 sec): 3 clusters Score: Raw -9594.738710 + Penalty 216.067028 = -9378.671682 nChanged 2 SP:Iteration 8Q (21.244187 sec): 3 clusters Score: Raw -9596.017340 + Penalty 216.067028 = -9379.950312 nChanged 0 SP:Iteration 9F (21.244802 sec): 3 clusters Score: Raw -9596.017340 + Penalty 216.067028 = -9379.950312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.245296 sec): 2 clusters Score: Raw -441.616358 + Penalty 152.761315 = -288.855042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.245528 sec): 3 clusters Score: Raw -453.784169 + Penalty 307.539604 = -146.244565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.246205 sec): 2 clusters Score: Raw -3703.408794 + Penalty 298.572891 = -3404.835902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.246579 sec): 3 clusters Score: Raw -3673.742178 + Penalty 588.913682 = -3084.828497 nChanged 20 SP:Iteration 1F (21.246951 sec): 3 clusters Score: Raw -3695.619792 + Penalty 587.084176 = -3108.535615 nChanged 4 SP:Iteration 2Q (21.247319 sec): 3 clusters Score: Raw -3700.124792 + Penalty 587.084176 = -3113.040616 nChanged 0 SP:Iteration 3F (21.247685 sec): 3 clusters Score: Raw -3700.124792 + Penalty 587.084176 = -3113.040616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.248313 sec): 2 clusters Score: Raw -3009.408002 + Penalty 275.026209 = -2734.381793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.248653 sec): 3 clusters Score: Raw -3013.543597 + Penalty 549.550405 = -2463.993192 nChanged 10 SP:Iteration 1F (21.248986 sec): 3 clusters Score: Raw -3030.560952 + Penalty 549.417156 = -2481.143796 nChanged 1 SP:Iteration 2Q (21.249312 sec): 3 clusters Score: Raw -3032.871061 + Penalty 548.825326 = -2484.045735 nChanged 1 SP:Iteration 3Q (21.249639 sec): 3 clusters Score: Raw -3035.742971 + Penalty 548.825326 = -2486.917645 nChanged 0 SP:Iteration 4F (21.249971 sec): 3 clusters Score: Raw -3035.742971 + Penalty 548.825326 = -2486.917645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.250428 sec): 2 clusters Score: Raw -185.858329 + Penalty 123.841681 = -62.016649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.250642 sec): 3 clusters Score: Raw -179.889922 + Penalty 242.646608 = 62.756686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.251614 sec): 2 clusters Score: Raw -9609.666865 + Penalty 772.503641 = -8837.163224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.252193 sec): 3 clusters Score: Raw -9632.450985 + Penalty 1545.143720 = -8087.307265 nChanged 25 SP:Iteration 1F (21.252756 sec): 3 clusters Score: Raw -9683.420930 + Penalty 1545.346573 = -8138.074357 nChanged 6 SP:Iteration 2Q (21.253296 sec): 3 clusters Score: Raw -9696.810746 + Penalty 1545.336897 = -8151.473849 nChanged 2 SP:Iteration 3Q (21.253833 sec): 3 clusters Score: Raw -9702.258204 + Penalty 1545.336897 = -8156.921307 nChanged 0 SP:Iteration 4F (21.254387 sec): 3 clusters Score: Raw -9702.258204 + Penalty 1545.336897 = -8156.921307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.260250 sec): 2 clusters Score: Raw -48990.501323 + Penalty 325.212300 = -48665.289024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262550 sec): 3 clusters Score: Raw -48288.828129 + Penalty 660.295491 = -47628.532638 nChanged 468 SP:Iteration 1F (21.264755 sec): 3 clusters Score: Raw -48554.228761 + Penalty 672.517582 = -47881.711179 nChanged 152 SP:Iteration 2F (21.266962 sec): 3 clusters Score: Raw -48660.785835 + Penalty 687.624915 = -47973.160919 nChanged 90 SP:Iteration 3F (21.269162 sec): 3 clusters Score: Raw -48751.390653 + Penalty 701.543594 = -48049.847058 nChanged 68 SP:Iteration 4F (21.271362 sec): 3 clusters Score: Raw -48815.280674 + Penalty 715.202235 = -48100.078439 nChanged 60 SP:Iteration 5F (21.273558 sec): 3 clusters Score: Raw -48876.417591 + Penalty 721.944699 = -48154.472892 nChanged 50 SP:Iteration 6Q (21.275658 sec): 3 clusters Score: Raw -48922.537823 + Penalty 728.646815 = -48193.891008 nChanged 36 SP:Iteration 7Q (21.277719 sec): 3 clusters Score: Raw -48950.349163 + Penalty 727.594011 = -48222.755152 nChanged 26 SP:Iteration 8Q (21.279735 sec): 3 clusters Score: Raw -48971.343617 + Penalty 730.875756 = -48240.467861 nChanged 26 SP:Iteration 9Q (21.281729 sec): 3 clusters Score: Raw -48991.289768 + Penalty 732.309615 = -48258.980153 nChanged 19 SP:Iteration 10F (21.283939 sec): 3 clusters Score: Raw -49008.820831 + Penalty 736.827570 = -48271.993260 nChanged 17 SP:Iteration 11Q (21.285867 sec): 3 clusters Score: Raw -49025.008280 + Penalty 741.508298 = -48283.499982 nChanged 8 SP:Iteration 12Q (21.287765 sec): 3 clusters Score: Raw -49031.290337 + Penalty 743.849679 = -48287.440658 nChanged 4 SP:Iteration 13Q (21.289656 sec): 3 clusters Score: Raw -49033.162109 + Penalty 743.786903 = -48289.375206 nChanged 2 SP:Iteration 14Q (21.291528 sec): 3 clusters Score: Raw -49033.768302 + Penalty 743.786903 = -48289.981399 nChanged 0 SP:Iteration 15F (21.293722 sec): 3 clusters Score: Raw -49033.768302 + Penalty 743.786903 = -48289.981399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.295193 sec): 2 clusters Score: Raw -3060.088185 + Penalty 223.749905 = -2836.338280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.295576 sec): 3 clusters Score: Raw -3045.011671 + Penalty 448.625640 = -2596.386031 nChanged 18 SP:Iteration 1F (21.295928 sec): 3 clusters Score: Raw -3063.314250 + Penalty 465.976062 = -2597.338188 nChanged 8 SP:Iteration 2F (21.296278 sec): 3 clusters Score: Raw -3077.536460 + Penalty 481.676413 = -2595.860047 nChanged 3 SP:Iteration 3F (21.296628 sec): 3 clusters Score: Raw -3092.089338 + Penalty 485.507130 = -2606.582209 nChanged 1 SP:Iteration 4Q (21.296968 sec): 3 clusters Score: Raw -3092.846812 + Penalty 485.507130 = -2607.339682 nChanged 0 SP:Iteration 5F (21.297317 sec): 3 clusters Score: Raw -3092.846812 + Penalty 485.507130 = -2607.339682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.298433 sec): 2 clusters Score: Raw -9288.520566 + Penalty 885.426628 = -8403.093939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.299097 sec): 3 clusters Score: Raw -9357.157757 + Penalty 1771.363539 = -7585.794218 nChanged 47 SP:Iteration 1F (21.299751 sec): 3 clusters Score: Raw -9472.743612 + Penalty 1771.582026 = -7701.161586 nChanged 12 SP:Iteration 2Q (21.300373 sec): 3 clusters Score: Raw -9567.575652 + Penalty 1772.018416 = -7795.557237 nChanged 7 SP:Iteration 3Q (21.300985 sec): 3 clusters Score: Raw -9578.509768 + Penalty 1772.021029 = -7806.488739 nChanged 2 SP:Iteration 4Q (21.301584 sec): 3 clusters Score: Raw -9585.660297 + Penalty 1771.964935 = -7813.695362 nChanged 6 SP:Iteration 5Q (21.302174 sec): 3 clusters Score: Raw -9599.549879 + Penalty 1771.995681 = -7827.554198 nChanged 5 SP:Iteration 6Q (21.302760 sec): 3 clusters Score: Raw -9609.165558 + Penalty 1771.965952 = -7837.199606 nChanged 1 SP:Iteration 7Q (21.303370 sec): 3 clusters Score: Raw -9610.808919 + Penalty 1771.965952 = -7838.842967 nChanged 0 SP:Iteration 8F (21.303999 sec): 3 clusters Score: Raw -9610.808919 + Penalty 1771.965952 = -7838.842967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304664 sec): 2 clusters Score: Raw -2829.943815 + Penalty 430.656259 = -2399.287556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305018 sec): 3 clusters Score: Raw -2909.552634 + Penalty 861.312518 = -2048.240115 nChanged 12 SP:Iteration 1F (21.305369 sec): 3 clusters Score: Raw -2944.180131 + Penalty 865.066539 = -2079.113592 nChanged 3 SP:Iteration 2Q (21.305726 sec): 3 clusters Score: Raw -2950.404597 + Penalty 866.223658 = -2084.180939 nChanged 1 SP:Iteration 3Q (21.306062 sec): 3 clusters Score: Raw -2951.696512 + Penalty 866.223658 = -2085.472854 nChanged 0 SP:Iteration 4F (21.306414 sec): 3 clusters Score: Raw -2951.696512 + Penalty 866.223658 = -2085.472854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306880 sec): 2 clusters Score: Raw -328.423175 + Penalty 179.890930 = -148.532245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.307100 sec): 3 clusters Score: Raw -321.859641 + Penalty 359.842219 = 37.982578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308029 sec): 2 clusters Score: Raw -8032.578215 + Penalty 292.396029 = -7740.182186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308596 sec): 3 clusters Score: Raw -7947.464154 + Penalty 586.157261 = -7361.306893 nChanged 60 SP:Iteration 1F (21.309152 sec): 3 clusters Score: Raw -8008.868859 + Penalty 605.854230 = -7403.014629 nChanged 28 SP:Iteration 2F (21.309705 sec): 3 clusters Score: Raw -8050.282964 + Penalty 607.261883 = -7443.021081 nChanged 10 SP:Iteration 3F (21.310258 sec): 3 clusters Score: Raw -8070.683883 + Penalty 611.091681 = -7459.592203 nChanged 4 SP:Iteration 4Q (21.310796 sec): 3 clusters Score: Raw -8079.447086 + Penalty 614.763647 = -7464.683439 nChanged 4 SP:Iteration 5Q (21.311309 sec): 3 clusters Score: Raw -8086.629504 + Penalty 612.169255 = -7474.460249 nChanged 4 SP:Iteration 6Q (21.311813 sec): 3 clusters Score: Raw -8092.535958 + Penalty 610.952871 = -7481.583086 nChanged 3 SP:Iteration 7Q (21.312318 sec): 3 clusters Score: Raw -8096.370084 + Penalty 613.112051 = -7483.258033 nChanged 6 SP:Iteration 8Q (21.312822 sec): 3 clusters Score: Raw -8104.678232 + Penalty 612.653978 = -7492.024254 nChanged 1 SP:Iteration 9Q (21.313320 sec): 3 clusters Score: Raw -8105.473383 + Penalty 613.343199 = -7492.130183 nChanged 3 SP:Iteration 10F (21.313859 sec): 3 clusters Score: Raw -8110.169427 + Penalty 610.799228 = -7499.370199 nChanged 1 SP:Iteration 11Q (21.314353 sec): 3 clusters Score: Raw -8110.726697 + Penalty 610.799228 = -7499.927469 nChanged 0 SP:Iteration 12F (21.314891 sec): 3 clusters Score: Raw -8110.726697 + Penalty 610.799228 = -7499.927469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317218 sec): 2 clusters Score: Raw -26567.647355 + Penalty 276.646376 = -26291.000979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318647 sec): 3 clusters Score: Raw -26210.777972 + Penalty 553.038778 = -25657.739194 nChanged 259 SP:Iteration 1F (21.320057 sec): 3 clusters Score: Raw -26346.096388 + Penalty 553.524433 = -25792.571955 nChanged 66 SP:Iteration 2F (21.321454 sec): 3 clusters Score: Raw -26383.851927 + Penalty 554.860318 = -25828.991608 nChanged 42 SP:Iteration 3F (21.322836 sec): 3 clusters Score: Raw -26402.230856 + Penalty 554.809486 = -25847.421370 nChanged 22 SP:Iteration 4Q (21.324272 sec): 3 clusters Score: Raw -26416.817293 + Penalty 555.336140 = -25861.481153 nChanged 20 SP:Iteration 5Q (21.325668 sec): 3 clusters Score: Raw -26428.374650 + Penalty 556.640092 = -25871.734558 nChanged 15 SP:Iteration 6Q (21.327090 sec): 3 clusters Score: Raw -26434.917057 + Penalty 557.002553 = -25877.914504 nChanged 15 SP:Iteration 7Q (21.328498 sec): 3 clusters Score: Raw -26444.206005 + Penalty 551.088547 = -25893.117458 nChanged 31 SP:Iteration 8Q (21.329890 sec): 3 clusters Score: Raw -26469.640687 + Penalty 552.886814 = -25916.753872 nChanged 35 SP:Iteration 9F (21.331290 sec): 3 clusters Score: Raw -26499.896525 + Penalty 559.933453 = -25939.963072 nChanged 36 SP:Iteration 10F (21.332711 sec): 3 clusters Score: Raw -26532.881505 + Penalty 569.059390 = -25963.822116 nChanged 25 SP:Iteration 11Q (21.334071 sec): 3 clusters Score: Raw -26559.232435 + Penalty 564.373180 = -25994.859255 nChanged 20 SP:Iteration 12Q (21.335404 sec): 3 clusters Score: Raw -26579.849146 + Penalty 574.529608 = -26005.319538 nChanged 15 SP:Iteration 13Q (21.336676 sec): 3 clusters Score: Raw -26596.900857 + Penalty 583.344409 = -26013.556448 nChanged 5 SP:Iteration 14Q (21.337922 sec): 3 clusters Score: Raw -26600.684085 + Penalty 589.242584 = -26011.441501 nChanged 3 SP:Iteration 15F (21.339299 sec): 3 clusters Score: Raw -26607.473193 + Penalty 593.181892 = -26014.291301 nChanged 1 SP:Iteration 16Q (21.340535 sec): 3 clusters Score: Raw -26608.220107 + Penalty 600.510079 = -26007.710028 nChanged 4 SP:Iteration 17F (21.341932 sec): 3 clusters Score: Raw -26615.804760 + Penalty 601.889845 = -26013.914915 nChanged 1 SP:Iteration 18Q (21.343148 sec): 3 clusters Score: Raw -26619.645607 + Penalty 600.476366 = -26019.169241 nChanged 1 SP:Iteration 19Q (21.344342 sec): 3 clusters Score: Raw -26626.746316 + Penalty 601.946055 = -26024.800261 nChanged 1 SP:Iteration 20F (21.345740 sec): 3 clusters Score: Raw -26627.646182 + Penalty 601.946055 = -26025.700128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.346488 sec): 2 clusters Score: Raw -4356.019057 + Penalty 623.706670 = -3732.312387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346874 sec): 3 clusters Score: Raw -4428.902667 + Penalty 1248.109906 = -3180.792761 nChanged 4 SP:Iteration 1Q (21.347258 sec): 3 clusters Score: Raw -4441.122918 + Penalty 1248.038630 = -3193.084288 nChanged 2 SP:Iteration 2Q (21.347623 sec): 3 clusters Score: Raw -4448.188797 + Penalty 1248.038630 = -3200.150166 nChanged 0 SP:Iteration 3F (21.348002 sec): 3 clusters Score: Raw -4448.188797 + Penalty 1248.038630 = -3200.150166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.348571 sec): 2 clusters Score: Raw -1809.488476 + Penalty 312.477324 = -1497.011152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.348869 sec): 3 clusters Score: Raw -1807.952560 + Penalty 629.817822 = -1178.134739 nChanged 4 SP:Iteration 1F (21.349174 sec): 3 clusters Score: Raw -1812.473256 + Penalty 635.449035 = -1177.024221 nChanged 1 SP:Iteration 2F (21.349469 sec): 3 clusters Score: Raw -1814.608790 + Penalty 650.811355 = -1163.797435 nChanged 2 SP:Iteration 3F (21.349762 sec): 3 clusters Score: Raw -1820.474281 + Penalty 657.478619 = -1162.995662 nChanged 1 SP:Iteration 4F (21.350050 sec): 3 clusters Score: Raw -1822.264252 + Penalty 679.824538 = -1142.439713 nChanged 3 SP:Iteration 5F (21.350340 sec): 3 clusters Score: Raw -1832.516328 + Penalty 679.824538 = -1152.691789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.350840 sec): 2 clusters Score: Raw -891.976977 + Penalty 254.409262 = -637.567714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.351101 sec): 3 clusters Score: Raw -884.088128 + Penalty 501.209243 = -382.878884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353249 sec): 2 clusters Score: Raw -24442.815273 + Penalty 79.796642 = -24363.018631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.354713 sec): 3 clusters Score: Raw -24030.607497 + Penalty 155.084551 = -23875.522945 nChanged 288 SP:Iteration 1F (21.356131 sec): 3 clusters Score: Raw -24267.228691 + Penalty 155.057554 = -24112.171137 nChanged 71 SP:Iteration 2F (21.357541 sec): 3 clusters Score: Raw -24328.676868 + Penalty 150.770113 = -24177.906754 nChanged 53 SP:Iteration 3F (21.358908 sec): 3 clusters Score: Raw -24379.576247 + Penalty 162.796031 = -24216.780215 nChanged 43 SP:Iteration 4F (21.360280 sec): 3 clusters Score: Raw -24429.392348 + Penalty 213.624675 = -24215.767673 nChanged 19 SP:Iteration 5F (21.361646 sec): 3 clusters Score: Raw -24452.608147 + Penalty 293.618943 = -24158.989204 nChanged 8 SP:Iteration 6F (21.363005 sec): 3 clusters Score: Raw -24469.926926 + Penalty 313.930098 = -24155.996828 nChanged 1 SP:Iteration 7F (21.364350 sec): 3 clusters Score: Raw -24481.852756 + Penalty 313.930098 = -24167.922657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365169 sec): 2 clusters Score: Raw -5194.694652 + Penalty 686.840545 = -4507.854107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365617 sec): 3 clusters Score: Raw -5278.541394 + Penalty 1377.409893 = -3901.131501 nChanged 19 SP:Iteration 1F (21.366057 sec): 3 clusters Score: Raw -5332.387356 + Penalty 1376.663997 = -3955.723359 nChanged 2 SP:Iteration 2Q (21.366472 sec): 3 clusters Score: Raw -5339.672857 + Penalty 1376.142071 = -3963.530786 nChanged 1 SP:Iteration 3Q (21.366887 sec): 3 clusters Score: Raw -5342.628375 + Penalty 1376.142071 = -3966.486304 nChanged 0 SP:Iteration 4F (21.367325 sec): 3 clusters Score: Raw -5342.628375 + Penalty 1376.142071 = -3966.486304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.368397 sec): 2 clusters Score: Raw -10506.691890 + Penalty 507.377957 = -9999.313933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.369033 sec): 3 clusters Score: Raw -10416.968566 + Penalty 1015.165426 = -9401.803140 nChanged 58 SP:Iteration 1F (21.369658 sec): 3 clusters Score: Raw -10457.371268 + Penalty 1020.007249 = -9437.364019 nChanged 13 SP:Iteration 2F (21.370281 sec): 3 clusters Score: Raw -10469.883022 + Penalty 1022.904651 = -9446.978371 nChanged 10 SP:Iteration 3Q (21.370901 sec): 3 clusters Score: Raw -10484.715169 + Penalty 1029.431428 = -9455.283741 nChanged 10 SP:Iteration 4Q (21.371521 sec): 3 clusters Score: Raw -10498.653380 + Penalty 1034.481129 = -9464.172251 nChanged 4 SP:Iteration 5Q (21.372138 sec): 3 clusters Score: Raw -10504.424289 + Penalty 1042.226254 = -9462.198035 nChanged 5 SP:Iteration 6F (21.372760 sec): 3 clusters Score: Raw -10511.104387 + Penalty 1050.615082 = -9460.489304 nChanged 7 SP:Iteration 7F (21.373382 sec): 3 clusters Score: Raw -10520.832673 + Penalty 1054.718149 = -9466.114523 nChanged 2 SP:Iteration 8Q (21.373998 sec): 3 clusters Score: Raw -10524.293990 + Penalty 1064.594734 = -9459.699256 nChanged 5 SP:Iteration 9F (21.374620 sec): 3 clusters Score: Raw -10529.535688 + Penalty 1067.731707 = -9461.803981 nChanged 4 SP:Iteration 10F (21.375243 sec): 3 clusters Score: Raw -10533.422684 + Penalty 1070.521249 = -9462.901435 nChanged 3 SP:Iteration 11Q (21.375854 sec): 3 clusters Score: Raw -10537.125997 + Penalty 1074.227824 = -9462.898173 nChanged 2 SP:Iteration 12F (21.376508 sec): 3 clusters Score: Raw -10539.730416 + Penalty 1079.183724 = -9460.546692 nChanged 2 SP:Iteration 13F (21.377135 sec): 3 clusters Score: Raw -10541.469777 + Penalty 1085.165841 = -9456.303937 nChanged 2 SP:Iteration 14F (21.377756 sec): 3 clusters Score: Raw -10543.412399 + Penalty 1085.165841 = -9458.246559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378269 sec): 2 clusters Score: Raw -802.163838 + Penalty 223.408039 = -578.755799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.378520 sec): 3 clusters Score: Raw -824.512244 + Penalty 446.816079 = -377.696166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.379586 sec): 2 clusters Score: Raw -10563.255812 + Penalty 362.522491 = -10200.733321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380229 sec): 3 clusters Score: Raw -10475.923129 + Penalty 729.678095 = -9746.245034 nChanged 55 SP:Iteration 1F (21.380861 sec): 3 clusters Score: Raw -10522.236474 + Penalty 734.826187 = -9787.410287 nChanged 15 SP:Iteration 2F (21.381494 sec): 3 clusters Score: Raw -10536.017903 + Penalty 740.417152 = -9795.600751 nChanged 8 SP:Iteration 3Q (21.382120 sec): 3 clusters Score: Raw -10541.947400 + Penalty 750.882601 = -9791.064799 nChanged 9 SP:Iteration 4F (21.382749 sec): 3 clusters Score: Raw -10549.651764 + Penalty 766.402237 = -9783.249526 nChanged 10 SP:Iteration 5F (21.383365 sec): 3 clusters Score: Raw -10558.634418 + Penalty 778.195945 = -9780.438473 nChanged 9 SP:Iteration 6F (21.383975 sec): 3 clusters Score: Raw -10565.699855 + Penalty 789.293512 = -9776.406344 nChanged 6 SP:Iteration 7F (21.384585 sec): 3 clusters Score: Raw -10570.610573 + Penalty 799.480082 = -9771.130492 nChanged 7 SP:Iteration 8F (21.385195 sec): 3 clusters Score: Raw -10577.366684 + Penalty 806.044804 = -9771.321880 nChanged 4 SP:Iteration 9Q (21.385796 sec): 3 clusters Score: Raw -10580.292061 + Penalty 809.620698 = -9770.671363 nChanged 1 SP:Iteration 10F (21.386406 sec): 3 clusters Score: Raw -10584.823833 + Penalty 808.763633 = -9776.060200 nChanged 2 SP:Iteration 11Q (21.387003 sec): 3 clusters Score: Raw -10588.297136 + Penalty 807.707366 = -9780.589770 nChanged 2 SP:Iteration 12Q (21.387594 sec): 3 clusters Score: Raw -10593.893240 + Penalty 812.547763 = -9781.345477 nChanged 2 SP:Iteration 13Q (21.388181 sec): 3 clusters Score: Raw -10595.887630 + Penalty 814.755422 = -9781.132208 nChanged 2 SP:Iteration 14F (21.388791 sec): 3 clusters Score: Raw -10597.798120 + Penalty 814.755422 = -9783.042698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389431 sec): 2 clusters Score: Raw -3031.153038 + Penalty 402.844965 = -2628.308072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389769 sec): 3 clusters Score: Raw -3076.291664 + Penalty 805.689930 = -2270.601734 nChanged 8 SP:Iteration 1F (21.390101 sec): 3 clusters Score: Raw -3095.369319 + Penalty 808.720034 = -2286.649285 nChanged 3 SP:Iteration 2Q (21.390425 sec): 3 clusters Score: Raw -3100.336818 + Penalty 808.983356 = -2291.353462 nChanged 1 SP:Iteration 3Q (21.390748 sec): 3 clusters Score: Raw -3100.998926 + Penalty 808.983356 = -2292.015571 nChanged 0 SP:Iteration 4F (21.391079 sec): 3 clusters Score: Raw -3100.998926 + Penalty 808.983356 = -2292.015571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391643 sec): 2 clusters Score: Raw -1202.512317 + Penalty 367.465009 = -835.047308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.391916 sec): 3 clusters Score: Raw -1279.290643 + Penalty 732.757513 = -546.533130 nChanged 1 SP:Iteration 1Q (21.392196 sec): 3 clusters Score: Raw -1284.408042 + Penalty 732.757513 = -551.650528 nChanged 0 SP:Iteration 2F (21.392463 sec): 3 clusters Score: Raw -1284.408042 + Penalty 732.757513 = -551.650528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393393 sec): 2 clusters Score: Raw -8551.345676 + Penalty 751.840498 = -7799.505177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.393952 sec): 3 clusters Score: Raw -8590.564011 + Penalty 1504.489085 = -7086.074926 nChanged 34 SP:Iteration 1F (21.394502 sec): 3 clusters Score: Raw -8667.321402 + Penalty 1505.336503 = -7161.984899 nChanged 7 SP:Iteration 2Q (21.395034 sec): 3 clusters Score: Raw -8686.498390 + Penalty 1506.459784 = -7180.038607 nChanged 4 SP:Iteration 3Q (21.395544 sec): 3 clusters Score: Raw -8693.923405 + Penalty 1506.401927 = -7187.521478 nChanged 1 SP:Iteration 4Q (21.396051 sec): 3 clusters Score: Raw -8695.499573 + Penalty 1506.327496 = -7189.172078 nChanged 1 SP:Iteration 5Q (21.396557 sec): 3 clusters Score: Raw -8696.863046 + Penalty 1506.327496 = -7190.535551 nChanged 0 SP:Iteration 6F (21.397093 sec): 3 clusters Score: Raw -8696.863046 + Penalty 1506.327496 = -7190.535551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397720 sec): 2 clusters Score: Raw -2817.857820 + Penalty 501.457501 = -2316.400320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398052 sec): 3 clusters Score: Raw -2880.628267 + Penalty 996.095729 = -1884.532538 nChanged 2 SP:Iteration 1Q (21.398364 sec): 3 clusters Score: Raw -2891.490688 + Penalty 993.189806 = -1898.300882 nChanged 1 SP:Iteration 2Q (21.398702 sec): 3 clusters Score: Raw -2896.336871 + Penalty 993.189806 = -1903.147065 nChanged 0 SP:Iteration 3F (21.399044 sec): 3 clusters Score: Raw -2896.336871 + Penalty 993.189806 = -1903.147065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399519 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.399733 sec): 3 clusters Score: Raw -84.731206 + Penalty 127.586632 = 42.855426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.402892 sec): 2 clusters Score: Raw -22681.759307 + Penalty 657.445222 = -22024.314085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404029 sec): 3 clusters Score: Raw -22481.791307 + Penalty 1314.237726 = -21167.553580 nChanged 140 SP:Iteration 1F (21.405117 sec): 3 clusters Score: Raw -22589.539015 + Penalty 1314.351734 = -21275.187281 nChanged 31 SP:Iteration 2F (21.406204 sec): 3 clusters Score: Raw -22622.708673 + Penalty 1314.395342 = -21308.313331 nChanged 21 SP:Iteration 3Q (21.407279 sec): 3 clusters Score: Raw -22638.268390 + Penalty 1314.422826 = -21323.845564 nChanged 13 SP:Iteration 4Q (21.408355 sec): 3 clusters Score: Raw -22650.317123 + Penalty 1314.867262 = -21335.449861 nChanged 8 SP:Iteration 5Q (21.409429 sec): 3 clusters Score: Raw -22658.263746 + Penalty 1315.692155 = -21342.571591 nChanged 5 SP:Iteration 6Q (21.410500 sec): 3 clusters Score: Raw -22663.006006 + Penalty 1316.327884 = -21346.678122 nChanged 8 SP:Iteration 7Q (21.411568 sec): 3 clusters Score: Raw -22667.558393 + Penalty 1317.378949 = -21350.179445 nChanged 8 SP:Iteration 8Q (21.412635 sec): 3 clusters Score: Raw -22675.601405 + Penalty 1318.816621 = -21356.784783 nChanged 9 SP:Iteration 9Q (21.413700 sec): 3 clusters Score: Raw -22692.878110 + Penalty 1321.717150 = -21371.160960 nChanged 12 SP:Iteration 10F (21.414820 sec): 3 clusters Score: Raw -22703.556745 + Penalty 1322.303477 = -21381.253268 nChanged 3 SP:Iteration 11Q (21.415882 sec): 3 clusters Score: Raw -22706.907881 + Penalty 1322.666342 = -21384.241538 nChanged 1 SP:Iteration 12Q (21.416940 sec): 3 clusters Score: Raw -22707.072509 + Penalty 1323.183621 = -21383.888888 nChanged 1 SP:Iteration 13F (21.418025 sec): 3 clusters Score: Raw -22707.892551 + Penalty 1324.319233 = -21383.573319 nChanged 3 SP:Iteration 14F (21.419114 sec): 3 clusters Score: Raw -22710.987676 + Penalty 1326.592739 = -21384.394937 nChanged 5 SP:Iteration 15Q (21.420172 sec): 3 clusters Score: Raw -22715.372159 + Penalty 1326.555317 = -21388.816842 nChanged 2 SP:Iteration 16Q (21.421228 sec): 3 clusters Score: Raw -22718.442386 + Penalty 1326.679131 = -21391.763255 nChanged 1 SP:Iteration 17Q (21.422283 sec): 3 clusters Score: Raw -22719.635092 + Penalty 1326.536686 = -21393.098406 nChanged 3 SP:Iteration 18Q (21.423338 sec): 3 clusters Score: Raw -22720.861322 + Penalty 1326.536686 = -21394.324636 nChanged 0 SP:Iteration 19F (21.424425 sec): 3 clusters Score: Raw -22720.861322 + Penalty 1326.536686 = -21394.324636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.425729 sec): 2 clusters Score: Raw -3762.027063 + Penalty 370.721137 = -3391.305926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.426108 sec): 3 clusters Score: Raw -3757.744602 + Penalty 751.569827 = -3006.174775 nChanged 10 SP:Iteration 1F (21.426474 sec): 3 clusters Score: Raw -3775.344007 + Penalty 757.661372 = -3017.682635 nChanged 4 SP:Iteration 2F (21.426827 sec): 3 clusters Score: Raw -3780.000212 + Penalty 771.493170 = -3008.507041 nChanged 2 SP:Iteration 3F (21.427175 sec): 3 clusters Score: Raw -3780.295277 + Penalty 771.493170 = -3008.802107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.428052 sec): 2 clusters Score: Raw -1722.685846 + Penalty 302.078925 = -1420.606921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.428345 sec): 3 clusters Score: Raw -1744.780942 + Penalty 601.997515 = -1142.783427 nChanged 2 SP:Iteration 1Q (21.428645 sec): 3 clusters Score: Raw -1749.681234 + Penalty 601.997515 = -1147.683719 nChanged 0 SP:Iteration 2F (21.428950 sec): 3 clusters Score: Raw -1749.681234 + Penalty 601.997515 = -1147.683719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.430469 sec): 2 clusters Score: Raw -11024.499958 + Penalty 566.638680 = -10457.861278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.431179 sec): 3 clusters Score: Raw -10972.135435 + Penalty 1129.552205 = -9842.583229 nChanged 72 SP:Iteration 1F (21.431880 sec): 3 clusters Score: Raw -11079.572068 + Penalty 1136.053912 = -9943.518156 nChanged 26 SP:Iteration 2F (21.432579 sec): 3 clusters Score: Raw -11115.175064 + Penalty 1140.856240 = -9974.318824 nChanged 11 SP:Iteration 3Q (21.433242 sec): 3 clusters Score: Raw -11127.592426 + Penalty 1144.384457 = -9983.207969 nChanged 9 SP:Iteration 4Q (21.433894 sec): 3 clusters Score: Raw -11145.164791 + Penalty 1150.807814 = -9994.356978 nChanged 9 SP:Iteration 5Q (21.434542 sec): 3 clusters Score: Raw -11156.172664 + Penalty 1155.904438 = -10000.268226 nChanged 4 SP:Iteration 6Q (21.435187 sec): 3 clusters Score: Raw -11160.982743 + Penalty 1159.695199 = -10001.287544 nChanged 3 SP:Iteration 7Q (21.435830 sec): 3 clusters Score: Raw -11162.980676 + Penalty 1159.695199 = -10003.285476 nChanged 0 SP:Iteration 8F (21.436504 sec): 3 clusters Score: Raw -11162.980676 + Penalty 1159.695199 = -10003.285476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.437812 sec): 2 clusters Score: Raw -7844.146835 + Penalty 348.061285 = -7496.085551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.438342 sec): 3 clusters Score: Raw -7784.965472 + Penalty 697.892302 = -7087.073170 nChanged 53 SP:Iteration 1F (21.438864 sec): 3 clusters Score: Raw -7842.750231 + Penalty 698.301996 = -7144.448235 nChanged 11 SP:Iteration 2F (21.439382 sec): 3 clusters Score: Raw -7853.403402 + Penalty 698.425522 = -7154.977880 nChanged 7 SP:Iteration 3Q (21.439890 sec): 3 clusters Score: Raw -7864.318700 + Penalty 698.763588 = -7165.555112 nChanged 5 SP:Iteration 4Q (21.440395 sec): 3 clusters Score: Raw -7866.996434 + Penalty 700.799860 = -7166.196574 nChanged 4 SP:Iteration 5Q (21.440899 sec): 3 clusters Score: Raw -7877.180660 + Penalty 701.905956 = -7175.274704 nChanged 3 SP:Iteration 6Q (21.441403 sec): 3 clusters Score: Raw -7880.065448 + Penalty 702.191316 = -7177.874132 nChanged 2 SP:Iteration 7Q (21.441905 sec): 3 clusters Score: Raw -7882.953894 + Penalty 702.350084 = -7180.603809 nChanged 1 SP:Iteration 8Q (21.442407 sec): 3 clusters Score: Raw -7884.671767 + Penalty 702.350084 = -7182.321682 nChanged 0 SP:Iteration 9F (21.442925 sec): 3 clusters Score: Raw -7884.671767 + Penalty 702.350084 = -7182.321682 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.445766 sec): 2 clusters Score: Raw -31783.585382 + Penalty 368.018772 = -31415.566610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.447246 sec): 3 clusters Score: Raw -31390.718302 + Penalty 744.949190 = -30645.769112 nChanged 255 SP:Iteration 1F (21.448703 sec): 3 clusters Score: Raw -31532.910855 + Penalty 758.734725 = -30774.176130 nChanged 86 SP:Iteration 2F (21.450239 sec): 3 clusters Score: Raw -31590.484537 + Penalty 777.954135 = -30812.530402 nChanged 56 SP:Iteration 3F (21.451773 sec): 3 clusters Score: Raw -31637.615931 + Penalty 801.948536 = -30835.667395 nChanged 48 SP:Iteration 4F (21.453303 sec): 3 clusters Score: Raw -31685.623302 + Penalty 833.843677 = -30851.779625 nChanged 43 SP:Iteration 5F (21.454827 sec): 3 clusters Score: Raw -31740.491579 + Penalty 851.129050 = -30889.362529 nChanged 19 SP:Iteration 6Q (21.456258 sec): 3 clusters Score: Raw -31768.857125 + Penalty 860.922864 = -30907.934261 nChanged 14 SP:Iteration 7Q (21.457604 sec): 3 clusters Score: Raw -31779.489905 + Penalty 861.942440 = -30917.547465 nChanged 6 SP:Iteration 8Q (21.458890 sec): 3 clusters Score: Raw -31785.551050 + Penalty 865.347222 = -30920.203828 nChanged 3 SP:Iteration 9Q (21.460183 sec): 3 clusters Score: Raw -31787.485480 + Penalty 869.239077 = -30918.246403 nChanged 1 SP:Iteration 10F (21.461634 sec): 3 clusters Score: Raw -31787.367257 + Penalty 869.239077 = -30918.128181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.462214 sec): 2 clusters Score: Raw -443.134991 + Penalty 203.510873 = -239.624118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.462443 sec): 3 clusters Score: Raw -432.145097 + Penalty 408.016669 = -24.128428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.462966 sec): 2 clusters Score: Raw -1277.718997 + Penalty 352.050358 = -925.668639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.463229 sec): 3 clusters Score: Raw -1323.343873 + Penalty 691.277150 = -632.066723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.463753 sec): 2 clusters Score: Raw -1325.401090 + Penalty 286.783516 = -1038.617574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.464052 sec): 3 clusters Score: Raw -1350.922049 + Penalty 570.167433 = -780.754616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.464519 sec): 2 clusters Score: Raw -297.328487 + Penalty 137.615450 = -159.713037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.464739 sec): 3 clusters Score: Raw -302.161785 + Penalty 284.500527 = -17.661258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.465431 sec): 2 clusters Score: Raw -3683.454019 + Penalty 403.586901 = -3279.867118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.465811 sec): 3 clusters Score: Raw -3670.609936 + Penalty 808.968169 = -2861.641767 nChanged 18 SP:Iteration 1F (21.466184 sec): 3 clusters Score: Raw -3704.983732 + Penalty 813.468813 = -2891.514918 nChanged 4 SP:Iteration 2Q (21.466550 sec): 3 clusters Score: Raw -3711.996566 + Penalty 813.468813 = -2898.527753 nChanged 0 SP:Iteration 3F (21.466922 sec): 3 clusters Score: Raw -3711.996566 + Penalty 813.468813 = -2898.527753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.467376 sec): 2 clusters Score: Raw -145.996235 + Penalty 105.414623 = -40.581612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.467587 sec): 3 clusters Score: Raw -136.121753 + Penalty 203.560580 = 67.438827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.468138 sec): 2 clusters Score: Raw -1373.578282 + Penalty 327.132998 = -1046.445284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.468413 sec): 3 clusters Score: Raw -1408.069589 + Penalty 639.438000 = -768.631589 nChanged 3 SP:Iteration 1F (21.468689 sec): 3 clusters Score: Raw -1419.064562 + Penalty 639.438000 = -779.626562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.469630 sec): 2 clusters Score: Raw -623.946020 + Penalty 228.906936 = -395.039084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.469868 sec): 3 clusters Score: Raw -640.207226 + Penalty 458.771392 = -181.435834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.470738 sec): 2 clusters Score: Raw -2381.651431 + Penalty 386.447760 = -1995.203671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.471049 sec): 3 clusters Score: Raw -2391.261771 + Penalty 772.601942 = -1618.659829 nChanged 2 SP:Iteration 1Q (21.471355 sec): 3 clusters Score: Raw -2397.699922 + Penalty 772.601942 = -1625.097979 nChanged 0 SP:Iteration 2F (21.471662 sec): 3 clusters Score: Raw -2397.699922 + Penalty 772.601942 = -1625.097979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.472408 sec): 2 clusters Score: Raw -177.613631 + Penalty 107.604452 = -70.009179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.472622 sec): 3 clusters Score: Raw -171.844895 + Penalty 226.573609 = 54.728713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.473344 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.473556 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.474351 sec): 2 clusters Score: Raw -1331.144154 + Penalty 349.405720 = -981.738434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.474614 sec): 3 clusters Score: Raw -1347.651891 + Penalty 699.060013 = -648.591879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.475343 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.475537 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.476271 sec): 2 clusters Score: Raw -274.040406 + Penalty 160.189283 = -113.851123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.476489 sec): 3 clusters Score: Raw -273.621332 + Penalty 332.455385 = 58.834053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.477236 sec): 2 clusters Score: Raw -433.871174 + Penalty 231.264066 = -202.607107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.477463 sec): 3 clusters Score: Raw -441.586585 + Penalty 461.813152 = 20.226566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.478228 sec): 2 clusters Score: Raw -792.771197 + Penalty 255.572958 = -537.198240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.478473 sec): 3 clusters Score: Raw -806.279800 + Penalty 502.977017 = -303.302783 nChanged 1 SP:Iteration 1F (21.478712 sec): 3 clusters Score: Raw -809.240664 + Penalty 502.977017 = -306.263647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.479483 sec): 2 clusters Score: Raw -894.182812 + Penalty 221.431870 = -672.750942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.479725 sec): 3 clusters Score: Raw -889.294730 + Penalty 441.882112 = -447.412618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.480454 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.480651 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.481374 sec): 2 clusters Score: Raw -133.390848 + Penalty 100.120166 = -33.270682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.481585 sec): 3 clusters Score: Raw -129.454015 + Penalty 194.272423 = 64.818408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.482326 sec): 2 clusters Score: Raw -410.629307 + Penalty 161.120715 = -249.508592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.482551 sec): 3 clusters Score: Raw -410.663535 + Penalty 322.678875 = -87.984660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.483389 sec): 2 clusters Score: Raw -1794.594926 + Penalty 429.562240 = -1365.032686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.483679 sec): 3 clusters Score: Raw -1841.825106 + Penalty 859.124480 = -982.700626 nChanged 1 SP:Iteration 1Q (21.483948 sec): 3 clusters Score: Raw -1843.686768 + Penalty 859.124480 = -984.562288 nChanged 0 SP:Iteration 2F (21.484225 sec): 3 clusters Score: Raw -1843.686768 + Penalty 859.124480 = -984.562288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.484968 sec): 2 clusters Score: Raw -176.265748 + Penalty 103.789196 = -72.476552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.485182 sec): 3 clusters Score: Raw -170.365202 + Penalty 207.578392 = 37.213190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.485904 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.486099 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.486824 sec): 2 clusters Score: Raw -119.753342 + Penalty 54.034583 = -65.718759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.487029 sec): 3 clusters Score: Raw -117.573441 + Penalty 90.934923 = -26.638518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.487749 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.487944 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.488670 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.488867 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.489592 sec): 2 clusters Score: Raw -137.548597 + Penalty 100.682263 = -36.866334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.489787 sec): 2 clusters Score: Raw -137.548597 + Penalty 100.682263 = -36.866334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.490507 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.490701 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.491425 sec): 2 clusters Score: Raw -122.014336 + Penalty 65.224686 = -56.789649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.491629 sec): 3 clusters Score: Raw -118.639282 + Penalty 136.266875 = 17.627593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.492349 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.492571 sec): 3 clusters Score: Raw -83.020173 + Penalty 118.182257 = 35.162084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.493290 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.493481 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.494227 sec): 2 clusters Score: Raw -379.530127 + Penalty 154.464356 = -225.065771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.494453 sec): 3 clusters Score: Raw -379.859449 + Penalty 306.041679 = -73.817771 nChanged 0 Deleting Class 111 (40 points): Lose 195.144094 but Gain 1106.753129 Iteration 119Q (21.552015 sec): 66 clusters Score: Raw -490995.486506 + Penalty 51647.978202 = -439347.508304 nChanged 48 Deleting Class 59 (3 points): Lose 15.066823 but Gain 911.959457 Iteration 120F (21.952789 sec): 65 clusters Score: Raw -491094.557637 + Penalty 50779.413451 = -440315.144186 nChanged 17 Deleting Class 85 (2 points): Lose 2.231356 but Gain 896.868773 Iteration 121Q (22.000230 sec): 64 clusters Score: Raw -491115.824912 + Penalty 49886.959450 = -441228.865462 nChanged 8 Deleting Class 89 (11 points): Lose 95.565599 but Gain 977.220608 Iteration 122Q (22.046533 sec): 63 clusters Score: Raw -491032.594673 + Penalty 48911.837076 = -442120.757598 nChanged 16 Deleting Class 36 (65 points): Lose 270.981915 but Gain 1141.722390 Iteration 123Q (22.093121 sec): 62 clusters Score: Raw -490792.630596 + Penalty 47809.842344 = -442982.788252 nChanged 67 Deleting Class 161 (3 points): Lose 10.184293 but Gain 871.019018 Iteration 124Q (22.140362 sec): 61 clusters Score: Raw -490943.335938 + Penalty 46953.154971 = -443990.180968 nChanged 16 Deleting Class 13 (7 points): Lose 23.550496 but Gain 878.629149 Iteration 125Q (22.186086 sec): 60 clusters Score: Raw -490930.427649 + Penalty 46082.781172 = -444847.646476 nChanged 18 Deleting Class 48 (9 points): Lose 25.973383 but Gain 880.303222 Iteration 126Q (22.231779 sec): 59 clusters Score: Raw -490924.095583 + Penalty 45207.391044 = -445716.704539 nChanged 18 Deleting Class 82 (36 points): Lose 157.770558 but Gain 1010.224598 Iteration 127Q (22.277533 sec): 58 clusters Score: Raw -490780.843703 + Penalty 44244.873969 = -446535.969733 nChanged 46 Deleting Class 78 (2 points): Lose 27.388006 but Gain 871.965316 Iteration 128Q (22.325211 sec): 57 clusters Score: Raw -490824.373056 + Penalty 43449.518209 = -447374.854847 nChanged 14 Deleting Class 104 (3 points): Lose 22.511333 but Gain 866.156224 Iteration 129Q (22.370603 sec): 56 clusters Score: Raw -490826.030955 + Penalty 42636.567560 = -448189.463394 nChanged 15 Deleting Class 7 (4 points): Lose 12.027564 but Gain 849.044601 Iteration 130F (22.721735 sec): 55 clusters Score: Raw -490828.777394 + Penalty 41798.653574 = -449030.123820 nChanged 6 Deleting Class 37 (3 points): Lose 27.336654 but Gain 857.010704 Iteration 131Q (22.766892 sec): 54 clusters Score: Raw -490807.686233 + Penalty 40954.985404 = -449852.700829 nChanged 4 Deleting Class 192 (1 points): Lose 1.916864 but Gain 825.170125 Iteration 132Q (22.811626 sec): 53 clusters Score: Raw -490814.433170 + Penalty 40129.660364 = -450684.772806 nChanged 7 Deleting Class 103 (4 points): Lose 31.927529 but Gain 843.729074 Iteration 133Q (22.858201 sec): 52 clusters Score: Raw -490785.496798 + Penalty 39289.030921 = -451496.465876 nChanged 7 Deleting Class 18 (99 points): Lose 498.812805 but Gain 1307.440950 Iteration 134Q (22.903158 sec): 51 clusters Score: Raw -490294.214063 + Penalty 38181.698429 = -452112.515635 nChanged 102 Deleting Class 86 (6 points): Lose 48.075895 but Gain 849.714194 Iteration 135Q (22.948703 sec): 50 clusters Score: Raw -490552.168577 + Penalty 37415.400062 = -453136.768515 nChanged 30 Deleting Class 185 (2 points): Lose 17.989251 but Gain 810.244231 Iteration 136Q (22.992419 sec): 49 clusters Score: Raw -490567.822972 + Penalty 36621.991305 = -453945.831668 nChanged 22 Deleting Class 73 (55 points): Lose 156.727302 but Gain 945.423465 Iteration 137Q (23.036223 sec): 48 clusters Score: Raw -490428.824614 + Penalty 35705.927337 = -454722.897276 nChanged 70 Deleting Class 22 (20 points): Lose 44.984344 but Gain 830.401178 Iteration 138Q (23.080417 sec): 47 clusters Score: Raw -490476.334914 + Penalty 34889.935938 = -455586.398976 nChanged 38 Deleting Class 96 (22 points): Lose 83.349329 but Gain 865.752295 Iteration 139Q (23.125492 sec): 46 clusters Score: Raw -490432.195611 + Penalty 34025.611553 = -456406.584058 nChanged 42 Deleting Class 62 (37 points): Lose 166.629801 but Gain 899.853458 Iteration 140F (23.410983 sec): 45 clusters Score: Raw -490311.497855 + Penalty 33135.446956 = -457176.050898 nChanged 56 Deleting Class 68 (16 points): Lose 77.755210 but Gain 802.923191 Iteration 141Q (23.453726 sec): 44 clusters Score: Raw -490336.439765 + Penalty 32435.319071 = -457901.120695 nChanged 44 Deleting Class 75 (4 points): Lose 28.636078 but Gain 737.723991 Iteration 142Q (23.495855 sec): 43 clusters Score: Raw -490396.975713 + Penalty 31682.962986 = -458714.012727 nChanged 28 Deleting Class 116 (2 points): Lose 1.954449 but Gain 699.374779 Iteration 143Q (23.538914 sec): 42 clusters Score: Raw -490417.326353 + Penalty 31036.367766 = -459380.958586 nChanged 14 Deleting Class 113 (4 points): Lose 15.673477 but Gain 711.567025 Iteration 144Q (23.579954 sec): 41 clusters Score: Raw -490412.666060 + Penalty 30331.357152 = -460081.308907 nChanged 17 Deleting Class 50 (31 points): Lose 118.408819 but Gain 793.733365 Iteration 145Q (23.621177 sec): 40 clusters Score: Raw -490303.459200 + Penalty 29545.650770 = -460757.808430 nChanged 40 Deleting Class 102 (22 points): Lose 42.885106 but Gain 716.305967 Iteration 146Q (23.661718 sec): 39 clusters Score: Raw -490313.440546 + Penalty 28838.195372 = -461475.245174 nChanged 43 Deleting Class 49 (49 points): Lose 366.869981 but Gain 1038.940482 Iteration 147Q (23.702101 sec): 38 clusters Score: Raw -489983.917991 + Penalty 27832.452133 = -462151.465857 nChanged 69 Deleting Class 144 (3 points): Lose 22.578527 but Gain 694.180827 Iteration 148Q (23.743088 sec): 37 clusters Score: Raw -490159.024494 + Penalty 27176.838213 = -462982.186281 nChanged 29 Deleting Class 107 (9 points): Lose 36.656967 but Gain 696.941067 Iteration 149Q (23.782434 sec): 36 clusters Score: Raw -490160.130616 + Penalty 26490.682771 = -463669.447845 nChanged 32 Deleting Class 31 (33 points): Lose 348.399975 but Gain 998.850847 Iteration 150F (24.011318 sec): 35 clusters Score: Raw -489836.642713 + Penalty 25518.431481 = -464318.211232 nChanged 45 Deleting Class 51 (9 points): Lose 41.202154 but Gain 689.112356 Iteration 151Q (24.050976 sec): 34 clusters Score: Raw -489914.506403 + Penalty 24827.130533 = -465087.375870 nChanged 33 Deleting Class 40 (88 points): Lose 184.767030 but Gain 806.492499 Iteration 152Q (24.090167 sec): 33 clusters Score: Raw -489762.166399 + Penalty 24052.740500 = -465709.425899 nChanged 107 Deleting Class 26 (23 points): Lose 95.015309 but Gain 707.103191 Iteration 153Q (24.130375 sec): 32 clusters Score: Raw -489789.979657 + Penalty 23354.709154 = -466435.270503 nChanged 45 Deleting Class 203 (10 points): Lose 72.573526 but Gain 679.666076 Iteration 154Q (24.169766 sec): 31 clusters Score: Raw -489774.973795 + Penalty 22704.094883 = -467070.878912 nChanged 31 Deleting Class 4 (20 points): Lose 249.883515 but Gain 854.042026 Iteration 155Q (24.208449 sec): 30 clusters Score: Raw -489563.293596 + Penalty 21851.785064 = -467711.508532 nChanged 34 Deleting Class 174 (5 points): Lose 86.278214 but Gain 686.753324 Iteration 156Q (24.246607 sec): 29 clusters Score: Raw -489597.912324 + Penalty 21236.796598 = -468361.115725 nChanged 28 Deleting Class 41 (52 points): Lose 185.419683 but Gain 769.342249 Iteration 157Q (24.284938 sec): 28 clusters Score: Raw -489474.538867 + Penalty 20509.283732 = -468965.255135 nChanged 71 Deleting Class 149 (6 points): Lose 42.958456 but Gain 613.544059 Iteration 158Q (24.325337 sec): 27 clusters Score: Raw -489562.747232 + Penalty 19904.415266 = -469658.331967 nChanged 25 Deleting Class 184 (4 points): Lose 83.918923 but Gain 629.457810 Iteration 159Q (24.362955 sec): 26 clusters Score: Raw -489506.789739 + Penalty 19283.050068 = -470223.739671 nChanged 31 Deleting Class 24 (133 points): Lose 854.039218 but Gain 1335.036453 Iteration 160F (24.529193 sec): 25 clusters Score: Raw -488693.603362 + Penalty 18144.290334 = -470549.313029 nChanged 156 Deleting Class 57 (127 points): Lose 455.621812 but Gain 914.500521 Iteration 161Q (24.567399 sec): 24 clusters Score: Raw -488851.725740 + Penalty 17246.701754 = -471605.023986 nChanged 168 Deleting Class 5 (119 points): Lose 241.527545 but Gain 697.012861 Iteration 162Q (24.605112 sec): 23 clusters Score: Raw -488969.265879 + Penalty 16604.931465 = -472364.334414 nChanged 176 Deleting Class 128 (3 points): Lose 51.697639 but Gain 467.462179 Iteration 163Q (24.642212 sec): 22 clusters Score: Raw -489146.085898 + Penalty 16144.362300 = -473001.723598 nChanged 58 Deleting Class 29 (97 points): Lose 512.895026 but Gain 911.534909 Iteration 164Q (24.678779 sec): 21 clusters Score: Raw -488687.580155 + Penalty 15285.692232 = -473401.887923 nChanged 135 Deleting Class 6 (95 points): Lose 297.921636 but Gain 671.328039 Iteration 165Q (24.714833 sec): 20 clusters Score: Raw -488734.400741 + Penalty 14642.606262 = -474091.794480 nChanged 122 Deleting Class 10 (123 points): Lose 426.152101 but Gain 590.089384 Iteration 166Q (24.750093 sec): 19 clusters Score: Raw -488520.770958 + Penalty 14084.152520 = -474436.618438 nChanged 159 Deleting Class 27 (287 points): Lose 518.320105 but Gain 664.455313 Iteration 167Q (24.784539 sec): 18 clusters Score: Raw -488250.153340 + Penalty 13409.649043 = -474840.504297 nChanged 324 Deleting Class 2 (66 points): Lose 330.046091 but Gain 429.929041 Iteration 168Q (24.819078 sec): 17 clusters Score: Raw -488365.147662 + Penalty 12980.045406 = -475385.102256 nChanged 138 Iteration 169Q (24.852653 sec): 17 clusters Score: Raw -488499.256992 + Penalty 12992.970683 = -475506.286309 nChanged 60 Iteration 170F (24.964065 sec): 17 clusters Score: Raw -488547.709874 + Penalty 12934.474951 = -475613.234922 nChanged 36 Iteration 171Q (24.997013 sec): 17 clusters Score: Raw -488571.654687 + Penalty 12948.296754 = -475623.357933 nChanged 31 Iteration 172Q (25.030108 sec): 17 clusters Score: Raw -488592.360180 + Penalty 12958.922305 = -475633.437875 nChanged 23 Iteration 173Q (25.063834 sec): 17 clusters Score: Raw -488606.997833 + Penalty 12967.723412 = -475639.274421 nChanged 23 Iteration 174Q (25.096886 sec): 17 clusters Score: Raw -488615.398442 + Penalty 12963.971421 = -475651.427021 nChanged 19 Iteration 175Q (25.129538 sec): 17 clusters Score: Raw -488621.101154 + Penalty 12964.396146 = -475656.705008 nChanged 13 Iteration 176Q (25.162626 sec): 17 clusters Score: Raw -488627.058677 + Penalty 12963.001804 = -475664.056872 nChanged 12 Iteration 177Q (25.195348 sec): 17 clusters Score: Raw -488630.572546 + Penalty 12965.256846 = -475665.315701 nChanged 9 Iteration 178Q (25.227896 sec): 17 clusters Score: Raw -488635.025966 + Penalty 12969.293907 = -475665.732059 nChanged 6 Iteration 179Q (25.261094 sec): 17 clusters Score: Raw -488638.326525 + Penalty 12968.815140 = -475669.511385 nChanged 7 Iteration 180F (25.371195 sec): 17 clusters Score: Raw -488640.087025 + Penalty 12970.016414 = -475670.070611 nChanged 6 Iteration 181Q (25.404377 sec): 17 clusters Score: Raw -488650.233581 + Penalty 12969.339316 = -475680.894265 nChanged 6 Iteration 182Q (25.438073 sec): 17 clusters Score: Raw -488651.624687 + Penalty 12968.549522 = -475683.075165 nChanged 4 Iteration 183Q (25.471641 sec): 17 clusters Score: Raw -488652.506544 + Penalty 12969.563093 = -475682.943451 nChanged 2 Iteration 184F (25.582917 sec): 17 clusters Score: Raw -488652.621331 + Penalty 12969.988002 = -475682.633329 nChanged 1 Iteration 185F (25.693406 sec): 17 clusters Score: Raw -488652.674753 + Penalty 12969.988002 = -475682.686751 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -488652.674753 + Penalty 12969.988002 = -475682.686751Memory request: 0.03 GB would take us to total of 0.16 GB. Trying to split cluster 1 (6514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.746811 sec): 2 clusters Score: Raw -245667.659657 + Penalty 262.070013 = -245405.589644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759350 sec): 3 clusters Score: Raw -241385.575307 + Penalty 528.444531 = -240857.130775 nChanged 2987 SP:Iteration 1F (25.771171 sec): 3 clusters Score: Raw -243141.625960 + Penalty 558.953258 = -242582.672701 nChanged 1052 SP:Iteration 2F (25.782806 sec): 3 clusters Score: Raw -244163.020321 + Penalty 589.730765 = -243573.289556 nChanged 567 SP:Iteration 3F (25.794492 sec): 3 clusters Score: Raw -244715.510878 + Penalty 599.557141 = -244115.953737 nChanged 331 SP:Iteration 4F (25.806216 sec): 3 clusters Score: Raw -245020.850299 + Penalty 594.856812 = -244425.993487 nChanged 224 SP:Iteration 5Q (25.817324 sec): 3 clusters Score: Raw -245268.360126 + Penalty 579.356011 = -244689.004114 nChanged 119 SP:Iteration 6Q (25.827257 sec): 3 clusters Score: Raw -245415.233452 + Penalty 567.385264 = -244847.848188 nChanged 62 SP:Iteration 7Q (25.836889 sec): 3 clusters Score: Raw -245481.930407 + Penalty 556.665560 = -244925.264847 nChanged 38 SP:Iteration 8Q (25.846402 sec): 3 clusters Score: Raw -245508.887527 + Penalty 549.825827 = -244959.061700 nChanged 31 SP:Iteration 9Q (25.856537 sec): 3 clusters Score: Raw -245524.306706 + Penalty 542.715955 = -244981.590751 nChanged 24 SP:Iteration 10F (25.868151 sec): 3 clusters Score: Raw -245535.168311 + Penalty 541.060524 = -244994.107787 nChanged 15 SP:Iteration 11Q (25.877506 sec): 3 clusters Score: Raw -245538.399256 + Penalty 539.398091 = -244999.001165 nChanged 12 SP:Iteration 12Q (25.886885 sec): 3 clusters Score: Raw -245540.602791 + Penalty 539.220244 = -245001.382548 nChanged 12 SP:Iteration 13Q (25.896209 sec): 3 clusters Score: Raw -245542.808854 + Penalty 541.108752 = -245001.700102 nChanged 12 SP:Iteration 14Q (25.905576 sec): 3 clusters Score: Raw -245546.095718 + Penalty 540.932086 = -245005.163632 nChanged 11 SP:Iteration 15Q (25.914883 sec): 3 clusters Score: Raw -245548.227124 + Penalty 540.838004 = -245007.389120 nChanged 6 SP:Iteration 16Q (25.924218 sec): 3 clusters Score: Raw -245549.657053 + Penalty 540.096739 = -245009.560313 nChanged 5 SP:Iteration 17Q (25.933661 sec): 3 clusters Score: Raw -245550.669640 + Penalty 540.540705 = -245010.128935 nChanged 9 SP:Iteration 18Q (25.942986 sec): 3 clusters Score: Raw -245552.502019 + Penalty 539.270797 = -245013.231222 nChanged 10 SP:Iteration 19Q (25.952436 sec): 3 clusters Score: Raw -245555.025711 + Penalty 538.258929 = -245016.766782 nChanged 9 SP:Iteration 20F (25.964312 sec): 3 clusters Score: Raw -245557.265744 + Penalty 535.917554 = -245021.348190 nChanged 8 SP:Iteration 21Q (25.973599 sec): 3 clusters Score: Raw -245561.584837 + Penalty 528.947569 = -245032.637268 nChanged 15 SP:Iteration 22Q (25.982873 sec): 3 clusters Score: Raw -245567.970195 + Penalty 526.001627 = -245041.968567 nChanged 17 SP:Iteration 23Q (25.992177 sec): 3 clusters Score: Raw -245576.255298 + Penalty 525.978123 = -245050.277175 nChanged 15 SP:Iteration 24Q (26.001420 sec): 3 clusters Score: Raw -245580.656376 + Penalty 527.017336 = -245053.639039 nChanged 12 SP:Iteration 25Q (26.010797 sec): 3 clusters Score: Raw -245583.425173 + Penalty 524.412466 = -245059.012707 nChanged 12 SP:Iteration 26Q (26.020378 sec): 3 clusters Score: Raw -245587.210254 + Penalty 526.888134 = -245060.322120 nChanged 10 SP:Iteration 27Q (26.029674 sec): 3 clusters Score: Raw -245589.768876 + Penalty 524.009255 = -245065.759621 nChanged 14 SP:Iteration 28Q (26.038900 sec): 3 clusters Score: Raw -245594.231038 + Penalty 522.279607 = -245071.951431 nChanged 13 SP:Iteration 29Q (26.048154 sec): 3 clusters Score: Raw -245599.311291 + Penalty 516.127059 = -245083.184232 nChanged 11 SP:Iteration 30F (26.060147 sec): 3 clusters Score: Raw -245603.172208 + Penalty 514.054400 = -245089.117807 nChanged 13 SP:Iteration 31Q (26.069428 sec): 3 clusters Score: Raw -245607.421428 + Penalty 516.307727 = -245091.113701 nChanged 9 SP:Iteration 32Q (26.078641 sec): 3 clusters Score: Raw -245609.644409 + Penalty 510.820733 = -245098.823676 nChanged 8 SP:Iteration 33Q (26.087883 sec): 3 clusters Score: Raw -245612.799513 + Penalty 510.342240 = -245102.457273 nChanged 8 SP:Iteration 34Q (26.097216 sec): 3 clusters Score: Raw -245616.886872 + Penalty 509.444045 = -245107.442827 nChanged 12 SP:Iteration 35Q (26.106448 sec): 3 clusters Score: Raw -245622.099568 + Penalty 504.352719 = -245117.746849 nChanged 14 SP:Iteration 36Q (26.115635 sec): 3 clusters Score: Raw -245628.955654 + Penalty 495.501666 = -245133.453988 nChanged 10 SP:Iteration 37Q (26.124850 sec): 3 clusters Score: Raw -245632.580773 + Penalty 487.153714 = -245145.427058 nChanged 8 SP:Iteration 38Q (26.134166 sec): 3 clusters Score: Raw -245639.134844 + Penalty 471.242948 = -245167.891896 nChanged 14 SP:Iteration 39Q (26.143377 sec): 3 clusters Score: Raw -245651.615120 + Penalty 451.405089 = -245200.210030 nChanged 13 SP:Iteration 40F (26.155062 sec): 3 clusters Score: Raw -245667.700484 + Penalty 429.824624 = -245237.875860 nChanged 18 SP:Iteration 41Q (26.164741 sec): 3 clusters Score: Raw -245684.294300 + Penalty 410.130821 = -245274.163479 nChanged 12 SP:Iteration 42Q (26.174037 sec): 3 clusters Score: Raw -245698.157133 + Penalty 398.682565 = -245299.474568 nChanged 12 SP:Iteration 43Q (26.183257 sec): 3 clusters Score: Raw -245711.033281 + Penalty 384.767471 = -245326.265809 nChanged 13 SP:Iteration 44Q (26.192417 sec): 3 clusters Score: Raw -245720.300662 + Penalty 377.787729 = -245342.512932 nChanged 15 SP:Iteration 45Q (26.201523 sec): 3 clusters Score: Raw -245724.131416 + Penalty 375.871005 = -245348.260412 nChanged 3 SP:Iteration 46Q (26.210755 sec): 3 clusters Score: Raw -245724.645886 + Penalty 376.254359 = -245348.391527 nChanged 1 SP:Iteration 47Q (26.219857 sec): 3 clusters Score: Raw -245724.662464 + Penalty 376.254359 = -245348.408106 nChanged 0 SP:Iteration 48F (26.231582 sec): 3 clusters Score: Raw -245724.662464 + Penalty 376.254359 = -245348.408106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.235805 sec): 2 clusters Score: Raw -9378.291196 + Penalty 107.434217 = -9270.856979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.236399 sec): 3 clusters Score: Raw -9240.196979 + Penalty 218.382712 = -9021.814267 nChanged 90 SP:Iteration 1F (26.236985 sec): 3 clusters Score: Raw -9330.595284 + Penalty 212.787574 = -9117.807710 nChanged 20 SP:Iteration 2F (26.237573 sec): 3 clusters Score: Raw -9347.287733 + Penalty 202.564520 = -9144.723212 nChanged 11 SP:Iteration 3F (26.238140 sec): 3 clusters Score: Raw -9353.313783 + Penalty 197.109758 = -9156.204025 nChanged 8 SP:Iteration 4Q (26.238672 sec): 3 clusters Score: Raw -9360.506975 + Penalty 194.820491 = -9165.686484 nChanged 5 SP:Iteration 5Q (26.239197 sec): 3 clusters Score: Raw -9364.383974 + Penalty 200.350968 = -9164.033006 nChanged 7 SP:Iteration 6F (26.239740 sec): 3 clusters Score: Raw -9369.478238 + Penalty 204.588738 = -9164.889500 nChanged 6 SP:Iteration 7Q (26.240247 sec): 3 clusters Score: Raw -9371.435726 + Penalty 202.723719 = -9168.712007 nChanged 3 SP:Iteration 8Q (26.240748 sec): 3 clusters Score: Raw -9371.598638 + Penalty 186.678713 = -9184.919924 nChanged 4 SP:Iteration 9Q (26.241239 sec): 3 clusters Score: Raw -9375.124668 + Penalty 107.434217 = -9267.690451 nChanged 2 SP:Iteration 10F (26.241712 sec): 2 clusters Score: Raw -9378.291196 + Penalty 107.434217 = -9270.856979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.242927 sec): 2 clusters Score: Raw -12873.180341 + Penalty 767.955284 = -12105.225057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.243638 sec): 3 clusters Score: Raw -12811.344523 + Penalty 1542.138088 = -11269.206435 nChanged 64 SP:Iteration 1F (26.244340 sec): 3 clusters Score: Raw -12884.510427 + Penalty 1548.950812 = -11335.559615 nChanged 19 SP:Iteration 2F (26.245040 sec): 3 clusters Score: Raw -12932.965359 + Penalty 1554.225651 = -11378.739708 nChanged 14 SP:Iteration 3Q (26.245720 sec): 3 clusters Score: Raw -12967.546385 + Penalty 1554.837366 = -11412.709019 nChanged 7 SP:Iteration 4Q (26.246392 sec): 3 clusters Score: Raw -12982.458209 + Penalty 1557.448224 = -11425.009986 nChanged 7 SP:Iteration 5Q (26.247058 sec): 3 clusters Score: Raw -12992.694580 + Penalty 1556.422612 = -11436.271968 nChanged 2 SP:Iteration 6Q (26.247725 sec): 3 clusters Score: Raw -12994.548409 + Penalty 1555.830313 = -11438.718096 nChanged 1 SP:Iteration 7Q (26.248387 sec): 3 clusters Score: Raw -12995.894993 + Penalty 1555.402988 = -11440.492005 nChanged 1 SP:Iteration 8Q (26.249051 sec): 3 clusters Score: Raw -12997.407535 + Penalty 1557.400490 = -11440.007044 nChanged 2 SP:Iteration 9F (26.249748 sec): 3 clusters Score: Raw -13002.408622 + Penalty 1557.400490 = -11445.008132 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 9 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.257346 sec): 2 clusters Score: Raw -61376.420066 + Penalty 369.423533 = -61006.996533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.260209 sec): 3 clusters Score: Raw -60496.452571 + Penalty 735.917561 = -59760.535010 nChanged 609 SP:Iteration 1F (26.263093 sec): 3 clusters Score: Raw -60847.314386 + Penalty 726.606136 = -60120.708250 nChanged 213 SP:Iteration 2F (26.266058 sec): 3 clusters Score: Raw -61007.267083 + Penalty 715.619004 = -60291.648079 nChanged 138 SP:Iteration 3F (26.268833 sec): 3 clusters Score: Raw -61113.106189 + Penalty 705.276290 = -60407.829898 nChanged 102 SP:Iteration 4F (26.271558 sec): 3 clusters Score: Raw -61187.404529 + Penalty 693.069716 = -60494.334813 nChanged 88 SP:Iteration 5F (26.274292 sec): 3 clusters Score: Raw -61274.002969 + Penalty 682.868354 = -60591.134616 nChanged 64 SP:Iteration 6Q (26.276992 sec): 3 clusters Score: Raw -61334.439836 + Penalty 679.271263 = -60655.168573 nChanged 46 SP:Iteration 7Q (26.279641 sec): 3 clusters Score: Raw -61373.664739 + Penalty 669.597276 = -60704.067463 nChanged 28 SP:Iteration 8Q (26.282206 sec): 3 clusters Score: Raw -61399.908912 + Penalty 681.770068 = -60718.138845 nChanged 14 SP:Iteration 9Q (26.284666 sec): 3 clusters Score: Raw -61410.136045 + Penalty 683.732945 = -60726.403100 nChanged 3 SP:Iteration 10F (26.287388 sec): 3 clusters Score: Raw -61411.768914 + Penalty 688.805400 = -60722.963515 nChanged 2 SP:Iteration 11F (26.290106 sec): 3 clusters Score: Raw -61412.695846 + Penalty 688.735480 = -60723.960366 nChanged 2 SP:Iteration 12Q (26.292472 sec): 3 clusters Score: Raw -61414.096232 + Penalty 694.586202 = -60719.510030 nChanged 2 SP:Iteration 13F (26.295194 sec): 3 clusters Score: Raw -61415.291603 + Penalty 698.797359 = -60716.494244 nChanged 2 SP:Iteration 14F (26.297912 sec): 3 clusters Score: Raw -61416.622990 + Penalty 706.941951 = -60709.681038 nChanged 3 SP:Iteration 15F (26.300628 sec): 3 clusters Score: Raw -61419.488320 + Penalty 710.217109 = -60709.271211 nChanged 2 SP:Iteration 16F (26.303356 sec): 3 clusters Score: Raw -61423.803016 + Penalty 712.791612 = -60711.011404 nChanged 1 SP:Iteration 17Q (26.305667 sec): 3 clusters Score: Raw -61426.289235 + Penalty 715.562625 = -60710.726610 nChanged 1 SP:Iteration 18F (26.308383 sec): 3 clusters Score: Raw -61428.060602 + Penalty 717.261620 = -60710.798982 nChanged 2 SP:Iteration 19Q (26.310688 sec): 3 clusters Score: Raw -61429.084563 + Penalty 717.261620 = -60711.822943 nChanged 0 SP:Iteration 20F (26.313403 sec): 3 clusters Score: Raw -61429.084563 + Penalty 717.261620 = -60711.822943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315621 sec): 2 clusters Score: Raw -11826.227088 + Penalty 889.485963 = -10936.741125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316414 sec): 3 clusters Score: Raw -11869.288782 + Penalty 1786.507840 = -10082.780942 nChanged 67 SP:Iteration 1F (26.317191 sec): 3 clusters Score: Raw -12044.951840 + Penalty 1791.771129 = -10253.180711 nChanged 18 SP:Iteration 2F (26.317971 sec): 3 clusters Score: Raw -12082.978832 + Penalty 1793.166628 = -10289.812204 nChanged 11 SP:Iteration 3Q (26.318695 sec): 3 clusters Score: Raw -12102.896419 + Penalty 1793.361722 = -10309.534697 nChanged 1 SP:Iteration 4Q (26.319413 sec): 3 clusters Score: Raw -12104.865925 + Penalty 1793.361722 = -10311.504203 nChanged 0 SP:Iteration 5F (26.320191 sec): 3 clusters Score: Raw -12104.865925 + Penalty 1793.361722 = -10311.504203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.320957 sec): 2 clusters Score: Raw -4200.831789 + Penalty 530.394323 = -3670.437466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.321376 sec): 3 clusters Score: Raw -4301.696143 + Penalty 1053.590514 = -3248.105629 nChanged 17 SP:Iteration 1F (26.321787 sec): 3 clusters Score: Raw -4354.604108 + Penalty 1042.525331 = -3312.078777 nChanged 5 SP:Iteration 2Q (26.322177 sec): 3 clusters Score: Raw -4368.019328 + Penalty 1040.595031 = -3327.424297 nChanged 1 SP:Iteration 3Q (26.322564 sec): 3 clusters Score: Raw -4371.729292 + Penalty 1038.153544 = -3333.575747 nChanged 2 SP:Iteration 4Q (26.322950 sec): 3 clusters Score: Raw -4379.623451 + Penalty 1036.944478 = -3342.678973 nChanged 1 SP:Iteration 5Q (26.323334 sec): 3 clusters Score: Raw -4381.987306 + Penalty 1036.944478 = -3345.042829 nChanged 0 SP:Iteration 6F (26.323744 sec): 3 clusters Score: Raw -4381.987306 + Penalty 1036.944478 = -3345.042829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324945 sec): 2 clusters Score: Raw -11302.911322 + Penalty 357.569353 = -10945.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.325681 sec): 3 clusters Score: Raw -11186.227051 + Penalty 718.366862 = -10467.860189 nChanged 80 SP:Iteration 1F (26.326403 sec): 3 clusters Score: Raw -11234.580978 + Penalty 726.546689 = -10508.034289 nChanged 28 SP:Iteration 2F (26.327125 sec): 3 clusters Score: Raw -11270.986280 + Penalty 740.405083 = -10530.581197 nChanged 23 SP:Iteration 3F (26.327850 sec): 3 clusters Score: Raw -11292.713700 + Penalty 749.192385 = -10543.521315 nChanged 12 SP:Iteration 4Q (26.328564 sec): 3 clusters Score: Raw -11301.129075 + Penalty 757.594362 = -10543.534713 nChanged 7 SP:Iteration 5Q (26.329277 sec): 3 clusters Score: Raw -11308.672103 + Penalty 768.165123 = -10540.506980 nChanged 9 SP:Iteration 6F (26.329998 sec): 3 clusters Score: Raw -11319.712165 + Penalty 782.455923 = -10537.256242 nChanged 7 SP:Iteration 7F (26.330719 sec): 3 clusters Score: Raw -11328.419439 + Penalty 789.988609 = -10538.430830 nChanged 5 SP:Iteration 8Q (26.331424 sec): 3 clusters Score: Raw -11334.347735 + Penalty 797.741191 = -10536.606543 nChanged 3 SP:Iteration 9F (26.332143 sec): 3 clusters Score: Raw -11338.054068 + Penalty 799.728855 = -10538.325212 nChanged 2 SP:Iteration 10F (26.332864 sec): 3 clusters Score: Raw -11341.771285 + Penalty 799.006679 = -10542.764606 nChanged 1 SP:Iteration 11Q (26.333565 sec): 3 clusters Score: Raw -11343.960317 + Penalty 798.916457 = -10545.043859 nChanged 1 SP:Iteration 12Q (26.334294 sec): 3 clusters Score: Raw -11344.477566 + Penalty 798.916457 = -10545.561109 nChanged 0 SP:Iteration 13F (26.335014 sec): 3 clusters Score: Raw -11344.477566 + Penalty 798.916457 = -10545.561109 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.338049 sec): 2 clusters Score: Raw -34850.516000 + Penalty 342.238572 = -34508.277428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.339868 sec): 3 clusters Score: Raw -34372.870047 + Penalty 687.524807 = -33685.345240 nChanged 377 SP:Iteration 1F (26.341610 sec): 3 clusters Score: Raw -34703.675528 + Penalty 691.249785 = -34012.425743 nChanged 115 SP:Iteration 2F (26.343349 sec): 3 clusters Score: Raw -34827.940160 + Penalty 684.268846 = -34143.671315 nChanged 55 SP:Iteration 3F (26.345129 sec): 3 clusters Score: Raw -34884.557879 + Penalty 682.901554 = -34201.656325 nChanged 34 SP:Iteration 4Q (26.347005 sec): 3 clusters Score: Raw -34914.258966 + Penalty 679.639727 = -34234.619239 nChanged 22 SP:Iteration 5Q (26.348880 sec): 3 clusters Score: Raw -34930.326404 + Penalty 677.134845 = -34253.191559 nChanged 11 SP:Iteration 6Q (26.350664 sec): 3 clusters Score: Raw -34937.888350 + Penalty 673.791502 = -34264.096848 nChanged 5 SP:Iteration 7Q (26.352423 sec): 3 clusters Score: Raw -34940.450479 + Penalty 669.351458 = -34271.099021 nChanged 8 SP:Iteration 8Q (26.354150 sec): 3 clusters Score: Raw -34944.830579 + Penalty 662.608669 = -34282.221910 nChanged 6 SP:Iteration 9Q (26.355871 sec): 3 clusters Score: Raw -34948.322594 + Penalty 658.405076 = -34289.917518 nChanged 7 SP:Iteration 10F (26.357611 sec): 3 clusters Score: Raw -34951.667975 + Penalty 658.584873 = -34293.083102 nChanged 2 SP:Iteration 11Q (26.359359 sec): 3 clusters Score: Raw -34952.550197 + Penalty 659.813897 = -34292.736300 nChanged 1 SP:Iteration 12F (26.361162 sec): 3 clusters Score: Raw -34952.942012 + Penalty 660.987887 = -34291.954124 nChanged 1 SP:Iteration 13F (26.363037 sec): 3 clusters Score: Raw -34953.523398 + Penalty 660.987887 = -34292.535511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.364191 sec): 2 clusters Score: Raw -7862.184757 + Penalty 425.707691 = -7436.477066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.364851 sec): 3 clusters Score: Raw -7806.092709 + Penalty 850.145808 = -6955.946901 nChanged 63 SP:Iteration 1F (26.365481 sec): 3 clusters Score: Raw -7901.624620 + Penalty 850.529292 = -7051.095328 nChanged 19 SP:Iteration 2F (26.366127 sec): 3 clusters Score: Raw -7942.213993 + Penalty 849.083388 = -7093.130605 nChanged 8 SP:Iteration 3Q (26.366750 sec): 3 clusters Score: Raw -7955.339484 + Penalty 849.031646 = -7106.307838 nChanged 2 SP:Iteration 4Q (26.367373 sec): 3 clusters Score: Raw -7956.343625 + Penalty 848.186915 = -7108.156710 nChanged 1 SP:Iteration 5Q (26.367988 sec): 3 clusters Score: Raw -7957.114405 + Penalty 848.186915 = -7108.927490 nChanged 0 SP:Iteration 6F (26.368635 sec): 3 clusters Score: Raw -7957.114405 + Penalty 848.186915 = -7108.927490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.371087 sec): 2 clusters Score: Raw -24084.167012 + Penalty 79.464588 = -24004.702424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.372504 sec): 3 clusters Score: Raw -23695.887163 + Penalty 159.144252 = -23536.742910 nChanged 284 SP:Iteration 1F (26.373850 sec): 3 clusters Score: Raw -23949.252552 + Penalty 158.883499 = -23790.369053 nChanged 66 SP:Iteration 2F (26.375177 sec): 3 clusters Score: Raw -23996.942834 + Penalty 158.652862 = -23838.289972 nChanged 37 SP:Iteration 3F (26.376576 sec): 3 clusters Score: Raw -24023.794838 + Penalty 158.442679 = -23865.352158 nChanged 26 SP:Iteration 4Q (26.377872 sec): 3 clusters Score: Raw -24041.808026 + Penalty 158.965392 = -23882.842634 nChanged 14 SP:Iteration 5Q (26.379161 sec): 3 clusters Score: Raw -24045.723373 + Penalty 159.422053 = -23886.301320 nChanged 8 SP:Iteration 6Q (26.380452 sec): 3 clusters Score: Raw -24048.597630 + Penalty 160.182810 = -23888.414821 nChanged 9 SP:Iteration 7Q (26.381726 sec): 3 clusters Score: Raw -24051.908208 + Penalty 160.866658 = -23891.041550 nChanged 8 SP:Iteration 8Q (26.382999 sec): 3 clusters Score: Raw -24055.852355 + Penalty 161.734688 = -23894.117668 nChanged 7 SP:Iteration 9Q (26.384272 sec): 3 clusters Score: Raw -24058.940955 + Penalty 162.922538 = -23896.018417 nChanged 9 SP:Iteration 10F (26.385595 sec): 3 clusters Score: Raw -24062.484146 + Penalty 164.239456 = -23898.244690 nChanged 9 SP:Iteration 11Q (26.386854 sec): 3 clusters Score: Raw -24064.881346 + Penalty 164.802498 = -23900.078848 nChanged 4 SP:Iteration 12Q (26.388155 sec): 3 clusters Score: Raw -24066.435913 + Penalty 165.413018 = -23901.022895 nChanged 4 SP:Iteration 13Q (26.389407 sec): 3 clusters Score: Raw -24067.116534 + Penalty 166.215082 = -23900.901452 nChanged 5 SP:Iteration 14F (26.390729 sec): 3 clusters Score: Raw -24068.042437 + Penalty 167.239405 = -23900.803032 nChanged 6 SP:Iteration 15F (26.392051 sec): 3 clusters Score: Raw -24069.627141 + Penalty 168.095011 = -23901.532130 nChanged 7 SP:Iteration 16Q (26.393295 sec): 3 clusters Score: Raw -24072.381678 + Penalty 169.025480 = -23903.356198 nChanged 6 SP:Iteration 17Q (26.394543 sec): 3 clusters Score: Raw -24075.666996 + Penalty 170.078930 = -23905.588066 nChanged 6 SP:Iteration 18Q (26.395778 sec): 3 clusters Score: Raw -24078.549664 + Penalty 170.290891 = -23908.258774 nChanged 1 SP:Iteration 19Q (26.397011 sec): 3 clusters Score: Raw -24078.702468 + Penalty 170.692644 = -23908.009824 nChanged 3 SP:Iteration 20F (26.398353 sec): 3 clusters Score: Raw -24081.107207 + Penalty 171.146611 = -23909.960597 nChanged 3 SP:Iteration 21Q (26.399578 sec): 3 clusters Score: Raw -24082.494435 + Penalty 171.146611 = -23911.347824 nChanged 0 SP:Iteration 22F (26.400899 sec): 3 clusters Score: Raw -24082.494435 + Penalty 171.146611 = -23911.347824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.405596 sec): 2 clusters Score: Raw -17520.573519 + Penalty 629.773676 = -16890.799844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.406576 sec): 3 clusters Score: Raw -17345.536726 + Penalty 1276.180980 = -16069.355746 nChanged 110 SP:Iteration 1F (26.407497 sec): 3 clusters Score: Raw -17467.319420 + Penalty 1294.040948 = -16173.278472 nChanged 48 SP:Iteration 2F (26.408415 sec): 3 clusters Score: Raw -17526.769391 + Penalty 1306.392162 = -16220.377229 nChanged 22 SP:Iteration 3F (26.409330 sec): 3 clusters Score: Raw -17552.187737 + Penalty 1312.816553 = -16239.371184 nChanged 8 SP:Iteration 4Q (26.410222 sec): 3 clusters Score: Raw -17559.914649 + Penalty 1313.827366 = -16246.087283 nChanged 6 SP:Iteration 5Q (26.411114 sec): 3 clusters Score: Raw -17565.829943 + Penalty 1318.441184 = -16247.388759 nChanged 4 SP:Iteration 6Q (26.412004 sec): 3 clusters Score: Raw -17569.586195 + Penalty 1321.561998 = -16248.024197 nChanged 2 SP:Iteration 7Q (26.412891 sec): 3 clusters Score: Raw -17570.760094 + Penalty 1321.561998 = -16249.198097 nChanged 0 SP:Iteration 8F (26.413805 sec): 3 clusters Score: Raw -17570.760094 + Penalty 1321.561998 = -16249.198097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.414993 sec): 2 clusters Score: Raw -9358.022970 + Penalty 754.169744 = -8603.853226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.415590 sec): 3 clusters Score: Raw -9443.997571 + Penalty 1521.870464 = -7922.127107 nChanged 36 SP:Iteration 1F (26.416212 sec): 3 clusters Score: Raw -9539.109308 + Penalty 1530.506845 = -8008.602463 nChanged 12 SP:Iteration 2F (26.416798 sec): 3 clusters Score: Raw -9561.924626 + Penalty 1532.002279 = -8029.922347 nChanged 5 SP:Iteration 3Q (26.417348 sec): 3 clusters Score: Raw -9570.078892 + Penalty 1533.624974 = -8036.453918 nChanged 1 SP:Iteration 4Q (26.417887 sec): 3 clusters Score: Raw -9574.176061 + Penalty 1533.138274 = -8041.037787 nChanged 1 SP:Iteration 5Q (26.418421 sec): 3 clusters Score: Raw -9578.380939 + Penalty 1533.138274 = -8045.242665 nChanged 0 SP:Iteration 6F (26.419008 sec): 3 clusters Score: Raw -9578.380939 + Penalty 1533.138274 = -8045.242665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 38 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.422076 sec): 2 clusters Score: Raw -23931.912980 + Penalty 728.336166 = -23203.576814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.423273 sec): 3 clusters Score: Raw -23732.984113 + Penalty 1460.153692 = -22272.830421 nChanged 149 SP:Iteration 1F (26.424442 sec): 3 clusters Score: Raw -23846.069144 + Penalty 1463.442694 = -22382.626449 nChanged 24 SP:Iteration 2Q (26.425597 sec): 3 clusters Score: Raw -23871.670187 + Penalty 1469.904837 = -22401.765351 nChanged 22 SP:Iteration 3Q (26.426749 sec): 3 clusters Score: Raw -23890.723439 + Penalty 1477.207206 = -22413.516233 nChanged 21 SP:Iteration 4Q (26.427903 sec): 3 clusters Score: Raw -23911.828931 + Penalty 1487.422748 = -22424.406183 nChanged 19 SP:Iteration 5Q (26.429048 sec): 3 clusters Score: Raw -23931.193664 + Penalty 1498.335855 = -22432.857809 nChanged 17 SP:Iteration 6Q (26.430191 sec): 3 clusters Score: Raw -23951.701391 + Penalty 1511.070225 = -22440.631166 nChanged 14 SP:Iteration 7Q (26.431404 sec): 3 clusters Score: Raw -23968.724211 + Penalty 1528.812664 = -22439.911547 nChanged 15 SP:Iteration 8F (26.432586 sec): 3 clusters Score: Raw -23985.221951 + Penalty 1547.252648 = -22437.969303 nChanged 14 SP:Iteration 9F (26.433799 sec): 3 clusters Score: Raw -24006.284713 + Penalty 1563.334450 = -22442.950263 nChanged 12 SP:Iteration 10F (26.435020 sec): 3 clusters Score: Raw -24026.644342 + Penalty 1570.327086 = -22456.317256 nChanged 3 SP:Iteration 11Q (26.436173 sec): 3 clusters Score: Raw -24030.560840 + Penalty 1574.830732 = -22455.730108 nChanged 4 SP:Iteration 12F (26.437412 sec): 3 clusters Score: Raw -24036.787577 + Penalty 1579.399990 = -22457.387587 nChanged 3 SP:Iteration 13Q (26.438527 sec): 3 clusters Score: Raw -24042.277706 + Penalty 1581.114243 = -22461.163462 nChanged 2 SP:Iteration 14Q (26.439621 sec): 3 clusters Score: Raw -24046.455314 + Penalty 1581.593057 = -22464.862257 nChanged 1 SP:Iteration 15Q (26.440714 sec): 3 clusters Score: Raw -24048.516459 + Penalty 1581.839648 = -22466.676811 nChanged 1 SP:Iteration 16Q (26.441832 sec): 3 clusters Score: Raw -24051.479213 + Penalty 1584.274748 = -22467.204465 nChanged 2 SP:Iteration 17Q (26.442974 sec): 3 clusters Score: Raw -24055.279654 + Penalty 1588.599163 = -22466.680491 nChanged 3 SP:Iteration 18F (26.444190 sec): 3 clusters Score: Raw -24061.363935 + Penalty 1588.251896 = -22473.112038 nChanged 1 SP:Iteration 19Q (26.445329 sec): 3 clusters Score: Raw -24062.721712 + Penalty 1588.370666 = -22474.351046 nChanged 2 SP:Iteration 20F (26.446546 sec): 3 clusters Score: Raw -24067.026700 + Penalty 1589.058879 = -22477.967821 nChanged 5 SP:Iteration 21Q (26.447681 sec): 3 clusters Score: Raw -24076.384813 + Penalty 1589.672517 = -22486.712296 nChanged 3 SP:Iteration 22Q (26.448806 sec): 3 clusters Score: Raw -24081.282210 + Penalty 1590.224420 = -22491.057790 nChanged 1 SP:Iteration 23Q (26.449875 sec): 3 clusters Score: Raw -24084.672175 + Penalty 1590.559844 = -22494.112332 nChanged 1 SP:Iteration 24Q (26.450942 sec): 3 clusters Score: Raw -24086.545237 + Penalty 1590.559844 = -22495.985393 nChanged 0 SP:Iteration 25F (26.452133 sec): 3 clusters Score: Raw -24086.545237 + Penalty 1590.559844 = -22495.985393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.453130 sec): 2 clusters Score: Raw -6466.570154 + Penalty 624.920191 = -5841.649962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.453672 sec): 3 clusters Score: Raw -6491.667374 + Penalty 1240.388536 = -5251.278837 nChanged 32 SP:Iteration 1F (26.454197 sec): 3 clusters Score: Raw -6555.013725 + Penalty 1237.236230 = -5317.777495 nChanged 11 SP:Iteration 2F (26.454719 sec): 3 clusters Score: Raw -6593.906452 + Penalty 1230.913236 = -5362.993216 nChanged 5 SP:Iteration 3Q (26.455218 sec): 3 clusters Score: Raw -6599.456508 + Penalty 1229.698130 = -5369.758378 nChanged 1 SP:Iteration 4Q (26.455718 sec): 3 clusters Score: Raw -6602.236052 + Penalty 1229.425226 = -5372.810826 nChanged 1 SP:Iteration 5Q (26.456219 sec): 3 clusters Score: Raw -6603.597936 + Penalty 1228.932975 = -5374.664961 nChanged 1 SP:Iteration 6Q (26.456717 sec): 3 clusters Score: Raw -6605.957767 + Penalty 1227.064866 = -5378.892901 nChanged 1 SP:Iteration 7Q (26.457203 sec): 3 clusters Score: Raw -6613.436863 + Penalty 1228.207173 = -5385.229690 nChanged 1 SP:Iteration 8Q (26.457709 sec): 3 clusters Score: Raw -6614.737979 + Penalty 1228.207173 = -5386.530806 nChanged 0 SP:Iteration 9F (26.458220 sec): 3 clusters Score: Raw -6614.737979 + Penalty 1228.207173 = -5386.530806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.459180 sec): 2 clusters Score: Raw -8721.362104 + Penalty 378.543556 = -8342.818547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.459777 sec): 3 clusters Score: Raw -8652.093225 + Penalty 761.904130 = -7890.189095 nChanged 57 SP:Iteration 1F (26.460352 sec): 3 clusters Score: Raw -8704.027698 + Penalty 769.842916 = -7934.184782 nChanged 23 SP:Iteration 2F (26.460925 sec): 3 clusters Score: Raw -8744.495440 + Penalty 781.548557 = -7962.946883 nChanged 19 SP:Iteration 3F (26.461497 sec): 3 clusters Score: Raw -8772.068139 + Penalty 803.475714 = -7968.592426 nChanged 14 SP:Iteration 4F (26.462070 sec): 3 clusters Score: Raw -8790.766768 + Penalty 825.041296 = -7965.725472 nChanged 7 SP:Iteration 5F (26.462645 sec): 3 clusters Score: Raw -8801.352060 + Penalty 842.282438 = -7959.069621 nChanged 4 SP:Iteration 6F (26.463209 sec): 3 clusters Score: Raw -8807.457092 + Penalty 844.406822 = -7963.050270 nChanged 1 SP:Iteration 7Q (26.463768 sec): 3 clusters Score: Raw -8808.573998 + Penalty 844.406822 = -7964.167176 nChanged 0 SP:Iteration 8F (26.464341 sec): 3 clusters Score: Raw -8808.573998 + Penalty 844.406822 = -7964.167176 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.467257 sec): 2 clusters Score: Raw -37123.853535 + Penalty 407.277617 = -36716.575918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.469043 sec): 3 clusters Score: Raw -36643.609129 + Penalty 819.244281 = -35824.364848 nChanged 328 SP:Iteration 1F (26.470799 sec): 3 clusters Score: Raw -36844.155915 + Penalty 833.701796 = -36010.454118 nChanged 101 SP:Iteration 2F (26.472551 sec): 3 clusters Score: Raw -36925.630824 + Penalty 848.360983 = -36077.269841 nChanged 66 SP:Iteration 3F (26.474186 sec): 3 clusters Score: Raw -37000.517337 + Penalty 870.172050 = -36130.345287 nChanged 51 SP:Iteration 4F (26.475817 sec): 3 clusters Score: Raw -37052.537680 + Penalty 894.516746 = -36158.020934 nChanged 37 SP:Iteration 5Q (26.477376 sec): 3 clusters Score: Raw -37085.463658 + Penalty 911.078958 = -36174.384700 nChanged 22 SP:Iteration 6Q (26.478879 sec): 3 clusters Score: Raw -37103.362640 + Penalty 918.369601 = -36184.993039 nChanged 17 SP:Iteration 7Q (26.480380 sec): 3 clusters Score: Raw -37120.652860 + Penalty 924.254261 = -36196.398599 nChanged 10 SP:Iteration 8Q (26.481814 sec): 3 clusters Score: Raw -37133.475069 + Penalty 933.922402 = -36199.552667 nChanged 9 SP:Iteration 9Q (26.483226 sec): 3 clusters Score: Raw -37140.599179 + Penalty 936.735883 = -36203.863297 nChanged 6 SP:Iteration 10F (26.484892 sec): 3 clusters Score: Raw -37146.463282 + Penalty 947.367616 = -36199.095665 nChanged 6 SP:Iteration 11F (26.486553 sec): 3 clusters Score: Raw -37152.085433 + Penalty 953.533727 = -36198.551706 nChanged 5 SP:Iteration 12F (26.488185 sec): 3 clusters Score: Raw -37156.674525 + Penalty 956.260954 = -36200.413570 nChanged 2 SP:Iteration 13Q (26.489568 sec): 3 clusters Score: Raw -37157.792681 + Penalty 958.262545 = -36199.530135 nChanged 1 SP:Iteration 14F (26.491200 sec): 3 clusters Score: Raw -37157.829693 + Penalty 958.262545 = -36199.567148 nChanged 0 Time taken for this iteration:26.128551 seconds. 300->17 Clusters: Score -475682.686751, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 186 (time per iteration =142.513581 ms) Total iterations: 1451 (time per iteration =18.268453 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2233100625.000000 (time per metric unit =11.870278ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 55827515625.000000 (time per metric unit=474.811134ps) That took 26.507526 seconds. FileBase PeterP-2013-09-04_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 0.17 and 0.25 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 18149 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 18149 points ------ Starting initial clusters from distinct float masks Not enough masks (186) to generate starting clusters (300), so starting with (187) clusters instead. Assigned 187 initial classes from 186 unique masks. Deleting Class 167 (6 points): Lose 29.778015 but Gain 1570.545784 Iteration 0F (2.073208 sec): 186 clusters Score: Raw -582554.698706 + Penalty 174764.561346 = -407790.137360 nChanged 3385 Deleting Class 102 (2 points): Lose 29.879231 but Gain 1552.159758 Iteration 1F (3.591461 sec): 180 clusters Score: Raw -586355.450019 + Penalty 173269.549017 = -413085.901002 nChanged 1060 Deleting Class 161 (1 points): Lose 3.545159 but Gain 1519.407492 Iteration 2F (5.077170 sec): 179 clusters Score: Raw -587567.551748 + Penalty 170184.575355 = -417382.976393 nChanged 688 Deleting Class 178 (1 points): Lose 1.942122 but Gain 1515.734213 Iteration 3Q (5.232387 sec): 176 clusters Score: Raw -588215.711240 + Penalty 167973.336846 = -420242.374394 nChanged 513 Deleting Class 79 (2 points): Lose 21.393508 but Gain 1522.029562 Iteration 4Q (5.371688 sec): 174 clusters Score: Raw -588642.154324 + Penalty 166529.286610 = -422112.867714 nChanged 459 Deleting Class 150 (4 points): Lose 68.829747 but Gain 1560.366099 Iteration 5Q (5.505057 sec): 173 clusters Score: Raw -588939.784372 + Penalty 164933.224393 = -424006.559979 nChanged 419 Deleting Class 144 (1 points): Lose 9.992841 but Gain 1493.324094 Iteration 6Q (5.633020 sec): 172 clusters Score: Raw -589286.105948 + Penalty 163472.192852 = -425813.913096 nChanged 362 Deleting Class 26 (2 points): Lose 29.294819 but Gain 1495.636300 Iteration 7Q (5.755926 sec): 171 clusters Score: Raw -589527.691620 + Penalty 162034.571629 = -427493.119991 nChanged 322 Deleting Class 171 (4 points): Lose 74.456098 but Gain 1492.556024 Iteration 8Q (5.874137 sec): 170 clusters Score: Raw -589654.638318 + Penalty 160589.400030 = -429065.238288 nChanged 293 Deleting Class 143 (2 points): Lose 16.887395 but Gain 1409.619569 Iteration 9Q (5.990367 sec): 169 clusters Score: Raw -589819.149937 + Penalty 159183.319762 = -430635.830175 nChanged 233 Deleting Class 96 (4 points): Lose 68.892067 but Gain 1455.739448 Iteration 10F (7.380254 sec): 168 clusters Score: Raw -589857.309548 + Penalty 157755.198573 = -432102.110975 nChanged 209 Deleting Class 176 (1 points): Lose 41.621459 but Gain 1427.453948 Iteration 11Q (7.491175 sec): 167 clusters Score: Raw -589924.158672 + Penalty 156704.674272 = -433219.484400 nChanged 156 Deleting Class 155 (2 points): Lose 6.795965 but Gain 1377.601790 Iteration 12Q (7.596662 sec): 166 clusters Score: Raw -589963.599048 + Penalty 155322.961760 = -434640.637288 nChanged 144 Deleting Class 56 (2 points): Lose 22.924735 but Gain 1382.929285 Iteration 13Q (7.702050 sec): 165 clusters Score: Raw -590002.607037 + Penalty 153957.575342 = -436045.031695 nChanged 141 Deleting Class 186 (1 points): Lose 2.068619 but Gain 1362.035960 Iteration 14Q (7.806317 sec): 164 clusters Score: Raw -590084.656151 + Penalty 152778.800629 = -437305.855522 nChanged 126 Deleting Class 108 (1 points): Lose 3.376004 but Gain 1355.161906 Iteration 15Q (7.908680 sec): 163 clusters Score: Raw -590135.452635 + Penalty 151461.044649 = -438674.407986 nChanged 103 Deleting Class 125 (4 points): Lose 88.891116 but Gain 1432.697151 Iteration 16Q (8.009081 sec): 162 clusters Score: Raw -590085.553546 + Penalty 150260.438381 = -439825.115165 nChanged 111 Deleting Class 119 (3 points): Lose 52.982502 but Gain 1387.472275 Iteration 17Q (8.109821 sec): 161 clusters Score: Raw -590109.038592 + Penalty 149000.696100 = -441108.342492 nChanged 102 Deleting Class 99 (2 points): Lose 32.951848 but Gain 1338.751245 Iteration 18Q (8.208691 sec): 160 clusters Score: Raw -590139.657516 + Penalty 147691.802342 = -442447.855173 nChanged 115 Deleting Class 162 (1 points): Lose 4.344700 but Gain 1293.724316 Iteration 19Q (8.308177 sec): 159 clusters Score: Raw -590169.210431 + Penalty 146409.538995 = -443759.671437 nChanged 100 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -590169.210431 + Penalty 146409.538995 = -443759.671437Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.374303 sec): 2 clusters Score: Raw -23340.248120 + Penalty 218.594232 = -23121.653888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.375695 sec): 3 clusters Score: Raw -22953.222822 + Penalty 437.604838 = -22515.617984 nChanged 268 SP:Iteration 1F (8.377040 sec): 3 clusters Score: Raw -23194.400032 + Penalty 435.516690 = -22758.883342 nChanged 85 SP:Iteration 2F (8.378403 sec): 3 clusters Score: Raw -23246.398169 + Penalty 431.102462 = -22815.295706 nChanged 50 SP:Iteration 3F (8.379764 sec): 3 clusters Score: Raw -23285.154895 + Penalty 427.523483 = -22857.631411 nChanged 28 SP:Iteration 4Q (8.381074 sec): 3 clusters Score: Raw -23312.029728 + Penalty 418.593143 = -22893.436585 nChanged 27 SP:Iteration 5Q (8.382357 sec): 3 clusters Score: Raw -23325.837137 + Penalty 415.222755 = -22910.614382 nChanged 17 SP:Iteration 6Q (8.383627 sec): 3 clusters Score: Raw -23333.783592 + Penalty 412.254733 = -22921.528859 nChanged 12 SP:Iteration 7Q (8.384882 sec): 3 clusters Score: Raw -23338.454171 + Penalty 407.769353 = -22930.684818 nChanged 9 SP:Iteration 8Q (8.386108 sec): 3 clusters Score: Raw -23342.954428 + Penalty 404.276186 = -22938.678242 nChanged 10 SP:Iteration 9Q (8.387335 sec): 3 clusters Score: Raw -23351.642271 + Penalty 390.659126 = -22960.983145 nChanged 17 SP:Iteration 10F (8.388693 sec): 3 clusters Score: Raw -23376.385172 + Penalty 383.184699 = -22993.200473 nChanged 10 SP:Iteration 11Q (8.389907 sec): 3 clusters Score: Raw -23386.288753 + Penalty 374.016594 = -23012.272158 nChanged 10 SP:Iteration 12Q (8.391108 sec): 3 clusters Score: Raw -23401.043921 + Penalty 364.673251 = -23036.370670 nChanged 14 SP:Iteration 13Q (8.392304 sec): 3 clusters Score: Raw -23416.603161 + Penalty 359.484913 = -23057.118248 nChanged 5 SP:Iteration 14Q (8.393486 sec): 3 clusters Score: Raw -23419.654647 + Penalty 359.484913 = -23060.169734 nChanged 0 SP:Iteration 15F (8.394824 sec): 3 clusters Score: Raw -23419.654647 + Penalty 359.484913 = -23060.169734 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.403786 sec): 2 clusters Score: Raw -71379.390432 + Penalty 326.459895 = -71052.930537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.407267 sec): 3 clusters Score: Raw -70292.410934 + Penalty 654.241549 = -69638.169385 nChanged 772 SP:Iteration 1F (8.410711 sec): 3 clusters Score: Raw -70728.201442 + Penalty 655.990087 = -70072.211354 nChanged 196 SP:Iteration 2F (8.414125 sec): 3 clusters Score: Raw -70897.068303 + Penalty 657.671814 = -70239.396489 nChanged 173 SP:Iteration 3F (8.417523 sec): 3 clusters Score: Raw -71062.910070 + Penalty 659.902187 = -70403.007883 nChanged 154 SP:Iteration 4F (8.420928 sec): 3 clusters Score: Raw -71294.650855 + Penalty 659.474815 = -70635.176040 nChanged 124 SP:Iteration 5F (8.424317 sec): 3 clusters Score: Raw -71568.219522 + Penalty 654.886521 = -70913.333001 nChanged 114 SP:Iteration 6F (8.427697 sec): 3 clusters Score: Raw -71652.619770 + Penalty 650.288919 = -71002.330851 nChanged 69 SP:Iteration 7Q (8.430928 sec): 3 clusters Score: Raw -71685.247207 + Penalty 646.932450 = -71038.314757 nChanged 41 SP:Iteration 8Q (8.434144 sec): 3 clusters Score: Raw -71700.727571 + Penalty 644.031818 = -71056.695753 nChanged 36 SP:Iteration 9Q (8.437365 sec): 3 clusters Score: Raw -71718.045144 + Penalty 639.742872 = -71078.302272 nChanged 53 SP:Iteration 10F (8.440751 sec): 3 clusters Score: Raw -71748.307802 + Penalty 635.756790 = -71112.551012 nChanged 62 SP:Iteration 11Q (8.443950 sec): 3 clusters Score: Raw -71783.126549 + Penalty 632.295009 = -71150.831540 nChanged 61 SP:Iteration 12Q (8.447129 sec): 3 clusters Score: Raw -71820.134863 + Penalty 629.099488 = -71191.035375 nChanged 61 SP:Iteration 13Q (8.450293 sec): 3 clusters Score: Raw -71857.061624 + Penalty 626.333844 = -71230.727780 nChanged 52 SP:Iteration 14Q (8.453427 sec): 3 clusters Score: Raw -71885.256026 + Penalty 626.177694 = -71259.078332 nChanged 52 SP:Iteration 15Q (8.456542 sec): 3 clusters Score: Raw -71918.416696 + Penalty 625.331466 = -71293.085230 nChanged 43 SP:Iteration 16Q (8.459636 sec): 3 clusters Score: Raw -71948.787537 + Penalty 626.751776 = -71322.035761 nChanged 44 SP:Iteration 17Q (8.462785 sec): 3 clusters Score: Raw -71975.813401 + Penalty 629.313741 = -71346.499660 nChanged 31 SP:Iteration 18Q (8.465941 sec): 3 clusters Score: Raw -71996.273657 + Penalty 633.437718 = -71362.835939 nChanged 33 SP:Iteration 19Q (8.469216 sec): 3 clusters Score: Raw -72027.908821 + Penalty 641.651478 = -71386.257343 nChanged 41 SP:Iteration 20F (8.472754 sec): 3 clusters Score: Raw -72103.312370 + Penalty 652.221601 = -71451.090769 nChanged 35 SP:Iteration 21Q (8.475689 sec): 3 clusters Score: Raw -72220.588648 + Penalty 654.032350 = -71566.556298 nChanged 14 SP:Iteration 22Q (8.478355 sec): 3 clusters Score: Raw -72259.123908 + Penalty 655.124283 = -71603.999625 nChanged 4 SP:Iteration 23Q (8.480974 sec): 3 clusters Score: Raw -72266.177325 + Penalty 654.882985 = -71611.294341 nChanged 2 SP:Iteration 24Q (8.483585 sec): 3 clusters Score: Raw -72268.032729 + Penalty 654.882985 = -71613.149744 nChanged 0 SP:Iteration 25F (8.486990 sec): 3 clusters Score: Raw -72268.032729 + Penalty 654.882985 = -71613.149744 nChanged 0 Score: Raw -606493.771312 + Penalty 146837.310877 = -459656.460435 Splitting cluster 2 changes total score from -443759.671437 to -459656.460435 So it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.793541 sec): 2 clusters Score: Raw -8183.072492 + Penalty 141.017434 = -8042.055058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.794161 sec): 3 clusters Score: Raw -8056.843256 + Penalty 285.554291 = -7771.288964 nChanged 91 SP:Iteration 1F (9.794762 sec): 3 clusters Score: Raw -8148.977395 + Penalty 316.153087 = -7832.824308 nChanged 26 SP:Iteration 2F (9.795360 sec): 3 clusters Score: Raw -8181.957378 + Penalty 332.982630 = -7848.974748 nChanged 5 SP:Iteration 3Q (9.795960 sec): 3 clusters Score: Raw -8186.350635 + Penalty 335.512646 = -7850.837988 nChanged 1 SP:Iteration 4Q (9.796552 sec): 3 clusters Score: Raw -8187.925622 + Penalty 335.512646 = -7852.412976 nChanged 0 SP:Iteration 5F (9.797207 sec): 3 clusters Score: Raw -8187.925622 + Penalty 335.512646 = -7852.412976 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.801753 sec): 2 clusters Score: Raw -52924.989516 + Penalty 122.150577 = -52802.838940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.804652 sec): 3 clusters Score: Raw -51948.314319 + Penalty 248.915903 = -51699.398416 nChanged 688 SP:Iteration 1F (9.807405 sec): 3 clusters Score: Raw -52601.746337 + Penalty 250.135208 = -52351.611129 nChanged 198 SP:Iteration 2F (9.810159 sec): 3 clusters Score: Raw -52739.667929 + Penalty 250.257257 = -52489.410672 nChanged 84 SP:Iteration 3F (9.812905 sec): 3 clusters Score: Raw -52782.237609 + Penalty 250.240743 = -52531.996866 nChanged 47 SP:Iteration 4Q (9.815642 sec): 3 clusters Score: Raw -52798.426522 + Penalty 250.383885 = -52548.042637 nChanged 24 SP:Iteration 5Q (9.818375 sec): 3 clusters Score: Raw -52804.747572 + Penalty 250.165043 = -52554.582529 nChanged 15 SP:Iteration 6Q (9.821134 sec): 3 clusters Score: Raw -52808.324692 + Penalty 250.166618 = -52558.158074 nChanged 16 SP:Iteration 7Q (9.823869 sec): 3 clusters Score: Raw -52813.283627 + Penalty 249.132868 = -52564.150760 nChanged 15 SP:Iteration 8Q (9.826602 sec): 3 clusters Score: Raw -52820.514440 + Penalty 248.799559 = -52571.714881 nChanged 12 SP:Iteration 9Q (9.829391 sec): 3 clusters Score: Raw -52824.455942 + Penalty 248.224489 = -52576.231453 nChanged 14 SP:Iteration 10F (9.832184 sec): 3 clusters Score: Raw -52828.001443 + Penalty 248.483724 = -52579.517719 nChanged 6 SP:Iteration 11Q (9.834915 sec): 3 clusters Score: Raw -52828.619760 + Penalty 248.542691 = -52580.077070 nChanged 5 SP:Iteration 12Q (9.837645 sec): 3 clusters Score: Raw -52829.977958 + Penalty 248.293883 = -52581.684075 nChanged 7 SP:Iteration 13Q (9.840377 sec): 3 clusters Score: Raw -52831.655908 + Penalty 248.025803 = -52583.630106 nChanged 10 SP:Iteration 14Q (9.843103 sec): 3 clusters Score: Raw -52834.234307 + Penalty 247.448118 = -52586.786190 nChanged 7 SP:Iteration 15Q (9.845820 sec): 3 clusters Score: Raw -52840.798438 + Penalty 247.894120 = -52592.904319 nChanged 12 SP:Iteration 16Q (9.848522 sec): 3 clusters Score: Raw -52848.925689 + Penalty 247.821328 = -52601.104362 nChanged 12 SP:Iteration 17Q (9.851200 sec): 3 clusters Score: Raw -52854.450094 + Penalty 248.570982 = -52605.879112 nChanged 16 SP:Iteration 18Q (9.853853 sec): 3 clusters Score: Raw -52857.454689 + Penalty 249.101183 = -52608.353506 nChanged 9 SP:Iteration 19Q (9.856498 sec): 3 clusters Score: Raw -52859.063502 + Penalty 248.860705 = -52610.202797 nChanged 9 SP:Iteration 20F (9.859254 sec): 3 clusters Score: Raw -52860.672269 + Penalty 249.594181 = -52611.078088 nChanged 9 SP:Iteration 21Q (9.861929 sec): 3 clusters Score: Raw -52862.061179 + Penalty 249.610453 = -52612.450725 nChanged 10 SP:Iteration 22Q (9.864562 sec): 3 clusters Score: Raw -52864.014932 + Penalty 248.337173 = -52615.677759 nChanged 9 SP:Iteration 23Q (9.867183 sec): 3 clusters Score: Raw -52866.726344 + Penalty 249.147522 = -52617.578822 nChanged 9 SP:Iteration 24Q (9.869798 sec): 3 clusters Score: Raw -52869.495362 + Penalty 247.846662 = -52621.648701 nChanged 16 SP:Iteration 25Q (9.872391 sec): 3 clusters Score: Raw -52878.357957 + Penalty 246.543736 = -52631.814222 nChanged 17 SP:Iteration 26Q (9.874962 sec): 3 clusters Score: Raw -52886.159104 + Penalty 245.756674 = -52640.402430 nChanged 16 SP:Iteration 27Q (9.877496 sec): 3 clusters Score: Raw -52893.061870 + Penalty 244.020686 = -52649.041184 nChanged 14 SP:Iteration 28Q (9.880006 sec): 3 clusters Score: Raw -52898.979693 + Penalty 242.737934 = -52656.241759 nChanged 12 SP:Iteration 29Q (9.882490 sec): 3 clusters Score: Raw -52902.346039 + Penalty 242.536575 = -52659.809464 nChanged 13 SP:Iteration 30F (9.885230 sec): 3 clusters Score: Raw -52905.021397 + Penalty 242.970801 = -52662.050595 nChanged 5 SP:Iteration 31Q (9.887720 sec): 3 clusters Score: Raw -52906.343778 + Penalty 243.481888 = -52662.861890 nChanged 5 SP:Iteration 32Q (9.890170 sec): 3 clusters Score: Raw -52909.048680 + Penalty 239.635432 = -52669.413248 nChanged 6 SP:Iteration 33Q (9.892611 sec): 3 clusters Score: Raw -52910.400195 + Penalty 235.448839 = -52674.951356 nChanged 4 SP:Iteration 34Q (9.895093 sec): 3 clusters Score: Raw -52912.370661 + Penalty 232.860763 = -52679.509898 nChanged 6 SP:Iteration 35Q (9.897583 sec): 3 clusters Score: Raw -52915.318434 + Penalty 231.548153 = -52683.770281 nChanged 7 SP:Iteration 36Q (9.900103 sec): 3 clusters Score: Raw -52918.241342 + Penalty 230.134149 = -52688.107193 nChanged 8 SP:Iteration 37Q (9.902597 sec): 3 clusters Score: Raw -52921.450441 + Penalty 227.975027 = -52693.475414 nChanged 10 SP:Iteration 38Q (9.905088 sec): 3 clusters Score: Raw -52924.044777 + Penalty 227.785419 = -52696.259358 nChanged 4 SP:Iteration 39Q (9.907533 sec): 3 clusters Score: Raw -52925.127319 + Penalty 223.920840 = -52701.206479 nChanged 5 SP:Iteration 40F (9.910315 sec): 3 clusters Score: Raw -52926.183217 + Penalty 223.240143 = -52702.943073 nChanged 6 SP:Iteration 41Q (9.912681 sec): 3 clusters Score: Raw -52928.020324 + Penalty 223.022820 = -52704.997504 nChanged 5 SP:Iteration 42Q (9.915040 sec): 3 clusters Score: Raw -52928.813709 + Penalty 222.168945 = -52706.644764 nChanged 2 SP:Iteration 43Q (9.917435 sec): 3 clusters Score: Raw -52929.077130 + Penalty 222.447802 = -52706.629328 nChanged 1 SP:Iteration 44F (9.920273 sec): 3 clusters Score: Raw -52929.422335 + Penalty 221.524254 = -52707.898080 nChanged 1 SP:Iteration 45Q (9.922638 sec): 3 clusters Score: Raw -52929.841487 + Penalty 221.155469 = -52708.686018 nChanged 2 SP:Iteration 46Q (9.924986 sec): 3 clusters Score: Raw -52930.169630 + Penalty 221.023705 = -52709.145925 nChanged 1 SP:Iteration 47Q (9.927326 sec): 3 clusters Score: Raw -52930.170063 + Penalty 221.023705 = -52709.146358 nChanged 0 SP:Iteration 48F (9.930113 sec): 3 clusters Score: Raw -52930.170063 + Penalty 221.023705 = -52709.146358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.930685 sec): 2 clusters Score: Raw -398.021448 + Penalty 285.050237 = -112.971212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.930910 sec): 3 clusters Score: Raw -390.433610 + Penalty 580.697653 = 190.264043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.931561 sec): 2 clusters Score: Raw -2686.983878 + Penalty 701.840501 = -1985.143377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.931914 sec): 3 clusters Score: Raw -2858.487535 + Penalty 1404.574006 = -1453.913528 nChanged 1 SP:Iteration 1Q (9.932240 sec): 3 clusters Score: Raw -2861.432201 + Penalty 1404.574006 = -1456.858195 nChanged 0 SP:Iteration 2F (9.932583 sec): 3 clusters Score: Raw -2861.432201 + Penalty 1404.574006 = -1456.858195 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.942944 sec): 2 clusters Score: Raw -78958.485200 + Penalty 334.627532 = -78623.857667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.947040 sec): 3 clusters Score: Raw -77574.382707 + Penalty 668.390243 = -76905.992464 nChanged 970 SP:Iteration 1F (9.951054 sec): 3 clusters Score: Raw -78086.221188 + Penalty 667.667224 = -77418.553964 nChanged 306 SP:Iteration 2F (9.955054 sec): 3 clusters Score: Raw -78269.664610 + Penalty 672.982422 = -77596.682189 nChanged 203 SP:Iteration 3F (9.959050 sec): 3 clusters Score: Raw -78424.699225 + Penalty 683.089940 = -77741.609285 nChanged 174 SP:Iteration 4F (9.963085 sec): 3 clusters Score: Raw -78535.903098 + Penalty 689.878861 = -77846.024237 nChanged 114 SP:Iteration 5F (9.967237 sec): 3 clusters Score: Raw -78595.160097 + Penalty 695.163484 = -77899.996613 nChanged 97 SP:Iteration 6Q (9.971382 sec): 3 clusters Score: Raw -78668.645151 + Penalty 700.066428 = -77968.578723 nChanged 73 SP:Iteration 7Q (9.975382 sec): 3 clusters Score: Raw -78726.924001 + Penalty 703.115717 = -78023.808284 nChanged 58 SP:Iteration 8Q (9.979347 sec): 3 clusters Score: Raw -78775.152537 + Penalty 704.811545 = -78070.340992 nChanged 64 SP:Iteration 9Q (9.983290 sec): 3 clusters Score: Raw -78811.655305 + Penalty 706.315612 = -78105.339694 nChanged 48 SP:Iteration 10F (9.987271 sec): 3 clusters Score: Raw -78835.643246 + Penalty 708.595940 = -78127.047306 nChanged 34 SP:Iteration 11Q (9.991142 sec): 3 clusters Score: Raw -78849.207407 + Penalty 712.228400 = -78136.979007 nChanged 26 SP:Iteration 12Q (9.995020 sec): 3 clusters Score: Raw -78856.932521 + Penalty 714.918243 = -78142.014278 nChanged 18 SP:Iteration 13Q (9.998967 sec): 3 clusters Score: Raw -78862.642069 + Penalty 717.237022 = -78145.405046 nChanged 15 SP:Iteration 14Q (10.002828 sec): 3 clusters Score: Raw -78870.203226 + Penalty 719.121852 = -78151.081374 nChanged 19 SP:Iteration 15Q (10.006717 sec): 3 clusters Score: Raw -78876.391962 + Penalty 721.225743 = -78155.166219 nChanged 19 SP:Iteration 16Q (10.010597 sec): 3 clusters Score: Raw -78882.110705 + Penalty 722.930194 = -78159.180511 nChanged 25 SP:Iteration 17Q (10.014430 sec): 3 clusters Score: Raw -78889.432116 + Penalty 724.266486 = -78165.165629 nChanged 21 SP:Iteration 18Q (10.018173 sec): 3 clusters Score: Raw -78894.415739 + Penalty 726.115827 = -78168.299912 nChanged 22 SP:Iteration 19Q (10.021899 sec): 3 clusters Score: Raw -78899.663954 + Penalty 727.135013 = -78172.528941 nChanged 14 SP:Iteration 20F (10.025872 sec): 3 clusters Score: Raw -78902.905247 + Penalty 727.533477 = -78175.371769 nChanged 12 SP:Iteration 21Q (10.029570 sec): 3 clusters Score: Raw -78905.096816 + Penalty 728.873158 = -78176.223658 nChanged 17 SP:Iteration 22Q (10.033271 sec): 3 clusters Score: Raw -78908.832509 + Penalty 730.654145 = -78178.178364 nChanged 17 SP:Iteration 23Q (10.036953 sec): 3 clusters Score: Raw -78912.406396 + Penalty 732.501477 = -78179.904919 nChanged 21 SP:Iteration 24Q (10.040630 sec): 3 clusters Score: Raw -78917.445391 + Penalty 733.505070 = -78183.940321 nChanged 12 SP:Iteration 25Q (10.044274 sec): 3 clusters Score: Raw -78919.563036 + Penalty 734.194290 = -78185.368746 nChanged 7 SP:Iteration 26Q (10.047907 sec): 3 clusters Score: Raw -78921.573576 + Penalty 735.289444 = -78186.284132 nChanged 8 SP:Iteration 27Q (10.051536 sec): 3 clusters Score: Raw -78923.307617 + Penalty 736.197336 = -78187.110281 nChanged 10 SP:Iteration 28Q (10.055149 sec): 3 clusters Score: Raw -78925.389300 + Penalty 737.700343 = -78187.688958 nChanged 8 SP:Iteration 29Q (10.058756 sec): 3 clusters Score: Raw -78927.118517 + Penalty 738.513533 = -78188.604984 nChanged 9 SP:Iteration 30F (10.062731 sec): 3 clusters Score: Raw -78928.557559 + Penalty 738.705227 = -78189.852332 nChanged 12 SP:Iteration 31Q (10.066354 sec): 3 clusters Score: Raw -78930.435494 + Penalty 739.166469 = -78191.269025 nChanged 6 SP:Iteration 32Q (10.069940 sec): 3 clusters Score: Raw -78931.018060 + Penalty 739.876324 = -78191.141737 nChanged 7 SP:Iteration 33F (10.073911 sec): 3 clusters Score: Raw -78932.590906 + Penalty 739.826338 = -78192.764568 nChanged 10 SP:Iteration 34Q (10.077486 sec): 3 clusters Score: Raw -78934.350124 + Penalty 740.165999 = -78194.184125 nChanged 7 SP:Iteration 35Q (10.081050 sec): 3 clusters Score: Raw -78935.213361 + Penalty 740.157413 = -78195.055948 nChanged 1 SP:Iteration 36Q (10.084604 sec): 3 clusters Score: Raw -78935.361913 + Penalty 740.582112 = -78194.779801 nChanged 1 SP:Iteration 37F (10.088572 sec): 3 clusters Score: Raw -78935.440958 + Penalty 740.819429 = -78194.621529 nChanged 2 SP:Iteration 38F (10.092545 sec): 3 clusters Score: Raw -78935.851853 + Penalty 740.888152 = -78194.963700 nChanged 2 SP:Iteration 39Q (10.096122 sec): 3 clusters Score: Raw -78936.152472 + Penalty 741.532088 = -78194.620384 nChanged 4 SP:Iteration 40F (10.100139 sec): 3 clusters Score: Raw -78936.963850 + Penalty 741.741884 = -78195.221966 nChanged 2 SP:Iteration 41Q (10.103683 sec): 3 clusters Score: Raw -78937.438479 + Penalty 741.993934 = -78195.444546 nChanged 2 SP:Iteration 42Q (10.107524 sec): 3 clusters Score: Raw -78937.667339 + Penalty 742.015493 = -78195.651846 nChanged 2 SP:Iteration 43Q (10.111103 sec): 3 clusters Score: Raw -78937.991090 + Penalty 741.934552 = -78196.056538 nChanged 1 SP:Iteration 44Q (10.114636 sec): 3 clusters Score: Raw -78938.211753 + Penalty 741.679282 = -78196.532471 nChanged 3 SP:Iteration 45Q (10.118165 sec): 3 clusters Score: Raw -78939.088048 + Penalty 740.699629 = -78198.388419 nChanged 4 SP:Iteration 46Q (10.121692 sec): 3 clusters Score: Raw -78940.454541 + Penalty 740.283897 = -78200.170644 nChanged 2 SP:Iteration 47Q (10.125204 sec): 3 clusters Score: Raw -78941.069274 + Penalty 739.695711 = -78201.373563 nChanged 3 SP:Iteration 48Q (10.128712 sec): 3 clusters Score: Raw -78942.042737 + Penalty 739.695711 = -78202.347025 nChanged 0 SP:Iteration 49F (10.132723 sec): 3 clusters Score: Raw -78942.042737 + Penalty 739.695711 = -78202.347025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.137190 sec): 2 clusters Score: Raw -16854.665764 + Penalty 200.090211 = -16654.575552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.138297 sec): 3 clusters Score: Raw -16588.740105 + Penalty 404.624187 = -16184.115918 nChanged 206 SP:Iteration 1F (10.139363 sec): 3 clusters Score: Raw -16778.795509 + Penalty 410.825908 = -16367.969602 nChanged 59 SP:Iteration 2F (10.140431 sec): 3 clusters Score: Raw -16830.594880 + Penalty 412.313055 = -16418.281825 nChanged 24 SP:Iteration 3Q (10.141490 sec): 3 clusters Score: Raw -16852.087014 + Penalty 416.483074 = -16435.603941 nChanged 15 SP:Iteration 4Q (10.142542 sec): 3 clusters Score: Raw -16862.014321 + Penalty 418.727588 = -16443.286733 nChanged 7 SP:Iteration 5Q (10.143595 sec): 3 clusters Score: Raw -16865.893221 + Penalty 421.057470 = -16444.835751 nChanged 7 SP:Iteration 6Q (10.144648 sec): 3 clusters Score: Raw -16869.067894 + Penalty 422.598609 = -16446.469284 nChanged 4 SP:Iteration 7Q (10.145690 sec): 3 clusters Score: Raw -16870.558881 + Penalty 424.130139 = -16446.428742 nChanged 3 SP:Iteration 8F (10.146740 sec): 3 clusters Score: Raw -16871.191710 + Penalty 420.933831 = -16450.257879 nChanged 3 SP:Iteration 9Q (10.147784 sec): 3 clusters Score: Raw -16873.057203 + Penalty 422.834108 = -16450.223095 nChanged 6 SP:Iteration 10F (10.148851 sec): 3 clusters Score: Raw -16875.474524 + Penalty 423.201536 = -16452.272988 nChanged 2 SP:Iteration 11Q (10.149910 sec): 3 clusters Score: Raw -16876.454626 + Penalty 422.588304 = -16453.866322 nChanged 2 SP:Iteration 12Q (10.150967 sec): 3 clusters Score: Raw -16877.936754 + Penalty 424.222923 = -16453.713832 nChanged 2 SP:Iteration 13F (10.152030 sec): 3 clusters Score: Raw -16878.510599 + Penalty 425.076931 = -16453.433669 nChanged 1 SP:Iteration 14F (10.153092 sec): 3 clusters Score: Raw -16878.688684 + Penalty 425.922336 = -16452.766348 nChanged 1 SP:Iteration 15F (10.154154 sec): 3 clusters Score: Raw -16878.910764 + Penalty 425.922336 = -16452.988428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.155668 sec): 2 clusters Score: Raw -13923.183410 + Penalty 263.660383 = -13659.523027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.156507 sec): 3 clusters Score: Raw -13740.892894 + Penalty 538.772915 = -13202.119979 nChanged 119 SP:Iteration 1F (10.157334 sec): 3 clusters Score: Raw -13824.727679 + Penalty 553.103294 = -13271.624386 nChanged 41 SP:Iteration 2F (10.158191 sec): 3 clusters Score: Raw -13856.422268 + Penalty 567.013076 = -13289.409192 nChanged 23 SP:Iteration 3F (10.159015 sec): 3 clusters Score: Raw -13881.442259 + Penalty 575.078813 = -13306.363446 nChanged 20 SP:Iteration 4F (10.159846 sec): 3 clusters Score: Raw -13907.717174 + Penalty 583.482186 = -13324.234988 nChanged 12 SP:Iteration 5Q (10.160658 sec): 3 clusters Score: Raw -13917.939471 + Penalty 585.230428 = -13332.709043 nChanged 5 SP:Iteration 6Q (10.161458 sec): 3 clusters Score: Raw -13922.196485 + Penalty 587.673816 = -13334.522669 nChanged 3 SP:Iteration 7Q (10.162250 sec): 3 clusters Score: Raw -13924.793995 + Penalty 591.733519 = -13333.060476 nChanged 3 SP:Iteration 8F (10.163073 sec): 3 clusters Score: Raw -13928.240668 + Penalty 591.804900 = -13336.435768 nChanged 3 SP:Iteration 9Q (10.163857 sec): 3 clusters Score: Raw -13931.901374 + Penalty 591.799841 = -13340.101532 nChanged 1 SP:Iteration 10F (10.164679 sec): 3 clusters Score: Raw -13932.330565 + Penalty 591.799841 = -13340.530724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 10 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.165189 sec): 2 clusters Score: Raw -787.363018 + Penalty 310.597693 = -476.765325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.165432 sec): 3 clusters Score: Raw -814.617716 + Penalty 625.392108 = -189.225608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.165961 sec): 2 clusters Score: Raw -990.491578 + Penalty 222.264076 = -768.227501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.166223 sec): 3 clusters Score: Raw -1004.032146 + Penalty 444.179683 = -559.852462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.170266 sec): 2 clusters Score: Raw -45906.843741 + Penalty 182.520894 = -45724.322847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.172640 sec): 3 clusters Score: Raw -45124.465814 + Penalty 368.858303 = -44755.607512 nChanged 558 SP:Iteration 1F (10.174975 sec): 3 clusters Score: Raw -45498.414272 + Penalty 376.536927 = -45121.877345 nChanged 144 SP:Iteration 2F (10.177303 sec): 3 clusters Score: Raw -45614.197410 + Penalty 383.132717 = -45231.064694 nChanged 96 SP:Iteration 3F (10.179629 sec): 3 clusters Score: Raw -45706.249866 + Penalty 387.300205 = -45318.949660 nChanged 63 SP:Iteration 4F (10.181954 sec): 3 clusters Score: Raw -45753.713684 + Penalty 390.739298 = -45362.974386 nChanged 52 SP:Iteration 5Q (10.184182 sec): 3 clusters Score: Raw -45784.952410 + Penalty 396.079661 = -45388.872749 nChanged 36 SP:Iteration 6Q (10.186380 sec): 3 clusters Score: Raw -45802.558560 + Penalty 401.399579 = -45401.158982 nChanged 30 SP:Iteration 7Q (10.188579 sec): 3 clusters Score: Raw -45815.953454 + Penalty 409.113602 = -45406.839852 nChanged 31 SP:Iteration 8Q (10.190727 sec): 3 clusters Score: Raw -45829.470396 + Penalty 413.342041 = -45416.128355 nChanged 25 SP:Iteration 9Q (10.192857 sec): 3 clusters Score: Raw -45841.392893 + Penalty 419.081279 = -45422.311615 nChanged 27 SP:Iteration 10F (10.195182 sec): 3 clusters Score: Raw -45852.752319 + Penalty 426.088481 = -45426.663838 nChanged 23 SP:Iteration 11Q (10.197286 sec): 3 clusters Score: Raw -45864.496167 + Penalty 430.267124 = -45434.229043 nChanged 20 SP:Iteration 12Q (10.199377 sec): 3 clusters Score: Raw -45873.937744 + Penalty 435.171973 = -45438.765771 nChanged 10 SP:Iteration 13Q (10.201463 sec): 3 clusters Score: Raw -45878.102857 + Penalty 434.806751 = -45443.296106 nChanged 9 SP:Iteration 14Q (10.203567 sec): 3 clusters Score: Raw -45881.128117 + Penalty 435.084304 = -45446.043812 nChanged 9 SP:Iteration 15Q (10.205691 sec): 3 clusters Score: Raw -45885.224858 + Penalty 432.833947 = -45452.390911 nChanged 7 SP:Iteration 16Q (10.207946 sec): 3 clusters Score: Raw -45888.156464 + Penalty 434.432600 = -45453.723864 nChanged 3 SP:Iteration 17Q (10.210154 sec): 3 clusters Score: Raw -45890.083621 + Penalty 432.492876 = -45457.590745 nChanged 2 SP:Iteration 18Q (10.212249 sec): 3 clusters Score: Raw -45890.852766 + Penalty 430.989618 = -45459.863148 nChanged 5 SP:Iteration 19Q (10.214278 sec): 3 clusters Score: Raw -45891.508880 + Penalty 428.502532 = -45463.006348 nChanged 3 SP:Iteration 20F (10.216601 sec): 3 clusters Score: Raw -45892.866898 + Penalty 428.502532 = -45464.364366 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 13 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.220749 sec): 2 clusters Score: Raw -28292.365069 + Penalty 89.385230 = -28202.979839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.222324 sec): 3 clusters Score: Raw -27804.887908 + Penalty 167.205355 = -27637.682553 nChanged 358 SP:Iteration 1F (10.223874 sec): 3 clusters Score: Raw -28178.688122 + Penalty 159.226774 = -28019.461348 nChanged 63 SP:Iteration 2F (10.225421 sec): 3 clusters Score: Raw -28233.869315 + Penalty 155.426082 = -28078.443233 nChanged 27 SP:Iteration 3Q (10.226985 sec): 3 clusters Score: Raw -28251.463994 + Penalty 155.134983 = -28096.329011 nChanged 14 SP:Iteration 4Q (10.228499 sec): 3 clusters Score: Raw -28259.443955 + Penalty 154.789332 = -28104.654623 nChanged 13 SP:Iteration 5Q (10.229976 sec): 3 clusters Score: Raw -28266.807871 + Penalty 154.421683 = -28112.386188 nChanged 7 SP:Iteration 6Q (10.231431 sec): 3 clusters Score: Raw -28271.751381 + Penalty 153.947376 = -28117.804006 nChanged 9 SP:Iteration 7Q (10.232923 sec): 3 clusters Score: Raw -28276.757536 + Penalty 153.562049 = -28123.195487 nChanged 11 SP:Iteration 8Q (10.234382 sec): 3 clusters Score: Raw -28280.817366 + Penalty 153.361773 = -28127.455593 nChanged 6 SP:Iteration 9Q (10.235823 sec): 3 clusters Score: Raw -28282.183971 + Penalty 153.196880 = -28128.987090 nChanged 7 SP:Iteration 10F (10.237366 sec): 3 clusters Score: Raw -28283.821386 + Penalty 153.113050 = -28130.708336 nChanged 5 SP:Iteration 11Q (10.238834 sec): 3 clusters Score: Raw -28284.457859 + Penalty 153.163028 = -28131.294831 nChanged 2 SP:Iteration 12Q (10.240283 sec): 3 clusters Score: Raw -28284.708577 + Penalty 153.102051 = -28131.606526 nChanged 1 SP:Iteration 13Q (10.241715 sec): 3 clusters Score: Raw -28284.747571 + Penalty 153.140775 = -28131.606796 nChanged 1 SP:Iteration 14Q (10.243131 sec): 3 clusters Score: Raw -28284.843566 + Penalty 153.181600 = -28131.661966 nChanged 1 SP:Iteration 15Q (10.244583 sec): 3 clusters Score: Raw -28284.928912 + Penalty 153.181600 = -28131.747312 nChanged 0 SP:Iteration 16F (10.246154 sec): 3 clusters Score: Raw -28284.928912 + Penalty 153.181600 = -28131.747312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.248063 sec): 2 clusters Score: Raw -1940.316650 + Penalty 289.968173 = -1650.348476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.248369 sec): 3 clusters Score: Raw -1964.944563 + Penalty 580.237746 = -1384.706817 nChanged 3 SP:Iteration 1F (10.248672 sec): 3 clusters Score: Raw -1976.219991 + Penalty 582.604421 = -1393.615570 nChanged 3 SP:Iteration 2F (10.248968 sec): 3 clusters Score: Raw -1984.574399 + Penalty 582.604421 = -1401.969978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.251475 sec): 2 clusters Score: Raw -26648.927910 + Penalty 292.359448 = -26356.568462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.252821 sec): 3 clusters Score: Raw -26287.334732 + Penalty 586.137825 = -25701.196906 nChanged 249 SP:Iteration 1F (10.254147 sec): 3 clusters Score: Raw -26428.606620 + Penalty 589.152589 = -25839.454031 nChanged 73 SP:Iteration 2F (10.255499 sec): 3 clusters Score: Raw -26475.054282 + Penalty 593.494812 = -25881.559470 nChanged 41 SP:Iteration 3F (10.256825 sec): 3 clusters Score: Raw -26492.362555 + Penalty 597.658145 = -25894.704410 nChanged 24 SP:Iteration 4Q (10.258144 sec): 3 clusters Score: Raw -26503.899877 + Penalty 603.441385 = -25900.458492 nChanged 24 SP:Iteration 5Q (10.259463 sec): 3 clusters Score: Raw -26521.516051 + Penalty 611.091803 = -25910.424247 nChanged 29 SP:Iteration 6Q (10.260793 sec): 3 clusters Score: Raw -26551.739331 + Penalty 620.628070 = -25931.111262 nChanged 25 SP:Iteration 7Q (10.262107 sec): 3 clusters Score: Raw -26570.416873 + Penalty 627.082545 = -25943.334328 nChanged 19 SP:Iteration 8Q (10.263412 sec): 3 clusters Score: Raw -26585.066953 + Penalty 633.409460 = -25951.657493 nChanged 17 SP:Iteration 9Q (10.264726 sec): 3 clusters Score: Raw -26601.354767 + Penalty 642.438901 = -25958.915866 nChanged 13 SP:Iteration 10F (10.266045 sec): 3 clusters Score: Raw -26616.780458 + Penalty 646.478241 = -25970.302217 nChanged 10 SP:Iteration 11Q (10.267323 sec): 3 clusters Score: Raw -26627.777188 + Penalty 648.556093 = -25979.221095 nChanged 4 SP:Iteration 12Q (10.268572 sec): 3 clusters Score: Raw -26629.413052 + Penalty 649.558031 = -25979.855021 nChanged 3 SP:Iteration 13Q (10.269798 sec): 3 clusters Score: Raw -26630.778620 + Penalty 649.137437 = -25981.641182 nChanged 1 SP:Iteration 14Q (10.271010 sec): 3 clusters Score: Raw -26631.624807 + Penalty 649.112067 = -25982.512740 nChanged 1 SP:Iteration 15Q (10.272224 sec): 3 clusters Score: Raw -26631.979692 + Penalty 649.112067 = -25982.867624 nChanged 0 SP:Iteration 16F (10.273542 sec): 3 clusters Score: Raw -26631.979692 + Penalty 649.112067 = -25982.867624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.274691 sec): 2 clusters Score: Raw -3417.165322 + Penalty 285.272702 = -3131.892620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.275052 sec): 3 clusters Score: Raw -3398.910592 + Penalty 570.254540 = -2828.656052 nChanged 9 SP:Iteration 1F (10.275412 sec): 3 clusters Score: Raw -3405.663366 + Penalty 570.430680 = -2835.232686 nChanged 2 SP:Iteration 2Q (10.275770 sec): 3 clusters Score: Raw -3406.343322 + Penalty 570.535575 = -2835.807747 nChanged 1 SP:Iteration 3Q (10.276128 sec): 3 clusters Score: Raw -3407.468957 + Penalty 570.535575 = -2836.933382 nChanged 0 SP:Iteration 4F (10.276486 sec): 3 clusters Score: Raw -3407.468957 + Penalty 570.535575 = -2836.933382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.278236 sec): 2 clusters Score: Raw -8204.440757 + Penalty 552.886870 = -7651.553887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.278852 sec): 3 clusters Score: Raw -8171.391598 + Penalty 1108.312580 = -7063.079018 nChanged 49 SP:Iteration 1F (10.279459 sec): 3 clusters Score: Raw -8247.556413 + Penalty 1107.852182 = -7139.704231 nChanged 16 SP:Iteration 2F (10.280068 sec): 3 clusters Score: Raw -8273.960819 + Penalty 1107.793086 = -7166.167733 nChanged 4 SP:Iteration 3Q (10.280652 sec): 3 clusters Score: Raw -8282.062576 + Penalty 1107.375174 = -7174.687401 nChanged 1 SP:Iteration 4Q (10.281232 sec): 3 clusters Score: Raw -8284.590504 + Penalty 1107.375174 = -7177.215329 nChanged 0 SP:Iteration 5F (10.281833 sec): 3 clusters Score: Raw -8284.590504 + Penalty 1107.375174 = -7177.215329 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 18 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.294923 sec): 2 clusters Score: Raw -94340.974512 + Penalty 174.274501 = -94166.700011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.300236 sec): 3 clusters Score: Raw -92575.718448 + Penalty 355.802297 = -92219.916151 nChanged 1256 SP:Iteration 1F (10.305249 sec): 3 clusters Score: Raw -93655.075387 + Penalty 351.405549 = -93303.669838 nChanged 242 SP:Iteration 2F (10.310503 sec): 3 clusters Score: Raw -93881.955044 + Penalty 347.074546 = -93534.880498 nChanged 118 SP:Iteration 3Q (10.315473 sec): 3 clusters Score: Raw -94065.682383 + Penalty 342.002653 = -93723.679729 nChanged 66 SP:Iteration 4Q (10.320165 sec): 3 clusters Score: Raw -94160.480062 + Penalty 341.026000 = -93819.454063 nChanged 43 SP:Iteration 5Q (10.324888 sec): 3 clusters Score: Raw -94176.372582 + Penalty 341.846470 = -93834.526112 nChanged 48 SP:Iteration 6Q (10.329721 sec): 3 clusters Score: Raw -94196.677036 + Penalty 343.966869 = -93852.710167 nChanged 44 SP:Iteration 7Q (10.334178 sec): 3 clusters Score: Raw -94216.395165 + Penalty 344.586542 = -93871.808623 nChanged 42 SP:Iteration 8Q (10.338545 sec): 3 clusters Score: Raw -94231.848473 + Penalty 344.179500 = -93887.668973 nChanged 25 SP:Iteration 9Q (10.342907 sec): 3 clusters Score: Raw -94240.213843 + Penalty 345.773840 = -93894.440003 nChanged 27 SP:Iteration 10F (10.347845 sec): 3 clusters Score: Raw -94248.511599 + Penalty 348.438365 = -93900.073233 nChanged 20 SP:Iteration 11Q (10.352106 sec): 3 clusters Score: Raw -94254.857757 + Penalty 350.160642 = -93904.697115 nChanged 19 SP:Iteration 12Q (10.356341 sec): 3 clusters Score: Raw -94259.761979 + Penalty 352.173859 = -93907.588120 nChanged 17 SP:Iteration 13Q (10.360563 sec): 3 clusters Score: Raw -94265.140798 + Penalty 351.766648 = -93913.374150 nChanged 21 SP:Iteration 14Q (10.364758 sec): 3 clusters Score: Raw -94271.241828 + Penalty 353.377870 = -93917.863958 nChanged 19 SP:Iteration 15Q (10.368975 sec): 3 clusters Score: Raw -94276.824496 + Penalty 354.701878 = -93922.122618 nChanged 13 SP:Iteration 16Q (10.373248 sec): 3 clusters Score: Raw -94279.920600 + Penalty 357.590406 = -93922.330193 nChanged 20 SP:Iteration 17Q (10.377371 sec): 3 clusters Score: Raw -94286.517443 + Penalty 362.792946 = -93923.724497 nChanged 23 SP:Iteration 18Q (10.381515 sec): 3 clusters Score: Raw -94294.763748 + Penalty 367.731842 = -93927.031906 nChanged 19 SP:Iteration 19Q (10.385599 sec): 3 clusters Score: Raw -94302.148711 + Penalty 371.240395 = -93930.908316 nChanged 19 SP:Iteration 20F (10.390546 sec): 3 clusters Score: Raw -94309.397046 + Penalty 373.622198 = -93935.774848 nChanged 15 SP:Iteration 21Q (10.394584 sec): 3 clusters Score: Raw -94315.209628 + Penalty 377.852245 = -93937.357382 nChanged 10 SP:Iteration 22Q (10.398677 sec): 3 clusters Score: Raw -94318.152169 + Penalty 380.468948 = -93937.683221 nChanged 11 SP:Iteration 23Q (10.403118 sec): 3 clusters Score: Raw -94322.282904 + Penalty 382.254938 = -93940.027965 nChanged 10 SP:Iteration 24Q (10.407579 sec): 3 clusters Score: Raw -94325.063213 + Penalty 381.324131 = -93943.739083 nChanged 9 SP:Iteration 25Q (10.412057 sec): 3 clusters Score: Raw -94330.653925 + Penalty 380.737600 = -93949.916325 nChanged 7 SP:Iteration 26Q (10.416483 sec): 3 clusters Score: Raw -94333.413478 + Penalty 388.828667 = -93944.584811 nChanged 10 SP:Iteration 27F (10.421850 sec): 3 clusters Score: Raw -94339.008101 + Penalty 389.972946 = -93949.035155 nChanged 14 SP:Iteration 28Q (10.426151 sec): 3 clusters Score: Raw -94347.037793 + Penalty 405.843698 = -93941.194095 nChanged 10 SP:Iteration 29F (10.431525 sec): 3 clusters Score: Raw -94351.791393 + Penalty 402.856863 = -93948.934530 nChanged 7 SP:Iteration 30F (10.436963 sec): 3 clusters Score: Raw -94355.229275 + Penalty 413.387895 = -93941.841380 nChanged 5 SP:Iteration 31F (10.442044 sec): 3 clusters Score: Raw -94359.053305 + Penalty 411.238378 = -93947.814926 nChanged 9 SP:Iteration 32Q (10.445990 sec): 3 clusters Score: Raw -94367.630241 + Penalty 405.364185 = -93962.266056 nChanged 5 SP:Iteration 33Q (10.450053 sec): 3 clusters Score: Raw -94370.922363 + Penalty 397.068955 = -93973.853409 nChanged 1 SP:Iteration 34Q (10.454104 sec): 3 clusters Score: Raw -94371.698701 + Penalty 397.068955 = -93974.629746 nChanged 0 SP:Iteration 35F (10.459054 sec): 3 clusters Score: Raw -94371.698701 + Penalty 397.068955 = -93974.629746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.463028 sec): 2 clusters Score: Raw -18420.137722 + Penalty 334.769731 = -18085.367991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.464145 sec): 3 clusters Score: Raw -18152.555394 + Penalty 669.221208 = -17483.334186 nChanged 171 SP:Iteration 1F (10.465235 sec): 3 clusters Score: Raw -18261.757390 + Penalty 673.574049 = -17588.183341 nChanged 49 SP:Iteration 2F (10.466324 sec): 3 clusters Score: Raw -18304.046351 + Penalty 678.147774 = -17625.898577 nChanged 34 SP:Iteration 3F (10.467412 sec): 3 clusters Score: Raw -18323.241960 + Penalty 683.548143 = -17639.693817 nChanged 24 SP:Iteration 4Q (10.468499 sec): 3 clusters Score: Raw -18339.939031 + Penalty 689.836217 = -17650.102813 nChanged 18 SP:Iteration 5Q (10.469588 sec): 3 clusters Score: Raw -18351.614618 + Penalty 692.949639 = -17658.664979 nChanged 19 SP:Iteration 6Q (10.470678 sec): 3 clusters Score: Raw -18370.421832 + Penalty 700.352611 = -17670.069220 nChanged 11 SP:Iteration 7Q (10.471748 sec): 3 clusters Score: Raw -18382.227952 + Penalty 709.778581 = -17672.449371 nChanged 13 SP:Iteration 8Q (10.472814 sec): 3 clusters Score: Raw -18401.208318 + Penalty 714.154662 = -17687.053655 nChanged 9 SP:Iteration 9Q (10.473873 sec): 3 clusters Score: Raw -18411.074705 + Penalty 719.639025 = -17691.435680 nChanged 11 SP:Iteration 10F (10.474958 sec): 3 clusters Score: Raw -18419.624449 + Penalty 721.894817 = -17697.729632 nChanged 7 SP:Iteration 11Q (10.475991 sec): 3 clusters Score: Raw -18430.503105 + Penalty 724.280863 = -17706.222242 nChanged 5 SP:Iteration 12Q (10.476995 sec): 3 clusters Score: Raw -18434.497810 + Penalty 721.375033 = -17713.122777 nChanged 6 SP:Iteration 13Q (10.477994 sec): 3 clusters Score: Raw -18440.193826 + Penalty 724.086623 = -17716.107203 nChanged 4 SP:Iteration 14Q (10.478980 sec): 3 clusters Score: Raw -18442.267178 + Penalty 722.780594 = -17719.486585 nChanged 2 SP:Iteration 15Q (10.479962 sec): 3 clusters Score: Raw -18443.907638 + Penalty 722.780594 = -17721.127044 nChanged 0 SP:Iteration 16F (10.481047 sec): 3 clusters Score: Raw -18443.907638 + Penalty 722.780594 = -17721.127044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.482314 sec): 2 clusters Score: Raw -4632.100118 + Penalty 606.967019 = -4025.133099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.482759 sec): 3 clusters Score: Raw -4692.932444 + Penalty 1214.272685 = -3478.659759 nChanged 9 SP:Iteration 1F (10.483193 sec): 3 clusters Score: Raw -4715.834271 + Penalty 1214.006177 = -3501.828094 nChanged 3 SP:Iteration 2Q (10.483605 sec): 3 clusters Score: Raw -4721.010018 + Penalty 1214.006177 = -3507.003841 nChanged 0 SP:Iteration 3F (10.484038 sec): 3 clusters Score: Raw -4721.010018 + Penalty 1214.006177 = -3507.003841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.488675 sec): 2 clusters Score: Raw -48388.443038 + Penalty 126.127603 = -48262.315436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.491221 sec): 3 clusters Score: Raw -47561.722288 + Penalty 253.523898 = -47308.198390 nChanged 612 SP:Iteration 1F (10.493698 sec): 3 clusters Score: Raw -47914.098423 + Penalty 259.474582 = -47654.623841 nChanged 169 SP:Iteration 2F (10.496172 sec): 3 clusters Score: Raw -48038.320974 + Penalty 267.726471 = -47770.594503 nChanged 114 SP:Iteration 3F (10.498641 sec): 3 clusters Score: Raw -48139.287901 + Penalty 275.032594 = -47864.255308 nChanged 80 SP:Iteration 4F (10.501147 sec): 3 clusters Score: Raw -48194.729333 + Penalty 282.822186 = -47911.907147 nChanged 51 SP:Iteration 5Q (10.503571 sec): 3 clusters Score: Raw -48231.944932 + Penalty 289.329660 = -47942.615272 nChanged 49 SP:Iteration 6Q (10.505940 sec): 3 clusters Score: Raw -48262.495847 + Penalty 296.229035 = -47966.266812 nChanged 42 SP:Iteration 7Q (10.508272 sec): 3 clusters Score: Raw -48293.336382 + Penalty 307.135969 = -47986.200413 nChanged 42 SP:Iteration 8Q (10.510648 sec): 3 clusters Score: Raw -48325.231349 + Penalty 322.986924 = -48002.244426 nChanged 42 SP:Iteration 9Q (10.512962 sec): 3 clusters Score: Raw -48354.974346 + Penalty 322.360959 = -48032.613387 nChanged 26 SP:Iteration 10F (10.515640 sec): 3 clusters Score: Raw -48374.988307 + Penalty 317.719197 = -48057.269110 nChanged 17 SP:Iteration 11Q (10.517911 sec): 3 clusters Score: Raw -48386.248996 + Penalty 318.967427 = -48067.281570 nChanged 7 SP:Iteration 12Q (10.520050 sec): 3 clusters Score: Raw -48388.710161 + Penalty 327.087173 = -48061.622988 nChanged 5 SP:Iteration 13F (10.522517 sec): 3 clusters Score: Raw -48390.855346 + Penalty 326.151390 = -48064.703956 nChanged 2 SP:Iteration 14Q (10.524597 sec): 3 clusters Score: Raw -48390.819938 + Penalty 323.944558 = -48066.875381 nChanged 1 SP:Iteration 15Q (10.526678 sec): 3 clusters Score: Raw -48391.459904 + Penalty 324.314713 = -48067.145191 nChanged 1 SP:Iteration 16Q (10.528755 sec): 3 clusters Score: Raw -48392.135202 + Penalty 326.406689 = -48065.728513 nChanged 1 SP:Iteration 17F (10.531223 sec): 3 clusters Score: Raw -48399.448487 + Penalty 326.406689 = -48073.041798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.532408 sec): 2 clusters Score: Raw -2372.965454 + Penalty 517.043032 = -1855.922422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.532738 sec): 3 clusters Score: Raw -2485.208598 + Penalty 1035.544395 = -1449.664203 nChanged 1 SP:Iteration 1Q (10.533043 sec): 3 clusters Score: Raw -2491.285172 + Penalty 1035.544395 = -1455.740777 nChanged 0 SP:Iteration 2F (10.533369 sec): 3 clusters Score: Raw -2491.285172 + Penalty 1035.544395 = -1455.740777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.535264 sec): 2 clusters Score: Raw -8979.843306 + Penalty 351.806131 = -8628.037174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.535937 sec): 3 clusters Score: Raw -8902.546828 + Penalty 702.846074 = -8199.700753 nChanged 63 SP:Iteration 1F (10.536601 sec): 3 clusters Score: Raw -8973.312105 + Penalty 700.715814 = -8272.596291 nChanged 18 SP:Iteration 2F (10.537265 sec): 3 clusters Score: Raw -8993.434426 + Penalty 699.862029 = -8293.572397 nChanged 9 SP:Iteration 3Q (10.537894 sec): 3 clusters Score: Raw -9008.386849 + Penalty 697.982769 = -8310.404080 nChanged 9 SP:Iteration 4Q (10.538520 sec): 3 clusters Score: Raw -9018.787164 + Penalty 697.215218 = -8321.571946 nChanged 6 SP:Iteration 5Q (10.539144 sec): 3 clusters Score: Raw -9029.651616 + Penalty 696.033504 = -8333.618112 nChanged 4 SP:Iteration 6Q (10.539767 sec): 3 clusters Score: Raw -9038.775831 + Penalty 696.039982 = -8342.735849 nChanged 6 SP:Iteration 7Q (10.540385 sec): 3 clusters Score: Raw -9050.229802 + Penalty 697.224000 = -8353.005802 nChanged 6 SP:Iteration 8Q (10.540997 sec): 3 clusters Score: Raw -9064.070056 + Penalty 697.924316 = -8366.145740 nChanged 6 SP:Iteration 9Q (10.541603 sec): 3 clusters Score: Raw -9077.443000 + Penalty 697.647502 = -8379.795498 nChanged 5 SP:Iteration 10F (10.542242 sec): 3 clusters Score: Raw -9082.490415 + Penalty 697.397363 = -8385.093051 nChanged 1 SP:Iteration 11Q (10.542843 sec): 3 clusters Score: Raw -9083.361563 + Penalty 698.149422 = -8385.212141 nChanged 1 SP:Iteration 12Q (10.543471 sec): 3 clusters Score: Raw -9084.565183 + Penalty 698.149422 = -8386.415761 nChanged 0 SP:Iteration 13F (10.544112 sec): 3 clusters Score: Raw -9084.565183 + Penalty 698.149422 = -8386.415761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.545208 sec): 2 clusters Score: Raw -1909.281906 + Penalty 294.714244 = -1614.567662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.545508 sec): 3 clusters Score: Raw -1915.128112 + Penalty 587.549881 = -1327.578231 nChanged 5 SP:Iteration 1F (10.545808 sec): 3 clusters Score: Raw -1941.203617 + Penalty 584.748028 = -1356.455589 nChanged 2 SP:Iteration 2Q (10.546095 sec): 3 clusters Score: Raw -1945.165383 + Penalty 584.748028 = -1360.417355 nChanged 0 SP:Iteration 3F (10.546388 sec): 3 clusters Score: Raw -1945.165383 + Penalty 584.748028 = -1360.417355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.547204 sec): 2 clusters Score: Raw -1033.564643 + Penalty 269.758033 = -763.806610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.547465 sec): 3 clusters Score: Raw -1043.460236 + Penalty 542.935787 = -500.524449 nChanged 1 SP:Iteration 1Q (10.547719 sec): 3 clusters Score: Raw -1044.879324 + Penalty 542.935787 = -501.943537 nChanged 0 SP:Iteration 2F (10.547974 sec): 3 clusters Score: Raw -1044.879324 + Penalty 542.935787 = -501.943537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.549964 sec): 2 clusters Score: Raw -11513.045282 + Penalty 438.211163 = -11074.834119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.550677 sec): 3 clusters Score: Raw -11387.411286 + Penalty 875.306128 = -10512.105157 nChanged 76 SP:Iteration 1F (10.551380 sec): 3 clusters Score: Raw -11450.409373 + Penalty 875.454495 = -10574.954878 nChanged 16 SP:Iteration 2F (10.552097 sec): 3 clusters Score: Raw -11468.882412 + Penalty 875.725946 = -10593.156467 nChanged 11 SP:Iteration 3Q (10.552796 sec): 3 clusters Score: Raw -11483.764481 + Penalty 875.725862 = -10608.038620 nChanged 10 SP:Iteration 4Q (10.553489 sec): 3 clusters Score: Raw -11493.122270 + Penalty 875.238044 = -10617.884226 nChanged 11 SP:Iteration 5Q (10.554181 sec): 3 clusters Score: Raw -11505.113999 + Penalty 875.319994 = -10629.794005 nChanged 12 SP:Iteration 6Q (10.554871 sec): 3 clusters Score: Raw -11520.061783 + Penalty 873.801493 = -10646.260289 nChanged 11 SP:Iteration 7Q (10.555562 sec): 3 clusters Score: Raw -11533.377924 + Penalty 873.276969 = -10660.100956 nChanged 7 SP:Iteration 8Q (10.556247 sec): 3 clusters Score: Raw -11544.794819 + Penalty 873.754788 = -10671.040031 nChanged 5 SP:Iteration 9Q (10.556930 sec): 3 clusters Score: Raw -11550.244020 + Penalty 872.789273 = -10677.454747 nChanged 2 SP:Iteration 10F (10.557629 sec): 3 clusters Score: Raw -11551.621215 + Penalty 872.387057 = -10679.234158 nChanged 1 SP:Iteration 11Q (10.558312 sec): 3 clusters Score: Raw -11552.956675 + Penalty 872.998346 = -10679.958329 nChanged 1 SP:Iteration 12Q (10.558993 sec): 3 clusters Score: Raw -11555.484280 + Penalty 872.495818 = -10682.988462 nChanged 1 SP:Iteration 13Q (10.559673 sec): 3 clusters Score: Raw -11555.974076 + Penalty 872.059573 = -10683.914502 nChanged 1 SP:Iteration 14Q (10.560355 sec): 3 clusters Score: Raw -11556.515428 + Penalty 872.059573 = -10684.455854 nChanged 0 SP:Iteration 15F (10.561056 sec): 3 clusters Score: Raw -11556.515428 + Penalty 872.059573 = -10684.455854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.561982 sec): 2 clusters Score: Raw -363.334729 + Penalty 258.524640 = -104.810088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.562234 sec): 3 clusters Score: Raw -370.612283 + Penalty 517.049281 = 146.436998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.563112 sec): 2 clusters Score: Raw -2107.314637 + Penalty 412.932844 = -1694.381793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.563418 sec): 3 clusters Score: Raw -2145.122789 + Penalty 826.058337 = -1319.064451 nChanged 1 SP:Iteration 1Q (10.563709 sec): 3 clusters Score: Raw -2147.346986 + Penalty 826.058337 = -1321.288649 nChanged 0 SP:Iteration 2F (10.564008 sec): 3 clusters Score: Raw -2147.346986 + Penalty 826.058337 = -1321.288649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.565027 sec): 2 clusters Score: Raw -3883.702363 + Penalty 678.611884 = -3205.090479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.565432 sec): 3 clusters Score: Raw -4010.799647 + Penalty 1357.223767 = -2653.575879 nChanged 8 SP:Iteration 1F (10.565834 sec): 3 clusters Score: Raw -4046.307561 + Penalty 1357.830535 = -2688.477026 nChanged 2 SP:Iteration 2Q (10.566206 sec): 3 clusters Score: Raw -4049.960978 + Penalty 1358.609903 = -2691.351074 nChanged 2 SP:Iteration 3Q (10.566577 sec): 3 clusters Score: Raw -4056.685968 + Penalty 1358.609903 = -2698.076065 nChanged 0 SP:Iteration 4F (10.566977 sec): 3 clusters Score: Raw -4056.685968 + Penalty 1358.609903 = -2698.076065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.567743 sec): 2 clusters Score: Raw -180.646214 + Penalty 154.950683 = -25.695531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.567957 sec): 3 clusters Score: Raw -173.429048 + Penalty 333.807416 = 160.378368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.569389 sec): 2 clusters Score: Raw -10993.265552 + Penalty 268.469299 = -10724.796254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.570079 sec): 3 clusters Score: Raw -10863.290918 + Penalty 543.137368 = -10320.153550 nChanged 93 SP:Iteration 1F (10.570732 sec): 3 clusters Score: Raw -10941.594341 + Penalty 566.518364 = -10375.075977 nChanged 29 SP:Iteration 2F (10.571383 sec): 3 clusters Score: Raw -10972.577215 + Penalty 578.901735 = -10393.675480 nChanged 14 SP:Iteration 3F (10.572034 sec): 3 clusters Score: Raw -10988.581291 + Penalty 588.852141 = -10399.729151 nChanged 9 SP:Iteration 4Q (10.572663 sec): 3 clusters Score: Raw -10998.726147 + Penalty 597.242788 = -10401.483359 nChanged 3 SP:Iteration 5Q (10.573274 sec): 3 clusters Score: Raw -11001.363908 + Penalty 600.309979 = -10401.053929 nChanged 3 SP:Iteration 6F (10.573923 sec): 3 clusters Score: Raw -11003.456745 + Penalty 604.515957 = -10398.940788 nChanged 3 SP:Iteration 7F (10.574573 sec): 3 clusters Score: Raw -11007.641012 + Penalty 611.355956 = -10396.285056 nChanged 3 SP:Iteration 8F (10.575223 sec): 3 clusters Score: Raw -11009.855316 + Penalty 611.897539 = -10397.957777 nChanged 2 SP:Iteration 9Q (10.575822 sec): 3 clusters Score: Raw -11011.205099 + Penalty 611.897539 = -10399.307560 nChanged 0 SP:Iteration 10F (10.576471 sec): 3 clusters Score: Raw -11011.205099 + Penalty 611.897539 = -10399.307560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.577336 sec): 2 clusters Score: Raw -390.569452 + Penalty 154.127537 = -236.441916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.577593 sec): 3 clusters Score: Raw -397.644835 + Penalty 302.154674 = -95.490161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.578647 sec): 2 clusters Score: Raw -4731.189291 + Penalty 367.247929 = -4363.941362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.579086 sec): 3 clusters Score: Raw -4710.586093 + Penalty 731.161199 = -3979.424893 nChanged 29 SP:Iteration 1F (10.579525 sec): 3 clusters Score: Raw -4745.629796 + Penalty 730.852850 = -4014.776946 nChanged 5 SP:Iteration 2Q (10.579954 sec): 3 clusters Score: Raw -4754.217214 + Penalty 730.402388 = -4023.814825 nChanged 1 SP:Iteration 3Q (10.580383 sec): 3 clusters Score: Raw -4755.071813 + Penalty 730.402388 = -4024.669424 nChanged 0 SP:Iteration 4F (10.580814 sec): 3 clusters Score: Raw -4755.071813 + Penalty 730.402388 = -4024.669424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.582268 sec): 2 clusters Score: Raw -8713.600196 + Penalty 425.794835 = -8287.805361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.582887 sec): 3 clusters Score: Raw -8659.056587 + Penalty 851.672936 = -7807.383651 nChanged 56 SP:Iteration 1F (10.583497 sec): 3 clusters Score: Raw -8728.883873 + Penalty 851.371873 = -7877.512000 nChanged 14 SP:Iteration 2F (10.584110 sec): 3 clusters Score: Raw -8743.151711 + Penalty 851.372263 = -7891.779448 nChanged 4 SP:Iteration 3Q (10.584703 sec): 3 clusters Score: Raw -8746.901648 + Penalty 851.327482 = -7895.574166 nChanged 1 SP:Iteration 4Q (10.585295 sec): 3 clusters Score: Raw -8747.557028 + Penalty 851.327482 = -7896.229546 nChanged 0 SP:Iteration 5F (10.585901 sec): 3 clusters Score: Raw -8747.557028 + Penalty 851.327482 = -7896.229546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.586900 sec): 2 clusters Score: Raw -993.353312 + Penalty 223.703364 = -769.649947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.587172 sec): 3 clusters Score: Raw -1023.445288 + Penalty 469.080908 = -554.364380 nChanged 1 SP:Iteration 1Q (10.587433 sec): 3 clusters Score: Raw -1028.153590 + Penalty 469.080908 = -559.072682 nChanged 0 SP:Iteration 2F (10.587697 sec): 3 clusters Score: Raw -1028.153590 + Penalty 469.080908 = -559.072682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.588466 sec): 2 clusters Score: Raw -532.336446 + Penalty 146.275827 = -386.060619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.588698 sec): 3 clusters Score: Raw -538.503579 + Penalty 289.004032 = -249.499547 nChanged 1 SP:Iteration 1F (10.588926 sec): 3 clusters Score: Raw -542.895166 + Penalty 289.004032 = -253.891134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.590132 sec): 2 clusters Score: Raw -6745.546450 + Penalty 208.404039 = -6537.142411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.590684 sec): 3 clusters Score: Raw -6665.808699 + Penalty 417.310721 = -6248.497978 nChanged 63 SP:Iteration 1F (10.591230 sec): 3 clusters Score: Raw -6720.264275 + Penalty 415.486696 = -6304.777578 nChanged 21 SP:Iteration 2F (10.591785 sec): 3 clusters Score: Raw -6738.913939 + Penalty 415.072787 = -6323.841152 nChanged 7 SP:Iteration 3Q (10.592321 sec): 3 clusters Score: Raw -6743.541352 + Penalty 415.782481 = -6327.758871 nChanged 4 SP:Iteration 4Q (10.592856 sec): 3 clusters Score: Raw -6746.974117 + Penalty 417.494355 = -6329.479762 nChanged 5 SP:Iteration 5Q (10.593391 sec): 3 clusters Score: Raw -6750.274547 + Penalty 422.605025 = -6327.669522 nChanged 4 SP:Iteration 6F (10.593958 sec): 3 clusters Score: Raw -6754.619263 + Penalty 426.104759 = -6328.514504 nChanged 4 SP:Iteration 7Q (10.594494 sec): 3 clusters Score: Raw -6762.590036 + Penalty 426.224267 = -6336.365769 nChanged 3 SP:Iteration 8Q (10.595029 sec): 3 clusters Score: Raw -6765.218204 + Penalty 430.170738 = -6335.047466 nChanged 4 SP:Iteration 9F (10.595568 sec): 3 clusters Score: Raw -6768.644709 + Penalty 431.663709 = -6336.981001 nChanged 6 SP:Iteration 10F (10.596106 sec): 3 clusters Score: Raw -6775.225289 + Penalty 435.993447 = -6339.231842 nChanged 3 SP:Iteration 11Q (10.596657 sec): 3 clusters Score: Raw -6778.171100 + Penalty 434.780936 = -6343.390164 nChanged 2 SP:Iteration 12Q (10.597207 sec): 3 clusters Score: Raw -6782.721823 + Penalty 434.780936 = -6347.940887 nChanged 0 SP:Iteration 13F (10.597760 sec): 3 clusters Score: Raw -6782.721823 + Penalty 434.780936 = -6347.940887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.598676 sec): 2 clusters Score: Raw -1410.386546 + Penalty 284.808149 = -1125.578398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.598953 sec): 3 clusters Score: Raw -1437.913929 + Penalty 567.368636 = -870.545293 nChanged 1 SP:Iteration 1Q (10.599216 sec): 3 clusters Score: Raw -1443.091324 + Penalty 567.368636 = -875.722688 nChanged 0 SP:Iteration 2F (10.599483 sec): 3 clusters Score: Raw -1443.091324 + Penalty 567.368636 = -875.722688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.600251 sec): 2 clusters Score: Raw -443.740228 + Penalty 207.745782 = -235.994446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.600481 sec): 3 clusters Score: Raw -468.454876 + Penalty 416.789871 = -51.665005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.601255 sec): 2 clusters Score: Raw -904.542393 + Penalty 414.975217 = -489.567176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.601501 sec): 3 clusters Score: Raw -980.209586 + Penalty 830.989002 = -149.220584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.602408 sec): 2 clusters Score: Raw -2868.631612 + Penalty 440.828894 = -2427.802718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.602751 sec): 3 clusters Score: Raw -2903.003494 + Penalty 887.972657 = -2015.030838 nChanged 5 SP:Iteration 1F (10.603087 sec): 3 clusters Score: Raw -2922.896507 + Penalty 887.284812 = -2035.611694 nChanged 1 SP:Iteration 2Q (10.603409 sec): 3 clusters Score: Raw -2928.943746 + Penalty 887.284812 = -2041.658934 nChanged 0 SP:Iteration 3F (10.603750 sec): 3 clusters Score: Raw -2928.943746 + Penalty 887.284812 = -2041.658934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.604534 sec): 2 clusters Score: Raw -493.130831 + Penalty 178.741900 = -314.388931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.604766 sec): 3 clusters Score: Raw -505.448541 + Penalty 357.062711 = -148.385830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.605501 sec): 2 clusters Score: Raw -179.494467 + Penalty 141.969810 = -37.524658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.605713 sec): 3 clusters Score: Raw -170.763692 + Penalty 282.752279 = 111.988587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 45 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.606500 sec): 2 clusters Score: Raw -695.866588 + Penalty 293.592530 = -402.274058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.606736 sec): 3 clusters Score: Raw -738.829578 + Penalty 587.185060 = -151.644518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.607738 sec): 2 clusters Score: Raw -4187.083902 + Penalty 450.063332 = -3737.020569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.608140 sec): 3 clusters Score: Raw -4193.752805 + Penalty 901.407544 = -3292.345262 nChanged 15 SP:Iteration 1F (10.608535 sec): 3 clusters Score: Raw -4230.760728 + Penalty 901.706486 = -3329.054243 nChanged 5 SP:Iteration 2Q (10.608922 sec): 3 clusters Score: Raw -4238.764467 + Penalty 903.086949 = -3335.677518 nChanged 3 SP:Iteration 3Q (10.609306 sec): 3 clusters Score: Raw -4248.116313 + Penalty 904.248892 = -3343.867422 nChanged 1 SP:Iteration 4Q (10.609686 sec): 3 clusters Score: Raw -4249.950788 + Penalty 904.248892 = -3345.701896 nChanged 0 SP:Iteration 5F (10.610083 sec): 3 clusters Score: Raw -4249.950788 + Penalty 904.248892 = -3345.701896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.610845 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.611060 sec): 3 clusters Score: Raw -158.129855 + Penalty 207.612113 = 49.482258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.611801 sec): 2 clusters Score: Raw -344.159703 + Penalty 247.595170 = -96.564533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.612020 sec): 3 clusters Score: Raw -337.703709 + Penalty 493.842063 = 156.138354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.612778 sec): 2 clusters Score: Raw -642.434313 + Penalty 300.605688 = -341.828625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.613014 sec): 3 clusters Score: Raw -676.732418 + Penalty 611.432294 = -65.300124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.613774 sec): 2 clusters Score: Raw -768.419506 + Penalty 411.625631 = -356.793876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.614010 sec): 3 clusters Score: Raw -819.471015 + Penalty 826.136631 = 6.665616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.614763 sec): 2 clusters Score: Raw -468.781593 + Penalty 209.384706 = -259.396886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.614992 sec): 3 clusters Score: Raw -481.234902 + Penalty 411.400282 = -69.834620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.615764 sec): 2 clusters Score: Raw -746.385279 + Penalty 198.444319 = -547.940960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.616011 sec): 3 clusters Score: Raw -750.098383 + Penalty 396.888637 = -353.209746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.616747 sec): 2 clusters Score: Raw -127.114342 + Penalty 91.446197 = -35.668144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.616976 sec): 3 clusters Score: Raw -118.838456 + Penalty 195.434521 = 76.596065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.617709 sec): 2 clusters Score: Raw -88.354183 + Penalty 85.523222 = -2.830961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.617918 sec): 3 clusters Score: Raw -80.675385 + Penalty 171.046444 = 90.371060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.618724 sec): 2 clusters Score: Raw -933.208834 + Penalty 248.242869 = -684.965964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.618987 sec): 3 clusters Score: Raw -966.602536 + Penalty 498.625505 = -467.977031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.619730 sec): 2 clusters Score: Raw -249.541667 + Penalty 152.006097 = -97.535570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.619950 sec): 3 clusters Score: Raw -246.512874 + Penalty 306.249414 = 59.736541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.620686 sec): 2 clusters Score: Raw -216.030415 + Penalty 145.352097 = -70.678318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.620900 sec): 3 clusters Score: Raw -210.397413 + Penalty 295.294982 = 84.897569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.621614 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.621801 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.622635 sec): 2 clusters Score: Raw -1971.498454 + Penalty 465.331768 = -1506.166687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.622929 sec): 3 clusters Score: Raw -2052.211415 + Penalty 922.070309 = -1130.141106 nChanged 1 SP:Iteration 1Q (10.623203 sec): 3 clusters Score: Raw -2056.739558 + Penalty 925.551843 = -1131.187716 nChanged 1 SP:Iteration 2Q (10.623477 sec): 3 clusters Score: Raw -2063.849360 + Penalty 925.551843 = -1138.297517 nChanged 0 SP:Iteration 3F (10.623765 sec): 3 clusters Score: Raw -2063.849360 + Penalty 925.551843 = -1138.297517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.624505 sec): 2 clusters Score: Raw -139.869883 + Penalty 111.116782 = -28.753101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.624701 sec): 2 clusters Score: Raw -139.869883 + Penalty 111.116782 = -28.753101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.625445 sec): 2 clusters Score: Raw -452.892837 + Penalty 267.631307 = -185.261530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.625672 sec): 3 clusters Score: Raw -471.766349 + Penalty 535.262614 = 63.496265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.626406 sec): 2 clusters Score: Raw -221.589394 + Penalty 156.816670 = -64.772724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.626640 sec): 3 clusters Score: Raw -215.500379 + Penalty 314.616841 = 99.116462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.627377 sec): 2 clusters Score: Raw -228.027035 + Penalty 154.676323 = -73.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.627586 sec): 3 clusters Score: Raw -221.542030 + Penalty 278.986439 = 57.444409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.628498 sec): 2 clusters Score: Raw -3099.277268 + Penalty 454.848857 = -2644.428411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.628863 sec): 3 clusters Score: Raw -3126.738435 + Penalty 916.093658 = -2210.644776 nChanged 4 SP:Iteration 1F (10.629211 sec): 3 clusters Score: Raw -3132.376847 + Penalty 916.093658 = -2216.283189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.629967 sec): 2 clusters Score: Raw -127.944595 + Penalty 95.944512 = -32.000083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.630173 sec): 3 clusters Score: Raw -121.401832 + Penalty 181.074286 = 59.672454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.630895 sec): 2 clusters Score: Raw -88.137123 + Penalty 65.111943 = -23.025180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.631089 sec): 2 clusters Score: Raw -88.137123 + Penalty 65.111943 = -23.025180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.631822 sec): 2 clusters Score: Raw -202.554032 + Penalty 112.851310 = -89.702722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.632036 sec): 3 clusters Score: Raw -199.476635 + Penalty 236.919410 = 37.442775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.632889 sec): 2 clusters Score: Raw -1652.581430 + Penalty 84.514137 = -1568.067293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.633187 sec): 3 clusters Score: Raw -1645.550707 + Penalty 213.122927 = -1432.427780 nChanged 15 SP:Iteration 1F (10.633481 sec): 3 clusters Score: Raw -1675.340559 + Penalty 259.235488 = -1416.105071 nChanged 5 SP:Iteration 2F (10.633773 sec): 3 clusters Score: Raw -1686.647150 + Penalty 267.425785 = -1419.221365 nChanged 1 SP:Iteration 3Q (10.634049 sec): 3 clusters Score: Raw -1688.301993 + Penalty 267.425785 = -1420.876208 nChanged 0 SP:Iteration 4F (10.634340 sec): 3 clusters Score: Raw -1688.301993 + Penalty 267.425785 = -1420.876208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 71 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.635135 sec): 2 clusters Score: Raw -1016.871114 + Penalty 389.172507 = -627.698608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.635387 sec): 3 clusters Score: Raw -1085.361365 + Penalty 768.497763 = -316.863602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.636124 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.636333 sec): 3 clusters Score: Raw -213.395068 + Penalty 113.823150 = -99.571918 nChanged 1 SP:Iteration 1F (10.636529 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.637291 sec): 2 clusters Score: Raw -332.912791 + Penalty 212.538905 = -120.373887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.637510 sec): 3 clusters Score: Raw -328.802726 + Penalty 423.686179 = 94.883453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.638242 sec): 2 clusters Score: Raw -181.826948 + Penalty 142.582768 = -39.244180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.638452 sec): 3 clusters Score: Raw -174.726708 + Penalty 265.993349 = 91.266641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.639202 sec): 2 clusters Score: Raw -543.034978 + Penalty 308.562096 = -234.472881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.639430 sec): 3 clusters Score: Raw -542.293324 + Penalty 618.497249 = 76.203925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.640162 sec): 2 clusters Score: Raw -147.599957 + Penalty 143.999720 = -3.600237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.640373 sec): 3 clusters Score: Raw -135.576167 + Penalty 296.656283 = 161.080116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.641144 sec): 2 clusters Score: Raw -976.598417 + Penalty 435.389184 = -541.209233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.641388 sec): 3 clusters Score: Raw -1002.264335 + Penalty 870.095322 = -132.169013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.642110 sec): 2 clusters Score: Raw -89.249875 + Penalty 72.354066 = -16.895809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.642301 sec): 2 clusters Score: Raw -89.249875 + Penalty 72.354066 = -16.895809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.643041 sec): 2 clusters Score: Raw -288.217992 + Penalty 201.847121 = -86.370871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.643262 sec): 3 clusters Score: Raw -293.015235 + Penalty 403.065087 = 110.049852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 81 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.644083 sec): 2 clusters Score: Raw -1650.610573 + Penalty 408.163185 = -1242.447388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.644371 sec): 3 clusters Score: Raw -1725.805684 + Penalty 816.855387 = -908.950297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.645116 sec): 2 clusters Score: Raw -251.886052 + Penalty 142.875037 = -109.011016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.645335 sec): 3 clusters Score: Raw -251.513291 + Penalty 285.750073 = 34.236782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.646187 sec): 2 clusters Score: Raw -2055.772705 + Penalty 389.462124 = -1666.310580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.646501 sec): 3 clusters Score: Raw -2094.895278 + Penalty 778.874726 = -1316.020552 nChanged 2 SP:Iteration 1Q (10.646788 sec): 3 clusters Score: Raw -2101.677041 + Penalty 778.874726 = -1322.802315 nChanged 0 SP:Iteration 2F (10.647080 sec): 3 clusters Score: Raw -2101.677041 + Penalty 778.874726 = -1322.802315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.647838 sec): 2 clusters Score: Raw -365.027828 + Penalty 191.523838 = -173.503990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.648061 sec): 3 clusters Score: Raw -372.156665 + Penalty 402.374931 = 30.218266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.648792 sec): 2 clusters Score: Raw -136.212198 + Penalty 114.590074 = -21.622123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.648988 sec): 2 clusters Score: Raw -136.212198 + Penalty 114.590074 = -21.622123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.649740 sec): 2 clusters Score: Raw -502.810357 + Penalty 210.684339 = -292.126018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.649974 sec): 3 clusters Score: Raw -509.297622 + Penalty 416.721396 = -92.576226 nChanged 1 SP:Iteration 1F (10.650199 sec): 3 clusters Score: Raw -514.449385 + Penalty 416.721396 = -97.727989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.650928 sec): 2 clusters Score: Raw -92.698088 + Penalty 91.062608 = -1.635480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.651121 sec): 2 clusters Score: Raw -92.698088 + Penalty 91.062608 = -1.635480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.651849 sec): 2 clusters Score: Raw -172.775232 + Penalty 119.638838 = -53.136394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.652061 sec): 3 clusters Score: Raw -167.703235 + Penalty 223.875491 = 56.172256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.652798 sec): 2 clusters Score: Raw -365.971794 + Penalty 245.613183 = -120.358611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.653020 sec): 3 clusters Score: Raw -372.078453 + Penalty 494.359469 = 122.281016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.653748 sec): 2 clusters Score: Raw -133.702740 + Penalty 118.768911 = -14.933829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.653944 sec): 2 clusters Score: Raw -133.702740 + Penalty 118.768911 = -14.933829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.654668 sec): 2 clusters Score: Raw -86.056930 + Penalty 80.989893 = -5.067036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.654861 sec): 2 clusters Score: Raw -86.056930 + Penalty 80.989893 = -5.067036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.655663 sec): 2 clusters Score: Raw -1435.504814 + Penalty 526.275985 = -909.228829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.655932 sec): 3 clusters Score: Raw -1574.670898 + Penalty 1051.766825 = -522.904072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.656689 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.656898 sec): 3 clusters Score: Raw -164.116777 + Penalty 200.754852 = 36.638075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.657629 sec): 2 clusters Score: Raw -160.188420 + Penalty 75.108364 = -85.080056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.657824 sec): 2 clusters Score: Raw -160.188420 + Penalty 75.108364 = -85.080056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.658556 sec): 2 clusters Score: Raw -209.830049 + Penalty 152.809111 = -57.020938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.658772 sec): 3 clusters Score: Raw -208.789800 + Penalty 304.037832 = 95.248032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.659511 sec): 2 clusters Score: Raw -320.863862 + Penalty 184.253216 = -136.610646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.659731 sec): 3 clusters Score: Raw -315.206413 + Penalty 363.590059 = 48.383646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.660460 sec): 2 clusters Score: Raw -82.229120 + Penalty 53.279882 = -28.949238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.660668 sec): 3 clusters Score: Raw -75.827932 + Penalty 106.559765 = 30.731833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.661398 sec): 2 clusters Score: Raw -189.310469 + Penalty 173.724067 = -15.586401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.661611 sec): 3 clusters Score: Raw -180.754397 + Penalty 347.448134 = 166.693737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.662349 sec): 2 clusters Score: Raw -293.283075 + Penalty 180.859458 = -112.423616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.662570 sec): 3 clusters Score: Raw -288.389088 + Penalty 368.408774 = 80.019686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.663296 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.663489 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.664233 sec): 2 clusters Score: Raw -350.941733 + Penalty 156.243788 = -194.697946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.664456 sec): 3 clusters Score: Raw -358.017288 + Penalty 329.599823 = -28.417465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.665199 sec): 2 clusters Score: Raw -342.596065 + Penalty 202.985084 = -139.610980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.665435 sec): 3 clusters Score: Raw -349.771500 + Penalty 400.861208 = 51.089707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.666173 sec): 2 clusters Score: Raw -168.047387 + Penalty 127.871260 = -40.176127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.666385 sec): 3 clusters Score: Raw -164.974339 + Penalty 273.885273 = 108.910934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.667121 sec): 2 clusters Score: Raw -307.329074 + Penalty 239.732549 = -67.596524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.667337 sec): 3 clusters Score: Raw -293.727621 + Penalty 465.166427 = 171.438806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.668084 sec): 2 clusters Score: Raw -470.385884 + Penalty 211.209603 = -259.176281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.668311 sec): 3 clusters Score: Raw -471.660796 + Penalty 422.571602 = -49.089194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.669038 sec): 2 clusters Score: Raw -89.374516 + Penalty 89.744611 = 0.370094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.669247 sec): 3 clusters Score: Raw -80.946233 + Penalty 179.489221 = 98.542988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.669994 sec): 2 clusters Score: Raw -273.465829 + Penalty 193.168005 = -80.297825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.670210 sec): 3 clusters Score: Raw -264.656486 + Penalty 395.162487 = 130.506001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.670951 sec): 2 clusters Score: Raw -320.188407 + Penalty 216.716902 = -103.471504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.671171 sec): 3 clusters Score: Raw -312.793216 + Penalty 435.667453 = 122.874237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.671894 sec): 2 clusters Score: Raw -89.191402 + Penalty 75.987037 = -13.204366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.672087 sec): 2 clusters Score: Raw -89.191402 + Penalty 75.987037 = -13.204366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.672816 sec): 2 clusters Score: Raw -160.268261 + Penalty 106.378291 = -53.889969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.673028 sec): 3 clusters Score: Raw -157.063581 + Penalty 186.918025 = 29.854444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.673758 sec): 2 clusters Score: Raw -150.269660 + Penalty 147.634230 = -2.635430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.673953 sec): 2 clusters Score: Raw -150.269660 + Penalty 147.634230 = -2.635430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.674683 sec): 2 clusters Score: Raw -172.939351 + Penalty 137.433333 = -35.506018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.674911 sec): 3 clusters Score: Raw -167.605574 + Penalty 250.479348 = 82.873774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.675650 sec): 2 clusters Score: Raw -221.521277 + Penalty 153.572992 = -67.948284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.675865 sec): 3 clusters Score: Raw -215.875041 + Penalty 307.732432 = 91.857391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.676594 sec): 2 clusters Score: Raw -183.719369 + Penalty 164.304287 = -19.415081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.676807 sec): 3 clusters Score: Raw -176.499150 + Penalty 322.153494 = 145.654344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.677534 sec): 2 clusters Score: Raw -181.343995 + Penalty 155.782487 = -25.561508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.677746 sec): 3 clusters Score: Raw -175.672259 + Penalty 291.730576 = 116.058317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.678471 sec): 2 clusters Score: Raw -133.101982 + Penalty 110.959507 = -22.142476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.678682 sec): 3 clusters Score: Raw -124.160778 + Penalty 232.950332 = 108.789554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.679403 sec): 2 clusters Score: Raw -80.514370 + Penalty 52.041409 = -28.472961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.679594 sec): 2 clusters Score: Raw -80.514370 + Penalty 52.041409 = -28.472961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.680322 sec): 2 clusters Score: Raw -128.294221 + Penalty 113.191227 = -15.102994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.680518 sec): 2 clusters Score: Raw -128.294221 + Penalty 113.191227 = -15.102994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.681243 sec): 2 clusters Score: Raw -134.737524 + Penalty 131.100359 = -3.637165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.681439 sec): 2 clusters Score: Raw -134.737524 + Penalty 131.100359 = -3.637165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.682160 sec): 2 clusters Score: Raw -87.864194 + Penalty 74.604619 = -13.259575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.682368 sec): 3 clusters Score: Raw -80.264010 + Penalty 149.209238 = 68.945228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.683093 sec): 2 clusters Score: Raw -137.152513 + Penalty 132.086128 = -5.066385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.683302 sec): 3 clusters Score: Raw -128.042652 + Penalty 266.534844 = 138.492192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.684015 sec): 2 clusters Score: Raw -32.085169 + Penalty 0.000000 = -32.085169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.684212 sec): 2 clusters Score: Raw -32.085169 + Penalty 0.000000 = -32.085169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.684938 sec): 2 clusters Score: Raw -41.774761 + Penalty 0.000000 = -41.774761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.685128 sec): 2 clusters Score: Raw -41.774761 + Penalty 0.000000 = -41.774761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.685847 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.686036 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.686759 sec): 2 clusters Score: Raw -90.363228 + Penalty 71.851097 = -18.512130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.686953 sec): 2 clusters Score: Raw -90.363228 + Penalty 71.851097 = -18.512130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.687688 sec): 2 clusters Score: Raw -251.528052 + Penalty 223.801246 = -27.726806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.687903 sec): 3 clusters Score: Raw -241.818623 + Penalty 447.952834 = 206.134210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.688637 sec): 2 clusters Score: Raw -205.505062 + Penalty 124.317561 = -81.187502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.688852 sec): 3 clusters Score: Raw -204.770259 + Penalty 245.510958 = 40.740699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 138 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.689607 sec): 2 clusters Score: Raw -480.711978 + Penalty 176.039201 = -304.672777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.689843 sec): 3 clusters Score: Raw -492.181341 + Penalty 354.366237 = -137.815104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.690563 sec): 2 clusters Score: Raw -39.723639 + Penalty 0.000000 = -39.723639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.690753 sec): 2 clusters Score: Raw -39.723639 + Penalty 0.000000 = -39.723639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.691472 sec): 2 clusters Score: Raw -41.960305 + Penalty 0.000000 = -41.960305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.691661 sec): 2 clusters Score: Raw -41.960305 + Penalty 0.000000 = -41.960305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.692390 sec): 2 clusters Score: Raw -192.735777 + Penalty 175.559968 = -17.175809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.692603 sec): 3 clusters Score: Raw -181.432614 + Penalty 351.119937 = 169.687322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.693335 sec): 2 clusters Score: Raw -264.491058 + Penalty 184.928461 = -79.562597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.693568 sec): 3 clusters Score: Raw -264.104593 + Penalty 369.856922 = 105.752329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.694297 sec): 2 clusters Score: Raw -138.280896 + Penalty 130.399067 = -7.881829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.694507 sec): 3 clusters Score: Raw -130.897196 + Penalty 252.290933 = 121.393737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.695230 sec): 2 clusters Score: Raw -82.822836 + Penalty 63.170984 = -19.651852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.695424 sec): 2 clusters Score: Raw -82.822836 + Penalty 63.170984 = -19.651852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.696147 sec): 2 clusters Score: Raw -40.201956 + Penalty 0.000000 = -40.201956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.696337 sec): 2 clusters Score: Raw -40.201956 + Penalty 0.000000 = -40.201956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.697062 sec): 2 clusters Score: Raw -88.054272 + Penalty 87.675740 = -0.378533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.697256 sec): 2 clusters Score: Raw -88.054272 + Penalty 87.675740 = -0.378533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.697979 sec): 2 clusters Score: Raw -83.933644 + Penalty 59.651715 = -24.281929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.698180 sec): 3 clusters Score: Raw -77.982386 + Penalty 119.303430 = 41.321045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.698904 sec): 2 clusters Score: Raw -83.971625 + Penalty 68.562883 = -15.408742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.699098 sec): 2 clusters Score: Raw -83.971625 + Penalty 68.562883 = -15.408742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.699833 sec): 2 clusters Score: Raw -209.027933 + Penalty 121.792679 = -87.235254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.700050 sec): 3 clusters Score: Raw -203.039622 + Penalty 248.080211 = 45.040589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.700784 sec): 2 clusters Score: Raw -290.626416 + Penalty 193.108667 = -97.517750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.701005 sec): 3 clusters Score: Raw -291.648233 + Penalty 391.745474 = 100.097241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.701734 sec): 2 clusters Score: Raw -146.785761 + Penalty 147.906472 = 1.120711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.701944 sec): 3 clusters Score: Raw -134.149708 + Penalty 304.062540 = 169.912833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.702667 sec): 2 clusters Score: Raw -91.992020 + Penalty 89.291293 = -2.700727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.702890 sec): 3 clusters Score: Raw -82.283163 + Penalty 178.582586 = 96.299423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.703616 sec): 2 clusters Score: Raw -91.874794 + Penalty 85.916058 = -5.958736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.703824 sec): 3 clusters Score: Raw -82.289169 + Penalty 171.832116 = 89.542948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.704541 sec): 2 clusters Score: Raw -40.595043 + Penalty 0.000000 = -40.595043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.704732 sec): 2 clusters Score: Raw -40.595043 + Penalty 0.000000 = -40.595043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.705453 sec): 2 clusters Score: Raw -88.706462 + Penalty 84.959250 = -3.747212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.705660 sec): 3 clusters Score: Raw -80.394843 + Penalty 169.918500 = 89.523657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.706380 sec): 2 clusters Score: Raw -42.010172 + Penalty 0.000000 = -42.010172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.706570 sec): 2 clusters Score: Raw -42.010172 + Penalty 0.000000 = -42.010172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.707291 sec): 2 clusters Score: Raw -87.925495 + Penalty 68.419447 = -19.506048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.707485 sec): 2 clusters Score: Raw -87.925495 + Penalty 68.419447 = -19.506048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.708214 sec): 2 clusters Score: Raw -141.129632 + Penalty 136.457483 = -4.672150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.708424 sec): 3 clusters Score: Raw -131.416790 + Penalty 280.374526 = 148.957736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.709141 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.709330 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.710055 sec): 2 clusters Score: Raw -88.357713 + Penalty 73.743955 = -14.613758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.710265 sec): 3 clusters Score: Raw -80.400370 + Penalty 147.487910 = 67.087540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.711014 sec): 2 clusters Score: Raw -88.383898 + Penalty 85.782490 = -2.601408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.711207 sec): 2 clusters Score: Raw -88.383898 + Penalty 85.782490 = -2.601408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.711951 sec): 2 clusters Score: Raw -128.914002 + Penalty 98.376883 = -30.537119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.712181 sec): 3 clusters Score: Raw -120.341934 + Penalty 200.772550 = 80.430617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 174 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.712940 sec): 2 clusters Score: Raw -391.536963 + Penalty 96.648199 = -294.888763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.713166 sec): 3 clusters Score: Raw -394.160825 + Penalty 199.039600 = -195.121225 nChanged 1 SP:Iteration 1F (10.713386 sec): 3 clusters Score: Raw -396.829553 + Penalty 199.039600 = -197.789953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.714124 sec): 2 clusters Score: Raw -79.054842 + Penalty 67.409965 = -11.644878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.714332 sec): 3 clusters Score: Raw -74.329571 + Penalty 134.819929 = 60.490358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.715054 sec): 2 clusters Score: Raw -40.472128 + Penalty 0.000000 = -40.472128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.715244 sec): 2 clusters Score: Raw -40.472128 + Penalty 0.000000 = -40.472128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.715974 sec): 2 clusters Score: Raw -173.875078 + Penalty 149.966529 = -23.908549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.716187 sec): 3 clusters Score: Raw -167.016680 + Penalty 308.697947 = 141.681267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.716913 sec): 2 clusters Score: Raw -113.041559 + Penalty 99.239388 = -13.802171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.717124 sec): 3 clusters Score: Raw -109.641923 + Penalty 211.662271 = 102.020348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.717849 sec): 2 clusters Score: Raw -91.267759 + Penalty 92.418350 = 1.150591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.718042 sec): 2 clusters Score: Raw -91.267759 + Penalty 92.418350 = 1.150591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.718773 sec): 2 clusters Score: Raw -134.447392 + Penalty 123.442118 = -11.005274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.718987 sec): 3 clusters Score: Raw -126.959446 + Penalty 269.194043 = 142.234597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.719716 sec): 2 clusters Score: Raw -41.412383 + Penalty 0.000000 = -41.412383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.719909 sec): 2 clusters Score: Raw -41.412383 + Penalty 0.000000 = -41.412383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.720641 sec): 2 clusters Score: Raw -88.206434 + Penalty 74.483681 = -13.722752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.720834 sec): 2 clusters Score: Raw -88.206434 + Penalty 74.483681 = -13.722752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.721575 sec): 2 clusters Score: Raw -78.936873 + Penalty 72.547956 = -6.388917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.721784 sec): 3 clusters Score: Raw -74.083033 + Penalty 145.095912 = 71.012879 nChanged 0 Deleting Class 165 (1 points): Lose 6.509055 but Gain 1292.687581 Iteration 20F (12.046585 sec): 159 clusters Score: Raw -591208.952641 + Penalty 146092.925022 = -445116.027619 nChanged 202 Deleting Class 135 (5 points): Lose 83.367315 but Gain 1363.630107 Iteration 21Q (12.153120 sec): 158 clusters Score: Raw -591218.704350 + Penalty 144788.616424 = -446430.087926 nChanged 141 Deleting Class 181 (2 points): Lose 28.296641 but Gain 1307.498079 Iteration 22Q (12.254785 sec): 157 clusters Score: Raw -591249.329655 + Penalty 143723.553337 = -447525.776318 nChanged 124 Deleting Class 158 (3 points): Lose 43.190894 but Gain 1320.234367 Iteration 23Q (12.354970 sec): 156 clusters Score: Raw -591261.588716 + Penalty 142465.017822 = -448796.570894 nChanged 93 Deleting Class 117 (3 points): Lose 43.052506 but Gain 1317.804294 Iteration 24Q (12.452881 sec): 155 clusters Score: Raw -591269.933534 + Penalty 141182.945355 = -450086.988179 nChanged 108 Deleting Class 183 (1 points): Lose 1.212023 but Gain 1273.026331 Iteration 25Q (12.550416 sec): 154 clusters Score: Raw -591304.365851 + Penalty 139941.419263 = -451362.946588 nChanged 103 Deleting Class 110 (6 points): Lose 54.435730 but Gain 1312.065765 Iteration 26Q (12.647560 sec): 153 clusters Score: Raw -591275.664370 + Penalty 138646.779403 = -452628.884966 nChanged 108 Deleting Class 132 (1 points): Lose 3.303776 but Gain 1259.191810 Iteration 27Q (12.744839 sec): 152 clusters Score: Raw -591314.147833 + Penalty 137397.247270 = -453916.900563 nChanged 117 Deleting Class 112 (2 points): Lose 15.884194 but Gain 1269.671073 Iteration 28Q (12.841555 sec): 151 clusters Score: Raw -591341.328616 + Penalty 136155.997159 = -455185.331457 nChanged 143 Deleting Class 87 (2 points): Lose 34.723770 but Gain 1288.317576 Iteration 29Q (12.940130 sec): 150 clusters Score: Raw -591370.179154 + Penalty 134981.141475 = -456389.037679 nChanged 169 Deleting Class 140 (1 points): Lose 0.663815 but Gain 1248.670263 Iteration 30F (14.177734 sec): 149 clusters Score: Raw -591481.900919 + Penalty 133758.214214 = -457723.686705 nChanged 195 Deleting Class 5 (8 points): Lose 97.022243 but Gain 1344.259141 Iteration 31Q (14.279788 sec): 148 clusters Score: Raw -591502.589441 + Penalty 132759.343450 = -458743.245991 nChanged 160 Deleting Class 172 (3 points): Lose 30.458966 but Gain 1317.970448 Iteration 32Q (14.380649 sec): 147 clusters Score: Raw -591590.742117 + Penalty 131475.171837 = -460115.570280 nChanged 136 Deleting Class 76 (3 points): Lose 39.292387 but Gain 1285.362139 Iteration 33Q (14.478073 sec): 146 clusters Score: Raw -591605.694232 + Penalty 130194.097809 = -461411.596423 nChanged 110 Deleting Class 159 (2 points): Lose 28.341833 but Gain 1263.257717 Iteration 34Q (14.573113 sec): 145 clusters Score: Raw -591618.351500 + Penalty 129084.820626 = -462533.530874 nChanged 79 Deleting Class 77 (20 points): Lose 200.614748 but Gain 1425.223407 Iteration 35Q (14.664632 sec): 144 clusters Score: Raw -591464.803273 + Penalty 127747.889261 = -463716.914012 nChanged 100 Deleting Class 41 (20 points): Lose 147.428493 but Gain 1358.399369 Iteration 36Q (14.757646 sec): 143 clusters Score: Raw -591399.025182 + Penalty 126508.047960 = -464890.977222 nChanged 100 Deleting Class 152 (2 points): Lose 32.263155 but Gain 1240.401507 Iteration 37Q (14.850099 sec): 142 clusters Score: Raw -591458.967717 + Penalty 125271.846947 = -466187.120770 nChanged 80 Deleting Class 160 (2 points): Lose 15.921285 but Gain 1215.506234 Iteration 38Q (14.940835 sec): 141 clusters Score: Raw -591493.204194 + Penalty 124102.006018 = -467391.198176 nChanged 70 Deleting Class 50 (16 points): Lose 262.437144 but Gain 1455.878944 Iteration 39Q (15.030852 sec): 140 clusters Score: Raw -591254.324733 + Penalty 122956.113591 = -468298.211142 nChanged 73 Deleting Class 54 (2 points): Lose 18.046231 but Gain 1209.948545 Iteration 40F (16.193597 sec): 139 clusters Score: Raw -591356.343849 + Penalty 121922.091270 = -469434.252579 nChanged 47 Deleting Class 164 (2 points): Lose 11.768820 but Gain 1201.969689 Iteration 41Q (16.282044 sec): 138 clusters Score: Raw -591375.792017 + Penalty 120721.265529 = -470654.526487 nChanged 27 Deleting Class 141 (4 points): Lose 56.985247 but Gain 1241.876318 Iteration 42Q (16.369184 sec): 137 clusters Score: Raw -591328.166190 + Penalty 119621.081947 = -471707.084243 nChanged 23 Deleting Class 103 (4 points): Lose 45.382104 but Gain 1228.889518 Iteration 43Q (16.455004 sec): 136 clusters Score: Raw -591313.998503 + Penalty 118451.473505 = -472862.524998 nChanged 23 Deleting Class 168 (3 points): Lose 34.827457 but Gain 1218.039048 Iteration 44Q (16.541291 sec): 135 clusters Score: Raw -591310.234837 + Penalty 117251.128903 = -474059.105933 nChanged 25 Deleting Class 94 (36 points): Lose 308.827647 but Gain 1474.120875 Iteration 45Q (16.627342 sec): 134 clusters Score: Raw -591020.688628 + Penalty 115968.318775 = -475052.369853 nChanged 59 Deleting Class 28 (8 points): Lose 56.133980 but Gain 1219.167944 Iteration 46Q (16.715136 sec): 133 clusters Score: Raw -591120.959058 + Penalty 114766.857421 = -476354.101637 nChanged 27 Deleting Class 75 (11 points): Lose 119.184160 but Gain 1261.887601 Iteration 47Q (16.800555 sec): 132 clusters Score: Raw -591028.924904 + Penalty 113570.141232 = -477458.783672 nChanged 24 Deleting Class 128 (4 points): Lose 62.970577 but Gain 1204.931629 Iteration 48Q (16.885141 sec): 131 clusters Score: Raw -590999.689965 + Penalty 112536.352638 = -478463.337326 nChanged 20 Deleting Class 48 (7 points): Lose 111.957889 but Gain 1247.750330 Iteration 49Q (16.969056 sec): 130 clusters Score: Raw -590931.314970 + Penalty 110353.849638 = -480577.465332 nChanged 19 Deleting Class 93 (2 points): Lose 17.558446 but Gain 1145.812814 Iteration 50F (18.035336 sec): 128 clusters Score: Raw -590971.125013 + Penalty 109222.240679 = -481748.884334 nChanged 12 Deleting Class 130 (3 points): Lose 56.536590 but Gain 1179.019711 Iteration 51Q (18.118203 sec): 127 clusters Score: Raw -590921.108839 + Penalty 108121.997239 = -482799.111600 nChanged 11 Deleting Class 145 (3 points): Lose 42.422717 but Gain 1163.960761 Iteration 52Q (18.201730 sec): 126 clusters Score: Raw -590903.982651 + Penalty 106979.297782 = -483924.684869 nChanged 10 Deleting Class 163 (1 points): Lose 4.882652 but Gain 1124.997980 Iteration 53Q (18.284082 sec): 125 clusters Score: Raw -590922.512612 + Penalty 105845.659182 = -485076.853430 nChanged 12 Deleting Class 185 (3 points): Lose 42.573295 but Gain 1149.296547 Iteration 54Q (18.367571 sec): 124 clusters Score: Raw -590886.866249 + Penalty 104761.756957 = -486125.109292 nChanged 15 Deleting Class 121 (4 points): Lose 59.416012 but Gain 1162.255868 Iteration 55Q (18.450087 sec): 123 clusters Score: Raw -590854.462537 + Penalty 103622.891171 = -487231.571366 nChanged 14 Deleting Class 71 (26 points): Lose 123.314345 but Gain 1224.647917 Iteration 56Q (18.533558 sec): 122 clusters Score: Raw -590758.606150 + Penalty 102481.621095 = -488276.985055 nChanged 33 Deleting Class 62 (10 points): Lose 62.750649 but Gain 1139.802314 Iteration 57Q (18.616828 sec): 121 clusters Score: Raw -590776.742028 + Penalty 101359.176539 = -489417.565490 nChanged 17 Deleting Class 182 (3 points): Lose 31.135565 but Gain 1101.862036 Iteration 58Q (18.698827 sec): 120 clusters Score: Raw -590767.438531 + Penalty 100321.314575 = -490446.123955 nChanged 7 Deleting Class 123 (4 points): Lose 36.028316 but Gain 1101.974349 Iteration 59Q (18.779516 sec): 119 clusters Score: Raw -590753.512327 + Penalty 99220.728206 = -491532.784121 nChanged 7 Deleting Class 175 (3 points): Lose 30.460434 but Gain 1097.838497 Iteration 60F (19.772492 sec): 118 clusters Score: Raw -590736.086145 + Penalty 98167.014254 = -492569.071891 nChanged 5 Deleting Class 31 (4 points): Lose 36.959364 but Gain 1096.090332 Iteration 61Q (19.853358 sec): 117 clusters Score: Raw -590717.029799 + Penalty 97118.749573 = -493598.280226 nChanged 8 Deleting Class 115 (2 points): Lose 25.723104 but Gain 1075.034385 Iteration 62Q (19.933646 sec): 116 clusters Score: Raw -590704.863861 + Penalty 96209.970869 = -494494.892992 nChanged 2 Deleting Class 91 (9 points): Lose 110.713947 but Gain 1153.687741 Iteration 63Q (20.013649 sec): 115 clusters Score: Raw -590622.235647 + Penalty 95105.952540 = -495516.283107 nChanged 9 Deleting Class 184 (2 points): Lose 16.416216 but Gain 1053.765513 Iteration 64Q (20.093987 sec): 114 clusters Score: Raw -590653.574958 + Penalty 94053.695253 = -496599.879704 nChanged 2 Deleting Class 129 (2 points): Lose 18.769786 but Gain 1055.476492 Iteration 65Q (20.174050 sec): 113 clusters Score: Raw -590638.334399 + Penalty 92996.327603 = -497642.006796 nChanged 2 Deleting Class 177 (1 points): Lose 7.019030 but Gain 1042.027127 Iteration 66Q (20.254223 sec): 112 clusters Score: Raw -590635.057731 + Penalty 91955.331735 = -498679.725997 nChanged 2 Deleting Class 92 (3 points): Lose 30.761449 but Gain 1060.148323 Iteration 67Q (20.332843 sec): 111 clusters Score: Raw -590606.663065 + Penalty 90916.415231 = -499690.247834 nChanged 4 Deleting Class 114 (9 points): Lose 78.286220 but Gain 1106.634438 Iteration 68Q (20.412932 sec): 110 clusters Score: Raw -590535.709220 + Penalty 89896.027882 = -500639.681338 nChanged 10 Deleting Class 73 (8 points): Lose 84.326944 but Gain 1106.026893 Iteration 69Q (20.491991 sec): 109 clusters Score: Raw -590480.190171 + Penalty 88807.998536 = -501672.191635 nChanged 10 Deleting Class 98 (8 points): Lose 76.678273 but Gain 1088.835281 Iteration 70F (21.393788 sec): 108 clusters Score: Raw -590419.496515 + Penalty 87827.082555 = -502592.413960 nChanged 9 Deleting Class 10 (19 points): Lose 79.382374 but Gain 1086.060757 Iteration 71Q (21.472166 sec): 107 clusters Score: Raw -590373.889006 + Penalty 86764.745539 = -503609.143467 nChanged 22 Deleting Class 85 (3 points): Lose 17.344188 but Gain 1022.847425 Iteration 72Q (21.551009 sec): 106 clusters Score: Raw -590382.793736 + Penalty 85772.231690 = -504610.562046 nChanged 6 Deleting Class 49 (20 points): Lose 129.280384 but Gain 1134.270906 Iteration 73Q (21.630418 sec): 105 clusters Score: Raw -590263.403161 + Penalty 84800.210976 = -505463.192185 nChanged 21 Deleting Class 179 (5 points): Lose 96.651514 but Gain 1133.711512 Iteration 74Q (21.709261 sec): 104 clusters Score: Raw -590244.088803 + Penalty 83745.342407 = -506498.746395 nChanged 10 Deleting Class 78 (2 points): Lose 19.316828 but Gain 1023.636556 Iteration 75Q (21.786922 sec): 103 clusters Score: Raw -590269.537551 + Penalty 82779.599912 = -507489.937640 nChanged 5 Deleting Class 113 (6 points): Lose 57.890982 but Gain 1057.216161 Iteration 76Q (21.863730 sec): 102 clusters Score: Raw -590234.547055 + Penalty 81754.244329 = -508480.302725 nChanged 8 Deleting Class 134 (2 points): Lose 17.878872 but Gain 1016.520759 Iteration 77Q (21.940740 sec): 101 clusters Score: Raw -590232.109418 + Penalty 81078.930415 = -509153.179003 nChanged 5 Deleting Class 139 (1 points): Lose 2.533518 but Gain 997.574108 Iteration 78Q (22.017547 sec): 100 clusters Score: Raw -590257.613376 + Penalty 80080.440252 = -510177.173124 nChanged 2 Deleting Class 80 (6 points): Lose 31.319679 but Gain 1020.163426 Iteration 79Q (22.093852 sec): 99 clusters Score: Raw -590230.065302 + Penalty 79082.376900 = -511147.688403 nChanged 6 Deleting Class 127 (3 points): Lose 23.571304 but Gain 1010.361115 Iteration 80F (22.922017 sec): 98 clusters Score: Raw -590216.664642 + Penalty 78088.387499 = -512128.277143 nChanged 5 Deleting Class 44 (4 points): Lose 20.751076 but Gain 1004.266212 Iteration 81Q (22.997633 sec): 97 clusters Score: Raw -590207.164258 + Penalty 75671.660250 = -514535.504008 nChanged 5 Deleting Class 151 (1 points): Lose 5.554699 but Gain 987.735991 Iteration 82Q (23.073405 sec): 96 clusters Score: Raw -590226.782996 + Penalty 74681.446570 = -515545.336425 nChanged 5 Deleting Class 107 (11 points): Lose 85.798390 but Gain 1065.592041 Iteration 83Q (23.149774 sec): 95 clusters Score: Raw -590147.697691 + Penalty 73622.677344 = -516525.020347 nChanged 13 Deleting Class 60 (56 points): Lose 260.457737 but Gain 1239.407456 Iteration 84Q (23.225252 sec): 94 clusters Score: Raw -589908.592653 + Penalty 72497.357806 = -517411.234847 nChanged 59 Deleting Class 170 (4 points): Lose 38.477437 but Gain 1013.686523 Iteration 85Q (23.302425 sec): 93 clusters Score: Raw -590024.232331 + Penalty 71493.619612 = -518530.612719 nChanged 12 Deleting Class 61 (3 points): Lose 19.159223 but Gain 991.844321 Iteration 86Q (23.378718 sec): 92 clusters Score: Raw -590025.480848 + Penalty 70499.686499 = -519525.794349 nChanged 8 Deleting Class 124 (3 points): Lose 19.147432 but Gain 990.440458 Iteration 87Q (23.454153 sec): 91 clusters Score: Raw -590026.226633 + Penalty 69518.635022 = -520507.591611 nChanged 7 Deleting Class 64 (6 points): Lose 49.721588 but Gain 1007.204373 Iteration 88Q (23.529402 sec): 90 clusters Score: Raw -589990.584257 + Penalty 68513.417810 = -521477.166447 nChanged 8 Deleting Class 118 (4 points): Lose 19.198215 but Gain 972.176081 Iteration 89Q (23.603452 sec): 89 clusters Score: Raw -589980.718996 + Penalty 67555.800504 = -522424.918492 nChanged 5 Deleting Class 67 (3 points): Lose 30.149564 but Gain 983.440434 Iteration 90F (24.346217 sec): 88 clusters Score: Raw -589958.263068 + Penalty 66582.515266 = -523375.747801 nChanged 4 Deleting Class 166 (2 points): Lose 15.079793 but Gain 967.971130 Iteration 91Q (24.420752 sec): 87 clusters Score: Raw -589948.824535 + Penalty 65619.539023 = -524329.285511 nChanged 4 Deleting Class 154 (2 points): Lose 17.454900 but Gain 970.000418 Iteration 92Q (24.494633 sec): 86 clusters Score: Raw -589938.097692 + Penalty 64653.354861 = -525284.742831 nChanged 3 Deleting Class 153 (3 points): Lose 63.656798 but Gain 1009.000902 Iteration 93Q (24.568571 sec): 85 clusters Score: Raw -589879.054932 + Penalty 63642.812939 = -526236.241993 nChanged 4 Deleting Class 74 (5 points): Lose 45.089559 but Gain 990.260122 Iteration 94Q (24.642086 sec): 84 clusters Score: Raw -589841.647598 + Penalty 62674.470327 = -527167.177271 nChanged 7 Deleting Class 157 (9 points): Lose 63.385580 but Gain 1008.003122 Iteration 95Q (24.715359 sec): 83 clusters Score: Raw -589792.089268 + Penalty 61683.232246 = -528108.857022 nChanged 12 Deleting Class 45 (18 points): Lose 128.618183 but Gain 1066.754357 Iteration 96Q (24.788877 sec): 82 clusters Score: Raw -589678.560787 + Penalty 60650.926124 = -529027.634662 nChanged 20 Deleting Class 142 (7 points): Lose 75.448259 but Gain 1001.320701 Iteration 97Q (24.861949 sec): 81 clusters Score: Raw -589634.913409 + Penalty 59674.976036 = -529959.937373 nChanged 17 Deleting Class 109 (5 points): Lose 56.828319 but Gain 978.549958 Iteration 98Q (24.934511 sec): 80 clusters Score: Raw -589607.506358 + Penalty 58768.275891 = -530839.230467 nChanged 15 Deleting Class 81 (53 points): Lose 225.770224 but Gain 1147.018230 Iteration 99Q (25.006876 sec): 79 clusters Score: Raw -589407.162159 + Penalty 57760.551157 = -531646.611002 nChanged 63 Deleting Class 173 (5 points): Lose 58.471824 but Gain 978.024517 Iteration 100F (25.668806 sec): 78 clusters Score: Raw -589501.041935 + Penalty 56806.597458 = -532694.444477 nChanged 23 Deleting Class 120 (5 points): Lose 24.722730 but Gain 935.726497 Iteration 101Q (25.742604 sec): 77 clusters Score: Raw -589511.914089 + Penalty 55877.347548 = -533634.566541 nChanged 10 Deleting Class 111 (10 points): Lose 59.068014 but Gain 969.460353 Iteration 102Q (25.814742 sec): 76 clusters Score: Raw -589462.189767 + Penalty 54917.614847 = -534544.574919 nChanged 14 Deleting Class 63 (5 points): Lose 52.203107 but Gain 955.490357 Iteration 103Q (25.886084 sec): 75 clusters Score: Raw -589432.625964 + Penalty 53985.735615 = -535446.890349 nChanged 9 Deleting Class 100 (8 points): Lose 55.007123 but Gain 943.460125 Iteration 104Q (25.957042 sec): 74 clusters Score: Raw -589396.039056 + Penalty 53040.918647 = -536355.120410 nChanged 12 Deleting Class 126 (3 points): Lose 27.586951 but Gain 910.753242 Iteration 105Q (26.027830 sec): 73 clusters Score: Raw -589380.602578 + Penalty 52173.619598 = -537206.982980 nChanged 6 Deleting Class 104 (8 points): Lose 48.773319 but Gain 954.974727 Iteration 106Q (26.098167 sec): 72 clusters Score: Raw -589345.063556 + Penalty 51243.009151 = -538102.054405 nChanged 11 Deleting Class 148 (2 points): Lose 17.943122 but Gain 893.717968 Iteration 107Q (26.168331 sec): 71 clusters Score: Raw -589348.452820 + Penalty 50353.382558 = -538995.070262 nChanged 5 Deleting Class 22 (69 points): Lose 414.999428 but Gain 1286.894802 Iteration 108Q (26.238287 sec): 70 clusters Score: Raw -588937.810826 + Penalty 49249.883084 = -539687.927741 nChanged 73 Deleting Class 58 (5 points): Lose 21.899055 but Gain 885.636249 Iteration 109Q (26.310148 sec): 69 clusters Score: Raw -589188.002820 + Penalty 48379.286966 = -540808.715854 nChanged 18 Deleting Class 57 (9 points): Lose 70.411413 but Gain 934.538499 Iteration 110F (26.888709 sec): 68 clusters Score: Raw -589144.154929 + Penalty 47496.503703 = -541647.651226 nChanged 21 Deleting Class 180 (3 points): Lose 26.943734 but Gain 885.825005 Iteration 111Q (26.958942 sec): 67 clusters Score: Raw -589154.666343 + Penalty 46643.867514 = -542510.798830 nChanged 11 Deleting Class 25 (32 points): Lose 132.852931 but Gain 979.275359 Iteration 112Q (27.027490 sec): 66 clusters Score: Raw -589032.433091 + Penalty 45746.174992 = -543286.258100 nChanged 38 Deleting Class 66 (3 points): Lose 21.087642 but Gain 856.414461 Iteration 113Q (27.096684 sec): 65 clusters Score: Raw -589070.293834 + Penalty 44888.726345 = -544181.567489 nChanged 13 Deleting Class 29 (61 points): Lose 234.982641 but Gain 1060.845198 Iteration 114Q (27.165735 sec): 64 clusters Score: Raw -588844.193609 + Penalty 43903.410282 = -544940.783327 nChanged 66 Deleting Class 84 (9 points): Lose 38.828218 but Gain 854.784614 Iteration 115Q (27.234902 sec): 63 clusters Score: Raw -588919.079307 + Penalty 43062.568158 = -545856.511149 nChanged 24 Deleting Class 89 (4 points): Lose 39.144469 but Gain 846.301360 Iteration 116Q (27.302501 sec): 62 clusters Score: Raw -588906.773158 + Penalty 42236.691671 = -546670.081487 nChanged 16 Deleting Class 86 (12 points): Lose 37.032362 but Gain 831.439176 Iteration 117Q (27.370853 sec): 61 clusters Score: Raw -588886.835551 + Penalty 41427.347041 = -547459.488510 nChanged 16 Deleting Class 51 (13 points): Lose 56.001440 but Gain 847.945461 Iteration 118Q (27.438992 sec): 60 clusters Score: Raw -588850.511558 + Penalty 40596.647521 = -548253.864036 nChanged 14 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -588850.511558 + Penalty 40596.647521 = -548253.864036Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.473475 sec): 2 clusters Score: Raw -7776.839480 + Penalty 211.108636 = -7565.730844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.474072 sec): 3 clusters Score: Raw -7685.006574 + Penalty 499.042060 = -7185.964514 nChanged 68 SP:Iteration 1F (27.474648 sec): 3 clusters Score: Raw -7777.726993 + Penalty 546.303922 = -7231.423072 nChanged 17 SP:Iteration 2F (27.475223 sec): 3 clusters Score: Raw -7799.039768 + Penalty 558.425255 = -7240.614513 nChanged 4 SP:Iteration 3Q (27.475773 sec): 3 clusters Score: Raw -7805.920962 + Penalty 580.379989 = -7225.540972 nChanged 5 SP:Iteration 4F (27.476346 sec): 3 clusters Score: Raw -7811.567345 + Penalty 592.131031 = -7219.436314 nChanged 3 SP:Iteration 5F (27.476919 sec): 3 clusters Score: Raw -7816.452947 + Penalty 597.415548 = -7219.037399 nChanged 1 SP:Iteration 6F (27.477491 sec): 3 clusters Score: Raw -7816.664720 + Penalty 597.415548 = -7219.249171 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.486227 sec): 2 clusters Score: Raw -69182.941585 + Penalty 332.650715 = -68850.290871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.489655 sec): 3 clusters Score: Raw -68169.285387 + Penalty 674.126364 = -67495.159023 nChanged 732 SP:Iteration 1F (27.492887 sec): 3 clusters Score: Raw -68725.546900 + Penalty 688.550031 = -68036.996869 nChanged 177 SP:Iteration 2F (27.496131 sec): 3 clusters Score: Raw -68865.360744 + Penalty 704.191763 = -68161.168981 nChanged 121 SP:Iteration 3F (27.499339 sec): 3 clusters Score: Raw -68960.735822 + Penalty 722.437715 = -68238.298107 nChanged 90 SP:Iteration 4F (27.502537 sec): 3 clusters Score: Raw -69027.465414 + Penalty 739.550186 = -68287.915228 nChanged 48 SP:Iteration 5Q (27.505739 sec): 3 clusters Score: Raw -69067.409708 + Penalty 755.916916 = -68311.492792 nChanged 39 SP:Iteration 6Q (27.508948 sec): 3 clusters Score: Raw -69100.914965 + Penalty 776.202853 = -68324.712113 nChanged 34 SP:Iteration 7Q (27.512187 sec): 3 clusters Score: Raw -69138.500927 + Penalty 786.870311 = -68351.630616 nChanged 22 SP:Iteration 8Q (27.515490 sec): 3 clusters Score: Raw -69159.669871 + Penalty 793.875235 = -68365.794636 nChanged 17 SP:Iteration 9Q (27.518475 sec): 3 clusters Score: Raw -69173.299857 + Penalty 800.402488 = -68372.897369 nChanged 15 SP:Iteration 10F (27.521684 sec): 3 clusters Score: Raw -69189.268143 + Penalty 806.354664 = -68382.913480 nChanged 8 SP:Iteration 11Q (27.524551 sec): 3 clusters Score: Raw -69196.571766 + Penalty 812.101006 = -68384.470760 nChanged 9 SP:Iteration 12Q (27.527394 sec): 3 clusters Score: Raw -69204.348349 + Penalty 816.991557 = -68387.356793 nChanged 9 SP:Iteration 13Q (27.530209 sec): 3 clusters Score: Raw -69213.335103 + Penalty 821.178781 = -68392.156322 nChanged 5 SP:Iteration 14Q (27.533029 sec): 3 clusters Score: Raw -69224.073087 + Penalty 828.247300 = -68395.825786 nChanged 7 SP:Iteration 15Q (27.535833 sec): 3 clusters Score: Raw -69229.193383 + Penalty 837.046145 = -68392.147238 nChanged 5 SP:Iteration 16F (27.539061 sec): 3 clusters Score: Raw -69233.837288 + Penalty 836.986975 = -68396.850314 nChanged 2 SP:Iteration 17Q (27.541757 sec): 3 clusters Score: Raw -69235.587738 + Penalty 839.571550 = -68396.016188 nChanged 5 SP:Iteration 18F (27.544962 sec): 3 clusters Score: Raw -69239.690063 + Penalty 839.571550 = -68400.118513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.545736 sec): 2 clusters Score: Raw -3458.329543 + Penalty 160.439028 = -3297.890515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.546121 sec): 3 clusters Score: Raw -3421.279216 + Penalty 337.746368 = -3083.532848 nChanged 22 SP:Iteration 1F (27.546501 sec): 3 clusters Score: Raw -3446.678963 + Penalty 355.900557 = -3090.778406 nChanged 9 SP:Iteration 2F (27.546881 sec): 3 clusters Score: Raw -3457.515338 + Penalty 396.924171 = -3060.591167 nChanged 8 SP:Iteration 3F (27.547253 sec): 3 clusters Score: Raw -3472.996591 + Penalty 429.492250 = -3043.504341 nChanged 4 SP:Iteration 4F (27.547624 sec): 3 clusters Score: Raw -3480.843261 + Penalty 429.492250 = -3051.351011 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.551606 sec): 2 clusters Score: Raw -47680.746409 + Penalty 118.998812 = -47561.747597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.554148 sec): 3 clusters Score: Raw -46891.231390 + Penalty 239.275606 = -46651.955783 nChanged 600 SP:Iteration 1F (27.556643 sec): 3 clusters Score: Raw -47435.717971 + Penalty 241.871265 = -47193.846706 nChanged 126 SP:Iteration 2F (27.559133 sec): 3 clusters Score: Raw -47534.009668 + Penalty 240.345721 = -47293.663947 nChanged 52 SP:Iteration 3Q (27.561619 sec): 3 clusters Score: Raw -47580.980930 + Penalty 238.673964 = -47342.306965 nChanged 41 SP:Iteration 4Q (27.564102 sec): 3 clusters Score: Raw -47624.514744 + Penalty 237.715111 = -47386.799633 nChanged 26 SP:Iteration 5Q (27.566562 sec): 3 clusters Score: Raw -47645.513286 + Penalty 237.398869 = -47408.114416 nChanged 14 SP:Iteration 6Q (27.568899 sec): 3 clusters Score: Raw -47652.004545 + Penalty 238.086241 = -47413.918303 nChanged 10 SP:Iteration 7Q (27.571204 sec): 3 clusters Score: Raw -47655.840065 + Penalty 240.486611 = -47415.353453 nChanged 9 SP:Iteration 8Q (27.573491 sec): 3 clusters Score: Raw -47658.397402 + Penalty 238.856033 = -47419.541369 nChanged 11 SP:Iteration 9Q (27.575758 sec): 3 clusters Score: Raw -47661.795555 + Penalty 239.375052 = -47422.420503 nChanged 11 SP:Iteration 10F (27.578269 sec): 3 clusters Score: Raw -47664.737878 + Penalty 240.307891 = -47424.429986 nChanged 7 SP:Iteration 11Q (27.580629 sec): 3 clusters Score: Raw -47666.136034 + Penalty 238.528170 = -47427.607864 nChanged 4 SP:Iteration 12Q (27.582853 sec): 3 clusters Score: Raw -47666.864611 + Penalty 234.102933 = -47432.761678 nChanged 6 SP:Iteration 13Q (27.585072 sec): 3 clusters Score: Raw -47668.768495 + Penalty 232.779266 = -47435.989229 nChanged 9 SP:Iteration 14Q (27.587385 sec): 3 clusters Score: Raw -47671.576965 + Penalty 229.428057 = -47442.148907 nChanged 8 SP:Iteration 15Q (27.589625 sec): 3 clusters Score: Raw -47675.038701 + Penalty 224.776237 = -47450.262464 nChanged 7 SP:Iteration 16Q (27.591807 sec): 3 clusters Score: Raw -47679.378005 + Penalty 223.413362 = -47455.964643 nChanged 6 SP:Iteration 17Q (27.593975 sec): 3 clusters Score: Raw -47682.543002 + Penalty 223.385431 = -47459.157571 nChanged 9 SP:Iteration 18Q (27.596140 sec): 3 clusters Score: Raw -47687.025941 + Penalty 219.598165 = -47467.427776 nChanged 5 SP:Iteration 19Q (27.598273 sec): 3 clusters Score: Raw -47688.378656 + Penalty 219.686172 = -47468.692483 nChanged 4 SP:Iteration 20F (27.600755 sec): 3 clusters Score: Raw -47688.695981 + Penalty 219.881954 = -47468.814027 nChanged 1 SP:Iteration 21Q (27.602885 sec): 3 clusters Score: Raw -47688.779309 + Penalty 220.244468 = -47468.534841 nChanged 1 SP:Iteration 22F (27.605367 sec): 3 clusters Score: Raw -47688.924777 + Penalty 220.819052 = -47468.105725 nChanged 2 SP:Iteration 23F (27.607857 sec): 3 clusters Score: Raw -47689.366249 + Penalty 221.118135 = -47468.248114 nChanged 1 SP:Iteration 24Q (27.609983 sec): 3 clusters Score: Raw -47689.413028 + Penalty 221.118135 = -47468.294893 nChanged 0 SP:Iteration 25F (27.612502 sec): 3 clusters Score: Raw -47689.413028 + Penalty 221.118135 = -47468.294893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 6 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.613313 sec): 2 clusters Score: Raw -3802.044127 + Penalty 741.302355 = -3060.741772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.613725 sec): 3 clusters Score: Raw -3924.575116 + Penalty 1483.050026 = -2441.525090 nChanged 7 SP:Iteration 1F (27.614127 sec): 3 clusters Score: Raw -3969.639099 + Penalty 1483.005181 = -2486.633919 nChanged 2 SP:Iteration 2Q (27.614503 sec): 3 clusters Score: Raw -3980.822108 + Penalty 1483.005181 = -2497.816927 nChanged 0 SP:Iteration 3F (27.614920 sec): 3 clusters Score: Raw -3980.822108 + Penalty 1483.005181 = -2497.816927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.625719 sec): 2 clusters Score: Raw -79544.627364 + Penalty 355.435026 = -79189.192338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.629814 sec): 3 clusters Score: Raw -78170.443076 + Penalty 709.939054 = -77460.504022 nChanged 981 SP:Iteration 1F (27.633839 sec): 3 clusters Score: Raw -78688.945794 + Penalty 710.949181 = -77977.996612 nChanged 235 SP:Iteration 2F (27.637854 sec): 3 clusters Score: Raw -78831.981658 + Penalty 714.837444 = -78117.144214 nChanged 201 SP:Iteration 3F (27.641868 sec): 3 clusters Score: Raw -79027.159959 + Penalty 722.453356 = -78304.706603 nChanged 188 SP:Iteration 4F (27.645905 sec): 3 clusters Score: Raw -79202.793907 + Penalty 732.601999 = -78470.191908 nChanged 160 SP:Iteration 5F (27.649895 sec): 3 clusters Score: Raw -79335.712475 + Penalty 741.739146 = -78593.973329 nChanged 106 SP:Iteration 6Q (27.653767 sec): 3 clusters Score: Raw -79399.961070 + Penalty 748.626073 = -78651.334997 nChanged 69 SP:Iteration 7Q (27.657554 sec): 3 clusters Score: Raw -79434.840946 + Penalty 752.886095 = -78681.954851 nChanged 49 SP:Iteration 8Q (27.661277 sec): 3 clusters Score: Raw -79457.579406 + Penalty 758.133434 = -78699.445972 nChanged 48 SP:Iteration 9Q (27.664970 sec): 3 clusters Score: Raw -79481.257516 + Penalty 761.610867 = -78719.646649 nChanged 30 SP:Iteration 10F (27.668950 sec): 3 clusters Score: Raw -79492.585445 + Penalty 765.893342 = -78726.692104 nChanged 23 SP:Iteration 11Q (27.672579 sec): 3 clusters Score: Raw -79501.686361 + Penalty 767.325792 = -78734.360569 nChanged 18 SP:Iteration 12Q (27.676194 sec): 3 clusters Score: Raw -79506.059827 + Penalty 767.538107 = -78738.521720 nChanged 9 SP:Iteration 13Q (27.679894 sec): 3 clusters Score: Raw -79507.495016 + Penalty 770.398047 = -78737.096968 nChanged 11 SP:Iteration 14F (27.684380 sec): 3 clusters Score: Raw -79512.479176 + Penalty 774.131121 = -78738.348055 nChanged 18 SP:Iteration 15Q (27.688144 sec): 3 clusters Score: Raw -79517.303458 + Penalty 778.024233 = -78739.279225 nChanged 16 SP:Iteration 16Q (27.691897 sec): 3 clusters Score: Raw -79520.447296 + Penalty 778.980631 = -78741.466665 nChanged 3 SP:Iteration 17Q (27.695610 sec): 3 clusters Score: Raw -79521.008260 + Penalty 779.669219 = -78741.339040 nChanged 5 SP:Iteration 18F (27.699619 sec): 3 clusters Score: Raw -79521.845419 + Penalty 780.748842 = -78741.096577 nChanged 6 SP:Iteration 19F (27.703600 sec): 3 clusters Score: Raw -79522.709463 + Penalty 782.178763 = -78740.530700 nChanged 6 SP:Iteration 20F (27.707577 sec): 3 clusters Score: Raw -79523.790214 + Penalty 783.204652 = -78740.585563 nChanged 6 SP:Iteration 21Q (27.711129 sec): 3 clusters Score: Raw -79524.346898 + Penalty 783.989142 = -78740.357756 nChanged 5 SP:Iteration 22F (27.715199 sec): 3 clusters Score: Raw -79525.014879 + Penalty 784.475338 = -78740.539541 nChanged 4 SP:Iteration 23Q (27.718965 sec): 3 clusters Score: Raw -79525.326004 + Penalty 785.348831 = -78739.977173 nChanged 4 SP:Iteration 24F (27.723296 sec): 3 clusters Score: Raw -79525.791803 + Penalty 785.979661 = -78739.812141 nChanged 4 SP:Iteration 25F (27.727278 sec): 3 clusters Score: Raw -79526.608702 + Penalty 785.410747 = -78741.197954 nChanged 5 SP:Iteration 26Q (27.730814 sec): 3 clusters Score: Raw -79527.416437 + Penalty 786.383325 = -78741.033112 nChanged 3 SP:Iteration 27F (27.734796 sec): 3 clusters Score: Raw -79527.778423 + Penalty 786.926823 = -78740.851600 nChanged 4 SP:Iteration 28F (27.738810 sec): 3 clusters Score: Raw -79528.463154 + Penalty 787.634900 = -78740.828254 nChanged 7 SP:Iteration 29F (27.742786 sec): 3 clusters Score: Raw -79529.445412 + Penalty 789.366004 = -78740.079408 nChanged 5 SP:Iteration 30F (27.746876 sec): 3 clusters Score: Raw -79530.029409 + Penalty 789.558967 = -78740.470442 nChanged 3 SP:Iteration 31Q (27.750389 sec): 3 clusters Score: Raw -79530.994544 + Penalty 790.666437 = -78740.328108 nChanged 4 SP:Iteration 32F (27.754368 sec): 3 clusters Score: Raw -79531.708029 + Penalty 790.835551 = -78740.872477 nChanged 5 SP:Iteration 33Q (27.757875 sec): 3 clusters Score: Raw -79533.304047 + Penalty 790.689404 = -78742.614643 nChanged 5 SP:Iteration 34Q (27.761376 sec): 3 clusters Score: Raw -79534.749496 + Penalty 791.699382 = -78743.050114 nChanged 2 SP:Iteration 35Q (27.764877 sec): 3 clusters Score: Raw -79535.262414 + Penalty 792.312137 = -78742.950277 nChanged 1 SP:Iteration 36F (27.768853 sec): 3 clusters Score: Raw -79535.315816 + Penalty 792.201596 = -78743.114220 nChanged 1 SP:Iteration 37Q (27.772349 sec): 3 clusters Score: Raw -79535.482968 + Penalty 792.606449 = -78742.876518 nChanged 1 SP:Iteration 38F (27.776358 sec): 3 clusters Score: Raw -79535.501602 + Penalty 792.796123 = -78742.705480 nChanged 2 SP:Iteration 39F (27.780434 sec): 3 clusters Score: Raw -79535.649449 + Penalty 793.292167 = -78742.357282 nChanged 2 SP:Iteration 40F (27.784420 sec): 3 clusters Score: Raw -79535.825533 + Penalty 793.909082 = -78741.916450 nChanged 1 SP:Iteration 41F (27.788432 sec): 3 clusters Score: Raw -79535.916936 + Penalty 793.909082 = -78742.007854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.791773 sec): 2 clusters Score: Raw -11928.818518 + Penalty 195.852506 = -11732.966012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.792628 sec): 3 clusters Score: Raw -11764.075496 + Penalty 394.923163 = -11369.152333 nChanged 139 SP:Iteration 1F (27.793467 sec): 3 clusters Score: Raw -11880.707292 + Penalty 400.727306 = -11479.979986 nChanged 38 SP:Iteration 2F (27.794302 sec): 3 clusters Score: Raw -11922.110620 + Penalty 402.904308 = -11519.206312 nChanged 24 SP:Iteration 3F (27.795135 sec): 3 clusters Score: Raw -11951.387648 + Penalty 409.749505 = -11541.638143 nChanged 17 SP:Iteration 4Q (27.795958 sec): 3 clusters Score: Raw -11973.259608 + Penalty 414.694676 = -11558.564932 nChanged 8 SP:Iteration 5Q (27.796776 sec): 3 clusters Score: Raw -11981.658182 + Penalty 417.511982 = -11564.146199 nChanged 4 SP:Iteration 6Q (27.797587 sec): 3 clusters Score: Raw -11984.363935 + Penalty 418.575304 = -11565.788630 nChanged 2 SP:Iteration 7Q (27.798394 sec): 3 clusters Score: Raw -11986.706565 + Penalty 420.927783 = -11565.778782 nChanged 3 SP:Iteration 8F (27.799227 sec): 3 clusters Score: Raw -11988.701720 + Penalty 424.121456 = -11564.580264 nChanged 3 SP:Iteration 9F (27.800059 sec): 3 clusters Score: Raw -11991.071232 + Penalty 424.709738 = -11566.361494 nChanged 2 SP:Iteration 10F (27.800892 sec): 3 clusters Score: Raw -11991.937491 + Penalty 424.636089 = -11567.301403 nChanged 2 SP:Iteration 11Q (27.801684 sec): 3 clusters Score: Raw -11993.160061 + Penalty 424.636089 = -11568.523972 nChanged 0 SP:Iteration 12F (27.802516 sec): 3 clusters Score: Raw -11993.160061 + Penalty 424.636089 = -11568.523972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.803758 sec): 2 clusters Score: Raw -11334.440135 + Penalty 275.698549 = -11058.741586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.804482 sec): 3 clusters Score: Raw -11186.191680 + Penalty 554.090898 = -10632.100782 nChanged 88 SP:Iteration 1F (27.805192 sec): 3 clusters Score: Raw -11253.141520 + Penalty 559.292308 = -10693.849212 nChanged 33 SP:Iteration 2F (27.805903 sec): 3 clusters Score: Raw -11291.767371 + Penalty 565.602155 = -10726.165216 nChanged 19 SP:Iteration 3F (27.806612 sec): 3 clusters Score: Raw -11305.900934 + Penalty 577.010438 = -10728.890496 nChanged 19 SP:Iteration 4F (27.807321 sec): 3 clusters Score: Raw -11319.985257 + Penalty 587.409888 = -10732.575369 nChanged 9 SP:Iteration 5Q (27.808020 sec): 3 clusters Score: Raw -11327.900087 + Penalty 591.330589 = -10736.569498 nChanged 6 SP:Iteration 6Q (27.808718 sec): 3 clusters Score: Raw -11332.823109 + Penalty 598.655856 = -10734.167253 nChanged 9 SP:Iteration 7F (27.809424 sec): 3 clusters Score: Raw -11338.152207 + Penalty 603.909704 = -10734.242503 nChanged 4 SP:Iteration 8Q (27.810124 sec): 3 clusters Score: Raw -11339.681197 + Penalty 602.999536 = -10736.681661 nChanged 4 SP:Iteration 9Q (27.810822 sec): 3 clusters Score: Raw -11342.832933 + Penalty 609.271509 = -10733.561424 nChanged 3 SP:Iteration 10F (27.811528 sec): 3 clusters Score: Raw -11346.445187 + Penalty 611.090002 = -10735.355185 nChanged 3 SP:Iteration 11Q (27.812224 sec): 3 clusters Score: Raw -11351.099518 + Penalty 611.090002 = -10740.009515 nChanged 0 SP:Iteration 12F (27.812959 sec): 3 clusters Score: Raw -11351.099518 + Penalty 611.090002 = -10740.009515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.813498 sec): 2 clusters Score: Raw -996.234273 + Penalty 233.789571 = -762.444702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.813765 sec): 3 clusters Score: Raw -1022.552010 + Penalty 467.607223 = -554.944787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.817350 sec): 2 clusters Score: Raw -40648.871164 + Penalty 187.653428 = -40461.217736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.819508 sec): 3 clusters Score: Raw -39962.111909 + Penalty 380.135010 = -39581.976900 nChanged 492 SP:Iteration 1F (27.821773 sec): 3 clusters Score: Raw -40273.243060 + Penalty 387.344686 = -39885.898374 nChanged 139 SP:Iteration 2F (27.823911 sec): 3 clusters Score: Raw -40412.315082 + Penalty 391.510992 = -40020.804090 nChanged 110 SP:Iteration 3F (27.826010 sec): 3 clusters Score: Raw -40479.666386 + Penalty 393.466788 = -40086.199599 nChanged 55 SP:Iteration 4Q (27.828079 sec): 3 clusters Score: Raw -40510.542421 + Penalty 394.096557 = -40116.445865 nChanged 46 SP:Iteration 5Q (27.830133 sec): 3 clusters Score: Raw -40536.477636 + Penalty 394.402988 = -40142.074648 nChanged 36 SP:Iteration 6Q (27.832176 sec): 3 clusters Score: Raw -40555.653311 + Penalty 396.434579 = -40159.218731 nChanged 28 SP:Iteration 7Q (27.834211 sec): 3 clusters Score: Raw -40568.610308 + Penalty 398.452758 = -40170.157550 nChanged 17 SP:Iteration 8Q (27.836231 sec): 3 clusters Score: Raw -40577.150682 + Penalty 400.913437 = -40176.237245 nChanged 18 SP:Iteration 9Q (27.838247 sec): 3 clusters Score: Raw -40585.369101 + Penalty 403.231817 = -40182.137284 nChanged 12 SP:Iteration 10F (27.840329 sec): 3 clusters Score: Raw -40588.306177 + Penalty 405.634721 = -40182.671456 nChanged 10 SP:Iteration 11Q (27.842333 sec): 3 clusters Score: Raw -40590.312584 + Penalty 406.824234 = -40183.488351 nChanged 6 SP:Iteration 12Q (27.844328 sec): 3 clusters Score: Raw -40591.253183 + Penalty 407.178539 = -40184.074643 nChanged 4 SP:Iteration 13Q (27.846320 sec): 3 clusters Score: Raw -40592.054545 + Penalty 408.304539 = -40183.750006 nChanged 4 SP:Iteration 14F (27.848394 sec): 3 clusters Score: Raw -40592.513863 + Penalty 408.882248 = -40183.631615 nChanged 2 SP:Iteration 15F (27.850469 sec): 3 clusters Score: Raw -40592.672059 + Penalty 409.559199 = -40183.112860 nChanged 3 SP:Iteration 16F (27.852548 sec): 3 clusters Score: Raw -40592.849468 + Penalty 409.404866 = -40183.444602 nChanged 1 SP:Iteration 17Q (27.854537 sec): 3 clusters Score: Raw -40593.030326 + Penalty 409.792370 = -40183.237956 nChanged 3 SP:Iteration 18F (27.856607 sec): 3 clusters Score: Raw -40593.731649 + Penalty 410.938148 = -40182.793501 nChanged 5 SP:Iteration 19F (27.858679 sec): 3 clusters Score: Raw -40594.798808 + Penalty 411.630095 = -40183.168713 nChanged 4 SP:Iteration 20F (27.860753 sec): 3 clusters Score: Raw -40596.080085 + Penalty 411.613292 = -40184.466793 nChanged 5 SP:Iteration 21Q (27.862738 sec): 3 clusters Score: Raw -40597.527354 + Penalty 411.764373 = -40185.762981 nChanged 7 SP:Iteration 22Q (27.864721 sec): 3 clusters Score: Raw -40599.575163 + Penalty 413.340219 = -40186.234945 nChanged 6 SP:Iteration 23Q (27.866696 sec): 3 clusters Score: Raw -40600.634526 + Penalty 414.580348 = -40186.054178 nChanged 5 SP:Iteration 24F (27.868770 sec): 3 clusters Score: Raw -40601.533695 + Penalty 414.744965 = -40186.788730 nChanged 2 SP:Iteration 25Q (27.870743 sec): 3 clusters Score: Raw -40601.661298 + Penalty 414.480002 = -40187.181295 nChanged 2 SP:Iteration 26Q (27.872718 sec): 3 clusters Score: Raw -40602.026261 + Penalty 415.097941 = -40186.928320 nChanged 2 SP:Iteration 27F (27.874824 sec): 3 clusters Score: Raw -40602.234979 + Penalty 415.943765 = -40186.291214 nChanged 2 SP:Iteration 28F (27.876907 sec): 3 clusters Score: Raw -40602.442069 + Penalty 417.345289 = -40185.096780 nChanged 4 SP:Iteration 29F (27.878982 sec): 3 clusters Score: Raw -40603.362990 + Penalty 418.639916 = -40184.723074 nChanged 5 SP:Iteration 30F (27.881057 sec): 3 clusters Score: Raw -40604.834080 + Penalty 420.170063 = -40184.664017 nChanged 6 SP:Iteration 31F (27.883135 sec): 3 clusters Score: Raw -40606.599507 + Penalty 421.753988 = -40184.845519 nChanged 5 SP:Iteration 32Q (27.885090 sec): 3 clusters Score: Raw -40607.275360 + Penalty 422.575898 = -40184.699462 nChanged 5 SP:Iteration 33F (27.887164 sec): 3 clusters Score: Raw -40608.019920 + Penalty 423.028335 = -40184.991585 nChanged 6 SP:Iteration 34Q (27.889117 sec): 3 clusters Score: Raw -40609.065056 + Penalty 424.523389 = -40184.541667 nChanged 6 SP:Iteration 35F (27.891269 sec): 3 clusters Score: Raw -40610.938226 + Penalty 425.845763 = -40185.092464 nChanged 7 SP:Iteration 36Q (27.893261 sec): 3 clusters Score: Raw -40613.631394 + Penalty 429.093209 = -40184.538185 nChanged 9 SP:Iteration 37F (27.895339 sec): 3 clusters Score: Raw -40616.301535 + Penalty 431.457191 = -40184.844343 nChanged 12 SP:Iteration 38Q (27.897272 sec): 3 clusters Score: Raw -40621.700890 + Penalty 434.897415 = -40186.803475 nChanged 16 SP:Iteration 39Q (27.899199 sec): 3 clusters Score: Raw -40629.532043 + Penalty 438.485769 = -40191.046275 nChanged 20 SP:Iteration 40F (27.901272 sec): 3 clusters Score: Raw -40639.112945 + Penalty 443.267312 = -40195.845633 nChanged 16 SP:Iteration 41Q (27.903166 sec): 3 clusters Score: Raw -40646.546673 + Penalty 443.504325 = -40203.042347 nChanged 14 SP:Iteration 42Q (27.905041 sec): 3 clusters Score: Raw -40654.489648 + Penalty 447.099994 = -40207.389654 nChanged 11 SP:Iteration 43Q (27.906897 sec): 3 clusters Score: Raw -40660.335431 + Penalty 447.756978 = -40212.578454 nChanged 4 SP:Iteration 44Q (27.908732 sec): 3 clusters Score: Raw -40662.057646 + Penalty 447.405030 = -40214.652616 nChanged 3 SP:Iteration 45Q (27.910559 sec): 3 clusters Score: Raw -40663.443398 + Penalty 447.758899 = -40215.684499 nChanged 4 SP:Iteration 46Q (27.912385 sec): 3 clusters Score: Raw -40664.653483 + Penalty 445.933106 = -40218.720377 nChanged 4 SP:Iteration 47Q (27.914202 sec): 3 clusters Score: Raw -40666.599787 + Penalty 445.117794 = -40221.481993 nChanged 5 SP:Iteration 48Q (27.916012 sec): 3 clusters Score: Raw -40668.607369 + Penalty 444.951226 = -40223.656143 nChanged 2 SP:Iteration 49Q (27.917856 sec): 3 clusters Score: Raw -40669.154710 + Penalty 448.221263 = -40220.933448 nChanged 3 SP:Iteration 50F (27.919978 sec): 3 clusters Score: Raw -40669.538373 + Penalty 447.871441 = -40221.666932 nChanged 1 SP:Iteration 51Q (27.921796 sec): 3 clusters Score: Raw -40669.811055 + Penalty 447.507680 = -40222.303375 nChanged 1 SP:Iteration 52Q (27.923756 sec): 3 clusters Score: Raw -40670.382758 + Penalty 444.887803 = -40225.494955 nChanged 2 SP:Iteration 53Q (27.925688 sec): 3 clusters Score: Raw -40671.913210 + Penalty 444.887803 = -40227.025406 nChanged 0 SP:Iteration 54F (27.927850 sec): 3 clusters Score: Raw -40671.913210 + Penalty 444.887803 = -40227.025406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.929208 sec): 2 clusters Score: Raw -12200.390419 + Penalty 37.619802 = -12162.770617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930044 sec): 3 clusters Score: Raw -11992.011481 + Penalty 75.824714 = -11916.186767 nChanged 154 SP:Iteration 1F (27.930845 sec): 3 clusters Score: Raw -12172.917073 + Penalty 76.582769 = -12096.334303 nChanged 9 SP:Iteration 2Q (27.931586 sec): 3 clusters Score: Raw -12176.522090 + Penalty 76.615774 = -12099.906316 nChanged 8 SP:Iteration 3Q (27.932323 sec): 3 clusters Score: Raw -12180.581463 + Penalty 76.374410 = -12104.207053 nChanged 7 SP:Iteration 4Q (27.933086 sec): 3 clusters Score: Raw -12183.044944 + Penalty 76.214941 = -12106.830003 nChanged 3 SP:Iteration 5Q (27.933821 sec): 3 clusters Score: Raw -12183.347283 + Penalty 76.151337 = -12107.195945 nChanged 1 SP:Iteration 6Q (27.934555 sec): 3 clusters Score: Raw -12183.377529 + Penalty 76.151337 = -12107.226192 nChanged 0 SP:Iteration 7F (27.935353 sec): 3 clusters Score: Raw -12183.377529 + Penalty 76.151337 = -12107.226192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.935981 sec): 2 clusters Score: Raw -2312.813048 + Penalty 325.424576 = -1987.388472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.936300 sec): 3 clusters Score: Raw -2341.981894 + Penalty 647.449417 = -1694.532477 nChanged 2 SP:Iteration 1Q (27.936607 sec): 3 clusters Score: Raw -2350.537284 + Penalty 647.443448 = -1703.093836 nChanged 1 SP:Iteration 2Q (27.936913 sec): 3 clusters Score: Raw -2352.095183 + Penalty 647.443448 = -1704.651735 nChanged 0 SP:Iteration 3F (27.937225 sec): 3 clusters Score: Raw -2352.095183 + Penalty 647.443448 = -1704.651735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.940341 sec): 2 clusters Score: Raw -23697.538983 + Penalty 285.297530 = -23412.241453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.941598 sec): 3 clusters Score: Raw -23377.380340 + Penalty 574.719402 = -22802.660937 nChanged 213 SP:Iteration 1F (27.942776 sec): 3 clusters Score: Raw -23501.640951 + Penalty 577.187375 = -22924.453576 nChanged 43 SP:Iteration 2F (27.943963 sec): 3 clusters Score: Raw -23526.622004 + Penalty 580.406466 = -22946.215538 nChanged 24 SP:Iteration 3Q (27.945143 sec): 3 clusters Score: Raw -23541.065557 + Penalty 585.216713 = -22955.848844 nChanged 31 SP:Iteration 4F (27.946322 sec): 3 clusters Score: Raw -23556.155347 + Penalty 592.529111 = -22963.626237 nChanged 29 SP:Iteration 5F (27.947502 sec): 3 clusters Score: Raw -23576.206354 + Penalty 601.796582 = -22974.409772 nChanged 30 SP:Iteration 6F (27.948683 sec): 3 clusters Score: Raw -23600.278232 + Penalty 613.663861 = -22986.614372 nChanged 23 SP:Iteration 7Q (27.949848 sec): 3 clusters Score: Raw -23623.407552 + Penalty 621.844469 = -23001.563084 nChanged 18 SP:Iteration 8Q (27.950991 sec): 3 clusters Score: Raw -23635.428052 + Penalty 631.996979 = -23003.431073 nChanged 16 SP:Iteration 9Q (27.952123 sec): 3 clusters Score: Raw -23646.870311 + Penalty 636.677223 = -23010.193088 nChanged 9 SP:Iteration 10F (27.953304 sec): 3 clusters Score: Raw -23652.210993 + Penalty 638.523072 = -23013.687922 nChanged 11 SP:Iteration 11Q (27.954411 sec): 3 clusters Score: Raw -23661.505097 + Penalty 648.760600 = -23012.744497 nChanged 11 SP:Iteration 12F (27.955593 sec): 3 clusters Score: Raw -23667.455705 + Penalty 655.494684 = -23011.961021 nChanged 9 SP:Iteration 13F (27.956775 sec): 3 clusters Score: Raw -23672.904921 + Penalty 664.368019 = -23008.536902 nChanged 7 SP:Iteration 14F (27.957958 sec): 3 clusters Score: Raw -23675.744600 + Penalty 672.729563 = -23003.015037 nChanged 8 SP:Iteration 15F (27.959141 sec): 3 clusters Score: Raw -23680.240095 + Penalty 681.516341 = -22998.723754 nChanged 4 SP:Iteration 16F (27.960327 sec): 3 clusters Score: Raw -23685.391143 + Penalty 686.901795 = -22998.489348 nChanged 3 SP:Iteration 17F (27.961509 sec): 3 clusters Score: Raw -23688.533201 + Penalty 693.564097 = -22994.969104 nChanged 3 SP:Iteration 18F (27.962693 sec): 3 clusters Score: Raw -23689.934127 + Penalty 698.810401 = -22991.123726 nChanged 3 SP:Iteration 19F (27.963878 sec): 3 clusters Score: Raw -23690.136753 + Penalty 705.723100 = -22984.413654 nChanged 3 SP:Iteration 20F (27.965063 sec): 3 clusters Score: Raw -23692.453362 + Penalty 706.577239 = -22985.876123 nChanged 1 SP:Iteration 21Q (27.966126 sec): 3 clusters Score: Raw -23694.099329 + Penalty 706.385220 = -22987.714109 nChanged 1 SP:Iteration 22Q (27.967158 sec): 3 clusters Score: Raw -23694.876889 + Penalty 706.385220 = -22988.491669 nChanged 0 SP:Iteration 23F (27.968341 sec): 3 clusters Score: Raw -23694.876889 + Penalty 706.385220 = -22988.491669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.969624 sec): 2 clusters Score: Raw -3250.411784 + Penalty 287.285157 = -2963.126627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.969976 sec): 3 clusters Score: Raw -3229.896905 + Penalty 562.867676 = -2667.029229 nChanged 14 SP:Iteration 1F (27.970321 sec): 3 clusters Score: Raw -3247.045049 + Penalty 560.492755 = -2686.552295 nChanged 3 SP:Iteration 2Q (27.970667 sec): 3 clusters Score: Raw -3251.363614 + Penalty 560.833644 = -2690.529971 nChanged 2 SP:Iteration 3Q (27.971010 sec): 3 clusters Score: Raw -3257.579758 + Penalty 562.646994 = -2694.932764 nChanged 2 SP:Iteration 4Q (27.971351 sec): 3 clusters Score: Raw -3259.067766 + Penalty 564.455753 = -2694.612013 nChanged 1 SP:Iteration 5F (27.971719 sec): 3 clusters Score: Raw -3260.097517 + Penalty 564.455753 = -2695.641764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.973288 sec): 2 clusters Score: Raw -9166.393704 + Penalty 571.825662 = -8594.568042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.973977 sec): 3 clusters Score: Raw -9131.139015 + Penalty 1143.448006 = -7987.691009 nChanged 53 SP:Iteration 1F (27.974652 sec): 3 clusters Score: Raw -9211.025779 + Penalty 1142.173623 = -8068.852156 nChanged 13 SP:Iteration 2Q (27.975305 sec): 3 clusters Score: Raw -9237.658149 + Penalty 1140.059676 = -8097.598473 nChanged 7 SP:Iteration 3Q (27.975941 sec): 3 clusters Score: Raw -9249.449463 + Penalty 1139.486053 = -8109.963411 nChanged 3 SP:Iteration 4Q (27.976575 sec): 3 clusters Score: Raw -9252.626488 + Penalty 1139.370941 = -8113.255548 nChanged 2 SP:Iteration 5Q (27.977227 sec): 3 clusters Score: Raw -9253.930659 + Penalty 1138.870485 = -8115.060174 nChanged 1 SP:Iteration 6Q (27.977912 sec): 3 clusters Score: Raw -9258.886258 + Penalty 1139.249159 = -8119.637099 nChanged 2 SP:Iteration 7Q (27.978567 sec): 3 clusters Score: Raw -9260.844527 + Penalty 1139.249159 = -8121.595368 nChanged 0 SP:Iteration 8F (27.979242 sec): 3 clusters Score: Raw -9260.844527 + Penalty 1139.249159 = -8121.595368 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 18 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000861 sec): 2 clusters Score: Raw -157328.305688 + Penalty 205.529970 = -157122.775718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009598 sec): 3 clusters Score: Raw -154249.655669 + Penalty 427.177865 = -153822.477803 nChanged 2089 SP:Iteration 1F (28.017966 sec): 3 clusters Score: Raw -155478.934790 + Penalty 470.621119 = -155008.313671 nChanged 772 SP:Iteration 2F (28.026479 sec): 3 clusters Score: Raw -156201.039867 + Penalty 545.057134 = -155655.982733 nChanged 560 SP:Iteration 3F (28.034951 sec): 3 clusters Score: Raw -156823.327812 + Penalty 647.730174 = -156175.597638 nChanged 326 SP:Iteration 4F (28.043406 sec): 3 clusters Score: Raw -157197.194698 + Penalty 719.511083 = -156477.683616 nChanged 104 SP:Iteration 5Q (28.051195 sec): 3 clusters Score: Raw -157310.595687 + Penalty 726.839604 = -156583.756083 nChanged 28 SP:Iteration 6Q (28.058022 sec): 3 clusters Score: Raw -157334.873281 + Penalty 736.168945 = -156598.704337 nChanged 11 SP:Iteration 7Q (28.064999 sec): 3 clusters Score: Raw -157347.162244 + Penalty 759.226496 = -156587.935748 nChanged 4 SP:Iteration 8F (28.073356 sec): 3 clusters Score: Raw -157350.163354 + Penalty 768.590362 = -156581.572992 nChanged 5 SP:Iteration 9F (28.081748 sec): 3 clusters Score: Raw -157355.350045 + Penalty 765.024875 = -156590.325169 nChanged 4 SP:Iteration 10F (28.090182 sec): 3 clusters Score: Raw -157364.421943 + Penalty 765.024875 = -156599.397068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.097183 sec): 2 clusters Score: Raw -20652.368809 + Penalty 371.002762 = -20281.366047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.098459 sec): 3 clusters Score: Raw -20360.198068 + Penalty 759.485370 = -19600.712698 nChanged 214 SP:Iteration 1F (28.099701 sec): 3 clusters Score: Raw -20523.167377 + Penalty 785.186163 = -19737.981214 nChanged 71 SP:Iteration 2F (28.100945 sec): 3 clusters Score: Raw -20583.986918 + Penalty 816.960005 = -19767.026913 nChanged 43 SP:Iteration 3F (28.102203 sec): 3 clusters Score: Raw -20622.625572 + Penalty 829.496884 = -19793.128688 nChanged 17 SP:Iteration 4Q (28.103439 sec): 3 clusters Score: Raw -20632.954546 + Penalty 840.531991 = -19792.422555 nChanged 13 SP:Iteration 5F (28.104689 sec): 3 clusters Score: Raw -20641.853052 + Penalty 848.327097 = -19793.525955 nChanged 10 SP:Iteration 6Q (28.105923 sec): 3 clusters Score: Raw -20651.658818 + Penalty 862.395555 = -19789.263263 nChanged 9 SP:Iteration 7F (28.107178 sec): 3 clusters Score: Raw -20661.558805 + Penalty 876.113211 = -19785.445594 nChanged 7 SP:Iteration 8F (28.108449 sec): 3 clusters Score: Raw -20669.483018 + Penalty 886.897794 = -19782.585224 nChanged 5 SP:Iteration 9F (28.109703 sec): 3 clusters Score: Raw -20681.825664 + Penalty 891.591461 = -19790.234203 nChanged 5 SP:Iteration 10F (28.110955 sec): 3 clusters Score: Raw -20688.939757 + Penalty 893.103896 = -19795.835861 nChanged 5 SP:Iteration 11Q (28.112125 sec): 3 clusters Score: Raw -20696.391972 + Penalty 904.084145 = -19792.307827 nChanged 7 SP:Iteration 12F (28.113380 sec): 3 clusters Score: Raw -20705.835769 + Penalty 902.154886 = -19803.680883 nChanged 2 SP:Iteration 13Q (28.114507 sec): 3 clusters Score: Raw -20709.622204 + Penalty 902.154886 = -19807.467318 nChanged 0 SP:Iteration 14F (28.115761 sec): 3 clusters Score: Raw -20709.622204 + Penalty 902.154886 = -19807.467318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.117465 sec): 2 clusters Score: Raw -4602.481080 + Penalty 610.150447 = -3992.330633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.117933 sec): 3 clusters Score: Raw -4647.525458 + Penalty 1220.699455 = -3426.826002 nChanged 6 SP:Iteration 1Q (28.118379 sec): 3 clusters Score: Raw -4669.195835 + Penalty 1222.080436 = -3447.115399 nChanged 3 SP:Iteration 2Q (28.118814 sec): 3 clusters Score: Raw -4677.091252 + Penalty 1223.074013 = -3454.017240 nChanged 1 SP:Iteration 3Q (28.119239 sec): 3 clusters Score: Raw -4683.310322 + Penalty 1223.876596 = -3459.433726 nChanged 1 SP:Iteration 4Q (28.119662 sec): 3 clusters Score: Raw -4689.971843 + Penalty 1223.876596 = -3466.095247 nChanged 0 SP:Iteration 5F (28.120105 sec): 3 clusters Score: Raw -4689.971843 + Penalty 1223.876596 = -3466.095247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.123973 sec): 2 clusters Score: Raw -41704.671024 + Penalty 111.190650 = -41593.480374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.126149 sec): 3 clusters Score: Raw -41009.891446 + Penalty 223.234584 = -40786.656862 nChanged 511 SP:Iteration 1F (28.128366 sec): 3 clusters Score: Raw -41485.953166 + Penalty 224.417834 = -41261.535332 nChanged 101 SP:Iteration 2F (28.130550 sec): 3 clusters Score: Raw -41540.569740 + Penalty 225.705965 = -41314.863775 nChanged 45 SP:Iteration 3Q (28.132698 sec): 3 clusters Score: Raw -41554.017709 + Penalty 227.020292 = -41326.997418 nChanged 22 SP:Iteration 4Q (28.134798 sec): 3 clusters Score: Raw -41559.648443 + Penalty 227.902464 = -41331.745979 nChanged 15 SP:Iteration 5Q (28.136893 sec): 3 clusters Score: Raw -41563.113371 + Penalty 229.139234 = -41333.974137 nChanged 13 SP:Iteration 6Q (28.138987 sec): 3 clusters Score: Raw -41565.800938 + Penalty 230.508940 = -41335.291998 nChanged 14 SP:Iteration 7Q (28.141078 sec): 3 clusters Score: Raw -41568.601901 + Penalty 231.963116 = -41336.638785 nChanged 14 SP:Iteration 8Q (28.143169 sec): 3 clusters Score: Raw -41571.822951 + Penalty 233.788877 = -41338.034074 nChanged 18 SP:Iteration 9Q (28.145252 sec): 3 clusters Score: Raw -41577.690659 + Penalty 236.099352 = -41341.591307 nChanged 20 SP:Iteration 10F (28.147386 sec): 3 clusters Score: Raw -41584.374383 + Penalty 238.141046 = -41346.233337 nChanged 15 SP:Iteration 11Q (28.149573 sec): 3 clusters Score: Raw -41587.849288 + Penalty 239.453596 = -41348.395692 nChanged 11 SP:Iteration 12Q (28.151756 sec): 3 clusters Score: Raw -41589.679164 + Penalty 240.649830 = -41349.029334 nChanged 7 SP:Iteration 13Q (28.153865 sec): 3 clusters Score: Raw -41591.592725 + Penalty 241.533624 = -41350.059102 nChanged 7 SP:Iteration 14Q (28.155930 sec): 3 clusters Score: Raw -41592.876040 + Penalty 242.518686 = -41350.357354 nChanged 6 SP:Iteration 15Q (28.157992 sec): 3 clusters Score: Raw -41593.310802 + Penalty 243.476019 = -41349.834783 nChanged 6 SP:Iteration 16F (28.160129 sec): 3 clusters Score: Raw -41594.145094 + Penalty 245.854920 = -41348.290174 nChanged 12 SP:Iteration 17F (28.162267 sec): 3 clusters Score: Raw -41599.159116 + Penalty 248.251588 = -41350.907528 nChanged 17 SP:Iteration 18Q (28.164392 sec): 3 clusters Score: Raw -41605.538898 + Penalty 249.153535 = -41356.385363 nChanged 9 SP:Iteration 19Q (28.166480 sec): 3 clusters Score: Raw -41608.355652 + Penalty 249.890238 = -41358.465414 nChanged 7 SP:Iteration 20F (28.168621 sec): 3 clusters Score: Raw -41614.919254 + Penalty 251.088930 = -41363.830324 nChanged 11 SP:Iteration 21Q (28.170685 sec): 3 clusters Score: Raw -41620.802609 + Penalty 251.405452 = -41369.397156 nChanged 12 SP:Iteration 22Q (28.172705 sec): 3 clusters Score: Raw -41625.829572 + Penalty 252.377628 = -41373.451944 nChanged 10 SP:Iteration 23Q (28.174707 sec): 3 clusters Score: Raw -41628.727049 + Penalty 255.152594 = -41373.574455 nChanged 14 SP:Iteration 24Q (28.176760 sec): 3 clusters Score: Raw -41632.120888 + Penalty 256.690859 = -41375.430029 nChanged 13 SP:Iteration 25Q (28.178826 sec): 3 clusters Score: Raw -41634.994990 + Penalty 258.536263 = -41376.458728 nChanged 10 SP:Iteration 26Q (28.180847 sec): 3 clusters Score: Raw -41636.434600 + Penalty 260.123920 = -41376.310680 nChanged 8 SP:Iteration 27F (28.183019 sec): 3 clusters Score: Raw -41637.661687 + Penalty 261.861453 = -41375.800234 nChanged 10 SP:Iteration 28F (28.185217 sec): 3 clusters Score: Raw -41639.414848 + Penalty 262.717569 = -41376.697279 nChanged 8 SP:Iteration 29Q (28.187221 sec): 3 clusters Score: Raw -41641.355736 + Penalty 265.822023 = -41375.533713 nChanged 11 SP:Iteration 30F (28.189358 sec): 3 clusters Score: Raw -41643.724742 + Penalty 267.210614 = -41376.514127 nChanged 8 SP:Iteration 31Q (28.191309 sec): 3 clusters Score: Raw -41645.969080 + Penalty 269.385836 = -41376.583244 nChanged 12 SP:Iteration 32Q (28.193254 sec): 3 clusters Score: Raw -41650.250271 + Penalty 271.514841 = -41378.735431 nChanged 11 SP:Iteration 33Q (28.195188 sec): 3 clusters Score: Raw -41655.188248 + Penalty 276.662036 = -41378.526212 nChanged 15 SP:Iteration 34F (28.197344 sec): 3 clusters Score: Raw -41663.229667 + Penalty 281.941275 = -41381.288392 nChanged 14 SP:Iteration 35Q (28.199316 sec): 3 clusters Score: Raw -41669.152882 + Penalty 284.083066 = -41385.069816 nChanged 11 SP:Iteration 36Q (28.201246 sec): 3 clusters Score: Raw -41672.788286 + Penalty 284.749634 = -41388.038652 nChanged 6 SP:Iteration 37Q (28.203145 sec): 3 clusters Score: Raw -41674.488555 + Penalty 286.825851 = -41387.662704 nChanged 5 SP:Iteration 38F (28.205423 sec): 3 clusters Score: Raw -41675.495763 + Penalty 285.567286 = -41389.928477 nChanged 6 SP:Iteration 39Q (28.207341 sec): 3 clusters Score: Raw -41678.038066 + Penalty 288.390276 = -41389.647790 nChanged 9 SP:Iteration 40F (28.209513 sec): 3 clusters Score: Raw -41680.539561 + Penalty 289.386424 = -41391.153137 nChanged 2 SP:Iteration 41Q (28.211362 sec): 3 clusters Score: Raw -41681.129330 + Penalty 291.319106 = -41389.810224 nChanged 2 SP:Iteration 42F (28.213554 sec): 3 clusters Score: Raw -41681.381626 + Penalty 293.150805 = -41388.230821 nChanged 2 SP:Iteration 43F (28.215723 sec): 3 clusters Score: Raw -41681.694976 + Penalty 297.750203 = -41383.944773 nChanged 4 SP:Iteration 44F (28.217862 sec): 3 clusters Score: Raw -41683.636262 + Penalty 301.463255 = -41382.173007 nChanged 6 SP:Iteration 45F (28.219996 sec): 3 clusters Score: Raw -41685.486908 + Penalty 303.311209 = -41382.175699 nChanged 5 SP:Iteration 46Q (28.221828 sec): 3 clusters Score: Raw -41686.156360 + Penalty 304.794388 = -41381.361971 nChanged 2 SP:Iteration 47F (28.223964 sec): 3 clusters Score: Raw -41686.239683 + Penalty 306.864241 = -41379.375442 nChanged 3 SP:Iteration 48F (28.226170 sec): 3 clusters Score: Raw -41686.527743 + Penalty 305.279552 = -41381.248191 nChanged 4 SP:Iteration 49Q (28.228026 sec): 3 clusters Score: Raw -41687.435316 + Penalty 308.270892 = -41379.164425 nChanged 4 SP:Iteration 50F (28.230252 sec): 3 clusters Score: Raw -41687.875992 + Penalty 311.224704 = -41376.651288 nChanged 3 SP:Iteration 51F (28.232465 sec): 3 clusters Score: Raw -41688.262899 + Penalty 309.862946 = -41378.399954 nChanged 4 SP:Iteration 52Q (28.234485 sec): 3 clusters Score: Raw -41688.873645 + Penalty 314.276153 = -41374.597493 nChanged 3 SP:Iteration 53F (28.236793 sec): 3 clusters Score: Raw -41689.478428 + Penalty 315.964507 = -41373.513920 nChanged 1 SP:Iteration 54F (28.238920 sec): 3 clusters Score: Raw -41689.492710 + Penalty 315.964507 = -41373.528202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.240636 sec): 2 clusters Score: Raw -7637.028333 + Penalty 370.046651 = -7266.981682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.241243 sec): 3 clusters Score: Raw -7564.363722 + Penalty 739.667278 = -6824.696444 nChanged 56 SP:Iteration 1F (28.241864 sec): 3 clusters Score: Raw -7611.540989 + Penalty 738.943104 = -6872.597885 nChanged 14 SP:Iteration 2F (28.242456 sec): 3 clusters Score: Raw -7629.241442 + Penalty 738.100441 = -6891.141001 nChanged 13 SP:Iteration 3F (28.243048 sec): 3 clusters Score: Raw -7649.507277 + Penalty 738.547205 = -6910.960072 nChanged 4 SP:Iteration 4Q (28.243633 sec): 3 clusters Score: Raw -7654.742826 + Penalty 738.483758 = -6916.259067 nChanged 3 SP:Iteration 5Q (28.244214 sec): 3 clusters Score: Raw -7657.693615 + Penalty 738.785559 = -6918.908056 nChanged 2 SP:Iteration 6Q (28.244796 sec): 3 clusters Score: Raw -7659.874321 + Penalty 739.523573 = -6920.350749 nChanged 3 SP:Iteration 7Q (28.245378 sec): 3 clusters Score: Raw -7663.297146 + Penalty 740.228513 = -6923.068633 nChanged 3 SP:Iteration 8Q (28.245957 sec): 3 clusters Score: Raw -7665.891090 + Penalty 740.423068 = -6925.468021 nChanged 1 SP:Iteration 9Q (28.246541 sec): 3 clusters Score: Raw -7666.774517 + Penalty 740.423068 = -6926.351449 nChanged 0 SP:Iteration 10F (28.247132 sec): 3 clusters Score: Raw -7666.774517 + Penalty 740.423068 = -6926.351449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.248196 sec): 2 clusters Score: Raw -2063.867807 + Penalty 340.525171 = -1723.342636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.248506 sec): 3 clusters Score: Raw -2097.972633 + Penalty 679.907975 = -1418.064658 nChanged 3 SP:Iteration 1F (28.248835 sec): 3 clusters Score: Raw -2101.934551 + Penalty 679.907975 = -1422.026576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.250672 sec): 2 clusters Score: Raw -12242.051629 + Penalty 244.855712 = -11997.195917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.251455 sec): 3 clusters Score: Raw -12113.589482 + Penalty 492.909067 = -11620.680415 nChanged 100 SP:Iteration 1F (28.252229 sec): 3 clusters Score: Raw -12193.521573 + Penalty 496.162088 = -11697.359486 nChanged 20 SP:Iteration 2F (28.252997 sec): 3 clusters Score: Raw -12210.394243 + Penalty 496.598241 = -11713.796002 nChanged 10 SP:Iteration 3Q (28.253733 sec): 3 clusters Score: Raw -12219.336961 + Penalty 497.997731 = -11721.339230 nChanged 8 SP:Iteration 4Q (28.254459 sec): 3 clusters Score: Raw -12224.567967 + Penalty 498.640927 = -11725.927040 nChanged 5 SP:Iteration 5Q (28.255182 sec): 3 clusters Score: Raw -12228.547213 + Penalty 499.854865 = -11728.692347 nChanged 2 SP:Iteration 6Q (28.255903 sec): 3 clusters Score: Raw -12231.881894 + Penalty 500.887490 = -11730.994404 nChanged 4 SP:Iteration 7Q (28.256623 sec): 3 clusters Score: Raw -12235.112574 + Penalty 502.475297 = -11732.637278 nChanged 3 SP:Iteration 8Q (28.257338 sec): 3 clusters Score: Raw -12236.699961 + Penalty 502.808901 = -11733.891060 nChanged 2 SP:Iteration 9Q (28.258052 sec): 3 clusters Score: Raw -12238.426185 + Penalty 503.173607 = -11735.252578 nChanged 2 SP:Iteration 10F (28.258789 sec): 3 clusters Score: Raw -12239.393938 + Penalty 503.329891 = -11736.064048 nChanged 4 SP:Iteration 11Q (28.259505 sec): 3 clusters Score: Raw -12241.970735 + Penalty 503.216216 = -11738.754518 nChanged 2 SP:Iteration 12Q (28.260220 sec): 3 clusters Score: Raw -12242.774079 + Penalty 503.216216 = -11739.557863 nChanged 0 SP:Iteration 13F (28.261003 sec): 3 clusters Score: Raw -12242.774079 + Penalty 503.216216 = -11739.557863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.262823 sec): 2 clusters Score: Raw -11816.198672 + Penalty 456.496571 = -11359.702101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.263581 sec): 3 clusters Score: Raw -11697.007481 + Penalty 914.343766 = -10782.663714 nChanged 75 SP:Iteration 1F (28.264325 sec): 3 clusters Score: Raw -11761.215062 + Penalty 921.938571 = -10839.276491 nChanged 25 SP:Iteration 2F (28.265073 sec): 3 clusters Score: Raw -11784.932088 + Penalty 922.489426 = -10862.442662 nChanged 17 SP:Iteration 3F (28.265813 sec): 3 clusters Score: Raw -11805.749647 + Penalty 919.204883 = -10886.544764 nChanged 14 SP:Iteration 4Q (28.266526 sec): 3 clusters Score: Raw -11828.392277 + Penalty 917.364562 = -10911.027716 nChanged 4 SP:Iteration 5Q (28.267227 sec): 3 clusters Score: Raw -11835.029616 + Penalty 913.216163 = -10921.813453 nChanged 4 SP:Iteration 6Q (28.267927 sec): 3 clusters Score: Raw -11839.447563 + Penalty 912.142309 = -10927.305254 nChanged 4 SP:Iteration 7Q (28.268622 sec): 3 clusters Score: Raw -11843.140529 + Penalty 911.716539 = -10931.423990 nChanged 1 SP:Iteration 8Q (28.269314 sec): 3 clusters Score: Raw -11844.259421 + Penalty 911.317319 = -10932.942102 nChanged 2 SP:Iteration 9Q (28.270005 sec): 3 clusters Score: Raw -11849.054036 + Penalty 911.885889 = -10937.168147 nChanged 3 SP:Iteration 10F (28.270720 sec): 3 clusters Score: Raw -11851.615282 + Penalty 911.208634 = -10940.406648 nChanged 1 SP:Iteration 11Q (28.271409 sec): 3 clusters Score: Raw -11852.132717 + Penalty 911.208634 = -10940.924083 nChanged 0 SP:Iteration 12F (28.272128 sec): 3 clusters Score: Raw -11852.132717 + Penalty 911.208634 = -10940.924083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.273638 sec): 2 clusters Score: Raw -4108.194980 + Penalty 688.417145 = -3419.777835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.274058 sec): 3 clusters Score: Raw -4242.127687 + Penalty 1380.461707 = -2861.665980 nChanged 6 SP:Iteration 1F (28.274469 sec): 3 clusters Score: Raw -4259.656335 + Penalty 1380.461707 = -2879.194628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.276184 sec): 2 clusters Score: Raw -9979.427979 + Penalty 267.451003 = -9711.976976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.276810 sec): 3 clusters Score: Raw -9851.883359 + Penalty 534.949779 = -9316.933580 nChanged 72 SP:Iteration 1F (28.277426 sec): 3 clusters Score: Raw -9894.604602 + Penalty 534.569334 = -9360.035268 nChanged 18 SP:Iteration 2F (28.278039 sec): 3 clusters Score: Raw -9911.797268 + Penalty 534.195888 = -9377.601381 nChanged 11 SP:Iteration 3Q (28.278652 sec): 3 clusters Score: Raw -9917.600732 + Penalty 534.718983 = -9382.881749 nChanged 10 SP:Iteration 4Q (28.279264 sec): 3 clusters Score: Raw -9922.395873 + Penalty 536.082941 = -9386.312931 nChanged 9 SP:Iteration 5Q (28.279875 sec): 3 clusters Score: Raw -9931.013988 + Penalty 537.354505 = -9393.659483 nChanged 8 SP:Iteration 6Q (28.280483 sec): 3 clusters Score: Raw -9936.291714 + Penalty 541.202893 = -9395.088821 nChanged 6 SP:Iteration 7Q (28.281094 sec): 3 clusters Score: Raw -9940.806251 + Penalty 546.925748 = -9393.880504 nChanged 8 SP:Iteration 8F (28.281711 sec): 3 clusters Score: Raw -9949.769496 + Penalty 555.211407 = -9394.558089 nChanged 9 SP:Iteration 9Q (28.282320 sec): 3 clusters Score: Raw -9960.741859 + Penalty 564.405848 = -9396.336011 nChanged 10 SP:Iteration 10F (28.282934 sec): 3 clusters Score: Raw -9970.569272 + Penalty 566.269269 = -9404.300003 nChanged 4 SP:Iteration 11Q (28.283545 sec): 3 clusters Score: Raw -9973.684350 + Penalty 570.158748 = -9403.525602 nChanged 3 SP:Iteration 12F (28.284157 sec): 3 clusters Score: Raw -9976.464977 + Penalty 573.273819 = -9403.191158 nChanged 2 SP:Iteration 13F (28.284772 sec): 3 clusters Score: Raw -9978.000833 + Penalty 574.102470 = -9403.898363 nChanged 2 SP:Iteration 14Q (28.285376 sec): 3 clusters Score: Raw -9979.683080 + Penalty 574.102470 = -9405.580610 nChanged 0 SP:Iteration 15F (28.285988 sec): 3 clusters Score: Raw -9979.683080 + Penalty 574.102470 = -9405.580610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.286978 sec): 2 clusters Score: Raw -504.701267 + Penalty 219.027756 = -285.673511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.287212 sec): 3 clusters Score: Raw -523.598028 + Penalty 431.426477 = -92.171551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.288391 sec): 2 clusters Score: Raw -5095.153377 + Penalty 406.001393 = -4689.151984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.288845 sec): 3 clusters Score: Raw -5084.869015 + Penalty 812.125415 = -4272.743600 nChanged 24 SP:Iteration 1F (28.289294 sec): 3 clusters Score: Raw -5118.560330 + Penalty 812.498183 = -4306.062147 nChanged 5 SP:Iteration 2Q (28.289731 sec): 3 clusters Score: Raw -5127.240133 + Penalty 813.979816 = -4313.260317 nChanged 3 SP:Iteration 3Q (28.290165 sec): 3 clusters Score: Raw -5131.228571 + Penalty 813.979816 = -4317.248755 nChanged 0 SP:Iteration 4F (28.290610 sec): 3 clusters Score: Raw -5131.228571 + Penalty 813.979816 = -4317.248755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.292115 sec): 2 clusters Score: Raw -9075.657241 + Penalty 440.504866 = -8635.152376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.292753 sec): 3 clusters Score: Raw -9025.369362 + Penalty 893.381334 = -8131.988028 nChanged 64 SP:Iteration 1F (28.293381 sec): 3 clusters Score: Raw -9124.102920 + Penalty 901.202056 = -8222.900863 nChanged 21 SP:Iteration 2F (28.294026 sec): 3 clusters Score: Raw -9152.358810 + Penalty 905.787371 = -8246.571440 nChanged 8 SP:Iteration 3Q (28.294632 sec): 3 clusters Score: Raw -9161.142842 + Penalty 908.093140 = -8253.049702 nChanged 4 SP:Iteration 4Q (28.295233 sec): 3 clusters Score: Raw -9164.779900 + Penalty 908.093140 = -8256.686760 nChanged 0 SP:Iteration 5F (28.295859 sec): 3 clusters Score: Raw -9164.779900 + Penalty 908.093140 = -8256.686760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.297039 sec): 2 clusters Score: Raw -2712.464637 + Penalty 359.923590 = -2352.541047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.297431 sec): 3 clusters Score: Raw -2734.031504 + Penalty 726.631584 = -2007.399920 nChanged 8 SP:Iteration 1F (28.297818 sec): 3 clusters Score: Raw -2744.814647 + Penalty 726.631584 = -2018.183063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.298708 sec): 2 clusters Score: Raw -494.619778 + Penalty 135.273380 = -359.346398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.298947 sec): 3 clusters Score: Raw -499.483451 + Penalty 267.132226 = -232.351226 nChanged 1 SP:Iteration 1F (28.299183 sec): 3 clusters Score: Raw -503.353654 + Penalty 267.132226 = -236.221428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.300518 sec): 2 clusters Score: Raw -7018.955539 + Penalty 216.998158 = -6801.957381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.301082 sec): 3 clusters Score: Raw -6934.717350 + Penalty 434.984990 = -6499.732360 nChanged 59 SP:Iteration 1F (28.301636 sec): 3 clusters Score: Raw -6986.100805 + Penalty 431.073057 = -6555.027748 nChanged 32 SP:Iteration 2F (28.302192 sec): 3 clusters Score: Raw -7015.695711 + Penalty 427.244642 = -6588.451069 nChanged 11 SP:Iteration 3F (28.302744 sec): 3 clusters Score: Raw -7028.227985 + Penalty 425.046135 = -6603.181850 nChanged 3 SP:Iteration 4Q (28.303287 sec): 3 clusters Score: Raw -7033.842022 + Penalty 421.847343 = -6611.994679 nChanged 1 SP:Iteration 5Q (28.303820 sec): 3 clusters Score: Raw -7036.143354 + Penalty 421.339415 = -6614.803939 nChanged 1 SP:Iteration 6Q (28.304352 sec): 3 clusters Score: Raw -7036.989002 + Penalty 422.097018 = -6614.891984 nChanged 2 SP:Iteration 7Q (28.304884 sec): 3 clusters Score: Raw -7037.641810 + Penalty 422.097018 = -6615.544792 nChanged 0 SP:Iteration 8F (28.305436 sec): 3 clusters Score: Raw -7037.641810 + Penalty 422.097018 = -6615.544792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.306520 sec): 2 clusters Score: Raw -1527.088947 + Penalty 299.930183 = -1227.158764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.306802 sec): 3 clusters Score: Raw -1557.371699 + Penalty 601.726040 = -955.645659 nChanged 1 SP:Iteration 1Q (28.307073 sec): 3 clusters Score: Raw -1560.573714 + Penalty 601.726040 = -958.847673 nChanged 0 SP:Iteration 2F (28.307350 sec): 3 clusters Score: Raw -1560.573714 + Penalty 601.726040 = -958.847673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.308348 sec): 2 clusters Score: Raw -443.740228 + Penalty 207.745782 = -235.994446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.308580 sec): 3 clusters Score: Raw -471.921504 + Penalty 422.649627 = -49.271877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.309681 sec): 2 clusters Score: Raw -4133.735667 + Penalty 534.149591 = -3599.586076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.310094 sec): 3 clusters Score: Raw -4162.992785 + Penalty 1067.981460 = -3095.011325 nChanged 5 SP:Iteration 1Q (28.310492 sec): 3 clusters Score: Raw -4171.235053 + Penalty 1068.083274 = -3103.151779 nChanged 1 SP:Iteration 2Q (28.310887 sec): 3 clusters Score: Raw -4173.124689 + Penalty 1067.837443 = -3105.287246 nChanged 1 SP:Iteration 3Q (28.311281 sec): 3 clusters Score: Raw -4174.092100 + Penalty 1067.837443 = -3106.254657 nChanged 0 SP:Iteration 4F (28.311691 sec): 3 clusters Score: Raw -4174.092100 + Penalty 1067.837443 = -3106.254657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.312570 sec): 2 clusters Score: Raw -460.424304 + Penalty 214.159908 = -246.264396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.312802 sec): 3 clusters Score: Raw -472.791213 + Penalty 433.111541 = -39.679671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.314216 sec): 2 clusters Score: Raw -9011.376077 + Penalty 632.350386 = -8379.025691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.314873 sec): 3 clusters Score: Raw -8972.393014 + Penalty 1264.918639 = -7707.474374 nChanged 38 SP:Iteration 1F (28.315477 sec): 3 clusters Score: Raw -9020.669606 + Penalty 1265.317991 = -7755.351616 nChanged 10 SP:Iteration 2Q (28.316100 sec): 3 clusters Score: Raw -9031.820889 + Penalty 1266.178983 = -7765.641906 nChanged 3 SP:Iteration 3Q (28.316711 sec): 3 clusters Score: Raw -9037.850969 + Penalty 1266.828637 = -7771.022331 nChanged 3 SP:Iteration 4Q (28.317318 sec): 3 clusters Score: Raw -9042.601959 + Penalty 1267.632587 = -7774.969372 nChanged 3 SP:Iteration 5Q (28.317925 sec): 3 clusters Score: Raw -9049.933689 + Penalty 1269.954407 = -7779.979282 nChanged 7 SP:Iteration 6Q (28.318530 sec): 3 clusters Score: Raw -9060.015572 + Penalty 1273.153325 = -7786.862247 nChanged 5 SP:Iteration 7Q (28.319136 sec): 3 clusters Score: Raw -9066.064483 + Penalty 1274.804856 = -7791.259627 nChanged 2 SP:Iteration 8Q (28.319722 sec): 3 clusters Score: Raw -9071.749638 + Penalty 1276.150875 = -7795.598763 nChanged 2 SP:Iteration 9Q (28.320307 sec): 3 clusters Score: Raw -9074.350945 + Penalty 1276.150875 = -7798.200070 nChanged 0 SP:Iteration 10F (28.320905 sec): 3 clusters Score: Raw -9074.350945 + Penalty 1276.150875 = -7798.200070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.321861 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.322066 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.322941 sec): 2 clusters Score: Raw -850.219878 + Penalty 264.941469 = -585.278409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.323192 sec): 3 clusters Score: Raw -867.581063 + Penalty 528.965880 = -338.615184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.324129 sec): 2 clusters Score: Raw -1168.574312 + Penalty 315.311045 = -853.263267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.324410 sec): 3 clusters Score: Raw -1212.941649 + Penalty 636.049472 = -576.892177 nChanged 2 SP:Iteration 1F (28.324682 sec): 3 clusters Score: Raw -1218.927682 + Penalty 636.049472 = -582.878209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.325504 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.325690 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.326732 sec): 2 clusters Score: Raw -3650.844812 + Penalty 489.687981 = -3161.156831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.327107 sec): 3 clusters Score: Raw -3687.767470 + Penalty 976.834570 = -2710.932901 nChanged 4 SP:Iteration 1Q (28.327469 sec): 3 clusters Score: Raw -3703.298022 + Penalty 977.379902 = -2725.918120 nChanged 1 SP:Iteration 2Q (28.327827 sec): 3 clusters Score: Raw -3706.105382 + Penalty 977.379902 = -2728.725480 nChanged 0 SP:Iteration 3F (28.328194 sec): 3 clusters Score: Raw -3706.105382 + Penalty 977.379902 = -2728.725480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.329051 sec): 2 clusters Score: Raw -202.554032 + Penalty 112.851310 = -89.702722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.329269 sec): 3 clusters Score: Raw -202.217271 + Penalty 231.754549 = 29.537277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.330193 sec): 2 clusters Score: Raw -1643.653843 + Penalty 98.157198 = -1545.496644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.330491 sec): 3 clusters Score: Raw -1640.809665 + Penalty 200.705819 = -1440.103846 nChanged 15 SP:Iteration 1F (28.330783 sec): 3 clusters Score: Raw -1661.579163 + Penalty 208.885113 = -1452.694050 nChanged 3 SP:Iteration 2F (28.331075 sec): 3 clusters Score: Raw -1663.857782 + Penalty 223.098710 = -1440.759072 nChanged 3 SP:Iteration 3F (28.331368 sec): 3 clusters Score: Raw -1665.948307 + Penalty 237.862521 = -1428.085785 nChanged 2 SP:Iteration 4F (28.331663 sec): 3 clusters Score: Raw -1670.193485 + Penalty 290.467241 = -1379.726244 nChanged 4 SP:Iteration 5F (28.331956 sec): 3 clusters Score: Raw -1678.065979 + Penalty 308.331529 = -1369.734450 nChanged 1 SP:Iteration 6F (28.332247 sec): 3 clusters Score: Raw -1680.721338 + Penalty 308.331529 = -1372.389809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.333087 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.333303 sec): 3 clusters Score: Raw -210.607779 + Penalty 243.944808 = 33.337030 nChanged 1 SP:Iteration 1F (28.333513 sec): 3 clusters Score: Raw -214.223494 + Penalty 243.944808 = 29.721315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.334335 sec): 2 clusters Score: Raw -251.886052 + Penalty 142.875037 = -109.011016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.334553 sec): 3 clusters Score: Raw -247.177760 + Penalty 321.035996 = 73.858236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.335611 sec): 2 clusters Score: Raw -3679.274352 + Penalty 489.584620 = -3189.689732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.335984 sec): 3 clusters Score: Raw -3697.177133 + Penalty 978.132010 = -2719.045123 nChanged 7 SP:Iteration 1F (28.336350 sec): 3 clusters Score: Raw -3717.775183 + Penalty 979.603695 = -2738.171488 nChanged 3 SP:Iteration 2Q (28.336704 sec): 3 clusters Score: Raw -3727.041752 + Penalty 980.246196 = -2746.795556 nChanged 2 SP:Iteration 3Q (28.337056 sec): 3 clusters Score: Raw -3730.471149 + Penalty 979.691114 = -2750.780035 nChanged 1 SP:Iteration 4Q (28.337407 sec): 3 clusters Score: Raw -3732.809414 + Penalty 979.691114 = -2753.118299 nChanged 0 SP:Iteration 5F (28.337773 sec): 3 clusters Score: Raw -3732.809414 + Penalty 979.691114 = -2753.118299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.338628 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.338824 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.339634 sec): 2 clusters Score: Raw -122.898602 + Penalty 83.893392 = -39.005210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.339844 sec): 3 clusters Score: Raw -117.237663 + Penalty 192.100639 = 74.862976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.340649 sec): 2 clusters Score: Raw -82.229120 + Penalty 53.279882 = -28.949238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.340856 sec): 3 clusters Score: Raw -75.827932 + Penalty 106.559765 = 30.731833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.341663 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.341867 sec): 3 clusters Score: Raw -73.330298 + Penalty 99.747289 = 26.416991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.342717 sec): 2 clusters Score: Raw -664.506148 + Penalty 259.757278 = -404.748870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.342959 sec): 3 clusters Score: Raw -690.510617 + Penalty 521.404763 = -169.105854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.343798 sec): 2 clusters Score: Raw -165.885230 + Penalty 116.274333 = -49.610896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.344013 sec): 3 clusters Score: Raw -160.549262 + Penalty 232.548667 = 71.999404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.344816 sec): 2 clusters Score: Raw -71.438048 + Penalty 27.365179 = -44.072870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.345008 sec): 2 clusters Score: Raw -71.438048 + Penalty 27.365179 = -44.072870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.345805 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.346015 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.346830 sec): 2 clusters Score: Raw -166.601646 + Penalty 112.268513 = -54.333133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.347043 sec): 3 clusters Score: Raw -160.687552 + Penalty 216.140026 = 55.452474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 138 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.347882 sec): 2 clusters Score: Raw -522.247126 + Penalty 203.111703 = -319.135422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.348116 sec): 3 clusters Score: Raw -535.239779 + Penalty 410.824368 = -124.415411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.348933 sec): 2 clusters Score: Raw -209.027933 + Penalty 121.792679 = -87.235254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.349148 sec): 3 clusters Score: Raw -204.047697 + Penalty 242.768299 = 38.720602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.349948 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.350135 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 174 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.350981 sec): 2 clusters Score: Raw -676.018500 + Penalty 208.220570 = -467.797930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.351222 sec): 3 clusters Score: Raw -696.989802 + Penalty 447.520815 = -249.468987 nChanged 1 SP:Iteration 1F (28.351461 sec): 3 clusters Score: Raw -701.959406 + Penalty 447.520815 = -254.438590 nChanged 0 Deleting Class 106 (17 points): Lose 107.148653 but Gain 899.076724 Iteration 119Q (28.430100 sec): 59 clusters Score: Raw -588768.369727 + Penalty 39791.270475 = -548977.099252 nChanged 17 Deleting Class 101 (5 points): Lose 25.697171 but Gain 902.985521 Iteration 120F (28.940507 sec): 58 clusters Score: Raw -588791.167028 + Penalty 38986.291863 = -549804.875166 nChanged 13 Deleting Class 116 (4 points): Lose 32.245543 but Gain 822.501521 Iteration 121Q (29.007577 sec): 57 clusters Score: Raw -588773.222712 + Penalty 38170.367143 = -550602.855570 nChanged 14 Deleting Class 169 (1 points): Lose 10.957810 but Gain 794.369711 Iteration 122Q (29.074387 sec): 56 clusters Score: Raw -588770.987771 + Penalty 37374.699705 = -551396.288066 nChanged 6 Deleting Class 43 (12 points): Lose 66.905222 but Gain 845.155070 Iteration 123Q (29.140105 sec): 55 clusters Score: Raw -588710.760459 + Penalty 36539.371926 = -552171.388533 nChanged 17 Deleting Class 83 (89 points): Lose 296.890666 but Gain 1069.600631 Iteration 124Q (29.206260 sec): 54 clusters Score: Raw -588437.003986 + Penalty 35641.613286 = -552795.390700 nChanged 95 Deleting Class 33 (12 points): Lose 68.968347 but Gain 856.456136 Iteration 125Q (29.274379 sec): 53 clusters Score: Raw -588545.165501 + Penalty 34828.475422 = -553716.690079 nChanged 45 Deleting Class 137 (4 points): Lose 23.237628 but Gain 794.165141 Iteration 126Q (29.341001 sec): 52 clusters Score: Raw -588563.235894 + Penalty 34060.020709 = -554503.215185 nChanged 23 Deleting Class 82 (6 points): Lose 17.371707 but Gain 781.960750 Iteration 127Q (29.406641 sec): 51 clusters Score: Raw -588566.768053 + Penalty 33286.778090 = -555279.989963 nChanged 20 Deleting Class 65 (91 points): Lose 313.650941 but Gain 1064.555852 Iteration 128Q (29.471642 sec): 50 clusters Score: Raw -588271.476089 + Penalty 32305.519857 = -555965.956231 nChanged 106 Deleting Class 40 (12 points): Lose 77.296074 but Gain 819.842532 Iteration 129Q (29.537630 sec): 49 clusters Score: Raw -588389.689017 + Penalty 31497.062658 = -556892.626359 nChanged 41 Deleting Class 52 (23 points): Lose 89.849143 but Gain 828.613957 Iteration 130F (29.954122 sec): 48 clusters Score: Raw -588356.905203 + Penalty 30669.810046 = -557687.095156 nChanged 36 Deleting Class 30 (114 points): Lose 683.337653 but Gain 1421.388032 Iteration 131Q (30.019583 sec): 47 clusters Score: Raw -587722.432794 + Penalty 29356.915708 = -558365.517086 nChanged 119 Deleting Class 97 (3 points): Lose 13.904142 but Gain 748.844442 Iteration 132Q (30.085694 sec): 46 clusters Score: Raw -588128.747596 + Penalty 28626.505186 = -559502.242410 nChanged 16 Deleting Class 138 (15 points): Lose 67.478653 but Gain 782.363446 Iteration 133Q (30.148726 sec): 45 clusters Score: Raw -588078.259774 + Penalty 27853.436204 = -560224.823570 nChanged 20 Deleting Class 156 (5 points): Lose 28.123634 but Gain 742.087750 Iteration 134Q (30.213001 sec): 44 clusters Score: Raw -588083.392293 + Penalty 27118.094167 = -560965.298126 nChanged 10 Deleting Class 133 (1 points): Lose 6.200290 but Gain 717.492134 Iteration 135Q (30.275195 sec): 43 clusters Score: Raw -588087.190536 + Penalty 26403.196554 = -561683.993981 nChanged 5 Deleting Class 105 (2 points): Lose 6.774756 but Gain 705.592491 Iteration 136Q (30.336780 sec): 42 clusters Score: Raw -588087.116977 + Penalty 25701.609123 = -562385.507854 nChanged 4 Deleting Class 68 (6 points): Lose 26.582661 but Gain 724.687720 Iteration 137Q (30.399853 sec): 41 clusters Score: Raw -588065.375152 + Penalty 24972.539690 = -563092.835462 nChanged 7 Deleting Class 42 (113 points): Lose 431.389872 but Gain 1120.609545 Iteration 138Q (30.461625 sec): 40 clusters Score: Raw -587642.061445 + Penalty 23944.255532 = -563697.805913 nChanged 115 Deleting Class 95 (4 points): Lose 19.605928 but Gain 697.965181 Iteration 139Q (30.524698 sec): 39 clusters Score: Raw -587868.110273 + Penalty 23257.807021 = -564610.303252 nChanged 21 Deleting Class 55 (42 points): Lose 224.060456 but Gain 904.094588 Iteration 140F (30.857109 sec): 38 clusters Score: Raw -587660.795497 + Penalty 22425.970001 = -565234.825496 nChanged 50 Deleting Class 47 (5 points): Lose 29.463479 but Gain 706.816119 Iteration 141Q (30.919074 sec): 37 clusters Score: Raw -587751.663069 + Penalty 21725.992696 = -566025.670372 nChanged 26 Deleting Class 72 (5 points): Lose 17.112259 but Gain 693.529086 Iteration 142Q (30.979188 sec): 36 clusters Score: Raw -587762.014453 + Penalty 21040.451613 = -566721.562840 nChanged 17 Deleting Class 39 (40 points): Lose 145.076147 but Gain 817.996633 Iteration 143Q (31.039988 sec): 35 clusters Score: Raw -587630.001104 + Penalty 20243.134321 = -567386.866784 nChanged 49 Deleting Class 14 (85 points): Lose 220.279244 but Gain 864.694254 Iteration 144Q (31.100951 sec): 34 clusters Score: Raw -587477.778084 + Penalty 19414.679700 = -568063.098384 nChanged 98 Deleting Class 24 (71 points): Lose 274.548502 but Gain 891.597000 Iteration 145Q (31.161226 sec): 33 clusters Score: Raw -587338.773208 + Penalty 18539.999680 = -568798.773527 nChanged 119 Deleting Class 174 (20 points): Lose 121.816065 but Gain 705.149557 Iteration 146Q (31.222046 sec): 32 clusters Score: Raw -587348.398877 + Penalty 17859.722799 = -569488.676078 nChanged 67 Deleting Class 11 (29 points): Lose 132.897162 but Gain 670.914230 Iteration 147Q (31.281328 sec): 31 clusters Score: Raw -587273.042542 + Penalty 17186.455240 = -570086.587303 nChanged 75 Deleting Class 37 (18 points): Lose 78.084844 but Gain 571.716985 Iteration 148Q (31.340690 sec): 30 clusters Score: Raw -587276.904218 + Penalty 16623.082983 = -570653.821235 nChanged 57 Deleting Class 59 (1 points): Lose 4.367436 but Gain 484.778072 Iteration 149Q (31.399298 sec): 29 clusters Score: Raw -587320.259007 + Penalty 16146.785246 = -571173.473761 nChanged 29 Deleting Class 6 (143 points): Lose 996.458474 but Gain 1522.553786 Iteration 150F (31.650648 sec): 28 clusters Score: Raw -586333.061110 + Penalty 16449.190448 = -569883.870662 nChanged 155 Deleting Class 16 (79 points): Lose 189.035571 but Gain 657.085320 Iteration 151F (31.898290 sec): 27 clusters Score: Raw -586756.440044 + Penalty 14256.091746 = -572500.348298 nChanged 148 Deleting Class 131 (2 points): Lose 34.219694 but Gain 387.151669 Iteration 152Q (31.958872 sec): 26 clusters Score: Raw -586895.684887 + Penalty 13893.272638 = -573002.412249 nChanged 68 Deleting Class 34 (183 points): Lose 517.575355 but Gain 874.220174 Iteration 153Q (32.016821 sec): 25 clusters Score: Raw -586426.960698 + Penalty 13090.255510 = -573336.705187 nChanged 232 Deleting Class 3 (98 points): Lose 153.839351 but Gain 353.044081 Iteration 154Q (32.075332 sec): 24 clusters Score: Raw -586596.602772 + Penalty 12748.596945 = -573848.005828 nChanged 181 Deleting Class 32 (239 points): Lose 387.971673 but Gain 497.204319 Iteration 155Q (32.133037 sec): 23 clusters Score: Raw -586360.862464 + Penalty 12269.172306 = -574091.690159 nChanged 303 Deleting Class 27 (352 points): Lose 741.235209 but Gain 826.172208 Iteration 156Q (32.190460 sec): 22 clusters Score: Raw -585927.082075 + Penalty 11455.104488 = -574471.977587 nChanged 439 Deleting Class 9 (302 points): Lose 534.251231 but Gain 609.605099 Iteration 157Q (32.248805 sec): 21 clusters Score: Raw -585975.253115 + Penalty 10866.424341 = -575108.828774 nChanged 395 Iteration 158Q (32.306281 sec): 21 clusters Score: Raw -586375.883493 + Penalty 10849.212496 = -575526.670997 nChanged 76 Iteration 159Q (32.361619 sec): 21 clusters Score: Raw -586390.853500 + Penalty 10847.450033 = -575543.403466 nChanged 57 Iteration 160F (32.549258 sec): 21 clusters Score: Raw -586401.827345 + Penalty 10840.769986 = -575561.057359 nChanged 47 Iteration 161Q (32.604400 sec): 21 clusters Score: Raw -586411.087681 + Penalty 10839.039763 = -575572.047918 nChanged 44 Iteration 162Q (32.658482 sec): 21 clusters Score: Raw -586420.216649 + Penalty 10841.385147 = -575578.831502 nChanged 37 Iteration 163Q (32.713482 sec): 21 clusters Score: Raw -586425.281586 + Penalty 10840.928813 = -575584.352773 nChanged 17 Iteration 164Q (32.768519 sec): 21 clusters Score: Raw -586427.628508 + Penalty 10842.339986 = -575585.288522 nChanged 14 Iteration 165Q (32.823250 sec): 21 clusters Score: Raw -586429.039848 + Penalty 10842.334109 = -575586.705739 nChanged 17 Iteration 166Q (32.877845 sec): 21 clusters Score: Raw -586431.296249 + Penalty 10840.687080 = -575590.609169 nChanged 13 Iteration 167Q (32.932301 sec): 21 clusters Score: Raw -586433.324052 + Penalty 10840.454601 = -575592.869451 nChanged 7 Iteration 168Q (32.987326 sec): 21 clusters Score: Raw -586434.586264 + Penalty 10839.900966 = -575594.685297 nChanged 6 Iteration 169Q (33.041690 sec): 21 clusters Score: Raw -586435.094636 + Penalty 10840.878127 = -575594.216509 nChanged 6 Iteration 170F (33.228837 sec): 21 clusters Score: Raw -586435.635494 + Penalty 10841.227440 = -575594.408054 nChanged 4 Iteration 171Q (33.283459 sec): 21 clusters Score: Raw -586436.052956 + Penalty 10841.781519 = -575594.271436 nChanged 6 Iteration 172F (33.471338 sec): 21 clusters Score: Raw -586436.547273 + Penalty 10842.373831 = -575594.173443 nChanged 6 Iteration 173F (33.658507 sec): 21 clusters Score: Raw -586437.047906 + Penalty 10842.896892 = -575594.151014 nChanged 5 Iteration 174F (33.846051 sec): 21 clusters Score: Raw -586437.682088 + Penalty 10842.713251 = -575594.968836 nChanged 5 Iteration 175Q (33.900795 sec): 21 clusters Score: Raw -586438.197547 + Penalty 10842.627662 = -575595.569885 nChanged 2 Iteration 176Q (33.955119 sec): 21 clusters Score: Raw -586438.404187 + Penalty 10841.772165 = -575596.632022 nChanged 1 Iteration 177Q (34.009941 sec): 21 clusters Score: Raw -586438.995873 + Penalty 10841.241909 = -575597.753964 nChanged 2 Iteration 178Q (34.064222 sec): 21 clusters Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418 nChanged 0 Iteration 179F (34.251273 sec): 21 clusters Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 1 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.285963 sec): 2 clusters Score: Raw -6892.800864 + Penalty 200.503590 = -6692.297274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.286524 sec): 3 clusters Score: Raw -6799.082660 + Penalty 402.836050 = -6396.246610 nChanged 70 SP:Iteration 1F (34.287092 sec): 3 clusters Score: Raw -6839.130318 + Penalty 410.976259 = -6428.154060 nChanged 18 SP:Iteration 2F (34.287641 sec): 3 clusters Score: Raw -6857.755295 + Penalty 437.373795 = -6420.381500 nChanged 15 SP:Iteration 3F (34.288189 sec): 3 clusters Score: Raw -6881.443722 + Penalty 510.748474 = -6370.695248 nChanged 12 SP:Iteration 4F (34.288738 sec): 3 clusters Score: Raw -6907.540872 + Penalty 615.898435 = -6291.642437 nChanged 11 SP:Iteration 5F (34.289286 sec): 3 clusters Score: Raw -6932.633923 + Penalty 712.534105 = -6220.099818 nChanged 6 SP:Iteration 6F (34.289835 sec): 3 clusters Score: Raw -6962.501288 + Penalty 712.534105 = -6249.967183 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.298542 sec): 2 clusters Score: Raw -70438.664663 + Penalty 334.364057 = -70104.300606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.302001 sec): 3 clusters Score: Raw -69368.965817 + Penalty 665.388013 = -68703.577804 nChanged 769 SP:Iteration 1F (34.305396 sec): 3 clusters Score: Raw -69862.902391 + Penalty 662.083982 = -69200.818410 nChanged 192 SP:Iteration 2F (34.308785 sec): 3 clusters Score: Raw -69980.566860 + Penalty 658.289311 = -69322.277549 nChanged 146 SP:Iteration 3F (34.312255 sec): 3 clusters Score: Raw -70069.976435 + Penalty 655.960283 = -69414.016152 nChanged 116 SP:Iteration 4F (34.315704 sec): 3 clusters Score: Raw -70151.175100 + Penalty 652.576942 = -69498.598158 nChanged 77 SP:Iteration 5Q (34.319109 sec): 3 clusters Score: Raw -70187.143946 + Penalty 648.936670 = -69538.207276 nChanged 49 SP:Iteration 6Q (34.322515 sec): 3 clusters Score: Raw -70208.631172 + Penalty 644.567110 = -69564.064063 nChanged 44 SP:Iteration 7Q (34.325929 sec): 3 clusters Score: Raw -70235.209198 + Penalty 641.579376 = -69593.629822 nChanged 31 SP:Iteration 8Q (34.329338 sec): 3 clusters Score: Raw -70256.039133 + Penalty 638.321091 = -69617.718042 nChanged 36 SP:Iteration 9Q (34.332725 sec): 3 clusters Score: Raw -70272.821352 + Penalty 636.107544 = -69636.713808 nChanged 24 SP:Iteration 10F (34.336123 sec): 3 clusters Score: Raw -70284.309588 + Penalty 632.849538 = -69651.460050 nChanged 29 SP:Iteration 11Q (34.339539 sec): 3 clusters Score: Raw -70298.336766 + Penalty 630.639796 = -69667.696971 nChanged 25 SP:Iteration 12Q (34.342911 sec): 3 clusters Score: Raw -70311.491580 + Penalty 629.186719 = -69682.304861 nChanged 25 SP:Iteration 13Q (34.346261 sec): 3 clusters Score: Raw -70319.794890 + Penalty 627.959379 = -69691.835512 nChanged 27 SP:Iteration 14Q (34.349600 sec): 3 clusters Score: Raw -70337.061219 + Penalty 625.596593 = -69711.464626 nChanged 27 SP:Iteration 15Q (34.352924 sec): 3 clusters Score: Raw -70354.244258 + Penalty 624.408589 = -69729.835669 nChanged 31 SP:Iteration 16Q (34.356237 sec): 3 clusters Score: Raw -70373.310029 + Penalty 621.880505 = -69751.429524 nChanged 35 SP:Iteration 17Q (34.359517 sec): 3 clusters Score: Raw -70389.321137 + Penalty 621.505057 = -69767.816080 nChanged 28 SP:Iteration 18Q (34.362781 sec): 3 clusters Score: Raw -70395.469136 + Penalty 621.335394 = -69774.133742 nChanged 12 SP:Iteration 19Q (34.366354 sec): 3 clusters Score: Raw -70397.575283 + Penalty 621.498593 = -69776.076690 nChanged 11 SP:Iteration 20F (34.370142 sec): 3 clusters Score: Raw -70402.876518 + Penalty 620.667128 = -69782.209391 nChanged 17 SP:Iteration 21Q (34.373657 sec): 3 clusters Score: Raw -70408.824494 + Penalty 619.751623 = -69789.072871 nChanged 12 SP:Iteration 22Q (34.377196 sec): 3 clusters Score: Raw -70410.899620 + Penalty 619.638298 = -69791.261322 nChanged 4 SP:Iteration 23Q (34.380513 sec): 3 clusters Score: Raw -70412.105838 + Penalty 619.226116 = -69792.879723 nChanged 10 SP:Iteration 24Q (34.383750 sec): 3 clusters Score: Raw -70414.179318 + Penalty 619.026768 = -69795.152550 nChanged 9 SP:Iteration 25Q (34.386987 sec): 3 clusters Score: Raw -70416.176590 + Penalty 618.812485 = -69797.364105 nChanged 9 SP:Iteration 26Q (34.390217 sec): 3 clusters Score: Raw -70417.631486 + Penalty 618.325060 = -69799.306425 nChanged 6 SP:Iteration 27Q (34.393488 sec): 3 clusters Score: Raw -70418.750450 + Penalty 618.099547 = -69800.650902 nChanged 3 SP:Iteration 28Q (34.396732 sec): 3 clusters Score: Raw -70419.281632 + Penalty 618.509534 = -69800.772098 nChanged 4 SP:Iteration 29Q (34.399960 sec): 3 clusters Score: Raw -70419.515792 + Penalty 618.581524 = -69800.934267 nChanged 2 SP:Iteration 30F (34.403359 sec): 3 clusters Score: Raw -70419.600870 + Penalty 618.930557 = -69800.670312 nChanged 2 SP:Iteration 31F (34.406789 sec): 3 clusters Score: Raw -70419.738492 + Penalty 619.279179 = -69800.459313 nChanged 4 SP:Iteration 32F (34.410198 sec): 3 clusters Score: Raw -70420.252488 + Penalty 619.424936 = -69800.827552 nChanged 1 SP:Iteration 33Q (34.413464 sec): 3 clusters Score: Raw -70420.286949 + Penalty 619.424936 = -69800.862014 nChanged 0 SP:Iteration 34F (34.416871 sec): 3 clusters Score: Raw -70420.286949 + Penalty 619.424936 = -69800.862014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.420864 sec): 2 clusters Score: Raw -47119.378893 + Penalty 117.762210 = -47001.616684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.423482 sec): 3 clusters Score: Raw -46289.506676 + Penalty 242.658364 = -46046.848312 nChanged 605 SP:Iteration 1F (34.426043 sec): 3 clusters Score: Raw -46733.882097 + Penalty 249.035223 = -46484.846874 nChanged 189 SP:Iteration 2F (34.428605 sec): 3 clusters Score: Raw -46944.868353 + Penalty 244.518640 = -46700.349713 nChanged 101 SP:Iteration 3F (34.431174 sec): 3 clusters Score: Raw -47061.406583 + Penalty 247.506156 = -46813.900428 nChanged 31 SP:Iteration 4Q (34.433601 sec): 3 clusters Score: Raw -47095.942738 + Penalty 286.853038 = -46809.089701 nChanged 13 SP:Iteration 5F (34.436175 sec): 3 clusters Score: Raw -47111.549975 + Penalty 318.250584 = -46793.299392 nChanged 8 SP:Iteration 6F (34.438609 sec): 3 clusters Score: Raw -47121.541428 + Penalty 371.444027 = -46750.097401 nChanged 6 SP:Iteration 7F (34.441042 sec): 3 clusters Score: Raw -47126.331671 + Penalty 356.792020 = -46769.539651 nChanged 1 SP:Iteration 8Q (34.442969 sec): 3 clusters Score: Raw -47127.190733 + Penalty 309.385658 = -46817.805075 nChanged 1 SP:Iteration 9Q (34.444891 sec): 3 clusters Score: Raw -47127.215961 + Penalty 309.385658 = -46817.830303 nChanged 0 SP:Iteration 10F (34.447247 sec): 3 clusters Score: Raw -47127.215961 + Penalty 309.385658 = -46817.830303 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.460418 sec): 2 clusters Score: Raw -101220.821827 + Penalty 403.343423 = -100817.478403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.465807 sec): 3 clusters Score: Raw -99481.377212 + Penalty 828.056908 = -98653.320304 nChanged 1221 SP:Iteration 1F (34.471214 sec): 3 clusters Score: Raw -100500.118949 + Penalty 857.810804 = -99642.308145 nChanged 409 SP:Iteration 2F (34.476700 sec): 3 clusters Score: Raw -100919.805054 + Penalty 890.505639 = -100029.299415 nChanged 217 SP:Iteration 3F (34.482156 sec): 3 clusters Score: Raw -101181.672605 + Penalty 912.071393 = -100269.601212 nChanged 104 SP:Iteration 4Q (34.487293 sec): 3 clusters Score: Raw -101285.682672 + Penalty 922.028781 = -100363.653891 nChanged 53 SP:Iteration 5Q (34.492165 sec): 3 clusters Score: Raw -101318.498151 + Penalty 929.664330 = -100388.833822 nChanged 31 SP:Iteration 6Q (34.496983 sec): 3 clusters Score: Raw -101341.044955 + Penalty 937.580580 = -100403.464375 nChanged 24 SP:Iteration 7Q (34.501717 sec): 3 clusters Score: Raw -101352.284408 + Penalty 942.296704 = -100409.987704 nChanged 17 SP:Iteration 8Q (34.506571 sec): 3 clusters Score: Raw -101360.258800 + Penalty 948.138194 = -100412.120606 nChanged 21 SP:Iteration 9Q (34.511267 sec): 3 clusters Score: Raw -101368.649781 + Penalty 954.303919 = -100414.345861 nChanged 13 SP:Iteration 10F (34.516578 sec): 3 clusters Score: Raw -101375.153485 + Penalty 956.962368 = -100418.191117 nChanged 13 SP:Iteration 11Q (34.521236 sec): 3 clusters Score: Raw -101379.625498 + Penalty 960.914940 = -100418.710558 nChanged 7 SP:Iteration 12Q (34.525888 sec): 3 clusters Score: Raw -101380.577773 + Penalty 961.961419 = -100418.616354 nChanged 2 SP:Iteration 13F (34.531155 sec): 3 clusters Score: Raw -101380.957130 + Penalty 962.146787 = -100418.810343 nChanged 2 SP:Iteration 14Q (34.535785 sec): 3 clusters Score: Raw -101381.255157 + Penalty 962.017605 = -100419.237552 nChanged 2 SP:Iteration 15Q (34.540408 sec): 3 clusters Score: Raw -101381.555598 + Penalty 962.027364 = -100419.528233 nChanged 2 SP:Iteration 16Q (34.545078 sec): 3 clusters Score: Raw -101382.005113 + Penalty 961.550862 = -100420.454251 nChanged 1 SP:Iteration 17Q (34.549707 sec): 3 clusters Score: Raw -101382.172695 + Penalty 961.550862 = -100420.621834 nChanged 0 SP:Iteration 18F (34.554969 sec): 3 clusters Score: Raw -101382.172695 + Penalty 961.550862 = -100420.621834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.558270 sec): 2 clusters Score: Raw -10009.630316 + Penalty 198.546747 = -9811.083569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.559065 sec): 3 clusters Score: Raw -9879.693363 + Penalty 397.984286 = -9481.709077 nChanged 101 SP:Iteration 1F (34.559816 sec): 3 clusters Score: Raw -9970.521756 + Penalty 400.507029 = -9570.014728 nChanged 28 SP:Iteration 2F (34.560563 sec): 3 clusters Score: Raw -9992.305302 + Penalty 404.563312 = -9587.741990 nChanged 12 SP:Iteration 3Q (34.561294 sec): 3 clusters Score: Raw -10000.298965 + Penalty 407.627703 = -9592.671262 nChanged 7 SP:Iteration 4Q (34.562021 sec): 3 clusters Score: Raw -10004.937924 + Penalty 414.219891 = -9590.718034 nChanged 13 SP:Iteration 5F (34.562764 sec): 3 clusters Score: Raw -10018.794025 + Penalty 422.728786 = -9596.065239 nChanged 14 SP:Iteration 6Q (34.563484 sec): 3 clusters Score: Raw -10028.054672 + Penalty 431.483215 = -9596.571457 nChanged 8 SP:Iteration 7Q (34.564205 sec): 3 clusters Score: Raw -10034.640966 + Penalty 438.504225 = -9596.136741 nChanged 8 SP:Iteration 8F (34.564946 sec): 3 clusters Score: Raw -10043.522934 + Penalty 441.712370 = -9601.810563 nChanged 10 SP:Iteration 9Q (34.565660 sec): 3 clusters Score: Raw -10052.061824 + Penalty 437.643497 = -9614.418328 nChanged 6 SP:Iteration 10F (34.566400 sec): 3 clusters Score: Raw -10057.598268 + Penalty 438.835712 = -9618.762556 nChanged 2 SP:Iteration 11Q (34.567112 sec): 3 clusters Score: Raw -10059.799404 + Penalty 437.547638 = -9622.251767 nChanged 6 SP:Iteration 12Q (34.567825 sec): 3 clusters Score: Raw -10062.862562 + Penalty 435.425875 = -9627.436687 nChanged 3 SP:Iteration 13Q (34.568538 sec): 3 clusters Score: Raw -10064.986325 + Penalty 435.478023 = -9629.508302 nChanged 1 SP:Iteration 14Q (34.569249 sec): 3 clusters Score: Raw -10065.385230 + Penalty 435.478023 = -9629.907207 nChanged 0 SP:Iteration 15F (34.569989 sec): 3 clusters Score: Raw -10065.385230 + Penalty 435.478023 = -9629.907207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.575551 sec): 2 clusters Score: Raw -33994.895594 + Penalty 221.095506 = -33773.800088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.577407 sec): 3 clusters Score: Raw -33495.671995 + Penalty 437.605457 = -33058.066538 nChanged 358 SP:Iteration 1F (34.579363 sec): 3 clusters Score: Raw -33761.746285 + Penalty 434.310901 = -33327.435385 nChanged 89 SP:Iteration 2F (34.581244 sec): 3 clusters Score: Raw -33822.709612 + Penalty 432.938925 = -33389.770687 nChanged 40 SP:Iteration 3Q (34.583040 sec): 3 clusters Score: Raw -33850.872711 + Penalty 434.897329 = -33415.975382 nChanged 30 SP:Iteration 4Q (34.584796 sec): 3 clusters Score: Raw -33870.206821 + Penalty 436.106306 = -33434.100515 nChanged 22 SP:Iteration 5Q (34.586536 sec): 3 clusters Score: Raw -33880.652695 + Penalty 435.022289 = -33445.630406 nChanged 16 SP:Iteration 6Q (34.588262 sec): 3 clusters Score: Raw -33888.791681 + Penalty 436.019855 = -33452.771826 nChanged 17 SP:Iteration 7Q (34.589986 sec): 3 clusters Score: Raw -33896.666529 + Penalty 437.070524 = -33459.596006 nChanged 14 SP:Iteration 8Q (34.591704 sec): 3 clusters Score: Raw -33904.738157 + Penalty 439.556059 = -33465.182098 nChanged 21 SP:Iteration 9Q (34.593418 sec): 3 clusters Score: Raw -33916.219093 + Penalty 442.302513 = -33473.916580 nChanged 18 SP:Iteration 10F (34.595219 sec): 3 clusters Score: Raw -33925.899461 + Penalty 444.861919 = -33481.037542 nChanged 16 SP:Iteration 11Q (34.596959 sec): 3 clusters Score: Raw -33932.162619 + Penalty 446.465749 = -33485.696870 nChanged 9 SP:Iteration 12Q (34.598680 sec): 3 clusters Score: Raw -33935.056236 + Penalty 449.452268 = -33485.603969 nChanged 8 SP:Iteration 13F (34.600516 sec): 3 clusters Score: Raw -33936.524815 + Penalty 449.762212 = -33486.762603 nChanged 6 SP:Iteration 14Q (34.602228 sec): 3 clusters Score: Raw -33937.719888 + Penalty 451.257304 = -33486.462584 nChanged 5 SP:Iteration 15F (34.604073 sec): 3 clusters Score: Raw -33938.746715 + Penalty 452.007976 = -33486.738738 nChanged 3 SP:Iteration 16Q (34.605778 sec): 3 clusters Score: Raw -33940.206207 + Penalty 455.438787 = -33484.767420 nChanged 9 SP:Iteration 17F (34.607583 sec): 3 clusters Score: Raw -33944.033529 + Penalty 456.203526 = -33487.830003 nChanged 7 SP:Iteration 18Q (34.609252 sec): 3 clusters Score: Raw -33947.618232 + Penalty 456.299520 = -33491.318712 nChanged 4 SP:Iteration 19Q (34.610908 sec): 3 clusters Score: Raw -33948.299479 + Penalty 454.981340 = -33493.318139 nChanged 3 SP:Iteration 20F (34.612720 sec): 3 clusters Score: Raw -33949.589623 + Penalty 455.641724 = -33493.947898 nChanged 2 SP:Iteration 21Q (34.614417 sec): 3 clusters Score: Raw -33950.335002 + Penalty 455.952012 = -33494.382990 nChanged 3 SP:Iteration 22Q (34.616102 sec): 3 clusters Score: Raw -33951.136456 + Penalty 454.046976 = -33497.089480 nChanged 3 SP:Iteration 23Q (34.617793 sec): 3 clusters Score: Raw -33953.271205 + Penalty 452.246554 = -33501.024651 nChanged 1 SP:Iteration 24Q (34.619473 sec): 3 clusters Score: Raw -33955.242589 + Penalty 451.234708 = -33504.007882 nChanged 1 SP:Iteration 25Q (34.621130 sec): 3 clusters Score: Raw -33955.774765 + Penalty 451.425614 = -33504.349152 nChanged 1 SP:Iteration 26Q (34.622772 sec): 3 clusters Score: Raw -33956.133784 + Penalty 452.444369 = -33503.689414 nChanged 2 SP:Iteration 27F (34.624637 sec): 3 clusters Score: Raw -33956.598513 + Penalty 453.815900 = -33502.782614 nChanged 4 SP:Iteration 28F (34.626480 sec): 3 clusters Score: Raw -33957.410609 + Penalty 452.500767 = -33504.909841 nChanged 4 SP:Iteration 29Q (34.628115 sec): 3 clusters Score: Raw -33958.827793 + Penalty 454.829729 = -33503.998064 nChanged 4 SP:Iteration 30F (34.629919 sec): 3 clusters Score: Raw -33960.196271 + Penalty 455.306692 = -33504.889579 nChanged 1 SP:Iteration 31Q (34.631576 sec): 3 clusters Score: Raw -33960.358582 + Penalty 455.306692 = -33505.051891 nChanged 0 SP:Iteration 32F (34.633426 sec): 3 clusters Score: Raw -33960.358582 + Penalty 455.306692 = -33505.051891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.637073 sec): 2 clusters Score: Raw -12234.844730 + Penalty 37.624566 = -12197.220164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.637905 sec): 3 clusters Score: Raw -12048.228351 + Penalty 75.068302 = -11973.160049 nChanged 151 SP:Iteration 1F (34.638724 sec): 3 clusters Score: Raw -12161.441396 + Penalty 74.227341 = -12087.214055 nChanged 34 SP:Iteration 2F (34.639544 sec): 3 clusters Score: Raw -12187.687060 + Penalty 73.100700 = -12114.586360 nChanged 17 SP:Iteration 3Q (34.640339 sec): 3 clusters Score: Raw -12202.006418 + Penalty 73.327472 = -12128.678946 nChanged 11 SP:Iteration 4Q (34.641140 sec): 3 clusters Score: Raw -12209.766496 + Penalty 73.872345 = -12135.894151 nChanged 7 SP:Iteration 5Q (34.641945 sec): 3 clusters Score: Raw -12219.164138 + Penalty 70.751169 = -12148.412969 nChanged 9 SP:Iteration 6Q (34.642709 sec): 3 clusters Score: Raw -12236.034474 + Penalty 71.064065 = -12164.970409 nChanged 3 SP:Iteration 7Q (34.643443 sec): 3 clusters Score: Raw -12236.681021 + Penalty 71.255831 = -12165.425189 nChanged 1 SP:Iteration 8Q (34.644164 sec): 3 clusters Score: Raw -12236.556281 + Penalty 71.415845 = -12165.140436 nChanged 1 SP:Iteration 9F (34.644962 sec): 3 clusters Score: Raw -12236.570356 + Penalty 71.660199 = -12164.910157 nChanged 1 SP:Iteration 10F (34.645728 sec): 3 clusters Score: Raw -12236.600746 + Penalty 71.660199 = -12164.940547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.648210 sec): 2 clusters Score: Raw -25875.869369 + Penalty 300.466125 = -25575.403243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.649607 sec): 3 clusters Score: Raw -25522.400616 + Penalty 605.949153 = -24916.451464 nChanged 230 SP:Iteration 1F (34.650946 sec): 3 clusters Score: Raw -25658.495474 + Penalty 615.352114 = -25043.143359 nChanged 70 SP:Iteration 2F (34.652245 sec): 3 clusters Score: Raw -25729.074789 + Penalty 631.604602 = -25097.470187 nChanged 46 SP:Iteration 3F (34.653544 sec): 3 clusters Score: Raw -25769.125858 + Penalty 647.419303 = -25121.706555 nChanged 34 SP:Iteration 4F (34.654840 sec): 3 clusters Score: Raw -25806.307082 + Penalty 660.620578 = -25145.686504 nChanged 24 SP:Iteration 5Q (34.656120 sec): 3 clusters Score: Raw -25841.863343 + Penalty 672.748179 = -25169.115164 nChanged 18 SP:Iteration 6Q (34.657343 sec): 3 clusters Score: Raw -25862.346581 + Penalty 681.199325 = -25181.147256 nChanged 8 SP:Iteration 7Q (34.658540 sec): 3 clusters Score: Raw -25867.503274 + Penalty 683.925575 = -25183.577699 nChanged 3 SP:Iteration 8Q (34.659765 sec): 3 clusters Score: Raw -25869.418444 + Penalty 686.493968 = -25182.924477 nChanged 3 SP:Iteration 9F (34.661052 sec): 3 clusters Score: Raw -25870.899451 + Penalty 690.924566 = -25179.974885 nChanged 4 SP:Iteration 10F (34.662340 sec): 3 clusters Score: Raw -25871.709525 + Penalty 691.799036 = -25179.910489 nChanged 3 SP:Iteration 11F (34.663635 sec): 3 clusters Score: Raw -25873.183299 + Penalty 696.443932 = -25176.739366 nChanged 5 SP:Iteration 12F (34.664924 sec): 3 clusters Score: Raw -25876.263679 + Penalty 698.572419 = -25177.691260 nChanged 5 SP:Iteration 13Q (34.666111 sec): 3 clusters Score: Raw -25881.023708 + Penalty 703.778626 = -25177.245081 nChanged 4 SP:Iteration 14F (34.667376 sec): 3 clusters Score: Raw -25882.540955 + Penalty 706.586804 = -25175.954151 nChanged 3 SP:Iteration 15F (34.668644 sec): 3 clusters Score: Raw -25885.641639 + Penalty 710.488825 = -25175.152814 nChanged 3 SP:Iteration 16F (34.669986 sec): 3 clusters Score: Raw -25888.614356 + Penalty 711.876027 = -25176.738329 nChanged 3 SP:Iteration 17Q (34.671151 sec): 3 clusters Score: Raw -25890.755409 + Penalty 713.376004 = -25177.379405 nChanged 1 SP:Iteration 18Q (34.672309 sec): 3 clusters Score: Raw -25891.057007 + Penalty 713.376004 = -25177.681003 nChanged 0 SP:Iteration 19F (34.673602 sec): 3 clusters Score: Raw -25891.057007 + Penalty 713.376004 = -25177.681003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.674946 sec): 2 clusters Score: Raw -10348.186591 + Penalty 622.298476 = -9725.888115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.675712 sec): 3 clusters Score: Raw -10316.243271 + Penalty 1244.625362 = -9071.617909 nChanged 68 SP:Iteration 1F (34.676446 sec): 3 clusters Score: Raw -10401.294061 + Penalty 1244.945751 = -9156.348310 nChanged 17 SP:Iteration 2F (34.677180 sec): 3 clusters Score: Raw -10425.910509 + Penalty 1244.838237 = -9181.072272 nChanged 10 SP:Iteration 3Q (34.677894 sec): 3 clusters Score: Raw -10437.625668 + Penalty 1244.239030 = -9193.386638 nChanged 5 SP:Iteration 4Q (34.678608 sec): 3 clusters Score: Raw -10442.720459 + Penalty 1244.053227 = -9198.667231 nChanged 1 SP:Iteration 5Q (34.679319 sec): 3 clusters Score: Raw -10444.462892 + Penalty 1244.053227 = -9200.409664 nChanged 0 SP:Iteration 6F (34.680052 sec): 3 clusters Score: Raw -10444.462892 + Penalty 1244.053227 = -9200.409664 nChanged 0 Memory request: 0.03 GB would take us to total of 0.20 GB. Trying to split cluster 18 (5421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.704060 sec): 2 clusters Score: Raw -182355.456855 + Penalty 220.521293 = -182134.935561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.714406 sec): 3 clusters Score: Raw -178795.759645 + Penalty 457.161012 = -178338.598633 nChanged 2508 SP:Iteration 1F (34.724526 sec): 3 clusters Score: Raw -180224.377498 + Penalty 491.242744 = -179733.134754 nChanged 802 SP:Iteration 2F (34.734516 sec): 3 clusters Score: Raw -180814.193909 + Penalty 537.357649 = -180276.836261 nChanged 549 SP:Iteration 3F (34.744530 sec): 3 clusters Score: Raw -181306.589501 + Penalty 589.070508 = -180717.518993 nChanged 412 SP:Iteration 4F (34.754592 sec): 3 clusters Score: Raw -181673.428200 + Penalty 641.125699 = -181032.302501 nChanged 315 SP:Iteration 5F (34.764720 sec): 3 clusters Score: Raw -181968.466581 + Penalty 687.906037 = -181280.560544 nChanged 198 SP:Iteration 6Q (34.774410 sec): 3 clusters Score: Raw -182173.124029 + Penalty 716.259533 = -181456.864497 nChanged 114 SP:Iteration 7Q (34.783531 sec): 3 clusters Score: Raw -182274.487935 + Penalty 736.864980 = -181537.622955 nChanged 62 SP:Iteration 8Q (34.792221 sec): 3 clusters Score: Raw -182318.745049 + Penalty 753.230826 = -181565.514223 nChanged 41 SP:Iteration 9Q (34.800846 sec): 3 clusters Score: Raw -182350.146542 + Penalty 760.370518 = -181589.776024 nChanged 24 SP:Iteration 10F (34.811379 sec): 3 clusters Score: Raw -182364.565354 + Penalty 765.170916 = -181599.394438 nChanged 13 SP:Iteration 11Q (34.819530 sec): 3 clusters Score: Raw -182372.283356 + Penalty 766.537069 = -181605.746288 nChanged 9 SP:Iteration 12Q (34.827709 sec): 3 clusters Score: Raw -182377.107061 + Penalty 756.218846 = -181620.888216 nChanged 8 SP:Iteration 13Q (34.835816 sec): 3 clusters Score: Raw -182386.233072 + Penalty 745.606215 = -181640.626857 nChanged 7 SP:Iteration 14Q (34.843903 sec): 3 clusters Score: Raw -182396.398970 + Penalty 745.935645 = -181650.463324 nChanged 4 SP:Iteration 15Q (34.851954 sec): 3 clusters Score: Raw -182401.534245 + Penalty 742.364425 = -181659.169820 nChanged 4 SP:Iteration 16Q (34.860005 sec): 3 clusters Score: Raw -182402.803625 + Penalty 743.707982 = -181659.095643 nChanged 2 SP:Iteration 17F (34.870086 sec): 3 clusters Score: Raw -182404.594023 + Penalty 744.113284 = -181660.480739 nChanged 1 SP:Iteration 18Q (34.878230 sec): 3 clusters Score: Raw -182405.492166 + Penalty 744.373721 = -181661.118444 nChanged 2 SP:Iteration 19Q (34.886545 sec): 3 clusters Score: Raw -182406.925310 + Penalty 747.366918 = -181659.558392 nChanged 2 SP:Iteration 20F (34.896919 sec): 3 clusters Score: Raw -182408.279537 + Penalty 752.404354 = -181655.875182 nChanged 2 SP:Iteration 21F (34.907044 sec): 3 clusters Score: Raw -182410.016692 + Penalty 752.802129 = -181657.214563 nChanged 1 SP:Iteration 22Q (34.915086 sec): 3 clusters Score: Raw -182410.424023 + Penalty 752.802129 = -181657.621894 nChanged 0 SP:Iteration 23F (34.925190 sec): 3 clusters Score: Raw -182410.424023 + Penalty 752.802129 = -181657.621894 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.931004 sec): 2 clusters Score: Raw -22231.263031 + Penalty 385.446761 = -21845.816270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.932357 sec): 3 clusters Score: Raw -21938.247539 + Penalty 780.913340 = -21157.334199 nChanged 211 SP:Iteration 1F (34.933681 sec): 3 clusters Score: Raw -22094.409476 + Penalty 796.955636 = -21297.453840 nChanged 62 SP:Iteration 2F (34.935003 sec): 3 clusters Score: Raw -22138.549686 + Penalty 812.287237 = -21326.262449 nChanged 33 SP:Iteration 3F (34.936320 sec): 3 clusters Score: Raw -22169.335939 + Penalty 831.025394 = -21338.310546 nChanged 28 SP:Iteration 4Q (34.937638 sec): 3 clusters Score: Raw -22192.193405 + Penalty 839.523481 = -21352.669924 nChanged 18 SP:Iteration 5Q (34.938951 sec): 3 clusters Score: Raw -22212.494897 + Penalty 846.851114 = -21365.643783 nChanged 12 SP:Iteration 6Q (34.940259 sec): 3 clusters Score: Raw -22226.089739 + Penalty 853.549690 = -21372.540049 nChanged 8 SP:Iteration 7Q (34.941558 sec): 3 clusters Score: Raw -22238.192163 + Penalty 859.186041 = -21379.006122 nChanged 5 SP:Iteration 8Q (34.942841 sec): 3 clusters Score: Raw -22244.170571 + Penalty 863.387134 = -21380.783437 nChanged 4 SP:Iteration 9Q (34.944115 sec): 3 clusters Score: Raw -22245.872044 + Penalty 865.282217 = -21380.589827 nChanged 1 SP:Iteration 10F (34.945424 sec): 3 clusters Score: Raw -22246.162156 + Penalty 864.660705 = -21381.501450 nChanged 1 SP:Iteration 11Q (34.946693 sec): 3 clusters Score: Raw -22246.752294 + Penalty 868.202673 = -21378.549620 nChanged 3 SP:Iteration 12F (34.948009 sec): 3 clusters Score: Raw -22247.636112 + Penalty 871.127045 = -21376.509067 nChanged 3 SP:Iteration 13F (34.949318 sec): 3 clusters Score: Raw -22249.704780 + Penalty 874.680568 = -21375.024212 nChanged 2 SP:Iteration 14F (34.950625 sec): 3 clusters Score: Raw -22251.041581 + Penalty 876.888260 = -21374.153320 nChanged 3 SP:Iteration 15F (34.951956 sec): 3 clusters Score: Raw -22254.268057 + Penalty 879.152363 = -21375.115694 nChanged 3 SP:Iteration 16Q (34.953218 sec): 3 clusters Score: Raw -22256.250229 + Penalty 881.204305 = -21375.045924 nChanged 2 SP:Iteration 17F (34.954530 sec): 3 clusters Score: Raw -22257.103950 + Penalty 883.083239 = -21374.020711 nChanged 1 SP:Iteration 18F (34.955856 sec): 3 clusters Score: Raw -22257.382634 + Penalty 883.042077 = -21374.340557 nChanged 1 SP:Iteration 19Q (34.957121 sec): 3 clusters Score: Raw -22257.856535 + Penalty 883.042077 = -21374.814458 nChanged 0 SP:Iteration 20F (34.958435 sec): 3 clusters Score: Raw -22257.856535 + Penalty 883.042077 = -21374.814458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.959531 sec): 2 clusters Score: Raw -7075.105942 + Penalty 738.125411 = -6336.980531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.960125 sec): 3 clusters Score: Raw -7107.254581 + Penalty 1476.993207 = -5630.261374 nChanged 34 SP:Iteration 1F (34.960705 sec): 3 clusters Score: Raw -7175.002131 + Penalty 1478.161851 = -5696.840280 nChanged 6 SP:Iteration 2Q (34.961293 sec): 3 clusters Score: Raw -7185.115980 + Penalty 1478.161851 = -5706.954130 nChanged 0 SP:Iteration 3F (34.961873 sec): 3 clusters Score: Raw -7185.115980 + Penalty 1478.161851 = -5706.954130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.967684 sec): 2 clusters Score: Raw -41403.903262 + Penalty 111.481555 = -41292.421707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.969953 sec): 3 clusters Score: Raw -40699.802190 + Penalty 228.495691 = -40471.306499 nChanged 504 SP:Iteration 1F (34.972147 sec): 3 clusters Score: Raw -41130.864559 + Penalty 247.170950 = -40883.693609 nChanged 134 SP:Iteration 2F (34.974352 sec): 3 clusters Score: Raw -41255.854136 + Penalty 261.636374 = -40994.217762 nChanged 54 SP:Iteration 3Q (34.976539 sec): 3 clusters Score: Raw -41314.880997 + Penalty 283.383493 = -41031.497503 nChanged 40 SP:Iteration 4Q (34.978632 sec): 3 clusters Score: Raw -41355.613299 + Penalty 320.318520 = -41035.294779 nChanged 24 SP:Iteration 5Q (34.980597 sec): 3 clusters Score: Raw -41384.737294 + Penalty 366.214057 = -41018.523236 nChanged 11 SP:Iteration 6F (34.982805 sec): 3 clusters Score: Raw -41397.244381 + Penalty 370.184986 = -41027.059395 nChanged 5 SP:Iteration 7Q (34.984651 sec): 3 clusters Score: Raw -41404.931075 + Penalty 353.943953 = -41050.987122 nChanged 1 SP:Iteration 8Q (34.986681 sec): 3 clusters Score: Raw -41405.844006 + Penalty 353.943953 = -41051.900053 nChanged 0 SP:Iteration 9F (34.989231 sec): 3 clusters Score: Raw -41405.844006 + Penalty 353.943953 = -41051.900053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.992677 sec): 2 clusters Score: Raw -13734.976728 + Penalty 537.610512 = -13197.366216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.993853 sec): 3 clusters Score: Raw -13601.838197 + Penalty 1087.755628 = -12514.082569 nChanged 100 SP:Iteration 1F (34.995035 sec): 3 clusters Score: Raw -13724.413863 + Penalty 1104.097876 = -12620.315986 nChanged 37 SP:Iteration 2F (34.996237 sec): 3 clusters Score: Raw -13780.381501 + Penalty 1120.791681 = -12659.589820 nChanged 26 SP:Iteration 3F (34.997425 sec): 3 clusters Score: Raw -13816.560884 + Penalty 1142.220812 = -12674.340071 nChanged 16 SP:Iteration 4Q (34.998590 sec): 3 clusters Score: Raw -13849.468028 + Penalty 1163.773279 = -12685.694749 nChanged 16 SP:Iteration 5Q (34.999740 sec): 3 clusters Score: Raw -13876.999393 + Penalty 1177.266085 = -12699.733307 nChanged 11 SP:Iteration 6Q (35.000891 sec): 3 clusters Score: Raw -13904.483429 + Penalty 1188.702628 = -12715.780801 nChanged 8 SP:Iteration 7Q (35.002014 sec): 3 clusters Score: Raw -13923.255109 + Penalty 1198.783211 = -12724.471898 nChanged 4 SP:Iteration 8Q (35.003099 sec): 3 clusters Score: Raw -13930.968579 + Penalty 1202.951641 = -12728.016938 nChanged 4 SP:Iteration 9Q (35.004198 sec): 3 clusters Score: Raw -13936.198273 + Penalty 1204.914684 = -12731.283589 nChanged 1 SP:Iteration 10F (35.005358 sec): 3 clusters Score: Raw -13936.789636 + Penalty 1204.914684 = -12731.874952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.008197 sec): 2 clusters Score: Raw -13708.721487 + Penalty 244.793766 = -13463.927721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009280 sec): 3 clusters Score: Raw -13554.172784 + Penalty 487.123546 = -13067.049238 nChanged 105 SP:Iteration 1F (35.010326 sec): 3 clusters Score: Raw -13641.981320 + Penalty 489.253853 = -13152.727466 nChanged 21 SP:Iteration 2F (35.011309 sec): 3 clusters Score: Raw -13660.448455 + Penalty 495.358078 = -13165.090377 nChanged 12 SP:Iteration 3Q (35.012287 sec): 3 clusters Score: Raw -13670.774664 + Penalty 498.839868 = -13171.934796 nChanged 7 SP:Iteration 4Q (35.013320 sec): 3 clusters Score: Raw -13677.677078 + Penalty 502.010819 = -13175.666260 nChanged 9 SP:Iteration 5Q (35.014423 sec): 3 clusters Score: Raw -13686.257547 + Penalty 501.494533 = -13184.763014 nChanged 10 SP:Iteration 6Q (35.015551 sec): 3 clusters Score: Raw -13696.120298 + Penalty 507.944623 = -13188.175675 nChanged 8 SP:Iteration 7Q (35.016659 sec): 3 clusters Score: Raw -13702.021466 + Penalty 511.904794 = -13190.116672 nChanged 4 SP:Iteration 8Q (35.017768 sec): 3 clusters Score: Raw -13707.480365 + Penalty 514.850187 = -13192.630177 nChanged 3 SP:Iteration 9Q (35.018830 sec): 3 clusters Score: Raw -13712.973142 + Penalty 516.054696 = -13196.918446 nChanged 3 SP:Iteration 10F (35.019900 sec): 3 clusters Score: Raw -13716.289166 + Penalty 522.341470 = -13193.947696 nChanged 4 SP:Iteration 11F (35.020964 sec): 3 clusters Score: Raw -13721.940901 + Penalty 522.341470 = -13199.599431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.023600 sec): 2 clusters Score: Raw -10053.603623 + Penalty 473.190166 = -9580.413457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.024590 sec): 3 clusters Score: Raw -9963.816124 + Penalty 946.171849 = -9017.644276 nChanged 81 SP:Iteration 1F (35.025571 sec): 3 clusters Score: Raw -10033.244821 + Penalty 946.317903 = -9086.926918 nChanged 23 SP:Iteration 2F (35.026552 sec): 3 clusters Score: Raw -10056.018156 + Penalty 946.207651 = -9109.810506 nChanged 6 SP:Iteration 3Q (35.027520 sec): 3 clusters Score: Raw -10064.748303 + Penalty 946.069825 = -9118.678478 nChanged 3 SP:Iteration 4Q (35.028483 sec): 3 clusters Score: Raw -10066.707157 + Penalty 946.158637 = -9120.548520 nChanged 4 SP:Iteration 5Q (35.029413 sec): 3 clusters Score: Raw -10068.729642 + Penalty 946.096857 = -9122.632785 nChanged 2 SP:Iteration 6Q (35.030319 sec): 3 clusters Score: Raw -10069.780338 + Penalty 946.129768 = -9123.650570 nChanged 2 SP:Iteration 7Q (35.031207 sec): 3 clusters Score: Raw -10072.056205 + Penalty 946.040177 = -9126.016028 nChanged 1 SP:Iteration 8Q (35.032075 sec): 3 clusters Score: Raw -10073.408958 + Penalty 946.040177 = -9127.368781 nChanged 0 SP:Iteration 9F (35.032806 sec): 3 clusters Score: Raw -10073.408958 + Penalty 946.040177 = -9127.368781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.034710 sec): 2 clusters Score: Raw -7925.878556 + Penalty 517.065443 = -7408.813113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.035474 sec): 3 clusters Score: Raw -7878.944804 + Penalty 1035.621992 = -6843.322811 nChanged 80 SP:Iteration 1F (35.036218 sec): 3 clusters Score: Raw -7986.302555 + Penalty 1047.332472 = -6938.970083 nChanged 32 SP:Iteration 2F (35.036960 sec): 3 clusters Score: Raw -8044.333243 + Penalty 1056.314151 = -6988.019091 nChanged 10 SP:Iteration 3Q (35.037677 sec): 3 clusters Score: Raw -8062.142957 + Penalty 1066.152578 = -6995.990379 nChanged 7 SP:Iteration 4Q (35.038385 sec): 3 clusters Score: Raw -8078.601610 + Penalty 1072.052239 = -7006.549371 nChanged 8 SP:Iteration 5Q (35.039086 sec): 3 clusters Score: Raw -8097.370572 + Penalty 1079.017152 = -7018.353420 nChanged 5 SP:Iteration 6Q (35.039777 sec): 3 clusters Score: Raw -8106.184308 + Penalty 1082.177030 = -7024.007279 nChanged 2 SP:Iteration 7Q (35.040464 sec): 3 clusters Score: Raw -8108.971551 + Penalty 1086.888062 = -7022.083489 nChanged 2 SP:Iteration 8F (35.041174 sec): 3 clusters Score: Raw -8113.338971 + Penalty 1086.888062 = -7026.450909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.042658 sec): 2 clusters Score: Raw -7256.334863 + Penalty 228.655314 = -7027.679549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.043553 sec): 3 clusters Score: Raw -7175.627243 + Penalty 455.797778 = -6719.829464 nChanged 68 SP:Iteration 1F (35.044135 sec): 3 clusters Score: Raw -7222.354470 + Penalty 455.532423 = -6766.822047 nChanged 19 SP:Iteration 2F (35.044711 sec): 3 clusters Score: Raw -7234.903929 + Penalty 454.071900 = -6780.832029 nChanged 4 SP:Iteration 3Q (35.045283 sec): 3 clusters Score: Raw -7238.388927 + Penalty 455.718151 = -6782.670776 nChanged 7 SP:Iteration 4Q (35.045854 sec): 3 clusters Score: Raw -7242.784675 + Penalty 456.061784 = -6786.722891 nChanged 7 SP:Iteration 5Q (35.046425 sec): 3 clusters Score: Raw -7246.868565 + Penalty 456.477943 = -6790.390622 nChanged 9 SP:Iteration 6Q (35.047000 sec): 3 clusters Score: Raw -7256.043063 + Penalty 460.518864 = -6795.524199 nChanged 11 SP:Iteration 7F (35.047578 sec): 3 clusters Score: Raw -7267.632443 + Penalty 469.120060 = -6798.512383 nChanged 6 SP:Iteration 8Q (35.048153 sec): 3 clusters Score: Raw -7273.914101 + Penalty 483.257790 = -6790.656310 nChanged 8 SP:Iteration 9F (35.048734 sec): 3 clusters Score: Raw -7284.092107 + Penalty 485.645467 = -6798.446640 nChanged 6 SP:Iteration 10F (35.049314 sec): 3 clusters Score: Raw -7292.687063 + Penalty 490.016729 = -6802.670334 nChanged 4 SP:Iteration 11Q (35.049882 sec): 3 clusters Score: Raw -7296.239186 + Penalty 491.378409 = -6804.860777 nChanged 2 SP:Iteration 12Q (35.050443 sec): 3 clusters Score: Raw -7297.931441 + Penalty 490.411809 = -6807.519632 nChanged 1 SP:Iteration 13Q (35.051003 sec): 3 clusters Score: Raw -7298.125232 + Penalty 497.987783 = -6800.137449 nChanged 1 SP:Iteration 14F (35.051583 sec): 3 clusters Score: Raw -7299.906180 + Penalty 497.987783 = -6801.918398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.053898 sec): 2 clusters Score: Raw -18758.886796 + Penalty 707.148974 = -18051.737822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.054996 sec): 3 clusters Score: Raw -18579.733647 + Penalty 1422.498612 = -17157.235036 nChanged 127 SP:Iteration 1F (35.056077 sec): 3 clusters Score: Raw -18703.621929 + Penalty 1423.968035 = -17279.653894 nChanged 38 SP:Iteration 2F (35.057155 sec): 3 clusters Score: Raw -18743.848793 + Penalty 1424.770060 = -17319.078733 nChanged 18 SP:Iteration 3Q (35.058224 sec): 3 clusters Score: Raw -18763.595695 + Penalty 1426.334218 = -17337.261477 nChanged 16 SP:Iteration 4Q (35.059286 sec): 3 clusters Score: Raw -18783.796185 + Penalty 1425.846047 = -17357.950138 nChanged 8 SP:Iteration 5Q (35.060343 sec): 3 clusters Score: Raw -18790.816694 + Penalty 1425.408435 = -17365.408259 nChanged 6 SP:Iteration 6Q (35.061397 sec): 3 clusters Score: Raw -18794.455011 + Penalty 1425.275143 = -17369.179868 nChanged 3 SP:Iteration 7Q (35.062449 sec): 3 clusters Score: Raw -18796.259629 + Penalty 1424.306221 = -17371.953407 nChanged 2 SP:Iteration 8Q (35.063501 sec): 3 clusters Score: Raw -18797.842610 + Penalty 1424.306221 = -17373.536388 nChanged 0 SP:Iteration 9F (35.064583 sec): 3 clusters Score: Raw -18797.842610 + Penalty 1424.306221 = -17373.536388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.065728 sec): 2 clusters Score: Raw -1573.379633 + Penalty 92.701059 = -1480.678574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.066025 sec): 3 clusters Score: Raw -1571.517988 + Penalty 182.719324 = -1388.798665 nChanged 17 SP:Iteration 1F (35.066316 sec): 3 clusters Score: Raw -1582.770750 + Penalty 186.428343 = -1396.342407 nChanged 4 SP:Iteration 2F (35.066615 sec): 3 clusters Score: Raw -1584.477612 + Penalty 191.490653 = -1392.986959 nChanged 2 SP:Iteration 3F (35.066907 sec): 3 clusters Score: Raw -1586.096398 + Penalty 198.716107 = -1387.380291 nChanged 2 SP:Iteration 4F (35.067226 sec): 3 clusters Score: Raw -1588.129862 + Penalty 198.716107 = -1389.413755 nChanged 0 Time taken for this iteration:34.574554 seconds. 300->21 Clusters: Score -575598.074418, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 180 (time per iteration =194.948467 ms) Total iterations: 1734 (time per iteration =20.236865 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2844920625.000000 (time per metric unit =12.334518ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 71123015625.000000 (time per metric unit=493.380711ps) That took 35.090724 seconds. FileBase PeterP-2013-09-04_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 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26228 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 26228 points ------ Starting initial clusters from distinct float masks Not enough masks (207) to generate starting clusters (300), so starting with (208) clusters instead. Assigned 208 initial classes from 207 unique masks. Deleting Class 158 (1 points): Lose 2.223554 but Gain 1572.101250 Iteration 0F (3.276382 sec): 207 clusters Score: Raw -765177.037863 + Penalty 197304.704834 = -567872.333029 nChanged 4903 Deleting Class 191 (1 points): Lose 3.877661 but Gain 1559.635673 Iteration 1F (5.687263 sec): 197 clusters Score: Raw -771245.976096 + Penalty 196077.275325 = -575168.700770 nChanged 1505 Deleting Class 168 (3 points): Lose 34.728404 but Gain 1578.107988 Iteration 2F (8.048841 sec): 196 clusters Score: Raw -773379.479100 + Penalty 193372.025134 = -580007.453966 nChanged 1031 Deleting Class 118 (4 points): Lose 50.275064 but Gain 1589.529798 Iteration 3Q (8.325785 sec): 194 clusters Score: Raw -774643.170235 + Penalty 191764.791198 = -582878.379038 nChanged 724 Deleting Class 195 (2 points): Lose 26.122996 but Gain 1549.472831 Iteration 4Q (8.565167 sec): 193 clusters Score: Raw -775319.174638 + Penalty 190182.216365 = -585136.958273 nChanged 599 Deleting Class 187 (2 points): Lose 27.852265 but Gain 1521.178654 Iteration 5Q (8.787494 sec): 192 clusters Score: Raw -775782.469599 + Penalty 188724.807462 = -587057.662137 nChanged 493 Deleting Class 178 (1 points): Lose 8.373693 but Gain 1475.804367 Iteration 6Q (8.996246 sec): 191 clusters Score: Raw -776104.770552 + Penalty 187391.074814 = -588713.695739 nChanged 413 Deleting Class 169 (4 points): Lose 59.932944 but Gain 1525.304104 Iteration 7Q (9.196333 sec): 190 clusters Score: Raw -776280.270365 + Penalty 186059.474875 = -590220.795490 nChanged 329 Deleting Class 197 (2 points): Lose 16.320207 but Gain 1480.937758 Iteration 8Q (9.384855 sec): 189 clusters Score: Raw -776459.396418 + Penalty 183999.426991 = -592459.969427 nChanged 224 Deleting Class 177 (1 points): Lose 9.889680 but Gain 1469.421468 Iteration 9Q (9.561356 sec): 187 clusters Score: Raw -776570.625887 + Penalty 182559.916146 = -594010.709740 nChanged 212 Deleting Class 99 (6 points): Lose 77.669663 but Gain 1512.666868 Iteration 10F (11.779616 sec): 186 clusters Score: Raw -776612.784263 + Penalty 180528.028050 = -596084.756213 nChanged 197 Deleting Class 174 (1 points): Lose 6.038703 but Gain 1440.061692 Iteration 11Q (11.954159 sec): 185 clusters Score: Raw -776736.475563 + Penalty 179117.770418 = -597618.705145 nChanged 171 Deleting Class 175 (4 points): Lose 46.263519 but Gain 1457.903697 Iteration 12Q (12.125470 sec): 184 clusters Score: Raw -776780.337308 + Penalty 177677.092484 = -599103.244824 nChanged 172 Deleting Class 148 (5 points): Lose 47.819275 but Gain 1456.618318 Iteration 13Q (12.296875 sec): 183 clusters Score: Raw -776796.755612 + Penalty 176214.153144 = -600582.602468 nChanged 133 Deleting Class 129 (11 points): Lose 145.682671 but Gain 1550.711519 Iteration 14Q (12.463347 sec): 182 clusters Score: Raw -776699.470116 + Penalty 174841.832350 = -601857.637766 nChanged 135 Deleting Class 128 (2 points): Lose 23.456225 but Gain 1426.864018 Iteration 15Q (12.628756 sec): 181 clusters Score: Raw -776808.291569 + Penalty 173473.748034 = -603334.543535 nChanged 97 Deleting Class 159 (1 points): Lose 7.624547 but Gain 1409.351142 Iteration 16Q (12.790210 sec): 180 clusters Score: Raw -776861.063941 + Penalty 172098.177913 = -604762.886028 nChanged 87 Deleting Class 144 (5 points): Lose 65.457930 but Gain 1466.303042 Iteration 17Q (12.951126 sec): 179 clusters Score: Raw -776826.226315 + Penalty 170777.665185 = -606048.561130 nChanged 85 Deleting Class 76 (2 points): Lose 20.923153 but Gain 1421.659595 Iteration 18Q (13.110094 sec): 178 clusters Score: Raw -776894.088842 + Penalty 169436.065747 = -607458.023095 nChanged 86 Deleting Class 139 (5 points): Lose 75.215474 but Gain 1467.688371 Iteration 19Q (13.269059 sec): 177 clusters Score: Raw -776872.518713 + Penalty 168029.820351 = -608842.698362 nChanged 102 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -776872.518713 + Penalty 168029.820351 = -608842.698362Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.361562 sec): 2 clusters Score: Raw -7421.061270 + Penalty 476.293962 = -6944.767307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.362159 sec): 3 clusters Score: Raw -7394.355001 + Penalty 951.841949 = -6442.513051 nChanged 41 SP:Iteration 1F (13.362737 sec): 3 clusters Score: Raw -7463.962955 + Penalty 953.671880 = -6510.291075 nChanged 12 SP:Iteration 2F (13.363334 sec): 3 clusters Score: Raw -7493.087582 + Penalty 953.346562 = -6539.741020 nChanged 7 SP:Iteration 3Q (13.363893 sec): 3 clusters Score: Raw -7503.955400 + Penalty 952.912011 = -6551.043389 nChanged 2 SP:Iteration 4Q (13.364446 sec): 3 clusters Score: Raw -7510.235298 + Penalty 952.696853 = -6557.538445 nChanged 1 SP:Iteration 5Q (13.364995 sec): 3 clusters Score: Raw -7511.707435 + Penalty 952.696853 = -6559.010582 nChanged 0 SP:Iteration 6F (13.365569 sec): 3 clusters Score: Raw -7511.707435 + Penalty 952.696853 = -6559.010582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.373902 sec): 2 clusters Score: Raw -52690.046321 + Penalty 209.315140 = -52480.731181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.377124 sec): 3 clusters Score: Raw -51650.066186 + Penalty 419.297872 = -51230.768313 nChanged 741 SP:Iteration 1F (13.380262 sec): 3 clusters Score: Raw -52146.376364 + Penalty 420.860499 = -51725.515865 nChanged 178 SP:Iteration 2F (13.383435 sec): 3 clusters Score: Raw -52277.943350 + Penalty 422.452344 = -51855.491005 nChanged 117 SP:Iteration 3F (13.386512 sec): 3 clusters Score: Raw -52379.921623 + Penalty 422.775083 = -51957.146539 nChanged 107 SP:Iteration 4F (13.389579 sec): 3 clusters Score: Raw -52507.225263 + Penalty 420.405081 = -52086.820181 nChanged 132 SP:Iteration 5F (13.392755 sec): 3 clusters Score: Raw -52767.580109 + Penalty 417.251176 = -52350.328933 nChanged 127 SP:Iteration 6F (13.395856 sec): 3 clusters Score: Raw -52971.033475 + Penalty 415.060049 = -52555.973427 nChanged 63 SP:Iteration 7Q (13.398750 sec): 3 clusters Score: Raw -53018.269866 + Penalty 412.800053 = -52605.469813 nChanged 26 SP:Iteration 8Q (13.401591 sec): 3 clusters Score: Raw -53031.243352 + Penalty 411.084481 = -52620.158871 nChanged 12 SP:Iteration 9Q (13.404390 sec): 3 clusters Score: Raw -53039.104264 + Penalty 409.216881 = -52629.887383 nChanged 13 SP:Iteration 10F (13.407488 sec): 3 clusters Score: Raw -53044.665751 + Penalty 408.457865 = -52636.207886 nChanged 9 SP:Iteration 11Q (13.410259 sec): 3 clusters Score: Raw -53046.585475 + Penalty 408.118500 = -52638.466975 nChanged 4 SP:Iteration 12Q (13.413021 sec): 3 clusters Score: Raw -53046.903217 + Penalty 407.869041 = -52639.034176 nChanged 3 SP:Iteration 13Q (13.415768 sec): 3 clusters Score: Raw -53047.113745 + Penalty 407.869041 = -52639.244704 nChanged 0 SP:Iteration 14F (13.418830 sec): 3 clusters Score: Raw -53047.113745 + Penalty 407.869041 = -52639.244704 nChanged 0 Score: Raw -797262.048875 + Penalty 168301.910308 = -628960.138567 Splitting cluster 2 changes total score from -608842.698362 to -628960.138567 So it's getting split into cluster 67. Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 3 (3662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.570077 sec): 2 clusters Score: Raw -108650.953484 + Penalty 152.427171 = -108498.526313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.576900 sec): 3 clusters Score: Raw -106257.901139 + Penalty 313.020300 = -105944.880840 nChanged 1673 SP:Iteration 1F (15.583742 sec): 3 clusters Score: Raw -107545.390360 + Penalty 328.567628 = -107216.822732 nChanged 611 SP:Iteration 2F (15.590433 sec): 3 clusters Score: Raw -108208.128291 + Penalty 365.265307 = -107842.862984 nChanged 282 SP:Iteration 3F (15.596932 sec): 3 clusters Score: Raw -108589.217247 + Penalty 379.533408 = -108209.683839 nChanged 84 SP:Iteration 4Q (15.602918 sec): 3 clusters Score: Raw -108724.540760 + Penalty 381.401806 = -108343.138955 nChanged 37 SP:Iteration 5Q (15.608571 sec): 3 clusters Score: Raw -108750.998555 + Penalty 384.253702 = -108366.744853 nChanged 26 SP:Iteration 6Q (15.614129 sec): 3 clusters Score: Raw -108759.468571 + Penalty 387.127314 = -108372.341258 nChanged 12 SP:Iteration 7Q (15.619727 sec): 3 clusters Score: Raw -108764.435854 + Penalty 388.247283 = -108376.188571 nChanged 15 SP:Iteration 8Q (15.625185 sec): 3 clusters Score: Raw -108769.621886 + Penalty 388.596543 = -108381.025343 nChanged 9 SP:Iteration 9Q (15.630613 sec): 3 clusters Score: Raw -108771.382487 + Penalty 387.476461 = -108383.906026 nChanged 9 SP:Iteration 10F (15.637132 sec): 3 clusters Score: Raw -108773.393130 + Penalty 387.042793 = -108386.350337 nChanged 8 SP:Iteration 11Q (15.642523 sec): 3 clusters Score: Raw -108774.306813 + Penalty 388.606942 = -108385.699872 nChanged 4 SP:Iteration 12F (15.649034 sec): 3 clusters Score: Raw -108774.905465 + Penalty 388.606942 = -108386.298524 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.674824 sec): 2 clusters Score: Raw -188124.314520 + Penalty 309.245430 = -187815.069090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.684722 sec): 3 clusters Score: Raw -184683.580468 + Penalty 613.456010 = -184070.124457 nChanged 2481 SP:Iteration 1F (15.694402 sec): 3 clusters Score: Raw -186094.289369 + Penalty 609.242732 = -185485.046637 nChanged 520 SP:Iteration 2F (15.703824 sec): 3 clusters Score: Raw -186398.129514 + Penalty 604.730160 = -185793.399354 nChanged 324 SP:Iteration 3F (15.713338 sec): 3 clusters Score: Raw -186758.807020 + Penalty 600.843705 = -186157.963315 nChanged 268 SP:Iteration 4F (15.722709 sec): 3 clusters Score: Raw -186996.986073 + Penalty 596.986783 = -186399.999290 nChanged 260 SP:Iteration 5Q (15.731936 sec): 3 clusters Score: Raw -187158.874205 + Penalty 594.782089 = -186564.092116 nChanged 205 SP:Iteration 6Q (15.741202 sec): 3 clusters Score: Raw -187258.216327 + Penalty 592.370307 = -186665.846020 nChanged 142 SP:Iteration 7Q (15.750238 sec): 3 clusters Score: Raw -187309.223128 + Penalty 589.739417 = -186719.483711 nChanged 102 SP:Iteration 8Q (15.759205 sec): 3 clusters Score: Raw -187341.632103 + Penalty 587.368842 = -186754.263261 nChanged 95 SP:Iteration 9Q (15.768287 sec): 3 clusters Score: Raw -187376.720412 + Penalty 583.364362 = -186793.356050 nChanged 109 SP:Iteration 10F (15.777635 sec): 3 clusters Score: Raw -187418.603970 + Penalty 580.108679 = -186838.495291 nChanged 105 SP:Iteration 11Q (15.787256 sec): 3 clusters Score: Raw -187463.802669 + Penalty 576.486851 = -186887.315818 nChanged 103 SP:Iteration 12Q (15.796904 sec): 3 clusters Score: Raw -187512.440291 + Penalty 574.039004 = -186938.401287 nChanged 108 SP:Iteration 13Q (15.806422 sec): 3 clusters Score: Raw -187564.891672 + Penalty 570.939501 = -186993.952171 nChanged 100 SP:Iteration 14Q (15.815514 sec): 3 clusters Score: Raw -187600.667887 + Penalty 568.013180 = -187032.654707 nChanged 82 SP:Iteration 15Q (15.824117 sec): 3 clusters Score: Raw -187627.267401 + Penalty 565.874840 = -187061.392561 nChanged 76 SP:Iteration 16Q (15.832630 sec): 3 clusters Score: Raw -187655.346116 + Penalty 564.278854 = -187091.067262 nChanged 71 SP:Iteration 17Q (15.841161 sec): 3 clusters Score: Raw -187682.816875 + Penalty 561.552129 = -187121.264746 nChanged 69 SP:Iteration 18Q (15.849500 sec): 3 clusters Score: Raw -187708.185618 + Penalty 560.552186 = -187147.633432 nChanged 73 SP:Iteration 19Q (15.857768 sec): 3 clusters Score: Raw -187737.651497 + Penalty 557.098756 = -187180.552741 nChanged 69 SP:Iteration 20F (15.867139 sec): 3 clusters Score: Raw -187764.462809 + Penalty 556.563001 = -187207.899808 nChanged 70 SP:Iteration 21Q (15.875277 sec): 3 clusters Score: Raw -187795.171151 + Penalty 555.369887 = -187239.801264 nChanged 79 SP:Iteration 22Q (15.883343 sec): 3 clusters Score: Raw -187833.081454 + Penalty 552.822224 = -187280.259230 nChanged 82 SP:Iteration 23Q (15.891834 sec): 3 clusters Score: Raw -187873.635292 + Penalty 550.583516 = -187323.051776 nChanged 70 SP:Iteration 24Q (15.899687 sec): 3 clusters Score: Raw -187908.955713 + Penalty 551.954868 = -187357.000845 nChanged 63 SP:Iteration 25Q (15.907553 sec): 3 clusters Score: Raw -187945.947462 + Penalty 552.062619 = -187393.884843 nChanged 72 SP:Iteration 26Q (15.915591 sec): 3 clusters Score: Raw -187987.217520 + Penalty 558.390695 = -187428.826825 nChanged 50 SP:Iteration 27Q (15.923280 sec): 3 clusters Score: Raw -188023.651641 + Penalty 559.247756 = -187464.403884 nChanged 43 SP:Iteration 28Q (15.930871 sec): 3 clusters Score: Raw -188052.273771 + Penalty 558.728296 = -187493.545475 nChanged 39 SP:Iteration 29Q (15.938447 sec): 3 clusters Score: Raw -188074.739513 + Penalty 559.871282 = -187514.868231 nChanged 19 SP:Iteration 30F (15.947760 sec): 3 clusters Score: Raw -188084.003881 + Penalty 563.197024 = -187520.806857 nChanged 17 SP:Iteration 31Q (15.955190 sec): 3 clusters Score: Raw -188091.540327 + Penalty 567.696482 = -187523.843845 nChanged 20 SP:Iteration 32Q (15.962630 sec): 3 clusters Score: Raw -188102.818242 + Penalty 584.021161 = -187518.797081 nChanged 21 SP:Iteration 33F (15.972613 sec): 3 clusters Score: Raw -188112.330196 + Penalty 606.155497 = -187506.174699 nChanged 14 SP:Iteration 34F (15.982923 sec): 3 clusters Score: Raw -188123.430249 + Penalty 617.936726 = -187505.493523 nChanged 11 SP:Iteration 35F (15.993484 sec): 3 clusters Score: Raw -188133.806310 + Penalty 633.395816 = -187500.410494 nChanged 6 SP:Iteration 36F (16.003437 sec): 3 clusters Score: Raw -188135.716852 + Penalty 641.391650 = -187494.325202 nChanged 2 SP:Iteration 37F (16.013411 sec): 3 clusters Score: Raw -188136.209242 + Penalty 638.096191 = -187498.113052 nChanged 1 SP:Iteration 38Q (16.021363 sec): 3 clusters Score: Raw -188136.708732 + Penalty 638.096191 = -187498.612541 nChanged 0 SP:Iteration 39F (16.031427 sec): 3 clusters Score: Raw -188136.708732 + Penalty 638.096191 = -187498.612541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.039423 sec): 2 clusters Score: Raw -25949.136554 + Penalty 187.329690 = -25761.806864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.041139 sec): 3 clusters Score: Raw -25489.101845 + Penalty 373.281569 = -25115.820276 nChanged 358 SP:Iteration 1F (16.042776 sec): 3 clusters Score: Raw -25788.528829 + Penalty 372.736455 = -25415.792374 nChanged 68 SP:Iteration 2F (16.044404 sec): 3 clusters Score: Raw -25825.159602 + Penalty 371.827927 = -25453.331676 nChanged 37 SP:Iteration 3Q (16.046059 sec): 3 clusters Score: Raw -25860.991069 + Penalty 370.110787 = -25490.880282 nChanged 27 SP:Iteration 4Q (16.047683 sec): 3 clusters Score: Raw -25884.009655 + Penalty 367.776389 = -25516.233266 nChanged 23 SP:Iteration 5Q (16.049266 sec): 3 clusters Score: Raw -25899.051366 + Penalty 366.754365 = -25532.297001 nChanged 15 SP:Iteration 6Q (16.050833 sec): 3 clusters Score: Raw -25903.954921 + Penalty 366.111001 = -25537.843920 nChanged 7 SP:Iteration 7Q (16.052399 sec): 3 clusters Score: Raw -25905.080674 + Penalty 365.591876 = -25539.488797 nChanged 5 SP:Iteration 8Q (16.054001 sec): 3 clusters Score: Raw -25905.717505 + Penalty 365.107589 = -25540.609917 nChanged 4 SP:Iteration 9Q (16.055583 sec): 3 clusters Score: Raw -25906.145317 + Penalty 364.696872 = -25541.448445 nChanged 4 SP:Iteration 10F (16.057209 sec): 3 clusters Score: Raw -25906.333894 + Penalty 364.696872 = -25541.637022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.059366 sec): 2 clusters Score: Raw -464.325746 + Penalty 244.316083 = -220.009663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.059616 sec): 3 clusters Score: Raw -512.828926 + Penalty 488.250518 = -24.578407 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.069985 sec): 2 clusters Score: Raw -67011.206822 + Penalty 220.901513 = -66790.305309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.073871 sec): 3 clusters Score: Raw -65719.890380 + Penalty 441.845807 = -65278.044573 nChanged 941 SP:Iteration 1F (16.077545 sec): 3 clusters Score: Raw -66438.478559 + Penalty 442.655632 = -65995.822927 nChanged 245 SP:Iteration 2F (16.081250 sec): 3 clusters Score: Raw -66556.214041 + Penalty 443.655055 = -66112.558986 nChanged 115 SP:Iteration 3F (16.084925 sec): 3 clusters Score: Raw -66603.101931 + Penalty 444.949484 = -66158.152447 nChanged 81 SP:Iteration 4Q (16.088634 sec): 3 clusters Score: Raw -66634.303643 + Penalty 446.210712 = -66188.092931 nChanged 71 SP:Iteration 5Q (16.092416 sec): 3 clusters Score: Raw -66672.003357 + Penalty 449.300234 = -66222.703123 nChanged 92 SP:Iteration 6Q (16.096434 sec): 3 clusters Score: Raw -66726.702965 + Penalty 451.051036 = -66275.651929 nChanged 88 SP:Iteration 7Q (16.100201 sec): 3 clusters Score: Raw -66774.317596 + Penalty 454.449577 = -66319.868019 nChanged 68 SP:Iteration 8Q (16.103858 sec): 3 clusters Score: Raw -66808.550612 + Penalty 456.919177 = -66351.631435 nChanged 66 SP:Iteration 9Q (16.107531 sec): 3 clusters Score: Raw -66851.647296 + Penalty 461.259417 = -66390.387879 nChanged 69 SP:Iteration 10F (16.111224 sec): 3 clusters Score: Raw -66900.445772 + Penalty 463.170564 = -66437.275208 nChanged 65 SP:Iteration 11Q (16.114965 sec): 3 clusters Score: Raw -66940.584625 + Penalty 458.849703 = -66481.734923 nChanged 48 SP:Iteration 12Q (16.118651 sec): 3 clusters Score: Raw -66969.201878 + Penalty 461.413157 = -66507.788722 nChanged 35 SP:Iteration 13Q (16.122304 sec): 3 clusters Score: Raw -66990.169507 + Penalty 463.993677 = -66526.175830 nChanged 33 SP:Iteration 14Q (16.125965 sec): 3 clusters Score: Raw -67013.505322 + Penalty 462.283113 = -66551.222209 nChanged 19 SP:Iteration 15Q (16.129362 sec): 3 clusters Score: Raw -67033.160040 + Penalty 465.718656 = -66567.441384 nChanged 12 SP:Iteration 16Q (16.132663 sec): 3 clusters Score: Raw -67049.748584 + Penalty 467.708508 = -66582.040077 nChanged 7 SP:Iteration 17Q (16.135863 sec): 3 clusters Score: Raw -67054.894159 + Penalty 465.561714 = -66589.332445 nChanged 3 SP:Iteration 18Q (16.138987 sec): 3 clusters Score: Raw -67056.122828 + Penalty 464.701788 = -66591.421040 nChanged 1 SP:Iteration 19Q (16.142099 sec): 3 clusters Score: Raw -67056.930757 + Penalty 463.618743 = -66593.312014 nChanged 1 SP:Iteration 20F (16.145761 sec): 3 clusters Score: Raw -67057.259693 + Penalty 463.646996 = -66593.612697 nChanged 1 SP:Iteration 21Q (16.148855 sec): 3 clusters Score: Raw -67057.722511 + Penalty 463.646996 = -66594.075515 nChanged 0 SP:Iteration 22F (16.152519 sec): 3 clusters Score: Raw -67057.722511 + Penalty 463.646996 = -66594.075515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.156389 sec): 2 clusters Score: Raw -4650.825129 + Penalty 242.737465 = -4408.087664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.156890 sec): 3 clusters Score: Raw -4598.751682 + Penalty 478.335152 = -4120.416530 nChanged 39 SP:Iteration 1F (16.157373 sec): 3 clusters Score: Raw -4640.059184 + Penalty 479.190169 = -4160.869015 nChanged 12 SP:Iteration 2F (16.157855 sec): 3 clusters Score: Raw -4655.464393 + Penalty 478.970133 = -4176.494260 nChanged 9 SP:Iteration 3F (16.158334 sec): 3 clusters Score: Raw -4666.901074 + Penalty 477.708339 = -4189.192734 nChanged 6 SP:Iteration 4Q (16.158805 sec): 3 clusters Score: Raw -4673.583302 + Penalty 477.918108 = -4195.665194 nChanged 3 SP:Iteration 5Q (16.159275 sec): 3 clusters Score: Raw -4675.586589 + Penalty 477.650044 = -4197.936545 nChanged 1 SP:Iteration 6Q (16.159745 sec): 3 clusters Score: Raw -4676.210963 + Penalty 477.650044 = -4198.560919 nChanged 0 SP:Iteration 7F (16.160225 sec): 3 clusters Score: Raw -4676.210963 + Penalty 477.650044 = -4198.560919 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.164960 sec): 2 clusters Score: Raw -36293.625831 + Penalty 377.342720 = -35916.283111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.166756 sec): 3 clusters Score: Raw -35814.868846 + Penalty 752.395595 = -35062.473251 nChanged 366 SP:Iteration 1F (16.168506 sec): 3 clusters Score: Raw -36044.232922 + Penalty 751.187436 = -35293.045486 nChanged 96 SP:Iteration 2F (16.170284 sec): 3 clusters Score: Raw -36105.962466 + Penalty 749.038382 = -35356.924084 nChanged 68 SP:Iteration 3F (16.172059 sec): 3 clusters Score: Raw -36153.693107 + Penalty 748.299840 = -35405.393268 nChanged 52 SP:Iteration 4F (16.173811 sec): 3 clusters Score: Raw -36186.573455 + Penalty 747.916709 = -35438.656746 nChanged 36 SP:Iteration 5Q (16.175545 sec): 3 clusters Score: Raw -36210.507655 + Penalty 747.802549 = -35462.705105 nChanged 26 SP:Iteration 6Q (16.177275 sec): 3 clusters Score: Raw -36225.105383 + Penalty 747.652734 = -35477.452648 nChanged 15 SP:Iteration 7Q (16.179005 sec): 3 clusters Score: Raw -36232.649722 + Penalty 747.866615 = -35484.783107 nChanged 18 SP:Iteration 8Q (16.180735 sec): 3 clusters Score: Raw -36238.606509 + Penalty 747.682051 = -35490.924458 nChanged 10 SP:Iteration 9Q (16.182468 sec): 3 clusters Score: Raw -36243.661355 + Penalty 748.245794 = -35495.415561 nChanged 10 SP:Iteration 10F (16.184258 sec): 3 clusters Score: Raw -36248.488193 + Penalty 747.224903 = -35501.263290 nChanged 13 SP:Iteration 11Q (16.186025 sec): 3 clusters Score: Raw -36252.825133 + Penalty 746.918927 = -35505.906206 nChanged 8 SP:Iteration 12Q (16.187749 sec): 3 clusters Score: Raw -36256.949450 + Penalty 746.534740 = -35510.414710 nChanged 11 SP:Iteration 13Q (16.189479 sec): 3 clusters Score: Raw -36262.739028 + Penalty 746.316085 = -35516.422942 nChanged 7 SP:Iteration 14Q (16.191242 sec): 3 clusters Score: Raw -36272.099816 + Penalty 746.976968 = -35525.122848 nChanged 14 SP:Iteration 15Q (16.193001 sec): 3 clusters Score: Raw -36283.414692 + Penalty 749.044051 = -35534.370641 nChanged 18 SP:Iteration 16Q (16.194721 sec): 3 clusters Score: Raw -36293.504023 + Penalty 748.907467 = -35544.596557 nChanged 11 SP:Iteration 17Q (16.196527 sec): 3 clusters Score: Raw -36297.539659 + Penalty 750.084457 = -35547.455203 nChanged 4 SP:Iteration 18Q (16.198312 sec): 3 clusters Score: Raw -36298.217791 + Penalty 750.064850 = -35548.152940 nChanged 4 SP:Iteration 19Q (16.200105 sec): 3 clusters Score: Raw -36299.743372 + Penalty 749.706729 = -35550.036643 nChanged 6 SP:Iteration 20F (16.201942 sec): 3 clusters Score: Raw -36301.335439 + Penalty 749.958739 = -35551.376700 nChanged 3 SP:Iteration 21Q (16.203629 sec): 3 clusters Score: Raw -36301.671490 + Penalty 750.097117 = -35551.574373 nChanged 1 SP:Iteration 22Q (16.205285 sec): 3 clusters Score: Raw -36301.714955 + Penalty 750.097117 = -35551.617838 nChanged 0 SP:Iteration 23F (16.207022 sec): 3 clusters Score: Raw -36301.714955 + Penalty 750.097117 = -35551.617838 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 10 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.221182 sec): 2 clusters Score: Raw -91412.178801 + Penalty 153.900992 = -91258.277809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.226804 sec): 3 clusters Score: Raw -89472.238609 + Penalty 303.267051 = -89168.971559 nChanged 1394 SP:Iteration 1F (16.232142 sec): 3 clusters Score: Raw -90471.652471 + Penalty 301.399575 = -90170.252896 nChanged 502 SP:Iteration 2F (16.237457 sec): 3 clusters Score: Raw -91015.159841 + Penalty 303.075706 = -90712.084134 nChanged 287 SP:Iteration 3F (16.242773 sec): 3 clusters Score: Raw -91335.083327 + Penalty 303.880335 = -91031.202992 nChanged 151 SP:Iteration 4F (16.248091 sec): 3 clusters Score: Raw -91489.150488 + Penalty 304.305439 = -91184.845049 nChanged 87 SP:Iteration 5Q (16.253106 sec): 3 clusters Score: Raw -91604.609593 + Penalty 304.592678 = -91300.016915 nChanged 50 SP:Iteration 6Q (16.257962 sec): 3 clusters Score: Raw -91660.927432 + Penalty 305.135774 = -91355.791658 nChanged 37 SP:Iteration 7Q (16.262676 sec): 3 clusters Score: Raw -91690.233249 + Penalty 305.562579 = -91384.670670 nChanged 39 SP:Iteration 8Q (16.267321 sec): 3 clusters Score: Raw -91714.014963 + Penalty 306.461691 = -91407.553272 nChanged 26 SP:Iteration 9Q (16.271913 sec): 3 clusters Score: Raw -91727.406508 + Penalty 306.936883 = -91420.469625 nChanged 17 SP:Iteration 10F (16.277243 sec): 3 clusters Score: Raw -91732.523636 + Penalty 307.389160 = -91425.134475 nChanged 14 SP:Iteration 11Q (16.281818 sec): 3 clusters Score: Raw -91735.560886 + Penalty 306.948382 = -91428.612504 nChanged 12 SP:Iteration 12Q (16.286438 sec): 3 clusters Score: Raw -91737.353365 + Penalty 307.405250 = -91429.948115 nChanged 6 SP:Iteration 13Q (16.291422 sec): 3 clusters Score: Raw -91738.503255 + Penalty 307.641715 = -91430.861540 nChanged 6 SP:Iteration 14Q (16.296109 sec): 3 clusters Score: Raw -91739.313711 + Penalty 307.323970 = -91431.989741 nChanged 7 SP:Iteration 15Q (16.301043 sec): 3 clusters Score: Raw -91740.136116 + Penalty 307.540852 = -91432.595264 nChanged 4 SP:Iteration 16Q (16.305715 sec): 3 clusters Score: Raw -91740.371152 + Penalty 307.628192 = -91432.742960 nChanged 1 SP:Iteration 17Q (16.310252 sec): 3 clusters Score: Raw -91740.385992 + Penalty 307.628192 = -91432.757800 nChanged 0 SP:Iteration 18F (16.315594 sec): 3 clusters Score: Raw -91740.385992 + Penalty 307.628192 = -91432.757800 nChanged 0 Score: Raw -797590.261993 + Penalty 168497.268580 = -629092.993413 Splitting cluster 10 changes total score from -608842.698362 to -629092.993413 So it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.435873 sec): 2 clusters Score: Raw -2268.135094 + Penalty 299.194778 = -1968.940317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.436241 sec): 3 clusters Score: Raw -2267.154826 + Penalty 599.105014 = -1668.049811 nChanged 6 SP:Iteration 1F (18.436570 sec): 3 clusters Score: Raw -2281.255071 + Penalty 598.829008 = -1682.426063 nChanged 1 SP:Iteration 2Q (18.436913 sec): 3 clusters Score: Raw -2287.051935 + Penalty 598.829008 = -1688.222927 nChanged 0 SP:Iteration 3F (18.437239 sec): 3 clusters Score: Raw -2287.051935 + Penalty 598.829008 = -1688.222927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.439593 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.440531 sec): 3 clusters Score: Raw -15082.452872 + Penalty 113.780947 = -14968.671925 nChanged 204 SP:Iteration 1F (18.441548 sec): 3 clusters Score: Raw -15216.321533 + Penalty 114.198275 = -15102.123258 nChanged 37 SP:Iteration 2F (18.442569 sec): 3 clusters Score: Raw -15249.331725 + Penalty 114.518478 = -15134.813247 nChanged 31 SP:Iteration 3F (18.443588 sec): 3 clusters Score: Raw -15301.945589 + Penalty 114.292443 = -15187.653146 nChanged 13 SP:Iteration 4Q (18.444584 sec): 3 clusters Score: Raw -15315.355169 + Penalty 114.424281 = -15200.930888 nChanged 4 SP:Iteration 5Q (18.445548 sec): 3 clusters Score: Raw -15315.207757 + Penalty 114.215895 = -15200.991862 nChanged 1 SP:Iteration 6Q (18.446510 sec): 3 clusters Score: Raw -15315.048268 + Penalty 114.622055 = -15200.426213 nChanged 2 SP:Iteration 7F (18.447562 sec): 3 clusters Score: Raw -15314.830946 + Penalty 114.314820 = -15200.516126 nChanged 3 SP:Iteration 8Q (18.448562 sec): 3 clusters Score: Raw -15315.316618 + Penalty 115.551537 = -15199.765081 nChanged 6 SP:Iteration 9F (18.449634 sec): 3 clusters Score: Raw -15317.992974 + Penalty 110.750595 = -15207.242378 nChanged 13 SP:Iteration 10F (18.450645 sec): 3 clusters Score: Raw -15323.209273 + Penalty 109.832587 = -15213.376685 nChanged 11 SP:Iteration 11Q (18.451531 sec): 3 clusters Score: Raw -15327.167058 + Penalty 108.418450 = -15218.748609 nChanged 14 SP:Iteration 12Q (18.452438 sec): 3 clusters Score: Raw -15338.202067 + Penalty 102.732270 = -15235.469798 nChanged 8 SP:Iteration 13Q (18.453336 sec): 3 clusters Score: Raw -15347.459666 + Penalty 56.460943 = -15290.998723 nChanged 5 SP:Iteration 14Q (18.454171 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 SP:Iteration 15F (18.454983 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.455666 sec): 2 clusters Score: Raw -1531.726482 + Penalty 306.566015 = -1225.160468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.455967 sec): 3 clusters Score: Raw -1564.421103 + Penalty 603.099535 = -961.321568 nChanged 1 SP:Iteration 1Q (18.456250 sec): 3 clusters Score: Raw -1569.353403 + Penalty 603.099535 = -966.253868 nChanged 0 SP:Iteration 2F (18.456539 sec): 3 clusters Score: Raw -1569.353403 + Penalty 603.099535 = -966.253868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.458155 sec): 2 clusters Score: Raw -14360.089894 + Penalty 140.341210 = -14219.748684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.459130 sec): 3 clusters Score: Raw -14100.788283 + Penalty 283.940135 = -13816.848148 nChanged 172 SP:Iteration 1F (18.460081 sec): 3 clusters Score: Raw -14245.557071 + Penalty 293.614388 = -13951.942683 nChanged 60 SP:Iteration 2F (18.461025 sec): 3 clusters Score: Raw -14301.915868 + Penalty 279.920210 = -14021.995658 nChanged 28 SP:Iteration 3F (18.462044 sec): 3 clusters Score: Raw -14336.392194 + Penalty 274.362475 = -14062.029719 nChanged 19 SP:Iteration 4Q (18.462948 sec): 3 clusters Score: Raw -14363.207152 + Penalty 244.387859 = -14118.819293 nChanged 3 SP:Iteration 5Q (18.463809 sec): 3 clusters Score: Raw -14368.421520 + Penalty 242.892537 = -14125.528983 nChanged 2 SP:Iteration 6Q (18.464614 sec): 3 clusters Score: Raw -14368.442295 + Penalty 242.892537 = -14125.549758 nChanged 0 SP:Iteration 7F (18.465511 sec): 3 clusters Score: Raw -14368.442295 + Penalty 242.892537 = -14125.549758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.467953 sec): 2 clusters Score: Raw -22898.718612 + Penalty 179.507343 = -22719.211269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.469430 sec): 3 clusters Score: Raw -22482.059049 + Penalty 366.122837 = -22115.936212 nChanged 286 SP:Iteration 1F (18.470875 sec): 3 clusters Score: Raw -22705.853965 + Penalty 373.425589 = -22332.428376 nChanged 90 SP:Iteration 2F (18.472309 sec): 3 clusters Score: Raw -22773.955729 + Penalty 375.807847 = -22398.147882 nChanged 37 SP:Iteration 3F (18.473795 sec): 3 clusters Score: Raw -22803.908515 + Penalty 377.541768 = -22426.366746 nChanged 34 SP:Iteration 4Q (18.475253 sec): 3 clusters Score: Raw -22833.978977 + Penalty 379.643335 = -22454.335642 nChanged 23 SP:Iteration 5Q (18.476675 sec): 3 clusters Score: Raw -22846.215220 + Penalty 380.612223 = -22465.602997 nChanged 12 SP:Iteration 6Q (18.478091 sec): 3 clusters Score: Raw -22850.729395 + Penalty 382.005254 = -22468.724141 nChanged 10 SP:Iteration 7Q (18.479486 sec): 3 clusters Score: Raw -22855.196113 + Penalty 383.774717 = -22471.421395 nChanged 9 SP:Iteration 8Q (18.480859 sec): 3 clusters Score: Raw -22858.559539 + Penalty 385.884330 = -22472.675210 nChanged 5 SP:Iteration 9Q (18.482218 sec): 3 clusters Score: Raw -22860.352230 + Penalty 388.819560 = -22471.532670 nChanged 6 SP:Iteration 10F (18.483707 sec): 3 clusters Score: Raw -22863.546629 + Penalty 390.922669 = -22472.623961 nChanged 6 SP:Iteration 11Q (18.485080 sec): 3 clusters Score: Raw -22868.732059 + Penalty 391.055480 = -22477.676580 nChanged 5 SP:Iteration 12Q (18.486441 sec): 3 clusters Score: Raw -22871.316604 + Penalty 391.661224 = -22479.655380 nChanged 6 SP:Iteration 13Q (18.487844 sec): 3 clusters Score: Raw -22875.054697 + Penalty 393.086499 = -22481.968198 nChanged 5 SP:Iteration 14Q (18.489202 sec): 3 clusters Score: Raw -22878.160274 + Penalty 394.854302 = -22483.305972 nChanged 5 SP:Iteration 15Q (18.490551 sec): 3 clusters Score: Raw -22882.191572 + Penalty 396.715597 = -22485.475975 nChanged 3 SP:Iteration 16Q (18.491907 sec): 3 clusters Score: Raw -22883.228635 + Penalty 397.098087 = -22486.130548 nChanged 1 SP:Iteration 17Q (18.493252 sec): 3 clusters Score: Raw -22883.208733 + Penalty 397.098087 = -22486.110646 nChanged 0 SP:Iteration 18F (18.494713 sec): 3 clusters Score: Raw -22883.208733 + Penalty 397.098087 = -22486.110646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.495560 sec): 2 clusters Score: Raw -3499.478840 + Penalty 324.321067 = -3175.157773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.495974 sec): 3 clusters Score: Raw -3484.536172 + Penalty 647.463091 = -2837.073082 nChanged 15 SP:Iteration 1F (18.496379 sec): 3 clusters Score: Raw -3501.720125 + Penalty 649.778425 = -2851.941700 nChanged 6 SP:Iteration 2F (18.496800 sec): 3 clusters Score: Raw -3512.305272 + Penalty 648.301006 = -2864.004266 nChanged 2 SP:Iteration 3Q (18.497201 sec): 3 clusters Score: Raw -3516.997874 + Penalty 648.192535 = -2868.805340 nChanged 1 SP:Iteration 4Q (18.497604 sec): 3 clusters Score: Raw -3518.762090 + Penalty 648.192535 = -2870.569556 nChanged 0 SP:Iteration 5F (18.498010 sec): 3 clusters Score: Raw -3518.762090 + Penalty 648.192535 = -2870.569556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.500002 sec): 2 clusters Score: Raw -18164.658548 + Penalty 304.006819 = -17860.651728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.501231 sec): 3 clusters Score: Raw -17886.283138 + Penalty 608.345047 = -17277.938091 nChanged 197 SP:Iteration 1F (18.502435 sec): 3 clusters Score: Raw -18026.880964 + Penalty 607.990730 = -17418.890235 nChanged 63 SP:Iteration 2F (18.503595 sec): 3 clusters Score: Raw -18071.846443 + Penalty 607.887191 = -17463.959252 nChanged 30 SP:Iteration 3F (18.504749 sec): 3 clusters Score: Raw -18089.753689 + Penalty 607.829230 = -17481.924459 nChanged 17 SP:Iteration 4Q (18.505890 sec): 3 clusters Score: Raw -18098.154336 + Penalty 607.586645 = -17490.567691 nChanged 7 SP:Iteration 5Q (18.507029 sec): 3 clusters Score: Raw -18100.739887 + Penalty 607.364713 = -17493.375174 nChanged 6 SP:Iteration 6Q (18.508168 sec): 3 clusters Score: Raw -18103.778444 + Penalty 607.083885 = -17496.694559 nChanged 5 SP:Iteration 7Q (18.509307 sec): 3 clusters Score: Raw -18105.686754 + Penalty 606.711387 = -17498.975367 nChanged 6 SP:Iteration 8Q (18.510445 sec): 3 clusters Score: Raw -18109.987565 + Penalty 606.803827 = -17503.183738 nChanged 6 SP:Iteration 9Q (18.511581 sec): 3 clusters Score: Raw -18113.490962 + Penalty 606.821323 = -17506.669639 nChanged 8 SP:Iteration 10F (18.512736 sec): 3 clusters Score: Raw -18118.038677 + Penalty 606.532208 = -17511.506469 nChanged 9 SP:Iteration 11Q (18.513873 sec): 3 clusters Score: Raw -18122.485836 + Penalty 606.227059 = -17516.258777 nChanged 7 SP:Iteration 12Q (18.515010 sec): 3 clusters Score: Raw -18124.050245 + Penalty 606.029089 = -17518.021156 nChanged 3 SP:Iteration 13Q (18.516145 sec): 3 clusters Score: Raw -18124.634866 + Penalty 605.910493 = -17518.724373 nChanged 1 SP:Iteration 14Q (18.517280 sec): 3 clusters Score: Raw -18124.673445 + Penalty 605.910493 = -17518.762953 nChanged 0 SP:Iteration 15F (18.518431 sec): 3 clusters Score: Raw -18124.673445 + Penalty 605.910493 = -17518.762953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.518923 sec): 2 clusters Score: Raw -117.701974 + Penalty 99.122136 = -18.579838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.519140 sec): 3 clusters Score: Raw -110.992468 + Penalty 199.159846 = 88.167378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.520511 sec): 2 clusters Score: Raw -12023.239802 + Penalty 442.778248 = -11580.461555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.521354 sec): 3 clusters Score: Raw -11899.814836 + Penalty 889.009775 = -11010.805061 nChanged 87 SP:Iteration 1F (18.522175 sec): 3 clusters Score: Raw -11975.031230 + Penalty 891.761534 = -11083.269696 nChanged 23 SP:Iteration 2F (18.522998 sec): 3 clusters Score: Raw -12004.654069 + Penalty 890.097493 = -11114.556576 nChanged 13 SP:Iteration 3Q (18.523812 sec): 3 clusters Score: Raw -12017.553392 + Penalty 890.171628 = -11127.381763 nChanged 9 SP:Iteration 4Q (18.524602 sec): 3 clusters Score: Raw -12024.115010 + Penalty 890.259762 = -11133.855248 nChanged 3 SP:Iteration 5Q (18.525379 sec): 3 clusters Score: Raw -12027.316039 + Penalty 889.613518 = -11137.702521 nChanged 2 SP:Iteration 6Q (18.526156 sec): 3 clusters Score: Raw -12030.149405 + Penalty 888.769191 = -11141.380214 nChanged 2 SP:Iteration 7Q (18.526929 sec): 3 clusters Score: Raw -12031.395064 + Penalty 888.341815 = -11143.053249 nChanged 1 SP:Iteration 8Q (18.527702 sec): 3 clusters Score: Raw -12032.131828 + Penalty 888.341815 = -11143.790013 nChanged 0 SP:Iteration 9F (18.528522 sec): 3 clusters Score: Raw -12032.131828 + Penalty 888.341815 = -11143.790013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.529616 sec): 2 clusters Score: Raw -8042.581643 + Penalty 286.332313 = -7756.249330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.530240 sec): 3 clusters Score: Raw -7947.176436 + Penalty 573.053917 = -7374.122520 nChanged 65 SP:Iteration 1F (18.530855 sec): 3 clusters Score: Raw -7996.695770 + Penalty 571.330508 = -7425.365262 nChanged 23 SP:Iteration 2F (18.531468 sec): 3 clusters Score: Raw -8029.819290 + Penalty 570.966825 = -7458.852465 nChanged 14 SP:Iteration 3F (18.532080 sec): 3 clusters Score: Raw -8062.979974 + Penalty 570.580335 = -7492.399639 nChanged 10 SP:Iteration 4Q (18.532682 sec): 3 clusters Score: Raw -8073.875246 + Penalty 569.905760 = -7503.969486 nChanged 6 SP:Iteration 5Q (18.533298 sec): 3 clusters Score: Raw -8079.178523 + Penalty 569.839722 = -7509.338801 nChanged 4 SP:Iteration 6Q (18.533895 sec): 3 clusters Score: Raw -8086.738486 + Penalty 569.201244 = -7517.537242 nChanged 5 SP:Iteration 7Q (18.534489 sec): 3 clusters Score: Raw -8090.917888 + Penalty 567.542923 = -7523.374965 nChanged 4 SP:Iteration 8Q (18.535082 sec): 3 clusters Score: Raw -8099.713390 + Penalty 567.283264 = -7532.430127 nChanged 4 SP:Iteration 9Q (18.535675 sec): 3 clusters Score: Raw -8103.881784 + Penalty 567.283264 = -7536.598520 nChanged 0 SP:Iteration 10F (18.536288 sec): 3 clusters Score: Raw -8103.881784 + Penalty 567.283264 = -7536.598520 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.538881 sec): 2 clusters Score: Raw -25738.666259 + Penalty 303.982093 = -25434.684165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.540501 sec): 3 clusters Score: Raw -25310.393717 + Penalty 609.901093 = -24700.492625 nChanged 314 SP:Iteration 1F (18.542098 sec): 3 clusters Score: Raw -25478.404325 + Penalty 609.815619 = -24868.588706 nChanged 85 SP:Iteration 2F (18.543687 sec): 3 clusters Score: Raw -25528.503407 + Penalty 607.209712 = -24921.293695 nChanged 55 SP:Iteration 3F (18.545245 sec): 3 clusters Score: Raw -25569.395544 + Penalty 608.775305 = -24960.620239 nChanged 48 SP:Iteration 4F (18.546853 sec): 3 clusters Score: Raw -25611.278496 + Penalty 613.728176 = -24997.550320 nChanged 40 SP:Iteration 5F (18.548430 sec): 3 clusters Score: Raw -25644.021083 + Penalty 610.801992 = -25033.219092 nChanged 34 SP:Iteration 6Q (18.550012 sec): 3 clusters Score: Raw -25674.761020 + Penalty 599.155954 = -25075.605067 nChanged 36 SP:Iteration 7Q (18.551707 sec): 3 clusters Score: Raw -25708.312236 + Penalty 603.533063 = -25104.779173 nChanged 21 SP:Iteration 8Q (18.553360 sec): 3 clusters Score: Raw -25728.607274 + Penalty 618.171226 = -25110.436048 nChanged 17 SP:Iteration 9Q (18.554982 sec): 3 clusters Score: Raw -25745.439903 + Penalty 634.831608 = -25110.608296 nChanged 9 SP:Iteration 10F (18.556597 sec): 3 clusters Score: Raw -25755.546532 + Penalty 637.263123 = -25118.283409 nChanged 1 SP:Iteration 11Q (18.558058 sec): 3 clusters Score: Raw -25756.506864 + Penalty 640.662859 = -25115.844005 nChanged 1 SP:Iteration 12F (18.559626 sec): 3 clusters Score: Raw -25757.075606 + Penalty 640.662859 = -25116.412747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.560175 sec): 2 clusters Score: Raw -185.684176 + Penalty 114.529009 = -71.155167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.560393 sec): 3 clusters Score: Raw -182.054971 + Penalty 228.416684 = 46.361713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.561542 sec): 2 clusters Score: Raw -8562.667048 + Penalty 207.406928 = -8355.260121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.562194 sec): 3 clusters Score: Raw -8456.945396 + Penalty 412.798728 = -8044.146669 nChanged 76 SP:Iteration 1F (18.562834 sec): 3 clusters Score: Raw -8515.627300 + Penalty 416.341276 = -8099.286024 nChanged 30 SP:Iteration 2F (18.563470 sec): 3 clusters Score: Raw -8545.118602 + Penalty 416.232501 = -8128.886101 nChanged 12 SP:Iteration 3F (18.564102 sec): 3 clusters Score: Raw -8555.964893 + Penalty 416.330927 = -8139.633966 nChanged 5 SP:Iteration 4Q (18.564696 sec): 3 clusters Score: Raw -8560.842555 + Penalty 420.565703 = -8140.276852 nChanged 3 SP:Iteration 5Q (18.565299 sec): 3 clusters Score: Raw -8563.331712 + Penalty 422.319208 = -8141.012505 nChanged 4 SP:Iteration 6Q (18.565900 sec): 3 clusters Score: Raw -8564.719463 + Penalty 433.475867 = -8131.243597 nChanged 5 SP:Iteration 7F (18.566525 sec): 3 clusters Score: Raw -8567.771988 + Penalty 438.866226 = -8128.905762 nChanged 2 SP:Iteration 8F (18.567149 sec): 3 clusters Score: Raw -8567.527286 + Penalty 443.380827 = -8124.146459 nChanged 3 SP:Iteration 9F (18.567773 sec): 3 clusters Score: Raw -8568.964015 + Penalty 449.874867 = -8119.089148 nChanged 3 SP:Iteration 10F (18.568384 sec): 3 clusters Score: Raw -8570.078184 + Penalty 450.768501 = -8119.309683 nChanged 3 SP:Iteration 11Q (18.568955 sec): 3 clusters Score: Raw -8571.364537 + Penalty 450.768501 = -8120.596036 nChanged 0 SP:Iteration 12F (18.569563 sec): 3 clusters Score: Raw -8571.364537 + Penalty 450.768501 = -8120.596036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.570196 sec): 2 clusters Score: Raw -2124.836196 + Penalty 286.636741 = -1838.199455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.570526 sec): 3 clusters Score: Raw -2134.338806 + Penalty 573.583461 = -1560.755345 nChanged 8 SP:Iteration 1F (18.570855 sec): 3 clusters Score: Raw -2148.357914 + Penalty 573.583461 = -1574.774453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.571935 sec): 2 clusters Score: Raw -7736.056691 + Penalty 531.192763 = -7204.863928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.572573 sec): 3 clusters Score: Raw -7697.068945 + Penalty 1064.481230 = -6632.587715 nChanged 44 SP:Iteration 1F (18.573205 sec): 3 clusters Score: Raw -7745.717414 + Penalty 1065.815627 = -6679.901787 nChanged 15 SP:Iteration 2F (18.573833 sec): 3 clusters Score: Raw -7770.896894 + Penalty 1064.132795 = -6706.764099 nChanged 5 SP:Iteration 3Q (18.574446 sec): 3 clusters Score: Raw -7782.787599 + Penalty 1062.921756 = -6719.865843 nChanged 7 SP:Iteration 4Q (18.575056 sec): 3 clusters Score: Raw -7793.636930 + Penalty 1062.691448 = -6730.945482 nChanged 4 SP:Iteration 5Q (18.575663 sec): 3 clusters Score: Raw -7797.552607 + Penalty 1062.580022 = -6734.972585 nChanged 1 SP:Iteration 6Q (18.576270 sec): 3 clusters Score: Raw -7798.043861 + Penalty 1062.636438 = -6735.407423 nChanged 1 SP:Iteration 7Q (18.576875 sec): 3 clusters Score: Raw -7798.646663 + Penalty 1062.636438 = -6736.010225 nChanged 0 SP:Iteration 8F (18.577501 sec): 3 clusters Score: Raw -7798.646663 + Penalty 1062.636438 = -6736.010225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.578271 sec): 2 clusters Score: Raw -4215.305813 + Penalty 366.653950 = -3848.651863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.578683 sec): 3 clusters Score: Raw -4186.537668 + Penalty 733.914511 = -3452.623157 nChanged 21 SP:Iteration 1F (18.579085 sec): 3 clusters Score: Raw -4227.570127 + Penalty 741.419557 = -3486.150570 nChanged 10 SP:Iteration 2F (18.579516 sec): 3 clusters Score: Raw -4243.028766 + Penalty 742.551130 = -3500.477635 nChanged 2 SP:Iteration 3Q (18.579911 sec): 3 clusters Score: Raw -4246.470994 + Penalty 742.649329 = -3503.821665 nChanged 1 SP:Iteration 4Q (18.580312 sec): 3 clusters Score: Raw -4248.423247 + Penalty 742.649329 = -3505.773918 nChanged 0 SP:Iteration 5F (18.580717 sec): 3 clusters Score: Raw -4248.423247 + Penalty 742.649329 = -3505.773918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.581600 sec): 2 clusters Score: Raw -3869.345754 + Penalty 181.184751 = -3688.161003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.582106 sec): 3 clusters Score: Raw -3839.460887 + Penalty 378.267571 = -3461.193316 nChanged 52 SP:Iteration 1F (18.582602 sec): 3 clusters Score: Raw -3948.778760 + Penalty 382.699151 = -3566.079609 nChanged 14 SP:Iteration 2F (18.583095 sec): 3 clusters Score: Raw -3969.436019 + Penalty 377.895055 = -3591.540963 nChanged 5 SP:Iteration 3Q (18.583555 sec): 3 clusters Score: Raw -3977.148829 + Penalty 379.246894 = -3597.901935 nChanged 1 SP:Iteration 4Q (18.584015 sec): 3 clusters Score: Raw -3983.367055 + Penalty 379.246894 = -3604.120161 nChanged 0 SP:Iteration 5F (18.584506 sec): 3 clusters Score: Raw -3983.367055 + Penalty 379.246894 = -3604.120161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.585005 sec): 2 clusters Score: Raw -359.112625 + Penalty 214.086131 = -145.026494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.585238 sec): 3 clusters Score: Raw -362.820056 + Penalty 426.981390 = 64.161334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.585718 sec): 2 clusters Score: Raw -400.282616 + Penalty 208.149079 = -192.133537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.585945 sec): 3 clusters Score: Raw -406.959482 + Penalty 410.354802 = 3.395320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.586589 sec): 2 clusters Score: Raw -2606.466189 + Penalty 373.850004 = -2232.616184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.586947 sec): 3 clusters Score: Raw -2604.022706 + Penalty 750.422971 = -1853.599735 nChanged 8 SP:Iteration 1F (18.587298 sec): 3 clusters Score: Raw -2618.848999 + Penalty 753.228864 = -1865.620135 nChanged 2 SP:Iteration 2Q (18.587641 sec): 3 clusters Score: Raw -2620.031912 + Penalty 753.228864 = -1866.803048 nChanged 0 SP:Iteration 3F (18.587991 sec): 3 clusters Score: Raw -2620.031912 + Penalty 753.228864 = -1866.803048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.589009 sec): 2 clusters Score: Raw -6283.321878 + Penalty 278.119331 = -6005.202547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.589620 sec): 3 clusters Score: Raw -6221.106699 + Penalty 561.165006 = -5659.941693 nChanged 55 SP:Iteration 1F (18.590222 sec): 3 clusters Score: Raw -6275.985395 + Penalty 574.307426 = -5701.677968 nChanged 21 SP:Iteration 2F (18.590817 sec): 3 clusters Score: Raw -6314.893549 + Penalty 589.010243 = -5725.883306 nChanged 16 SP:Iteration 3F (18.591396 sec): 3 clusters Score: Raw -6348.274673 + Penalty 593.829802 = -5754.444871 nChanged 7 SP:Iteration 4Q (18.591959 sec): 3 clusters Score: Raw -6369.614406 + Penalty 595.707119 = -5773.907287 nChanged 6 SP:Iteration 5Q (18.592497 sec): 3 clusters Score: Raw -6382.145295 + Penalty 594.123819 = -5788.021475 nChanged 6 SP:Iteration 6Q (18.593061 sec): 3 clusters Score: Raw -6396.095115 + Penalty 594.123819 = -5801.971296 nChanged 0 SP:Iteration 7F (18.593640 sec): 3 clusters Score: Raw -6396.095115 + Penalty 594.123819 = -5801.971296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 32 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.595701 sec): 2 clusters Score: Raw -20294.023465 + Penalty 223.742872 = -20070.280593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.596952 sec): 3 clusters Score: Raw -19966.008349 + Penalty 456.691384 = -19509.316965 nChanged 230 SP:Iteration 1F (18.598189 sec): 3 clusters Score: Raw -20124.197976 + Penalty 480.411224 = -19643.786752 nChanged 83 SP:Iteration 2F (18.599447 sec): 3 clusters Score: Raw -20208.959642 + Penalty 497.416108 = -19711.543533 nChanged 45 SP:Iteration 3F (18.600692 sec): 3 clusters Score: Raw -20263.918139 + Penalty 511.004732 = -19752.913407 nChanged 31 SP:Iteration 4F (18.601938 sec): 3 clusters Score: Raw -20305.249210 + Penalty 513.255027 = -19791.994183 nChanged 20 SP:Iteration 5Q (18.603159 sec): 3 clusters Score: Raw -20336.119925 + Penalty 513.486346 = -19822.633579 nChanged 12 SP:Iteration 6Q (18.604325 sec): 3 clusters Score: Raw -20346.632841 + Penalty 516.349976 = -19830.282865 nChanged 7 SP:Iteration 7Q (18.605459 sec): 3 clusters Score: Raw -20353.360264 + Penalty 517.549917 = -19835.810346 nChanged 2 SP:Iteration 8Q (18.606577 sec): 3 clusters Score: Raw -20354.275003 + Penalty 518.773953 = -19835.501051 nChanged 1 SP:Iteration 9F (18.607823 sec): 3 clusters Score: Raw -20354.663711 + Penalty 518.773953 = -19835.889759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.608327 sec): 2 clusters Score: Raw -318.181064 + Penalty 239.829333 = -78.351731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.608557 sec): 3 clusters Score: Raw -306.393942 + Penalty 470.423393 = 164.029452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.609070 sec): 2 clusters Score: Raw -782.321490 + Penalty 340.190510 = -442.130980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.609319 sec): 3 clusters Score: Raw -821.042990 + Penalty 688.286596 = -132.756394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.609899 sec): 2 clusters Score: Raw -1999.517313 + Penalty 397.991544 = -1601.525769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.610196 sec): 3 clusters Score: Raw -2018.032093 + Penalty 796.850658 = -1221.181436 nChanged 6 SP:Iteration 1F (18.610487 sec): 3 clusters Score: Raw -2033.700384 + Penalty 800.451770 = -1233.248615 nChanged 4 SP:Iteration 2F (18.610776 sec): 3 clusters Score: Raw -2046.488753 + Penalty 800.509415 = -1245.979338 nChanged 3 SP:Iteration 3F (18.611067 sec): 3 clusters Score: Raw -2056.009002 + Penalty 802.702811 = -1253.306191 nChanged 1 SP:Iteration 4Q (18.611342 sec): 3 clusters Score: Raw -2057.893541 + Penalty 802.702811 = -1255.190730 nChanged 0 SP:Iteration 5F (18.611638 sec): 3 clusters Score: Raw -2057.893541 + Penalty 802.702811 = -1255.190730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.614050 sec): 2 clusters Score: Raw -23935.442305 + Penalty 481.119340 = -23454.322966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.615526 sec): 3 clusters Score: Raw -23632.187889 + Penalty 974.336161 = -22657.851727 nChanged 225 SP:Iteration 1F (18.616933 sec): 3 clusters Score: Raw -23811.798572 + Penalty 983.803641 = -22827.994931 nChanged 62 SP:Iteration 2F (18.618361 sec): 3 clusters Score: Raw -23866.144058 + Penalty 992.215000 = -22873.929058 nChanged 25 SP:Iteration 3Q (18.619769 sec): 3 clusters Score: Raw -23887.432069 + Penalty 998.147096 = -22889.284974 nChanged 22 SP:Iteration 4Q (18.621150 sec): 3 clusters Score: Raw -23903.192119 + Penalty 1003.141271 = -22900.050848 nChanged 14 SP:Iteration 5Q (18.622515 sec): 3 clusters Score: Raw -23910.832306 + Penalty 1007.463536 = -22903.368770 nChanged 12 SP:Iteration 6Q (18.623901 sec): 3 clusters Score: Raw -23923.350783 + Penalty 1008.327997 = -22915.022786 nChanged 8 SP:Iteration 7Q (18.625255 sec): 3 clusters Score: Raw -23928.565070 + Penalty 1012.239732 = -22916.325338 nChanged 9 SP:Iteration 8Q (18.626604 sec): 3 clusters Score: Raw -23935.728017 + Penalty 1014.228570 = -22921.499447 nChanged 3 SP:Iteration 9Q (18.627968 sec): 3 clusters Score: Raw -23940.241791 + Penalty 1017.638699 = -22922.603092 nChanged 5 SP:Iteration 10F (18.629360 sec): 3 clusters Score: Raw -23944.221744 + Penalty 1018.661891 = -22925.559853 nChanged 5 SP:Iteration 11Q (18.630690 sec): 3 clusters Score: Raw -23946.256489 + Penalty 1019.060299 = -22927.196190 nChanged 2 SP:Iteration 12Q (18.632008 sec): 3 clusters Score: Raw -23947.243823 + Penalty 1020.083422 = -22927.160400 nChanged 2 SP:Iteration 13F (18.633415 sec): 3 clusters Score: Raw -23948.501317 + Penalty 1021.498812 = -22927.002505 nChanged 3 SP:Iteration 14F (18.634812 sec): 3 clusters Score: Raw -23950.337167 + Penalty 1021.554624 = -22928.782543 nChanged 3 SP:Iteration 15Q (18.636146 sec): 3 clusters Score: Raw -23951.961007 + Penalty 1024.014191 = -22927.946816 nChanged 4 SP:Iteration 16F (18.637545 sec): 3 clusters Score: Raw -23957.393928 + Penalty 1023.724173 = -22933.669755 nChanged 1 SP:Iteration 17Q (18.638874 sec): 3 clusters Score: Raw -23957.950713 + Penalty 1023.626416 = -22934.324297 nChanged 1 SP:Iteration 18Q (18.640211 sec): 3 clusters Score: Raw -23959.345667 + Penalty 1023.626416 = -22935.719251 nChanged 0 SP:Iteration 19F (18.641618 sec): 3 clusters Score: Raw -23959.345667 + Penalty 1023.626416 = -22935.719251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.642136 sec): 2 clusters Score: Raw -119.593271 + Penalty 110.198755 = -9.394517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.642356 sec): 3 clusters Score: Raw -111.548478 + Penalty 227.325814 = 115.777336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.644062 sec): 2 clusters Score: Raw -16005.191691 + Penalty 292.816016 = -15712.375674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.645038 sec): 3 clusters Score: Raw -15802.736342 + Penalty 584.065031 = -15218.671311 nChanged 150 SP:Iteration 1F (18.645999 sec): 3 clusters Score: Raw -15931.418644 + Penalty 582.367016 = -15349.051628 nChanged 40 SP:Iteration 2F (18.646964 sec): 3 clusters Score: Raw -15961.898742 + Penalty 581.557185 = -15380.341557 nChanged 21 SP:Iteration 3Q (18.647913 sec): 3 clusters Score: Raw -15975.967146 + Penalty 582.190514 = -15393.776632 nChanged 14 SP:Iteration 4Q (18.648863 sec): 3 clusters Score: Raw -15985.563152 + Penalty 582.262143 = -15403.301009 nChanged 16 SP:Iteration 5Q (18.649830 sec): 3 clusters Score: Raw -15994.933519 + Penalty 583.028857 = -15411.904662 nChanged 9 SP:Iteration 6Q (18.650785 sec): 3 clusters Score: Raw -15998.284408 + Penalty 583.258065 = -15415.026343 nChanged 8 SP:Iteration 7Q (18.651732 sec): 3 clusters Score: Raw -16000.879495 + Penalty 583.583857 = -15417.295638 nChanged 8 SP:Iteration 8Q (18.652683 sec): 3 clusters Score: Raw -16004.488449 + Penalty 584.079031 = -15420.409418 nChanged 7 SP:Iteration 9Q (18.653703 sec): 3 clusters Score: Raw -16007.972696 + Penalty 584.134533 = -15423.838163 nChanged 4 SP:Iteration 10F (18.654741 sec): 3 clusters Score: Raw -16008.847198 + Penalty 584.358997 = -15424.488200 nChanged 2 SP:Iteration 11Q (18.655736 sec): 3 clusters Score: Raw -16009.075215 + Penalty 584.242962 = -15424.832253 nChanged 1 SP:Iteration 12Q (18.656730 sec): 3 clusters Score: Raw -16009.178774 + Penalty 584.242962 = -15424.935812 nChanged 0 SP:Iteration 13F (18.657735 sec): 3 clusters Score: Raw -16009.178774 + Penalty 584.242962 = -15424.935812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.658244 sec): 2 clusters Score: Raw -404.120418 + Penalty 239.736475 = -164.383943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.658486 sec): 3 clusters Score: Raw -423.983735 + Penalty 479.472951 = 55.489216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.659176 sec): 2 clusters Score: Raw -2810.095834 + Penalty 299.888394 = -2510.207440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.659540 sec): 3 clusters Score: Raw -2808.544962 + Penalty 599.838681 = -2208.706281 nChanged 13 SP:Iteration 1F (18.659901 sec): 3 clusters Score: Raw -2830.963869 + Penalty 600.185870 = -2230.777999 nChanged 6 SP:Iteration 2F (18.660263 sec): 3 clusters Score: Raw -2840.521276 + Penalty 599.472776 = -2241.048500 nChanged 2 SP:Iteration 3Q (18.660615 sec): 3 clusters Score: Raw -2844.304233 + Penalty 599.472776 = -2244.831457 nChanged 0 SP:Iteration 4F (18.660975 sec): 3 clusters Score: Raw -2844.304233 + Penalty 599.472776 = -2244.831457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.661775 sec): 2 clusters Score: Raw -4505.012489 + Penalty 776.439874 = -3728.572615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.662220 sec): 3 clusters Score: Raw -4627.780126 + Penalty 1553.151254 = -3074.628873 nChanged 9 SP:Iteration 1F (18.662661 sec): 3 clusters Score: Raw -4663.743349 + Penalty 1553.188891 = -3110.554458 nChanged 2 SP:Iteration 2Q (18.663070 sec): 3 clusters Score: Raw -4671.984403 + Penalty 1553.188891 = -3118.795513 nChanged 0 SP:Iteration 3F (18.663506 sec): 3 clusters Score: Raw -4671.984403 + Penalty 1553.188891 = -3118.795513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.664018 sec): 2 clusters Score: Raw -957.390682 + Penalty 473.306011 = -484.084671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.664267 sec): 3 clusters Score: Raw -1039.840001 + Penalty 945.450717 = -94.389284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.664742 sec): 2 clusters Score: Raw -269.994951 + Penalty 127.112665 = -142.882286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.664964 sec): 3 clusters Score: Raw -275.166210 + Penalty 249.605869 = -25.560341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.665450 sec): 2 clusters Score: Raw -462.679996 + Penalty 163.246333 = -299.433662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.665684 sec): 3 clusters Score: Raw -481.947889 + Penalty 327.533142 = -154.414747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.666182 sec): 2 clusters Score: Raw -617.439549 + Penalty 235.741719 = -381.697829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.666442 sec): 3 clusters Score: Raw -631.277247 + Penalty 462.902094 = -168.375153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.666909 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.667117 sec): 3 clusters Score: Raw -149.432558 + Penalty 188.489775 = 39.057217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.667638 sec): 2 clusters Score: Raw -986.538760 + Penalty 361.734634 = -624.804125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.667896 sec): 3 clusters Score: Raw -1036.593067 + Penalty 722.528731 = -314.064336 nChanged 1 SP:Iteration 1Q (18.668141 sec): 3 clusters Score: Raw -1042.190389 + Penalty 724.187216 = -318.003172 nChanged 1 SP:Iteration 2Q (18.668384 sec): 3 clusters Score: Raw -1046.867296 + Penalty 724.187216 = -322.680079 nChanged 0 SP:Iteration 3F (18.668636 sec): 3 clusters Score: Raw -1046.867296 + Penalty 724.187216 = -322.680079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.669123 sec): 2 clusters Score: Raw -460.796422 + Penalty 222.065412 = -238.731010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.669355 sec): 3 clusters Score: Raw -468.943836 + Penalty 445.171675 = -23.772161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.669842 sec): 2 clusters Score: Raw -413.558127 + Penalty 207.414131 = -206.143996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.670076 sec): 3 clusters Score: Raw -439.921100 + Penalty 412.946641 = -26.974459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.670558 sec): 2 clusters Score: Raw -369.986225 + Penalty 170.989355 = -198.996870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.670790 sec): 3 clusters Score: Raw -378.830787 + Penalty 343.994850 = -34.835937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.671250 sec): 2 clusters Score: Raw -77.555269 + Penalty 72.889230 = -4.666040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.671446 sec): 2 clusters Score: Raw -77.555269 + Penalty 72.889230 = -4.666040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.671892 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672077 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.673001 sec): 2 clusters Score: Raw -7470.962804 + Penalty 424.860470 = -7046.102334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.673554 sec): 3 clusters Score: Raw -7437.540654 + Penalty 856.122513 = -6581.418140 nChanged 45 SP:Iteration 1F (18.674101 sec): 3 clusters Score: Raw -7489.750597 + Penalty 864.976169 = -6624.774428 nChanged 13 SP:Iteration 2F (18.674646 sec): 3 clusters Score: Raw -7510.095834 + Penalty 875.699705 = -6634.396129 nChanged 10 SP:Iteration 3F (18.675191 sec): 3 clusters Score: Raw -7524.944146 + Penalty 884.454766 = -6640.489380 nChanged 7 SP:Iteration 4Q (18.675740 sec): 3 clusters Score: Raw -7531.787608 + Penalty 889.829317 = -6641.958291 nChanged 5 SP:Iteration 5Q (18.676271 sec): 3 clusters Score: Raw -7540.186343 + Penalty 894.007264 = -6646.179080 nChanged 6 SP:Iteration 6Q (18.676782 sec): 3 clusters Score: Raw -7545.086033 + Penalty 895.903172 = -6649.182861 nChanged 2 SP:Iteration 7Q (18.677292 sec): 3 clusters Score: Raw -7546.081705 + Penalty 897.059355 = -6649.022350 nChanged 1 SP:Iteration 8F (18.677825 sec): 3 clusters Score: Raw -7548.431273 + Penalty 897.484626 = -6650.946647 nChanged 1 SP:Iteration 9Q (18.678332 sec): 3 clusters Score: Raw -7549.545603 + Penalty 896.927001 = -6652.618602 nChanged 2 SP:Iteration 10F (18.678864 sec): 3 clusters Score: Raw -7553.194774 + Penalty 894.611323 = -6658.583451 nChanged 1 SP:Iteration 11Q (18.679368 sec): 3 clusters Score: Raw -7554.959597 + Penalty 892.749161 = -6662.210436 nChanged 3 SP:Iteration 12Q (18.679861 sec): 3 clusters Score: Raw -7562.112873 + Penalty 892.749161 = -6669.363712 nChanged 0 SP:Iteration 13F (18.680387 sec): 3 clusters Score: Raw -7562.112873 + Penalty 892.749161 = -6669.363712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.680882 sec): 2 clusters Score: Raw -251.137865 + Penalty 174.260707 = -76.877158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.681109 sec): 3 clusters Score: Raw -240.178155 + Penalty 353.485796 = 113.307641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.681825 sec): 2 clusters Score: Raw -1576.594049 + Penalty 240.567447 = -1336.026602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.682126 sec): 3 clusters Score: Raw -1582.664833 + Penalty 482.119578 = -1100.545255 nChanged 3 SP:Iteration 1F (18.682421 sec): 3 clusters Score: Raw -1589.268122 + Penalty 482.119578 = -1107.148545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.683021 sec): 2 clusters Score: Raw -935.811778 + Penalty 373.511162 = -562.300616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.683278 sec): 3 clusters Score: Raw -969.459573 + Penalty 748.881622 = -220.577950 nChanged 1 SP:Iteration 1Q (18.683522 sec): 3 clusters Score: Raw -975.770872 + Penalty 748.881622 = -226.889249 nChanged 0 SP:Iteration 2F (18.683774 sec): 3 clusters Score: Raw -975.770872 + Penalty 748.881622 = -226.889249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.684667 sec): 2 clusters Score: Raw -6109.430002 + Penalty 231.238532 = -5878.191470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.685180 sec): 3 clusters Score: Raw -6030.388270 + Penalty 462.908728 = -5567.479542 nChanged 46 SP:Iteration 1F (18.685683 sec): 3 clusters Score: Raw -6058.932890 + Penalty 465.791691 = -5593.141199 nChanged 14 SP:Iteration 2F (18.686182 sec): 3 clusters Score: Raw -6072.669157 + Penalty 468.972369 = -5603.696788 nChanged 10 SP:Iteration 3F (18.686687 sec): 3 clusters Score: Raw -6081.274272 + Penalty 471.605957 = -5609.668315 nChanged 4 SP:Iteration 4Q (18.687192 sec): 3 clusters Score: Raw -6083.735268 + Penalty 477.227489 = -5606.507779 nChanged 7 SP:Iteration 5F (18.687696 sec): 3 clusters Score: Raw -6088.278366 + Penalty 481.762131 = -5606.516235 nChanged 4 SP:Iteration 6Q (18.688199 sec): 3 clusters Score: Raw -6090.759143 + Penalty 485.535502 = -5605.223641 nChanged 3 SP:Iteration 7F (18.688706 sec): 3 clusters Score: Raw -6094.881443 + Penalty 488.633354 = -5606.248088 nChanged 6 SP:Iteration 8Q (18.689228 sec): 3 clusters Score: Raw -6101.053672 + Penalty 492.605586 = -5608.448085 nChanged 3 SP:Iteration 9Q (18.689725 sec): 3 clusters Score: Raw -6102.528525 + Penalty 495.999813 = -5606.528712 nChanged 2 SP:Iteration 10F (18.690231 sec): 3 clusters Score: Raw -6105.458716 + Penalty 502.179426 = -5603.279289 nChanged 7 SP:Iteration 11F (18.690728 sec): 3 clusters Score: Raw -6113.061977 + Penalty 507.219324 = -5605.842653 nChanged 4 SP:Iteration 12Q (18.691205 sec): 3 clusters Score: Raw -6116.985237 + Penalty 509.570081 = -5607.415157 nChanged 4 SP:Iteration 13Q (18.691681 sec): 3 clusters Score: Raw -6122.895100 + Penalty 512.055747 = -5610.839353 nChanged 1 SP:Iteration 14Q (18.692150 sec): 3 clusters Score: Raw -6125.066050 + Penalty 517.560283 = -5607.505768 nChanged 2 SP:Iteration 15F (18.692649 sec): 3 clusters Score: Raw -6127.857699 + Penalty 517.560283 = -5610.297416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.693231 sec): 2 clusters Score: Raw -1654.559029 + Penalty 573.105881 = -1081.453148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.693526 sec): 3 clusters Score: Raw -1797.450750 + Penalty 1149.438059 = -648.012691 nChanged 2 SP:Iteration 1Q (18.693799 sec): 3 clusters Score: Raw -1817.315966 + Penalty 1149.438059 = -667.877907 nChanged 0 SP:Iteration 2F (18.694089 sec): 3 clusters Score: Raw -1817.315966 + Penalty 1149.438059 = -667.877907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.694569 sec): 2 clusters Score: Raw -320.953152 + Penalty 157.873443 = -163.079709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.694793 sec): 3 clusters Score: Raw -335.953551 + Penalty 316.439951 = -19.513600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.695396 sec): 2 clusters Score: Raw -1873.889040 + Penalty 496.134480 = -1377.754561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.695713 sec): 3 clusters Score: Raw -1972.549970 + Penalty 992.908970 = -979.641000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.696189 sec): 2 clusters Score: Raw -298.059942 + Penalty 220.311485 = -77.748457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.696409 sec): 3 clusters Score: Raw -290.956157 + Penalty 443.455570 = 152.499413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.696894 sec): 2 clusters Score: Raw -534.545525 + Penalty 348.892730 = -185.652795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.697122 sec): 3 clusters Score: Raw -538.392514 + Penalty 690.196203 = 151.803689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.697622 sec): 2 clusters Score: Raw -590.000046 + Penalty 203.399538 = -386.600507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.697866 sec): 3 clusters Score: Raw -609.151771 + Penalty 406.799077 = -202.352694 nChanged 1 SP:Iteration 1F (18.698106 sec): 3 clusters Score: Raw -610.631323 + Penalty 406.799077 = -203.832246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.698586 sec): 2 clusters Score: Raw -374.654924 + Penalty 254.772819 = -119.882106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.698811 sec): 3 clusters Score: Raw -383.887143 + Penalty 506.839040 = 122.951897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.699292 sec): 2 clusters Score: Raw -118.219419 + Penalty 100.093219 = -18.126199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.699505 sec): 3 clusters Score: Raw -110.442574 + Penalty 209.903495 = 99.460921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.699974 sec): 2 clusters Score: Raw -197.160736 + Penalty 180.161578 = -16.999158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.700190 sec): 3 clusters Score: Raw -193.718490 + Penalty 349.764452 = 156.045962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.700671 sec): 2 clusters Score: Raw -416.862573 + Penalty 208.911233 = -207.951340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.700899 sec): 3 clusters Score: Raw -416.119163 + Penalty 410.781429 = -5.337734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.701381 sec): 2 clusters Score: Raw -392.060627 + Penalty 184.145910 = -207.914717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.701610 sec): 3 clusters Score: Raw -405.720792 + Penalty 369.892148 = -35.828645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.702225 sec): 2 clusters Score: Raw -2409.735725 + Penalty 500.043862 = -1909.691863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.702556 sec): 3 clusters Score: Raw -2500.731125 + Penalty 1000.198789 = -1500.532336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.703062 sec): 2 clusters Score: Raw -832.684527 + Penalty 362.692170 = -469.992357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.703310 sec): 3 clusters Score: Raw -855.090048 + Penalty 723.504180 = -131.585868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.703842 sec): 2 clusters Score: Raw -1219.305462 + Penalty 503.707322 = -715.598140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.704107 sec): 3 clusters Score: Raw -1357.608611 + Penalty 1005.080627 = -352.527985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.704579 sec): 2 clusters Score: Raw -263.276861 + Penalty 234.184869 = -29.091991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.704799 sec): 3 clusters Score: Raw -258.096715 + Penalty 468.369739 = 210.273024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.705298 sec): 2 clusters Score: Raw -680.888562 + Penalty 342.596165 = -338.292397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.705537 sec): 3 clusters Score: Raw -722.976274 + Penalty 703.735377 = -19.240897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.706056 sec): 2 clusters Score: Raw -968.582487 + Penalty 233.632972 = -734.949515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.706327 sec): 3 clusters Score: Raw -981.748341 + Penalty 471.409331 = -510.339011 nChanged 1 SP:Iteration 1Q (18.706577 sec): 3 clusters Score: Raw -985.094851 + Penalty 471.409331 = -513.685521 nChanged 0 SP:Iteration 2F (18.706829 sec): 3 clusters Score: Raw -985.094851 + Penalty 471.409331 = -513.685521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 77 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.707334 sec): 2 clusters Score: Raw -807.433142 + Penalty 457.687521 = -349.745621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.707581 sec): 3 clusters Score: Raw -910.577621 + Penalty 913.237637 = 2.660016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.708062 sec): 2 clusters Score: Raw -451.571238 + Penalty 338.747923 = -112.823315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.708289 sec): 3 clusters Score: Raw -466.716364 + Penalty 684.268748 = 217.552384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.708768 sec): 2 clusters Score: Raw -363.518100 + Penalty 210.711335 = -152.806765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.708995 sec): 3 clusters Score: Raw -361.503216 + Penalty 427.957223 = 66.454007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.709467 sec): 2 clusters Score: Raw -282.472789 + Penalty 210.308635 = -72.164154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.709688 sec): 3 clusters Score: Raw -287.517576 + Penalty 421.438431 = 133.920855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.710172 sec): 2 clusters Score: Raw -460.521519 + Penalty 336.901739 = -123.619779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.710399 sec): 3 clusters Score: Raw -470.466484 + Penalty 673.803479 = 203.336995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.710884 sec): 2 clusters Score: Raw -353.102839 + Penalty 140.633155 = -212.469684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.711113 sec): 3 clusters Score: Raw -365.657711 + Penalty 283.025050 = -82.632661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.711604 sec): 2 clusters Score: Raw -512.822120 + Penalty 304.966276 = -207.855844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.711839 sec): 3 clusters Score: Raw -564.120718 + Penalty 609.932552 = 45.811834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.712353 sec): 2 clusters Score: Raw -966.111616 + Penalty 375.943885 = -590.167731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.712607 sec): 3 clusters Score: Raw -1029.127980 + Penalty 752.422318 = -276.705663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.713069 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.713266 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.713746 sec): 2 clusters Score: Raw -170.445966 + Penalty 162.122438 = -8.323528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.713961 sec): 3 clusters Score: Raw -165.625481 + Penalty 297.753534 = 132.128053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.714476 sec): 2 clusters Score: Raw -766.301779 + Penalty 277.106259 = -489.195520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.714728 sec): 3 clusters Score: Raw -835.378421 + Penalty 562.393279 = -272.985142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715212 sec): 2 clusters Score: Raw -388.273306 + Penalty 151.584891 = -236.688415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.715444 sec): 3 clusters Score: Raw -402.724635 + Penalty 314.170740 = -88.553894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715899 sec): 2 clusters Score: Raw -74.065361 + Penalty 55.628381 = -18.436980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.716103 sec): 3 clusters Score: Raw -67.951509 + Penalty 111.256762 = 43.305253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.716617 sec): 2 clusters Score: Raw -919.227098 + Penalty 352.493163 = -566.733934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.716868 sec): 3 clusters Score: Raw -989.926457 + Penalty 706.912097 = -283.014360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.717338 sec): 2 clusters Score: Raw -220.329182 + Penalty 205.370624 = -14.958558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.717555 sec): 3 clusters Score: Raw -212.089745 + Penalty 414.394180 = 202.304434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.718048 sec): 2 clusters Score: Raw -602.874334 + Penalty 301.695571 = -301.178763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718285 sec): 3 clusters Score: Raw -638.518274 + Penalty 596.457760 = -42.060514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.718752 sec): 2 clusters Score: Raw -183.018494 + Penalty 99.997763 = -83.020732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718968 sec): 3 clusters Score: Raw -181.008912 + Penalty 199.224397 = 18.215485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.719462 sec): 2 clusters Score: Raw -603.359239 + Penalty 301.046149 = -302.313089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.719701 sec): 3 clusters Score: Raw -631.688446 + Penalty 601.527492 = -30.160954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.720193 sec): 2 clusters Score: Raw -571.545702 + Penalty 224.391140 = -347.154562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.720432 sec): 3 clusters Score: Raw -586.112722 + Penalty 454.619988 = -131.492734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.720933 sec): 2 clusters Score: Raw -574.237069 + Penalty 376.162616 = -198.074453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.721167 sec): 3 clusters Score: Raw -605.727216 + Penalty 751.764617 = 146.037400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.721686 sec): 2 clusters Score: Raw -904.050473 + Penalty 274.996416 = -629.054057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.721944 sec): 3 clusters Score: Raw -951.099378 + Penalty 546.959218 = -404.140160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.722408 sec): 2 clusters Score: Raw -131.794713 + Penalty 142.051256 = 10.256544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.722621 sec): 3 clusters Score: Raw -121.504061 + Penalty 284.184960 = 162.680899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.723084 sec): 2 clusters Score: Raw -78.769616 + Penalty 67.256583 = -11.513033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.723279 sec): 2 clusters Score: Raw -78.769616 + Penalty 67.256583 = -11.513033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.723741 sec): 2 clusters Score: Raw -121.953485 + Penalty 100.992823 = -20.960662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.723956 sec): 3 clusters Score: Raw -112.163848 + Penalty 206.385721 = 94.221873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.724430 sec): 2 clusters Score: Raw -257.259808 + Penalty 101.117893 = -156.141914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.724653 sec): 3 clusters Score: Raw -269.252349 + Penalty 202.235787 = -67.016562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.725139 sec): 2 clusters Score: Raw -610.429182 + Penalty 397.287539 = -213.141643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.725370 sec): 3 clusters Score: Raw -636.104404 + Penalty 790.015195 = 153.910790 nChanged 1 SP:Iteration 1F (18.725599 sec): 3 clusters Score: Raw -642.862469 + Penalty 790.015195 = 147.152725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.726144 sec): 2 clusters Score: Raw -1243.853888 + Penalty 328.223861 = -915.630027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.726424 sec): 3 clusters Score: Raw -1311.775583 + Penalty 662.646843 = -649.128740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.726906 sec): 2 clusters Score: Raw -337.607969 + Penalty 190.738028 = -146.869941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.727135 sec): 3 clusters Score: Raw -363.872675 + Penalty 391.441919 = 27.569244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.727598 sec): 2 clusters Score: Raw -169.614117 + Penalty 159.299109 = -10.315008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.727827 sec): 3 clusters Score: Raw -160.740297 + Penalty 318.598218 = 157.857921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.728293 sec): 2 clusters Score: Raw -185.138467 + Penalty 190.141806 = 5.003339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.728507 sec): 3 clusters Score: Raw -171.175649 + Penalty 397.658306 = 226.482657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.728970 sec): 2 clusters Score: Raw -119.713740 + Penalty 116.863880 = -2.849861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.729184 sec): 3 clusters Score: Raw -112.803907 + Penalty 230.323773 = 117.519866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.729647 sec): 2 clusters Score: Raw -131.911064 + Penalty 134.197648 = 2.286583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.729844 sec): 2 clusters Score: Raw -131.911064 + Penalty 134.197648 = 2.286583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.730309 sec): 2 clusters Score: Raw -168.852971 + Penalty 138.112499 = -30.740473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.730524 sec): 3 clusters Score: Raw -159.528890 + Penalty 276.224997 = 116.696108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.730995 sec): 2 clusters Score: Raw -287.875796 + Penalty 254.439114 = -33.436682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.731214 sec): 3 clusters Score: Raw -272.607314 + Penalty 488.836953 = 216.229639 nChanged 1 SP:Iteration 1F (18.731429 sec): 3 clusters Score: Raw -276.989308 + Penalty 488.836953 = 211.847645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.731898 sec): 2 clusters Score: Raw -240.550411 + Penalty 171.424650 = -69.125761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.732116 sec): 3 clusters Score: Raw -233.989100 + Penalty 358.689009 = 124.699909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.732589 sec): 2 clusters Score: Raw -299.720069 + Penalty 199.063473 = -100.656595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.732811 sec): 3 clusters Score: Raw -295.393081 + Penalty 393.460623 = 98.067542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.733288 sec): 2 clusters Score: Raw -326.171277 + Penalty 217.692441 = -108.478836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.733510 sec): 3 clusters Score: Raw -328.149838 + Penalty 424.734980 = 96.585143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.733984 sec): 2 clusters Score: Raw -305.027991 + Penalty 164.352373 = -140.675619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.734206 sec): 3 clusters Score: Raw -309.370382 + Penalty 328.704745 = 19.334363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.734688 sec): 2 clusters Score: Raw -203.581965 + Penalty 132.471751 = -71.110214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.734907 sec): 3 clusters Score: Raw -208.714928 + Penalty 284.151997 = 75.437070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.735435 sec): 2 clusters Score: Raw -1022.634051 + Penalty 179.785112 = -842.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.735697 sec): 3 clusters Score: Raw -1023.104575 + Penalty 352.449240 = -670.655335 nChanged 2 SP:Iteration 1F (18.735953 sec): 3 clusters Score: Raw -1024.553545 + Penalty 341.464165 = -683.089380 nChanged 2 SP:Iteration 2F (18.736208 sec): 3 clusters Score: Raw -1027.246046 + Penalty 341.464165 = -685.781881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.736679 sec): 2 clusters Score: Raw -275.882285 + Penalty 242.467800 = -33.414485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.736881 sec): 2 clusters Score: Raw -275.882285 + Penalty 242.467800 = -33.414485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.737349 sec): 2 clusters Score: Raw -208.765437 + Penalty 181.963329 = -26.802108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.737567 sec): 3 clusters Score: Raw -200.455971 + Penalty 373.579159 = 173.123189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738033 sec): 2 clusters Score: Raw -171.589343 + Penalty 154.670627 = -16.918717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738244 sec): 3 clusters Score: Raw -162.255260 + Penalty 315.300396 = 153.045137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738719 sec): 2 clusters Score: Raw -306.708238 + Penalty 145.277408 = -161.430829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738942 sec): 3 clusters Score: Raw -303.469612 + Penalty 299.393639 = -4.075972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.739395 sec): 2 clusters Score: Raw -37.124471 + Penalty 0.000000 = -37.124471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.739587 sec): 2 clusters Score: Raw -37.124471 + Penalty 0.000000 = -37.124471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.740050 sec): 2 clusters Score: Raw -157.187046 + Penalty 123.933020 = -33.254026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.740265 sec): 3 clusters Score: Raw -150.834877 + Penalty 247.866040 = 97.031163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.740725 sec): 2 clusters Score: Raw -85.220979 + Penalty 92.764136 = 7.543157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.740920 sec): 2 clusters Score: Raw -85.220979 + Penalty 92.764136 = 7.543157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.741406 sec): 2 clusters Score: Raw -432.331480 + Penalty 236.514201 = -195.817279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.741650 sec): 3 clusters Score: Raw -457.836021 + Penalty 466.948256 = 9.112235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.742141 sec): 2 clusters Score: Raw -435.630004 + Penalty 160.879791 = -274.750213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.742375 sec): 3 clusters Score: Raw -447.091389 + Penalty 323.900797 = -123.190592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.742846 sec): 2 clusters Score: Raw -231.050380 + Penalty 208.311154 = -22.739225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.743063 sec): 3 clusters Score: Raw -220.609945 + Penalty 414.334394 = 193.724449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.743527 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.743732 sec): 3 clusters Score: Raw -104.934705 + Penalty 127.614664 = 22.679959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.744228 sec): 2 clusters Score: Raw -658.671074 + Penalty 348.981234 = -309.689840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.744465 sec): 3 clusters Score: Raw -695.456737 + Penalty 693.081497 = -2.375240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.744925 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.745121 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.745592 sec): 2 clusters Score: Raw -257.331436 + Penalty 162.357992 = -94.973444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.745811 sec): 3 clusters Score: Raw -246.798971 + Penalty 321.724165 = 74.925193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.746277 sec): 2 clusters Score: Raw -179.039876 + Penalty 110.493607 = -68.546269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.746494 sec): 3 clusters Score: Raw -179.410550 + Penalty 226.013534 = 46.602984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.746968 sec): 2 clusters Score: Raw -319.352047 + Penalty 243.563355 = -75.788693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.747191 sec): 3 clusters Score: Raw -330.355910 + Penalty 487.126709 = 156.770799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.747656 sec): 2 clusters Score: Raw -156.594402 + Penalty 122.039333 = -34.555069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.747871 sec): 3 clusters Score: Raw -151.121306 + Penalty 244.078666 = 92.957360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.748341 sec): 2 clusters Score: Raw -219.409560 + Penalty 198.670403 = -20.739157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.748573 sec): 3 clusters Score: Raw -209.093310 + Penalty 388.073223 = 178.979913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.749038 sec): 2 clusters Score: Raw -164.185029 + Penalty 122.030402 = -42.154627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.749248 sec): 3 clusters Score: Raw -154.954769 + Penalty 244.470044 = 89.515275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.749703 sec): 2 clusters Score: Raw -35.981317 + Penalty 0.000000 = -35.981317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.749896 sec): 2 clusters Score: Raw -35.981317 + Penalty 0.000000 = -35.981317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.750365 sec): 2 clusters Score: Raw -264.979593 + Penalty 222.719866 = -42.259727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.750584 sec): 3 clusters Score: Raw -260.044337 + Penalty 456.033255 = 195.988918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.751035 sec): 2 clusters Score: Raw -36.740925 + Penalty 0.000000 = -36.740925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.751224 sec): 2 clusters Score: Raw -36.740925 + Penalty 0.000000 = -36.740925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.751696 sec): 2 clusters Score: Raw -266.511082 + Penalty 228.210395 = -38.300687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.751915 sec): 3 clusters Score: Raw -259.189310 + Penalty 456.420789 = 197.231479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.752378 sec): 2 clusters Score: Raw -151.206756 + Penalty 129.346932 = -21.859823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.752593 sec): 3 clusters Score: Raw -149.555235 + Penalty 258.693865 = 109.138630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.753060 sec): 2 clusters Score: Raw -164.984359 + Penalty 146.695463 = -18.288896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.753273 sec): 3 clusters Score: Raw -158.638905 + Penalty 280.904795 = 122.265890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.753737 sec): 2 clusters Score: Raw -174.384285 + Penalty 170.739303 = -3.644982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.753952 sec): 3 clusters Score: Raw -165.980564 + Penalty 341.478606 = 175.498042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.754422 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.754641 sec): 3 clusters Score: Raw -233.516622 + Penalty 283.023627 = 49.507005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.755108 sec): 2 clusters Score: Raw -200.181293 + Penalty 151.248826 = -48.932468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.755338 sec): 3 clusters Score: Raw -196.909235 + Penalty 306.995999 = 110.086763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 153 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.755845 sec): 2 clusters Score: Raw -767.027342 + Penalty 405.456433 = -361.570909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.756095 sec): 3 clusters Score: Raw -824.422574 + Penalty 810.912866 = -13.509708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.756573 sec): 2 clusters Score: Raw -319.026094 + Penalty 246.003620 = -73.022474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.756797 sec): 3 clusters Score: Raw -332.350198 + Penalty 492.007239 = 159.657042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.757274 sec): 2 clusters Score: Raw -358.451456 + Penalty 285.169204 = -73.282252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.757500 sec): 3 clusters Score: Raw -357.569486 + Penalty 566.915641 = 209.346156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.757970 sec): 2 clusters Score: Raw -280.600363 + Penalty 235.335056 = -45.265307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.758189 sec): 3 clusters Score: Raw -270.397387 + Penalty 470.514908 = 200.117520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.758648 sec): 2 clusters Score: Raw -85.972322 + Penalty 92.817804 = 6.845482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.758858 sec): 3 clusters Score: Raw -75.696035 + Penalty 185.635607 = 109.939573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759315 sec): 2 clusters Score: Raw -86.737820 + Penalty 92.253264 = 5.515444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.759523 sec): 3 clusters Score: Raw -75.957146 + Penalty 184.506528 = 108.549382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759993 sec): 2 clusters Score: Raw -285.183909 + Penalty 238.166826 = -47.017083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760211 sec): 3 clusters Score: Raw -272.568182 + Penalty 440.888010 = 168.319828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.760682 sec): 2 clusters Score: Raw -278.768948 + Penalty 245.713332 = -33.055616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760900 sec): 3 clusters Score: Raw -267.242519 + Penalty 493.607832 = 226.365314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.761365 sec): 2 clusters Score: Raw -219.688134 + Penalty 46.734715 = -172.953419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.761573 sec): 3 clusters Score: Raw -216.683627 + Penalty 92.484234 = -124.199393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762033 sec): 2 clusters Score: Raw -74.953823 + Penalty 66.372775 = -8.581048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.762252 sec): 3 clusters Score: Raw -68.608865 + Penalty 132.745550 = 64.136685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762709 sec): 2 clusters Score: Raw -35.911281 + Penalty 0.000000 = -35.911281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.762901 sec): 2 clusters Score: Raw -35.911281 + Penalty 0.000000 = -35.911281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.763365 sec): 2 clusters Score: Raw -182.732544 + Penalty 178.897155 = -3.835389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.763581 sec): 3 clusters Score: Raw -168.076526 + Penalty 357.794309 = 189.717784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.764042 sec): 2 clusters Score: Raw -76.752563 + Penalty 66.998428 = -9.754136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.764251 sec): 3 clusters Score: Raw -69.296472 + Penalty 133.996855 = 64.700383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.764725 sec): 2 clusters Score: Raw -291.167229 + Penalty 195.997764 = -95.169465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.764950 sec): 3 clusters Score: Raw -303.579979 + Penalty 393.870459 = 90.290480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.765413 sec): 2 clusters Score: Raw -169.396371 + Penalty 161.372629 = -8.023743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.765629 sec): 3 clusters Score: Raw -161.235689 + Penalty 322.745257 = 161.509568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.766088 sec): 2 clusters Score: Raw -78.965690 + Penalty 75.297876 = -3.667814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.766297 sec): 3 clusters Score: Raw -71.691512 + Penalty 150.595753 = 78.904241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.766761 sec): 2 clusters Score: Raw -185.242794 + Penalty 191.682912 = 6.440119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.766976 sec): 3 clusters Score: Raw -171.925380 + Penalty 383.365825 = 211.440445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.767427 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.767617 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.768080 sec): 2 clusters Score: Raw -178.629269 + Penalty 152.938036 = -25.691234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768293 sec): 3 clusters Score: Raw -166.506406 + Penalty 305.876071 = 139.369666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.768753 sec): 2 clusters Score: Raw -83.960905 + Penalty 75.618304 = -8.342602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768963 sec): 2 clusters Score: Raw -83.960905 + Penalty 75.618304 = -8.342602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.769433 sec): 2 clusters Score: Raw -244.050543 + Penalty 171.399020 = -72.651523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.769649 sec): 3 clusters Score: Raw -239.393768 + Penalty 331.541284 = 92.147516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.770121 sec): 2 clusters Score: Raw -236.697736 + Penalty 117.408435 = -119.289301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.770341 sec): 3 clusters Score: Raw -240.265595 + Penalty 229.083146 = -11.182449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.770812 sec): 2 clusters Score: Raw -268.473669 + Penalty 147.394822 = -121.078847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771032 sec): 3 clusters Score: Raw -269.228663 + Penalty 300.782673 = 31.554010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.771492 sec): 2 clusters Score: Raw -81.145110 + Penalty 76.978652 = -4.166458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771686 sec): 2 clusters Score: Raw -81.145110 + Penalty 76.978652 = -4.166458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.772144 sec): 2 clusters Score: Raw -77.988385 + Penalty 79.757563 = 1.769178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.772353 sec): 3 clusters Score: Raw -70.525880 + Penalty 159.515125 = 88.989245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 193 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.772830 sec): 2 clusters Score: Raw -298.333208 + Penalty 155.290330 = -143.042878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.773050 sec): 3 clusters Score: Raw -297.437892 + Penalty 305.692196 = 8.254304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.773503 sec): 2 clusters Score: Raw -36.675578 + Penalty 0.000000 = -36.675578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.773693 sec): 2 clusters Score: Raw -36.675578 + Penalty 0.000000 = -36.675578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.774145 sec): 2 clusters Score: Raw -37.735095 + Penalty 0.000000 = -37.735095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.774336 sec): 2 clusters Score: Raw -37.735095 + Penalty 0.000000 = -37.735095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.774795 sec): 2 clusters Score: Raw -82.090489 + Penalty 82.971948 = 0.881459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.774989 sec): 2 clusters Score: Raw -82.090489 + Penalty 82.971948 = 0.881459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.775440 sec): 2 clusters Score: Raw -36.598102 + Penalty 0.000000 = -36.598102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.775661 sec): 2 clusters Score: Raw -36.598102 + Penalty 0.000000 = -36.598102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.776152 sec): 2 clusters Score: Raw -35.824550 + Penalty 0.000000 = -35.824550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.776364 sec): 2 clusters Score: Raw -35.824550 + Penalty 0.000000 = -35.824550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.776829 sec): 2 clusters Score: Raw -127.150818 + Penalty 126.605383 = -0.545435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777041 sec): 3 clusters Score: Raw -117.271960 + Penalty 263.163273 = 145.891313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777495 sec): 2 clusters Score: Raw -37.718407 + Penalty 0.000000 = -37.718407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777686 sec): 2 clusters Score: Raw -37.718407 + Penalty 0.000000 = -37.718407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.778139 sec): 2 clusters Score: Raw -38.324931 + Penalty 0.000000 = -38.324931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.778330 sec): 2 clusters Score: Raw -38.324931 + Penalty 0.000000 = -38.324931 nChanged 0 Deleting Class 104 (13 points): Lose 181.913953 but Gain 1575.951181 Iteration 20F (20.938840 sec): 178 clusters Score: Raw -777569.400090 + Penalty 167169.850212 = -610399.549878 nChanged 353 Deleting Class 78 (10 points): Lose 119.561997 but Gain 1496.847527 Iteration 21Q (21.118380 sec): 177 clusters Score: Raw -777660.838770 + Penalty 166013.062782 = -611647.775988 nChanged 189 Deleting Class 112 (6 points): Lose 73.937108 but Gain 1444.843397 Iteration 22Q (21.280961 sec): 176 clusters Score: Raw -777743.473819 + Penalty 164582.173440 = -613161.300379 nChanged 124 Deleting Class 81 (10 points): Lose 120.436579 but Gain 1488.689674 Iteration 23Q (21.438223 sec): 175 clusters Score: Raw -777677.060637 + Penalty 163137.518347 = -614539.542290 nChanged 126 Deleting Class 180 (4 points): Lose 46.939806 but Gain 1406.839502 Iteration 24Q (21.594114 sec): 174 clusters Score: Raw -777693.587772 + Penalty 161948.126503 = -615745.461269 nChanged 108 Deleting Class 126 (2 points): Lose 6.345894 but Gain 1361.668073 Iteration 25Q (21.748325 sec): 173 clusters Score: Raw -777750.831210 + Penalty 160613.320833 = -617137.510377 nChanged 100 Deleting Class 108 (4 points): Lose 52.691697 but Gain 1395.528690 Iteration 26Q (21.900965 sec): 172 clusters Score: Raw -777743.347226 + Penalty 159241.125156 = -618502.222070 nChanged 103 Deleting Class 161 (2 points): Lose 13.403584 but Gain 1354.169075 Iteration 27Q (22.054854 sec): 171 clusters Score: Raw -777804.739981 + Penalty 157949.174037 = -619855.565943 nChanged 116 Deleting Class 97 (13 points): Lose 153.100932 but Gain 1492.153316 Iteration 28Q (22.207690 sec): 170 clusters Score: Raw -777715.015233 + Penalty 156622.282229 = -621092.733003 nChanged 144 Deleting Class 160 (2 points): Lose 26.434034 but Gain 1362.455850 Iteration 29Q (22.363693 sec): 169 clusters Score: Raw -777794.212062 + Penalty 155373.691681 = -622420.520381 nChanged 143 Deleting Class 62 (12 points): Lose 148.524654 but Gain 1489.265028 Iteration 30F (24.399330 sec): 168 clusters Score: Raw -777734.743939 + Penalty 154030.623947 = -623704.119992 nChanged 134 Deleting Class 163 (9 points): Lose 141.221097 but Gain 1480.803974 Iteration 31Q (24.553536 sec): 167 clusters Score: Raw -777715.538650 + Penalty 152591.845001 = -625123.693648 nChanged 139 Deleting Class 205 (1 points): Lose 4.943758 but Gain 1330.893673 Iteration 32Q (24.707697 sec): 166 clusters Score: Raw -777857.183817 + Penalty 151290.809356 = -626566.374461 nChanged 132 Deleting Class 42 (22 points): Lose 237.275829 but Gain 1557.950523 Iteration 33Q (24.860640 sec): 165 clusters Score: Raw -777665.506346 + Penalty 149821.767431 = -627843.738915 nChanged 137 Deleting Class 162 (6 points): Lose 49.925104 but Gain 1352.440515 Iteration 34Q (25.013548 sec): 164 clusters Score: Raw -777734.462189 + Penalty 148512.464858 = -629221.997331 nChanged 107 Deleting Class 156 (8 points): Lose 94.782644 but Gain 1395.315822 Iteration 35Q (25.162789 sec): 163 clusters Score: Raw -777689.763446 + Penalty 147282.232094 = -630407.531351 nChanged 81 Deleting Class 77 (20 points): Lose 254.908959 but Gain 1554.471214 Iteration 36Q (25.310144 sec): 162 clusters Score: Raw -777509.085477 + Penalty 145848.379603 = -631660.705874 nChanged 95 Deleting Class 131 (6 points): Lose 72.221395 but Gain 1372.450058 Iteration 37Q (25.461179 sec): 161 clusters Score: Raw -777593.812820 + Penalty 144483.256998 = -633110.555822 nChanged 79 Deleting Class 120 (6 points): Lose 88.117750 but Gain 1376.863780 Iteration 38Q (25.610906 sec): 160 clusters Score: Raw -777550.720124 + Penalty 143118.802087 = -634431.918037 nChanged 66 Deleting Class 157 (6 points): Lose 54.875895 but Gain 1336.360184 Iteration 39Q (25.760683 sec): 159 clusters Score: Raw -777536.868600 + Penalty 141813.442000 = -635723.426601 nChanged 51 Deleting Class 100 (3 points): Lose 34.669396 but Gain 1315.579925 Iteration 40F (27.670486 sec): 158 clusters Score: Raw -777529.762618 + Penalty 140532.211999 = -636997.550618 nChanged 38 Deleting Class 73 (7 points): Lose 83.940413 but Gain 1355.786470 Iteration 41Q (27.815925 sec): 157 clusters Score: Raw -777468.970865 + Penalty 139271.953295 = -638197.017570 nChanged 34 Deleting Class 167 (12 points): Lose 218.970889 but Gain 1489.843744 Iteration 42Q (27.960578 sec): 156 clusters Score: Raw -777288.781003 + Penalty 137788.177376 = -639500.603627 nChanged 36 Deleting Class 153 (20 points): Lose 171.559006 but Gain 1441.322989 Iteration 43Q (28.106242 sec): 155 clusters Score: Raw -777137.637444 + Penalty 136491.782372 = -640645.855072 nChanged 44 Deleting Class 196 (1 points): Lose 15.028912 but Gain 1284.580568 Iteration 44Q (28.252624 sec): 154 clusters Score: Raw -777222.059833 + Penalty 135213.230604 = -642008.829229 nChanged 23 Deleting Class 33 (8 points): Lose 49.885819 but Gain 1297.389221 Iteration 45Q (28.396116 sec): 153 clusters Score: Raw -777182.075700 + Penalty 133962.076659 = -643219.999041 nChanged 31 Deleting Class 92 (5 points): Lose 56.736319 but Gain 1298.316889 Iteration 46Q (28.539889 sec): 152 clusters Score: Raw -777145.082444 + Penalty 132828.661377 = -644316.421066 nChanged 21 Deleting Class 58 (49 points): Lose 314.072997 but Gain 1547.438458 Iteration 47Q (28.681914 sec): 151 clusters Score: Raw -776863.335827 + Penalty 131618.856433 = -645244.479395 nChanged 63 Deleting Class 72 (33 points): Lose 280.412519 but Gain 1499.077171 Iteration 48Q (28.826214 sec): 150 clusters Score: Raw -776755.061795 + Penalty 130203.651410 = -646551.410385 nChanged 53 Deleting Class 146 (6 points): Lose 77.952207 but Gain 1295.902491 Iteration 49Q (28.980910 sec): 149 clusters Score: Raw -776808.693822 + Penalty 128944.922268 = -647863.771553 nChanged 24 Deleting Class 202 (2 points): Lose 30.841151 but Gain 1237.990174 Iteration 50F (30.750880 sec): 148 clusters Score: Raw -776817.246690 + Penalty 127749.882235 = -649067.364456 nChanged 16 Deleting Class 150 (4 points): Lose 46.416090 but Gain 1253.125765 Iteration 51Q (30.885195 sec): 147 clusters Score: Raw -776794.937312 + Penalty 126550.077447 = -650244.859865 nChanged 19 Deleting Class 140 (5 points): Lose 53.007332 but Gain 1255.959276 Iteration 52Q (31.019858 sec): 146 clusters Score: Raw -776760.013801 + Penalty 125374.331992 = -651385.681809 nChanged 18 Deleting Class 110 (3 points): Lose 40.460483 but Gain 1242.845266 Iteration 53Q (31.154309 sec): 145 clusters Score: Raw -776745.738783 + Penalty 124218.575179 = -652527.163604 nChanged 13 Deleting Class 66 (9 points): Lose 87.285990 but Gain 1287.531365 Iteration 54Q (31.287960 sec): 144 clusters Score: Raw -776683.370485 + Penalty 123010.722608 = -653672.647878 nChanged 20 Deleting Class 143 (6 points): Lose 68.612084 but Gain 1264.724291 Iteration 55Q (31.422063 sec): 143 clusters Score: Raw -776642.087673 + Penalty 121845.906170 = -654796.181503 nChanged 13 Deleting Class 71 (18 points): Lose 67.241245 but Gain 1260.621418 Iteration 56Q (31.555163 sec): 142 clusters Score: Raw -776599.798022 + Penalty 120652.203463 = -655947.594559 nChanged 24 Deleting Class 199 (2 points): Lose 37.239570 but Gain 1217.930305 Iteration 57Q (31.689021 sec): 141 clusters Score: Raw -776602.764103 + Penalty 119446.423720 = -657156.340384 nChanged 9 Deleting Class 133 (26 points): Lose 185.542460 but Gain 1364.855326 Iteration 58Q (31.820007 sec): 140 clusters Score: Raw -776427.711212 + Penalty 118116.409065 = -658311.302146 nChanged 37 Deleting Class 109 (4 points): Lose 39.699070 but Gain 1199.715268 Iteration 59Q (31.953253 sec): 139 clusters Score: Raw -776444.488610 + Penalty 117044.060812 = -659400.427798 nChanged 16 Deleting Class 204 (1 points): Lose 3.787370 but Gain 1153.758723 Iteration 60F (33.617738 sec): 138 clusters Score: Raw -776480.751985 + Penalty 115930.496593 = -660550.255392 nChanged 13 Deleting Class 190 (2 points): Lose 22.392529 but Gain 1170.746919 Iteration 61Q (33.748681 sec): 137 clusters Score: Raw -776483.711323 + Penalty 114763.139526 = -661720.571797 nChanged 5 Deleting Class 203 (3 points): Lose 29.957069 but Gain 1172.530994 Iteration 62Q (33.879026 sec): 136 clusters Score: Raw -776459.104969 + Penalty 113608.680794 = -662850.424175 nChanged 4 Deleting Class 74 (18 points): Lose 102.891622 but Gain 1241.992365 Iteration 63Q (34.009503 sec): 135 clusters Score: Raw -776371.037689 + Penalty 112432.626681 = -663938.411008 nChanged 20 Deleting Class 172 (4 points): Lose 46.982998 but Gain 1184.379899 Iteration 64Q (34.140130 sec): 134 clusters Score: Raw -776361.869163 + Penalty 111241.269312 = -665120.599850 nChanged 5 Deleting Class 121 (7 points): Lose 68.777821 but Gain 1206.075390 Iteration 65Q (34.270073 sec): 133 clusters Score: Raw -776314.502517 + Penalty 110131.647515 = -666182.855002 nChanged 8 Deleting Class 107 (4 points): Lose 33.618171 but Gain 1169.161488 Iteration 66Q (34.399513 sec): 132 clusters Score: Raw -776318.090368 + Penalty 109064.539957 = -667253.550411 nChanged 6 Deleting Class 154 (9 points): Lose 93.927422 but Gain 1220.702789 Iteration 67Q (34.528658 sec): 131 clusters Score: Raw -776246.919514 + Penalty 107989.587933 = -668257.331581 nChanged 11 Deleting Class 124 (1 points): Lose 5.297691 but Gain 1129.313940 Iteration 68Q (34.657781 sec): 130 clusters Score: Raw -776296.244068 + Penalty 106887.908962 = -669408.335107 nChanged 4 Deleting Class 137 (9 points): Lose 79.331231 but Gain 1197.807138 Iteration 69Q (34.785512 sec): 129 clusters Score: Raw -776229.869806 + Penalty 105745.659614 = -670484.210192 nChanged 10 Deleting Class 56 (28 points): Lose 151.418016 but Gain 1266.196412 Iteration 70F (36.331822 sec): 128 clusters Score: Raw -776107.392535 + Penalty 104540.579385 = -671566.813150 nChanged 32 Deleting Class 189 (2 points): Lose 16.155715 but Gain 1129.955783 Iteration 71Q (36.461590 sec): 127 clusters Score: Raw -776161.679850 + Penalty 103483.748540 = -672677.931311 nChanged 13 Deleting Class 61 (9 points): Lose 88.891966 but Gain 1196.324065 Iteration 72Q (36.589634 sec): 126 clusters Score: Raw -776103.614158 + Penalty 102315.283798 = -673788.330359 nChanged 17 Deleting Class 64 (9 points): Lose 82.947037 but Gain 1179.764313 Iteration 73Q (36.717481 sec): 125 clusters Score: Raw -776057.076064 + Penalty 101221.737934 = -674835.338130 nChanged 16 Deleting Class 111 (6 points): Lose 52.233086 but Gain 1146.782338 Iteration 74Q (36.844494 sec): 124 clusters Score: Raw -776061.529230 + Penalty 100085.865221 = -675975.664009 nChanged 13 Deleting Class 183 (2 points): Lose 15.656216 but Gain 1109.987484 Iteration 75Q (36.970978 sec): 123 clusters Score: Raw -776057.690991 + Penalty 99002.647239 = -677055.043752 nChanged 6 Deleting Class 122 (4 points): Lose 40.917920 but Gain 1135.191157 Iteration 76Q (37.096643 sec): 122 clusters Score: Raw -776031.865705 + Penalty 97882.945985 = -678148.919720 nChanged 6 Deleting Class 47 (36 points): Lose 173.898445 but Gain 1262.939809 Iteration 77Q (37.222302 sec): 121 clusters Score: Raw -775871.293941 + Penalty 96780.357932 = -679090.936009 nChanged 38 Deleting Class 125 (7 points): Lose 61.394121 but Gain 1150.894725 Iteration 78Q (37.350475 sec): 120 clusters Score: Raw -775902.771424 + Penalty 95644.073981 = -680258.697443 nChanged 18 Deleting Class 182 (4 points): Lose 37.726077 but Gain 1122.474961 Iteration 79Q (37.474890 sec): 119 clusters Score: Raw -775887.757129 + Penalty 94592.119427 = -681295.637702 nChanged 7 Deleting Class 86 (3 points): Lose 44.424188 but Gain 1117.506085 Iteration 80F (38.914208 sec): 118 clusters Score: Raw -775860.546837 + Penalty 93482.799837 = -682377.747000 nChanged 5 Deleting Class 83 (18 points): Lose 160.923295 but Gain 1229.449339 Iteration 81Q (39.038365 sec): 117 clusters Score: Raw -775712.646147 + Penalty 92359.165728 = -683353.480419 nChanged 20 Deleting Class 200 (1 points): Lose 2.895635 but Gain 1070.415811 Iteration 82Q (39.162893 sec): 116 clusters Score: Raw -775770.230407 + Penalty 91342.966620 = -684427.263788 nChanged 11 Deleting Class 173 (3 points): Lose 42.000627 but Gain 1108.831779 Iteration 83Q (39.286701 sec): 115 clusters Score: Raw -775758.062227 + Penalty 90320.757739 = -685437.304488 nChanged 10 Deleting Class 51 (2 points): Lose 7.595214 but Gain 1069.927895 Iteration 84Q (39.410519 sec): 114 clusters Score: Raw -775774.992804 + Penalty 89251.377757 = -686523.615046 nChanged 2 Deleting Class 93 (18 points): Lose 125.508245 but Gain 1178.732560 Iteration 85Q (39.534816 sec): 113 clusters Score: Raw -775652.576615 + Penalty 88242.756105 = -687409.820509 nChanged 19 Deleting Class 34 (27 points): Lose 213.920375 but Gain 1266.842013 Iteration 86Q (39.658702 sec): 112 clusters Score: Raw -775493.964138 + Penalty 87062.809256 = -688431.154882 nChanged 27 Deleting Class 102 (6 points): Lose 37.487801 but Gain 1110.207025 Iteration 87Q (39.780321 sec): 111 clusters Score: Raw -775534.276671 + Penalty 85959.860616 = -689574.416055 nChanged 14 Deleting Class 166 (1 points): Lose 14.531395 but Gain 1066.357492 Iteration 88Q (39.901595 sec): 110 clusters Score: Raw -775535.110536 + Penalty 84900.927608 = -690634.182928 nChanged 4 Deleting Class 18 (4 points): Lose 23.965549 but Gain 1070.760205 Iteration 89Q (40.023026 sec): 109 clusters Score: Raw -775516.786561 + Penalty 83840.309184 = -691676.477377 nChanged 7 Deleting Class 142 (2 points): Lose 23.207571 but Gain 1067.893194 Iteration 90F (41.329136 sec): 108 clusters Score: Raw -775505.496673 + Penalty 82811.852981 = -692693.643692 nChanged 4 Deleting Class 80 (7 points): Lose 58.032977 but Gain 1099.641021 Iteration 91Q (41.454851 sec): 107 clusters Score: Raw -775455.997199 + Penalty 81752.418192 = -693703.579006 nChanged 10 Deleting Class 194 (1 points): Lose 2.820056 but Gain 1036.804030 Iteration 92Q (41.578757 sec): 106 clusters Score: Raw -775466.882424 + Penalty 80715.692439 = -694751.189985 nChanged 3 Deleting Class 149 (4 points): Lose 42.679546 but Gain 1076.658164 Iteration 93Q (41.702747 sec): 105 clusters Score: Raw -775427.116817 + Penalty 79657.956070 = -695769.160748 nChanged 7 Deleting Class 84 (42 points): Lose 224.015616 but Gain 1253.735715 Iteration 94Q (41.825066 sec): 104 clusters Score: Raw -775213.472110 + Penalty 78551.914249 = -696661.557861 nChanged 47 Deleting Class 28 (11 points): Lose 65.914144 but Gain 1082.798504 Iteration 95Q (41.949777 sec): 103 clusters Score: Raw -775266.693709 + Penalty 77518.415257 = -697748.278451 nChanged 23 Deleting Class 95 (20 points): Lose 126.822489 but Gain 1143.610110 Iteration 96Q (42.074766 sec): 102 clusters Score: Raw -775171.615367 + Penalty 76421.256692 = -698750.358675 nChanged 31 Deleting Class 49 (15 points): Lose 124.880238 but Gain 1128.139601 Iteration 97Q (42.197278 sec): 101 clusters Score: Raw -775093.896784 + Penalty 75365.053594 = -699728.843190 nChanged 24 Deleting Class 114 (7 points): Lose 42.425993 but Gain 1040.843432 Iteration 98Q (42.319352 sec): 100 clusters Score: Raw -775116.879783 + Penalty 74330.046201 = -700786.833582 nChanged 12 Deleting Class 115 (8 points): Lose 68.224108 but Gain 1065.156066 Iteration 99Q (42.441326 sec): 99 clusters Score: Raw -775066.973904 + Penalty 73271.665713 = -701795.308191 nChanged 10 Deleting Class 171 (8 points): Lose 55.223421 but Gain 1049.406961 Iteration 100F (43.625337 sec): 98 clusters Score: Raw -775026.057003 + Penalty 72235.520827 = -702790.536175 nChanged 11 Deleting Class 37 (5 points): Lose 29.712023 but Gain 1012.908419 Iteration 101Q (43.742051 sec): 97 clusters Score: Raw -775009.759522 + Penalty 71226.346820 = -703783.412701 nChanged 6 Deleting Class 91 (25 points): Lose 156.242543 but Gain 1132.426641 Iteration 102Q (43.858010 sec): 96 clusters Score: Raw -774861.707851 + Penalty 70143.311496 = -704718.396355 nChanged 27 Deleting Class 101 (2 points): Lose 11.153905 but Gain 987.247293 Iteration 103Q (43.974673 sec): 95 clusters Score: Raw -774907.223263 + Penalty 69162.177488 = -705745.045775 nChanged 8 Deleting Class 170 (2 points): Lose 7.727972 but Gain 983.457873 Iteration 104Q (44.090405 sec): 94 clusters Score: Raw -774921.953572 + Penalty 68190.888028 = -706731.065544 nChanged 9 Deleting Class 165 (2 points): Lose 12.493375 but Gain 974.274026 Iteration 105Q (44.204830 sec): 93 clusters Score: Raw -774923.544187 + Penalty 67222.693093 = -707700.851094 nChanged 12 Deleting Class 145 (1 points): Lose 1.326466 but Gain 962.729846 Iteration 106Q (44.320910 sec): 92 clusters Score: Raw -774928.460622 + Penalty 66264.298978 = -708664.161645 nChanged 7 Deleting Class 127 (11 points): Lose 37.528700 but Gain 996.054899 Iteration 107Q (44.437274 sec): 91 clusters Score: Raw -774896.272271 + Penalty 65283.075569 = -709613.196703 nChanged 16 Deleting Class 54 (6 points): Lose 37.001424 but Gain 989.546883 Iteration 108Q (44.551878 sec): 90 clusters Score: Raw -774879.972722 + Penalty 64349.735634 = -710530.237089 nChanged 12 Deleting Class 113 (6 points): Lose 29.128007 but Gain 973.442209 Iteration 109Q (44.664657 sec): 89 clusters Score: Raw -774867.527319 + Penalty 63405.824167 = -711461.703152 nChanged 10 Deleting Class 39 (10 points): Lose 114.943995 but Gain 1059.339188 Iteration 110F (45.734755 sec): 88 clusters Score: Raw -774765.494527 + Penalty 62446.805795 = -712318.688732 nChanged 14 Deleting Class 79 (11 points): Lose 55.371759 but Gain 1018.542240 Iteration 111Q (45.848293 sec): 87 clusters Score: Raw -774745.018956 + Penalty 61540.498089 = -713204.520868 nChanged 15 Deleting Class 184 (6 points): Lose 40.099079 but Gain 973.296671 Iteration 112Q (45.960335 sec): 86 clusters Score: Raw -774729.401910 + Penalty 60620.044816 = -714109.357094 nChanged 6 Deleting Class 152 (5 points): Lose 31.616287 but Gain 956.168418 Iteration 113Q (46.072894 sec): 85 clusters Score: Raw -774712.339295 + Penalty 59669.938282 = -715042.401013 nChanged 5 Deleting Class 48 (14 points): Lose 74.088134 but Gain 995.818217 Iteration 114Q (46.184877 sec): 84 clusters Score: Raw -774646.459488 + Penalty 58693.332092 = -715953.127396 nChanged 15 Deleting Class 65 (3 points): Lose 25.280157 but Gain 926.993773 Iteration 115Q (46.296668 sec): 83 clusters Score: Raw -774644.982903 + Penalty 57751.330534 = -716893.652369 nChanged 5 Deleting Class 50 (20 points): Lose 94.306476 but Gain 992.849407 Iteration 116Q (46.407489 sec): 82 clusters Score: Raw -774564.772546 + Penalty 56754.874925 = -717809.897621 nChanged 22 Deleting Class 138 (4 points): Lose 13.415271 but Gain 895.696712 Iteration 117Q (46.520030 sec): 81 clusters Score: Raw -774598.192863 + Penalty 55857.477479 = -718740.715384 nChanged 8 Deleting Class 116 (11 points): Lose 46.850613 but Gain 917.435230 Iteration 118Q (46.630292 sec): 80 clusters Score: Raw -774558.717276 + Penalty 54954.291971 = -719604.425306 nChanged 16 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -774558.717276 + Penalty 54954.291971 = -719604.425306Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.682114 sec): 2 clusters Score: Raw -8288.409223 + Penalty 527.592400 = -7760.816823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.682774 sec): 3 clusters Score: Raw -8249.291640 + Penalty 1056.893187 = -7192.398453 nChanged 52 SP:Iteration 1F (46.683405 sec): 3 clusters Score: Raw -8325.077032 + Penalty 1059.557167 = -7265.519865 nChanged 13 SP:Iteration 2F (46.684032 sec): 3 clusters Score: Raw -8347.033933 + Penalty 1061.336578 = -7285.697355 nChanged 11 SP:Iteration 3Q (46.684640 sec): 3 clusters Score: Raw -8359.004146 + Penalty 1063.925838 = -7295.078308 nChanged 7 SP:Iteration 4Q (46.685244 sec): 3 clusters Score: Raw -8368.284228 + Penalty 1069.789936 = -7298.494291 nChanged 6 SP:Iteration 5Q (46.685845 sec): 3 clusters Score: Raw -8386.772578 + Penalty 1071.516036 = -7315.256542 nChanged 4 SP:Iteration 6Q (46.686442 sec): 3 clusters Score: Raw -8395.449571 + Penalty 1074.139860 = -7321.309711 nChanged 3 SP:Iteration 7Q (46.687033 sec): 3 clusters Score: Raw -8403.291574 + Penalty 1074.159098 = -7329.132476 nChanged 2 SP:Iteration 8Q (46.687620 sec): 3 clusters Score: Raw -8406.384821 + Penalty 1076.018975 = -7330.365845 nChanged 1 SP:Iteration 9Q (46.688207 sec): 3 clusters Score: Raw -8410.480678 + Penalty 1077.645514 = -7332.835164 nChanged 1 SP:Iteration 10F (46.688830 sec): 3 clusters Score: Raw -8412.857793 + Penalty 1077.777085 = -7335.080708 nChanged 3 SP:Iteration 11Q (46.689414 sec): 3 clusters Score: Raw -8419.723856 + Penalty 1079.749687 = -7339.974169 nChanged 1 SP:Iteration 12Q (46.689994 sec): 3 clusters Score: Raw -8419.818970 + Penalty 1079.749687 = -7340.069282 nChanged 0 SP:Iteration 13F (46.690618 sec): 3 clusters Score: Raw -8419.818970 + Penalty 1079.749687 = -7340.069282 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.693558 sec): 2 clusters Score: Raw -20861.727726 + Penalty 182.322915 = -20679.404811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.694989 sec): 3 clusters Score: Raw -20463.604050 + Penalty 367.440743 = -20096.163307 nChanged 292 SP:Iteration 1F (46.696337 sec): 3 clusters Score: Raw -20618.481922 + Penalty 366.327219 = -20252.154702 nChanged 76 SP:Iteration 2F (46.697691 sec): 3 clusters Score: Raw -20655.072923 + Penalty 364.312579 = -20290.760343 nChanged 38 SP:Iteration 3F (46.699044 sec): 3 clusters Score: Raw -20675.896374 + Penalty 361.506087 = -20314.390287 nChanged 42 SP:Iteration 4F (46.700387 sec): 3 clusters Score: Raw -20706.987565 + Penalty 359.073735 = -20347.913831 nChanged 39 SP:Iteration 5F (46.701740 sec): 3 clusters Score: Raw -20734.233684 + Penalty 355.293979 = -20378.939706 nChanged 34 SP:Iteration 6F (46.703089 sec): 3 clusters Score: Raw -20753.750883 + Penalty 353.293934 = -20400.456949 nChanged 29 SP:Iteration 7Q (46.704421 sec): 3 clusters Score: Raw -20770.168802 + Penalty 352.825997 = -20417.342804 nChanged 22 SP:Iteration 8Q (46.705761 sec): 3 clusters Score: Raw -20790.190252 + Penalty 351.016768 = -20439.173484 nChanged 15 SP:Iteration 9Q (46.707121 sec): 3 clusters Score: Raw -20805.476270 + Penalty 347.718521 = -20457.757748 nChanged 21 SP:Iteration 10F (46.708551 sec): 3 clusters Score: Raw -20816.627334 + Penalty 344.330748 = -20472.296586 nChanged 13 SP:Iteration 11Q (46.709882 sec): 3 clusters Score: Raw -20824.549445 + Penalty 339.644654 = -20484.904792 nChanged 7 SP:Iteration 12Q (46.711203 sec): 3 clusters Score: Raw -20832.383823 + Penalty 335.850361 = -20496.533462 nChanged 6 SP:Iteration 13Q (46.712626 sec): 3 clusters Score: Raw -20837.126849 + Penalty 335.146818 = -20501.980031 nChanged 4 SP:Iteration 14Q (46.714002 sec): 3 clusters Score: Raw -20838.146669 + Penalty 333.835127 = -20504.311542 nChanged 6 SP:Iteration 15Q (46.715368 sec): 3 clusters Score: Raw -20839.586687 + Penalty 332.410983 = -20507.175704 nChanged 7 SP:Iteration 16Q (46.716671 sec): 3 clusters Score: Raw -20841.213339 + Penalty 332.610651 = -20508.602688 nChanged 3 SP:Iteration 17Q (46.717944 sec): 3 clusters Score: Raw -20841.619953 + Penalty 332.518640 = -20509.101313 nChanged 5 SP:Iteration 18Q (46.719249 sec): 3 clusters Score: Raw -20842.968563 + Penalty 332.505693 = -20510.462870 nChanged 9 SP:Iteration 19Q (46.720538 sec): 3 clusters Score: Raw -20847.243216 + Penalty 331.878297 = -20515.364919 nChanged 12 SP:Iteration 20F (46.721884 sec): 3 clusters Score: Raw -20853.502228 + Penalty 328.590408 = -20524.911820 nChanged 12 SP:Iteration 21Q (46.723160 sec): 3 clusters Score: Raw -20857.984428 + Penalty 325.604211 = -20532.380217 nChanged 6 SP:Iteration 22Q (46.724429 sec): 3 clusters Score: Raw -20860.770959 + Penalty 321.438363 = -20539.332596 nChanged 10 SP:Iteration 23Q (46.725746 sec): 3 clusters Score: Raw -20864.274879 + Penalty 321.436244 = -20542.838636 nChanged 7 SP:Iteration 24Q (46.726995 sec): 3 clusters Score: Raw -20866.511326 + Penalty 319.470130 = -20547.041196 nChanged 7 SP:Iteration 25Q (46.728245 sec): 3 clusters Score: Raw -20869.026134 + Penalty 314.122900 = -20554.903234 nChanged 5 SP:Iteration 26Q (46.729505 sec): 3 clusters Score: Raw -20870.318508 + Penalty 312.423101 = -20557.895407 nChanged 1 SP:Iteration 27Q (46.730737 sec): 3 clusters Score: Raw -20870.586384 + Penalty 311.600603 = -20558.985782 nChanged 2 SP:Iteration 28Q (46.731970 sec): 3 clusters Score: Raw -20871.341184 + Penalty 311.283803 = -20560.057382 nChanged 1 SP:Iteration 29Q (46.733209 sec): 3 clusters Score: Raw -20872.102243 + Penalty 310.581965 = -20561.520278 nChanged 1 SP:Iteration 30F (46.734556 sec): 3 clusters Score: Raw -20872.502600 + Penalty 308.442398 = -20564.060202 nChanged 2 SP:Iteration 31Q (46.735783 sec): 3 clusters Score: Raw -20873.239242 + Penalty 308.442398 = -20564.796844 nChanged 0 SP:Iteration 32F (46.737130 sec): 3 clusters Score: Raw -20873.239242 + Penalty 308.442398 = -20564.796844 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 3 (4532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.757110 sec): 2 clusters Score: Raw -134753.800386 + Penalty 170.628624 = -134583.171762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.765569 sec): 3 clusters Score: Raw -131762.946981 + Penalty 349.522417 = -131413.424564 nChanged 2088 SP:Iteration 1F (46.773732 sec): 3 clusters Score: Raw -132751.386250 + Penalty 352.421203 = -132398.965046 nChanged 527 SP:Iteration 2F (46.781864 sec): 3 clusters Score: Raw -133018.565656 + Penalty 351.798811 = -132666.766845 nChanged 271 SP:Iteration 3F (46.790125 sec): 3 clusters Score: Raw -133140.527872 + Penalty 349.988211 = -132790.539661 nChanged 199 SP:Iteration 4Q (46.798302 sec): 3 clusters Score: Raw -133234.382313 + Penalty 347.223614 = -132887.158698 nChanged 168 SP:Iteration 5Q (46.806483 sec): 3 clusters Score: Raw -133338.700741 + Penalty 343.499960 = -132995.200782 nChanged 183 SP:Iteration 6Q (46.814859 sec): 3 clusters Score: Raw -133485.197019 + Penalty 339.573442 = -133145.623578 nChanged 201 SP:Iteration 7Q (46.823302 sec): 3 clusters Score: Raw -133676.129465 + Penalty 334.952109 = -133341.177356 nChanged 205 SP:Iteration 8Q (46.831488 sec): 3 clusters Score: Raw -133944.241804 + Penalty 330.189985 = -133614.051820 nChanged 148 SP:Iteration 9Q (46.839670 sec): 3 clusters Score: Raw -134084.636102 + Penalty 327.559118 = -133757.076983 nChanged 93 SP:Iteration 10F (46.847776 sec): 3 clusters Score: Raw -134116.256703 + Penalty 325.713167 = -133790.543536 nChanged 73 SP:Iteration 11Q (46.855708 sec): 3 clusters Score: Raw -134135.399115 + Penalty 324.162434 = -133811.236681 nChanged 64 SP:Iteration 12Q (46.863300 sec): 3 clusters Score: Raw -134149.140700 + Penalty 323.177733 = -133825.962968 nChanged 48 SP:Iteration 13Q (46.870637 sec): 3 clusters Score: Raw -134157.355390 + Penalty 322.382364 = -133834.973026 nChanged 37 SP:Iteration 14Q (46.877943 sec): 3 clusters Score: Raw -134162.323362 + Penalty 321.755938 = -133840.567423 nChanged 35 SP:Iteration 15Q (46.885223 sec): 3 clusters Score: Raw -134166.783976 + Penalty 321.303633 = -133845.480343 nChanged 30 SP:Iteration 16Q (46.892533 sec): 3 clusters Score: Raw -134169.986657 + Penalty 320.653354 = -133849.333302 nChanged 29 SP:Iteration 17Q (46.899789 sec): 3 clusters Score: Raw -134173.373727 + Penalty 320.302158 = -133853.071569 nChanged 28 SP:Iteration 18Q (46.907040 sec): 3 clusters Score: Raw -134176.991806 + Penalty 319.703410 = -133857.288396 nChanged 25 SP:Iteration 19Q (46.914324 sec): 3 clusters Score: Raw -134178.926285 + Penalty 319.386823 = -133859.539462 nChanged 20 SP:Iteration 20F (46.922725 sec): 3 clusters Score: Raw -134180.479397 + Penalty 318.872962 = -133861.606435 nChanged 20 SP:Iteration 21Q (46.929987 sec): 3 clusters Score: Raw -134181.814263 + Penalty 318.661567 = -133863.152696 nChanged 12 SP:Iteration 22Q (46.937205 sec): 3 clusters Score: Raw -134182.469542 + Penalty 318.374004 = -133864.095538 nChanged 13 SP:Iteration 23Q (46.944420 sec): 3 clusters Score: Raw -134183.346943 + Penalty 318.423694 = -133864.923250 nChanged 19 SP:Iteration 24Q (46.951623 sec): 3 clusters Score: Raw -134184.654128 + Penalty 318.470846 = -133866.183282 nChanged 15 SP:Iteration 25Q (46.958827 sec): 3 clusters Score: Raw -134185.743742 + Penalty 318.511417 = -133867.232325 nChanged 21 SP:Iteration 26Q (46.966079 sec): 3 clusters Score: Raw -134187.593621 + Penalty 318.255441 = -133869.338180 nChanged 21 SP:Iteration 27Q (46.973280 sec): 3 clusters Score: Raw -134189.624950 + Penalty 317.792067 = -133871.832882 nChanged 21 SP:Iteration 28Q (46.980467 sec): 3 clusters Score: Raw -134191.530003 + Penalty 316.816570 = -133874.713433 nChanged 19 SP:Iteration 29Q (46.987655 sec): 3 clusters Score: Raw -134193.252273 + Penalty 316.035156 = -133877.217118 nChanged 17 SP:Iteration 30F (46.995877 sec): 3 clusters Score: Raw -134194.370333 + Penalty 315.815748 = -133878.554585 nChanged 13 SP:Iteration 31Q (47.003095 sec): 3 clusters Score: Raw -134195.175035 + Penalty 315.365826 = -133879.809208 nChanged 10 SP:Iteration 32Q (47.010372 sec): 3 clusters Score: Raw -134196.215582 + Penalty 315.098596 = -133881.116986 nChanged 13 SP:Iteration 33Q (47.017632 sec): 3 clusters Score: Raw -134197.959290 + Penalty 314.226291 = -133883.732999 nChanged 17 SP:Iteration 34Q (47.025167 sec): 3 clusters Score: Raw -134201.259457 + Penalty 313.350273 = -133887.909184 nChanged 25 SP:Iteration 35Q (47.032359 sec): 3 clusters Score: Raw -134204.729722 + Penalty 312.360208 = -133892.369514 nChanged 28 SP:Iteration 36Q (47.039510 sec): 3 clusters Score: Raw -134209.230089 + Penalty 311.604372 = -133897.625717 nChanged 36 SP:Iteration 37Q (47.046653 sec): 3 clusters Score: Raw -134215.712053 + Penalty 310.724285 = -133904.987768 nChanged 47 SP:Iteration 38Q (47.053786 sec): 3 clusters Score: Raw -134224.871318 + Penalty 310.918574 = -133913.952744 nChanged 44 SP:Iteration 39Q (47.060895 sec): 3 clusters Score: Raw -134234.301583 + Penalty 310.834189 = -133923.467394 nChanged 54 SP:Iteration 40F (47.069045 sec): 3 clusters Score: Raw -134248.547343 + Penalty 312.121647 = -133936.425696 nChanged 52 SP:Iteration 41Q (47.076127 sec): 3 clusters Score: Raw -134262.667558 + Penalty 312.930981 = -133949.736578 nChanged 69 SP:Iteration 42Q (47.083188 sec): 3 clusters Score: Raw -134288.287857 + Penalty 313.172293 = -133975.115564 nChanged 74 SP:Iteration 43Q (47.090248 sec): 3 clusters Score: Raw -134320.730062 + Penalty 313.079258 = -134007.650804 nChanged 78 SP:Iteration 44Q (47.097323 sec): 3 clusters Score: Raw -134358.009398 + Penalty 313.751072 = -134044.258327 nChanged 78 SP:Iteration 45Q (47.104291 sec): 3 clusters Score: Raw -134399.943203 + Penalty 311.797605 = -134088.145598 nChanged 80 SP:Iteration 46Q (47.111146 sec): 3 clusters Score: Raw -134445.087306 + Penalty 308.987302 = -134136.100004 nChanged 88 SP:Iteration 47Q (47.118082 sec): 3 clusters Score: Raw -134499.638623 + Penalty 310.857400 = -134188.781223 nChanged 84 SP:Iteration 48Q (47.125242 sec): 3 clusters Score: Raw -134555.578676 + Penalty 315.303658 = -134240.275018 nChanged 75 SP:Iteration 49Q (47.131951 sec): 3 clusters Score: Raw -134608.329564 + Penalty 314.040029 = -134294.289535 nChanged 71 SP:Iteration 50F (47.140037 sec): 3 clusters Score: Raw -134667.428179 + Penalty 315.245820 = -134352.182359 nChanged 47 SP:Iteration 51Q (47.146522 sec): 3 clusters Score: Raw -134701.693367 + Penalty 322.356255 = -134379.337112 nChanged 24 SP:Iteration 52Q (47.152941 sec): 3 clusters Score: Raw -134715.093460 + Penalty 328.330107 = -134386.763353 nChanged 17 SP:Iteration 53Q (47.159409 sec): 3 clusters Score: Raw -134724.197053 + Penalty 336.343949 = -134387.853104 nChanged 19 SP:Iteration 54Q (47.166173 sec): 3 clusters Score: Raw -134733.606203 + Penalty 332.343933 = -134401.262270 nChanged 20 SP:Iteration 55Q (47.172743 sec): 3 clusters Score: Raw -134743.543383 + Penalty 248.788523 = -134494.754860 nChanged 11 SP:Iteration 56Q (47.179056 sec): 3 clusters Score: Raw -134753.757811 + Penalty 230.564263 = -134523.193548 nChanged 4 SP:Iteration 57Q (47.185422 sec): 3 clusters Score: Raw -134763.656797 + Penalty 232.316521 = -134531.340277 nChanged 2 SP:Iteration 58Q (47.191713 sec): 3 clusters Score: Raw -134763.598058 + Penalty 232.316521 = -134531.281537 nChanged 0 SP:Iteration 59F (47.199604 sec): 3 clusters Score: Raw -134763.828387 + Penalty 231.041791 = -134532.786595 nChanged 1 SP:Iteration 60F (47.207453 sec): 3 clusters Score: Raw -134764.092181 + Penalty 231.041791 = -134533.050389 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.232864 sec): 2 clusters Score: Raw -186475.868807 + Penalty 311.182218 = -186164.686589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.242428 sec): 3 clusters Score: Raw -183143.560984 + Penalty 624.066367 = -182519.494618 nChanged 2430 SP:Iteration 1F (47.251677 sec): 3 clusters Score: Raw -184751.429250 + Penalty 631.027289 = -184120.401961 nChanged 599 SP:Iteration 2F (47.260932 sec): 3 clusters Score: Raw -185111.628776 + Penalty 640.218937 = -184471.409839 nChanged 428 SP:Iteration 3F (47.270185 sec): 3 clusters Score: Raw -185439.512856 + Penalty 652.256414 = -184787.256443 nChanged 363 SP:Iteration 4F (47.279553 sec): 3 clusters Score: Raw -185775.192487 + Penalty 660.069121 = -185115.123366 nChanged 278 SP:Iteration 5F (47.288773 sec): 3 clusters Score: Raw -186029.092224 + Penalty 665.461617 = -185363.630607 nChanged 192 SP:Iteration 6Q (47.297871 sec): 3 clusters Score: Raw -186181.265285 + Penalty 669.470489 = -185511.794796 nChanged 132 SP:Iteration 7Q (47.306559 sec): 3 clusters Score: Raw -186269.496002 + Penalty 677.198922 = -185592.297079 nChanged 96 SP:Iteration 8Q (47.314942 sec): 3 clusters Score: Raw -186321.386029 + Penalty 682.112876 = -185639.273153 nChanged 88 SP:Iteration 9Q (47.323278 sec): 3 clusters Score: Raw -186363.528573 + Penalty 687.081092 = -185676.447482 nChanged 71 SP:Iteration 10F (47.332955 sec): 3 clusters Score: Raw -186401.300848 + Penalty 692.810914 = -185708.489934 nChanged 62 SP:Iteration 11Q (47.341255 sec): 3 clusters Score: Raw -186431.362457 + Penalty 700.247365 = -185731.115092 nChanged 48 SP:Iteration 12Q (47.349288 sec): 3 clusters Score: Raw -186456.622101 + Penalty 705.688501 = -185750.933600 nChanged 38 SP:Iteration 13Q (47.357183 sec): 3 clusters Score: Raw -186474.030200 + Penalty 718.092774 = -185755.937425 nChanged 27 SP:Iteration 14Q (47.365042 sec): 3 clusters Score: Raw -186485.090553 + Penalty 726.926212 = -185758.164341 nChanged 21 SP:Iteration 15Q (47.372848 sec): 3 clusters Score: Raw -186493.132666 + Penalty 716.193912 = -185776.938754 nChanged 19 SP:Iteration 16Q (47.380678 sec): 3 clusters Score: Raw -186500.878207 + Penalty 716.321704 = -185784.556504 nChanged 8 SP:Iteration 17Q (47.388410 sec): 3 clusters Score: Raw -186503.703029 + Penalty 721.390852 = -185782.312177 nChanged 8 SP:Iteration 18F (47.397627 sec): 3 clusters Score: Raw -186507.120755 + Penalty 726.609418 = -185780.511337 nChanged 6 SP:Iteration 19F (47.406928 sec): 3 clusters Score: Raw -186509.445303 + Penalty 726.863624 = -185782.581679 nChanged 4 SP:Iteration 20F (47.416144 sec): 3 clusters Score: Raw -186510.699825 + Penalty 726.863624 = -185783.836201 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.423401 sec): 2 clusters Score: Raw -25699.714024 + Penalty 190.082999 = -25509.631025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.425095 sec): 3 clusters Score: Raw -25208.626981 + Penalty 378.470949 = -24830.156032 nChanged 331 SP:Iteration 1F (47.426748 sec): 3 clusters Score: Raw -25360.619821 + Penalty 376.669560 = -24983.950261 nChanged 90 SP:Iteration 2F (47.428453 sec): 3 clusters Score: Raw -25408.018035 + Penalty 378.959078 = -25029.058957 nChanged 76 SP:Iteration 3F (47.430199 sec): 3 clusters Score: Raw -25458.330824 + Penalty 382.910889 = -25075.419936 nChanged 80 SP:Iteration 4F (47.431940 sec): 3 clusters Score: Raw -25526.926058 + Penalty 388.983665 = -25137.942393 nChanged 68 SP:Iteration 5F (47.433553 sec): 3 clusters Score: Raw -25591.709621 + Penalty 390.649546 = -25201.060075 nChanged 47 SP:Iteration 6F (47.435172 sec): 3 clusters Score: Raw -25646.145350 + Penalty 405.925979 = -25240.219371 nChanged 33 SP:Iteration 7Q (47.436794 sec): 3 clusters Score: Raw -25683.419814 + Penalty 431.091611 = -25252.328203 nChanged 24 SP:Iteration 8Q (47.438415 sec): 3 clusters Score: Raw -25704.926797 + Penalty 463.159657 = -25241.767140 nChanged 9 SP:Iteration 9F (47.440029 sec): 3 clusters Score: Raw -25713.376648 + Penalty 487.587608 = -25225.789039 nChanged 5 SP:Iteration 10F (47.441662 sec): 3 clusters Score: Raw -25717.652777 + Penalty 504.523672 = -25213.129106 nChanged 5 SP:Iteration 11F (47.443296 sec): 3 clusters Score: Raw -25721.872404 + Penalty 509.625233 = -25212.247170 nChanged 1 SP:Iteration 12F (47.444934 sec): 3 clusters Score: Raw -25722.235592 + Penalty 515.754663 = -25206.480929 nChanged 2 SP:Iteration 13F (47.446567 sec): 3 clusters Score: Raw -25724.432078 + Penalty 512.987759 = -25211.444319 nChanged 1 SP:Iteration 14Q (47.448032 sec): 3 clusters Score: Raw -25725.214044 + Penalty 519.793297 = -25205.420747 nChanged 1 SP:Iteration 15F (47.449706 sec): 3 clusters Score: Raw -25726.200093 + Penalty 519.793297 = -25206.406796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.451990 sec): 2 clusters Score: Raw -528.016335 + Penalty 258.289006 = -269.727329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.452233 sec): 3 clusters Score: Raw -567.416983 + Penalty 514.105847 = -53.311136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.462327 sec): 2 clusters Score: Raw -69349.602625 + Penalty 223.572554 = -69126.030071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.466223 sec): 3 clusters Score: Raw -67994.035731 + Penalty 448.770769 = -67545.264962 nChanged 964 SP:Iteration 1F (47.470057 sec): 3 clusters Score: Raw -68511.012346 + Penalty 450.850832 = -68060.161514 nChanged 263 SP:Iteration 2F (47.473878 sec): 3 clusters Score: Raw -68667.913719 + Penalty 453.449791 = -68214.463928 nChanged 203 SP:Iteration 3F (47.477730 sec): 3 clusters Score: Raw -68813.237759 + Penalty 458.851670 = -68354.386090 nChanged 181 SP:Iteration 4F (47.481573 sec): 3 clusters Score: Raw -68951.898852 + Penalty 464.902749 = -68486.996103 nChanged 133 SP:Iteration 5F (47.485377 sec): 3 clusters Score: Raw -69040.349077 + Penalty 467.505456 = -68572.843621 nChanged 96 SP:Iteration 6Q (47.489164 sec): 3 clusters Score: Raw -69110.406044 + Penalty 468.706300 = -68641.699744 nChanged 75 SP:Iteration 7Q (47.493005 sec): 3 clusters Score: Raw -69166.538093 + Penalty 469.693522 = -68696.844571 nChanged 61 SP:Iteration 8Q (47.496696 sec): 3 clusters Score: Raw -69209.386802 + Penalty 466.505005 = -68742.881796 nChanged 51 SP:Iteration 9Q (47.500284 sec): 3 clusters Score: Raw -69248.481800 + Penalty 458.390011 = -68790.091789 nChanged 47 SP:Iteration 10F (47.504283 sec): 3 clusters Score: Raw -69290.488527 + Penalty 443.952159 = -68846.536368 nChanged 29 SP:Iteration 11Q (47.507680 sec): 3 clusters Score: Raw -69323.718309 + Penalty 444.936712 = -68878.781597 nChanged 21 SP:Iteration 12Q (47.510856 sec): 3 clusters Score: Raw -69343.270647 + Penalty 450.402684 = -68892.867963 nChanged 13 SP:Iteration 13Q (47.513968 sec): 3 clusters Score: Raw -69350.284200 + Penalty 456.281910 = -68894.002290 nChanged 11 SP:Iteration 14Q (47.517053 sec): 3 clusters Score: Raw -69356.795033 + Penalty 465.369743 = -68891.425290 nChanged 12 SP:Iteration 15F (47.520840 sec): 3 clusters Score: Raw -69363.478750 + Penalty 474.668738 = -68888.810012 nChanged 9 SP:Iteration 16F (47.524632 sec): 3 clusters Score: Raw -69366.666322 + Penalty 477.110901 = -68889.555421 nChanged 5 SP:Iteration 17Q (47.527761 sec): 3 clusters Score: Raw -69367.703393 + Penalty 475.341297 = -68892.362096 nChanged 3 SP:Iteration 18Q (47.530930 sec): 3 clusters Score: Raw -69368.651273 + Penalty 478.807193 = -68889.844080 nChanged 4 SP:Iteration 19F (47.535059 sec): 3 clusters Score: Raw -69369.991137 + Penalty 478.750708 = -68891.240429 nChanged 2 SP:Iteration 20F (47.538985 sec): 3 clusters Score: Raw -69370.408936 + Penalty 478.750708 = -68891.658228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.542669 sec): 2 clusters Score: Raw -1882.566559 + Penalty 184.767592 = -1697.798967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.542997 sec): 3 clusters Score: Raw -1878.682359 + Penalty 374.914223 = -1503.768136 nChanged 14 SP:Iteration 1F (47.543325 sec): 3 clusters Score: Raw -1894.058169 + Penalty 378.187265 = -1515.870904 nChanged 1 SP:Iteration 2Q (47.543644 sec): 3 clusters Score: Raw -1895.315243 + Penalty 388.817360 = -1506.497883 nChanged 3 SP:Iteration 3F (47.543967 sec): 3 clusters Score: Raw -1901.020929 + Penalty 391.106742 = -1509.914187 nChanged 2 SP:Iteration 4Q (47.544284 sec): 3 clusters Score: Raw -1904.942486 + Penalty 402.885261 = -1502.057225 nChanged 2 SP:Iteration 5F (47.544616 sec): 3 clusters Score: Raw -1909.445177 + Penalty 404.760003 = -1504.685174 nChanged 1 SP:Iteration 6Q (47.544930 sec): 3 clusters Score: Raw -1913.782066 + Penalty 404.760003 = -1509.022063 nChanged 0 SP:Iteration 7F (47.545249 sec): 3 clusters Score: Raw -1913.782066 + Penalty 404.760003 = -1509.022063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.549918 sec): 2 clusters Score: Raw -36063.142382 + Penalty 384.141242 = -35679.001140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.551701 sec): 3 clusters Score: Raw -35576.198097 + Penalty 768.592917 = -34807.605180 nChanged 359 SP:Iteration 1F (47.553465 sec): 3 clusters Score: Raw -35798.716324 + Penalty 771.801290 = -35026.915034 nChanged 102 SP:Iteration 2F (47.555231 sec): 3 clusters Score: Raw -35867.157103 + Penalty 773.678444 = -35093.478659 nChanged 56 SP:Iteration 3F (47.557021 sec): 3 clusters Score: Raw -35909.363131 + Penalty 775.583658 = -35133.779473 nChanged 44 SP:Iteration 4Q (47.558779 sec): 3 clusters Score: Raw -35941.851492 + Penalty 777.440869 = -35164.410624 nChanged 32 SP:Iteration 5Q (47.560535 sec): 3 clusters Score: Raw -35962.012775 + Penalty 778.384781 = -35183.627994 nChanged 27 SP:Iteration 6Q (47.562285 sec): 3 clusters Score: Raw -35984.012212 + Penalty 778.042692 = -35205.969520 nChanged 29 SP:Iteration 7Q (47.564081 sec): 3 clusters Score: Raw -36004.756947 + Penalty 777.657688 = -35227.099259 nChanged 15 SP:Iteration 8Q (47.565846 sec): 3 clusters Score: Raw -36013.725270 + Penalty 777.514642 = -35236.210627 nChanged 16 SP:Iteration 9Q (47.567567 sec): 3 clusters Score: Raw -36021.691170 + Penalty 777.052221 = -35244.638949 nChanged 10 SP:Iteration 10F (47.569325 sec): 3 clusters Score: Raw -36024.352411 + Penalty 777.600753 = -35246.751658 nChanged 6 SP:Iteration 11Q (47.571045 sec): 3 clusters Score: Raw -36026.212840 + Penalty 777.700318 = -35248.512522 nChanged 4 SP:Iteration 12Q (47.572762 sec): 3 clusters Score: Raw -36027.969329 + Penalty 777.777140 = -35250.192189 nChanged 1 SP:Iteration 13Q (47.574478 sec): 3 clusters Score: Raw -36028.123824 + Penalty 777.777140 = -35250.346684 nChanged 0 SP:Iteration 14F (47.576235 sec): 3 clusters Score: Raw -36028.123824 + Penalty 777.777140 = -35250.346684 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.587652 sec): 2 clusters Score: Raw -76281.327101 + Penalty 160.311511 = -76121.015590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.592216 sec): 3 clusters Score: Raw -74734.856425 + Penalty 317.256675 = -74417.599750 nChanged 1103 SP:Iteration 1F (47.596624 sec): 3 clusters Score: Raw -75822.053769 + Penalty 315.965099 = -75506.088669 nChanged 264 SP:Iteration 2F (47.601023 sec): 3 clusters Score: Raw -75992.366868 + Penalty 328.869464 = -75663.497405 nChanged 126 SP:Iteration 3F (47.605505 sec): 3 clusters Score: Raw -76092.408638 + Penalty 346.097755 = -75746.310884 nChanged 96 SP:Iteration 4Q (47.609895 sec): 3 clusters Score: Raw -76164.681683 + Penalty 362.021173 = -75802.660510 nChanged 62 SP:Iteration 5Q (47.614341 sec): 3 clusters Score: Raw -76211.124263 + Penalty 384.790032 = -75826.334231 nChanged 54 SP:Iteration 6Q (47.618847 sec): 3 clusters Score: Raw -76253.721757 + Penalty 413.627173 = -75840.094584 nChanged 36 SP:Iteration 7Q (47.623230 sec): 3 clusters Score: Raw -76284.963901 + Penalty 430.800129 = -75854.163772 nChanged 20 SP:Iteration 8Q (47.627442 sec): 3 clusters Score: Raw -76305.700902 + Penalty 444.419881 = -75861.281021 nChanged 15 SP:Iteration 9Q (47.631604 sec): 3 clusters Score: Raw -76322.437232 + Penalty 457.539628 = -75864.897604 nChanged 12 SP:Iteration 10F (47.636243 sec): 3 clusters Score: Raw -76332.673999 + Penalty 472.637162 = -75860.036837 nChanged 9 SP:Iteration 11F (47.640694 sec): 3 clusters Score: Raw -76339.251985 + Penalty 487.682798 = -75851.569187 nChanged 6 SP:Iteration 12F (47.645040 sec): 3 clusters Score: Raw -76345.987266 + Penalty 493.269479 = -75852.717787 nChanged 2 SP:Iteration 13Q (47.648617 sec): 3 clusters Score: Raw -76347.465926 + Penalty 497.679761 = -75849.786165 nChanged 2 SP:Iteration 14F (47.652963 sec): 3 clusters Score: Raw -76348.563952 + Penalty 495.800602 = -75852.763350 nChanged 1 SP:Iteration 15Q (47.656522 sec): 3 clusters Score: Raw -76348.716820 + Penalty 495.800602 = -75852.916218 nChanged 0 SP:Iteration 16F (47.660863 sec): 3 clusters Score: Raw -76348.716820 + Penalty 495.800602 = -75852.916218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.663767 sec): 2 clusters Score: Raw -2000.804520 + Penalty 354.005060 = -1646.799460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.664121 sec): 3 clusters Score: Raw -2021.842568 + Penalty 711.642206 = -1310.200363 nChanged 3 SP:Iteration 1F (47.664431 sec): 3 clusters Score: Raw -2026.544036 + Penalty 712.707626 = -1313.836410 nChanged 1 SP:Iteration 2Q (47.664735 sec): 3 clusters Score: Raw -2029.593089 + Penalty 713.342958 = -1316.250131 nChanged 1 SP:Iteration 3Q (47.665039 sec): 3 clusters Score: Raw -2032.298755 + Penalty 713.342958 = -1318.955797 nChanged 0 SP:Iteration 4F (47.665350 sec): 3 clusters Score: Raw -2032.298755 + Penalty 713.342958 = -1318.955797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.667419 sec): 2 clusters Score: Raw -13360.792095 + Penalty 56.568003 = -13304.224092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.668298 sec): 3 clusters Score: Raw -13114.071203 + Penalty 114.662422 = -12999.408780 nChanged 179 SP:Iteration 1F (47.669163 sec): 3 clusters Score: Raw -13279.320872 + Penalty 115.685812 = -13163.635060 nChanged 29 SP:Iteration 2F (47.670024 sec): 3 clusters Score: Raw -13322.377869 + Penalty 116.045287 = -13206.332582 nChanged 9 SP:Iteration 3Q (47.670846 sec): 3 clusters Score: Raw -13326.276308 + Penalty 116.319630 = -13209.956678 nChanged 4 SP:Iteration 4Q (47.671668 sec): 3 clusters Score: Raw -13327.774209 + Penalty 116.596950 = -13211.177259 nChanged 2 SP:Iteration 5Q (47.672483 sec): 3 clusters Score: Raw -13327.816827 + Penalty 116.698011 = -13211.118817 nChanged 2 SP:Iteration 6F (47.673348 sec): 3 clusters Score: Raw -13327.830482 + Penalty 116.705096 = -13211.125386 nChanged 2 SP:Iteration 7Q (47.674161 sec): 3 clusters Score: Raw -13328.145078 + Penalty 117.087717 = -13211.057362 nChanged 4 SP:Iteration 8F (47.675021 sec): 3 clusters Score: Raw -13328.633688 + Penalty 117.003417 = -13211.630271 nChanged 1 SP:Iteration 9Q (47.675832 sec): 3 clusters Score: Raw -13329.236605 + Penalty 116.804777 = -13212.431828 nChanged 1 SP:Iteration 10F (47.676692 sec): 3 clusters Score: Raw -13329.650469 + Penalty 116.804777 = -13212.845692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.677349 sec): 2 clusters Score: Raw -1676.126958 + Penalty 343.374703 = -1332.752255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.677646 sec): 3 clusters Score: Raw -1716.185146 + Penalty 685.997378 = -1030.187768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.678777 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.679431 sec): 3 clusters Score: Raw -8849.132081 + Penalty 245.708098 = -8603.423983 nChanged 105 SP:Iteration 1F (47.680082 sec): 3 clusters Score: Raw -8955.866954 + Penalty 265.445610 = -8690.421344 nChanged 39 SP:Iteration 2F (47.680695 sec): 3 clusters Score: Raw -9002.133048 + Penalty 128.937095 = -8873.195952 nChanged 4 SP:Iteration 3Q (47.681280 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 SP:Iteration 4F (47.681863 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.683007 sec): 2 clusters Score: Raw -9549.000963 + Penalty 224.352921 = -9324.648042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.683710 sec): 3 clusters Score: Raw -9416.331550 + Penalty 452.770789 = -8963.560761 nChanged 90 SP:Iteration 1F (47.684389 sec): 3 clusters Score: Raw -9486.524448 + Penalty 456.696994 = -9029.827454 nChanged 24 SP:Iteration 2F (47.685064 sec): 3 clusters Score: Raw -9508.799456 + Penalty 466.497904 = -9042.301552 nChanged 20 SP:Iteration 3F (47.685767 sec): 3 clusters Score: Raw -9528.926898 + Penalty 475.981720 = -9052.945178 nChanged 15 SP:Iteration 4F (47.686441 sec): 3 clusters Score: Raw -9545.803402 + Penalty 485.458508 = -9060.344894 nChanged 8 SP:Iteration 5Q (47.687077 sec): 3 clusters Score: Raw -9553.997034 + Penalty 483.584933 = -9070.412100 nChanged 1 SP:Iteration 6Q (47.687700 sec): 3 clusters Score: Raw -9555.113657 + Penalty 483.584933 = -9071.528723 nChanged 0 SP:Iteration 7F (47.688370 sec): 3 clusters Score: Raw -9555.113657 + Penalty 483.584933 = -9071.528723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.689163 sec): 2 clusters Score: Raw -4119.089329 + Penalty 361.765298 = -3757.324030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.689600 sec): 3 clusters Score: Raw -4101.746033 + Penalty 721.584326 = -3380.161707 nChanged 23 SP:Iteration 1F (47.690030 sec): 3 clusters Score: Raw -4135.237105 + Penalty 723.283187 = -3411.953918 nChanged 5 SP:Iteration 2Q (47.690455 sec): 3 clusters Score: Raw -4142.689854 + Penalty 723.283187 = -3419.406668 nChanged 0 SP:Iteration 3F (47.690884 sec): 3 clusters Score: Raw -4142.689854 + Penalty 723.283187 = -3419.406668 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 17 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.693706 sec): 2 clusters Score: Raw -28331.872370 + Penalty 300.324786 = -28031.547584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.695480 sec): 3 clusters Score: Raw -27836.944305 + Penalty 602.431950 = -27234.512355 nChanged 348 SP:Iteration 1F (47.697192 sec): 3 clusters Score: Raw -28062.367710 + Penalty 592.875708 = -27469.492003 nChanged 110 SP:Iteration 2F (47.698894 sec): 3 clusters Score: Raw -28153.053495 + Penalty 580.956234 = -27572.097261 nChanged 70 SP:Iteration 3F (47.700597 sec): 3 clusters Score: Raw -28207.300995 + Penalty 573.555613 = -27633.745382 nChanged 46 SP:Iteration 4F (47.702329 sec): 3 clusters Score: Raw -28266.841396 + Penalty 568.047524 = -27698.793872 nChanged 32 SP:Iteration 5Q (47.704065 sec): 3 clusters Score: Raw -28305.762561 + Penalty 565.764928 = -27739.997633 nChanged 23 SP:Iteration 6Q (47.705719 sec): 3 clusters Score: Raw -28328.904948 + Penalty 567.994070 = -27760.910878 nChanged 17 SP:Iteration 7Q (47.707306 sec): 3 clusters Score: Raw -28338.802662 + Penalty 568.978005 = -27769.824658 nChanged 7 SP:Iteration 8Q (47.708867 sec): 3 clusters Score: Raw -28341.519662 + Penalty 568.849941 = -27772.669721 nChanged 5 SP:Iteration 9Q (47.710417 sec): 3 clusters Score: Raw -28343.677265 + Penalty 568.535097 = -27775.142168 nChanged 3 SP:Iteration 10F (47.712143 sec): 3 clusters Score: Raw -28344.353894 + Penalty 568.831112 = -27775.522783 nChanged 3 SP:Iteration 11Q (47.713710 sec): 3 clusters Score: Raw -28345.004469 + Penalty 567.151936 = -27777.852532 nChanged 5 SP:Iteration 12Q (47.715244 sec): 3 clusters Score: Raw -28345.876147 + Penalty 567.248437 = -27778.627710 nChanged 3 SP:Iteration 13Q (47.716776 sec): 3 clusters Score: Raw -28346.583420 + Penalty 568.529439 = -27778.053981 nChanged 5 SP:Iteration 14F (47.718464 sec): 3 clusters Score: Raw -28348.409726 + Penalty 569.809125 = -27778.600601 nChanged 4 SP:Iteration 15Q (47.719985 sec): 3 clusters Score: Raw -28349.253364 + Penalty 571.719720 = -27777.533644 nChanged 4 SP:Iteration 16F (47.721671 sec): 3 clusters Score: Raw -28349.688325 + Penalty 572.242012 = -27777.446314 nChanged 1 SP:Iteration 17F (47.723360 sec): 3 clusters Score: Raw -28349.994504 + Penalty 572.242012 = -27777.752493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.724876 sec): 2 clusters Score: Raw -13356.964458 + Penalty 482.307386 = -12874.657072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.725778 sec): 3 clusters Score: Raw -13248.009043 + Penalty 966.500601 = -12281.508442 nChanged 98 SP:Iteration 1F (47.726630 sec): 3 clusters Score: Raw -13338.189431 + Penalty 965.454210 = -12372.735221 nChanged 22 SP:Iteration 2F (47.727480 sec): 3 clusters Score: Raw -13361.482631 + Penalty 964.869649 = -12396.612982 nChanged 16 SP:Iteration 3Q (47.728320 sec): 3 clusters Score: Raw -13376.125492 + Penalty 965.598100 = -12410.527392 nChanged 11 SP:Iteration 4Q (47.729156 sec): 3 clusters Score: Raw -13388.656724 + Penalty 965.406118 = -12423.250606 nChanged 3 SP:Iteration 5Q (47.729987 sec): 3 clusters Score: Raw -13391.857879 + Penalty 965.406118 = -12426.451761 nChanged 0 SP:Iteration 6F (47.730834 sec): 3 clusters Score: Raw -13391.857879 + Penalty 965.406118 = -12426.451761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.731911 sec): 2 clusters Score: Raw -8417.234227 + Penalty 298.774446 = -8118.459781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.732539 sec): 3 clusters Score: Raw -8297.013716 + Penalty 597.995596 = -7699.018120 nChanged 66 SP:Iteration 1F (47.733166 sec): 3 clusters Score: Raw -8359.097193 + Penalty 597.554952 = -7761.542241 nChanged 30 SP:Iteration 2F (47.733789 sec): 3 clusters Score: Raw -8401.500442 + Penalty 597.386818 = -7804.113624 nChanged 15 SP:Iteration 3F (47.734408 sec): 3 clusters Score: Raw -8421.013726 + Penalty 597.414846 = -7823.598880 nChanged 8 SP:Iteration 4Q (47.735041 sec): 3 clusters Score: Raw -8430.222162 + Penalty 598.119629 = -7832.102533 nChanged 9 SP:Iteration 5Q (47.735669 sec): 3 clusters Score: Raw -8444.360964 + Penalty 597.370209 = -7846.990755 nChanged 9 SP:Iteration 6Q (47.736298 sec): 3 clusters Score: Raw -8454.587446 + Penalty 598.761061 = -7855.826384 nChanged 6 SP:Iteration 7Q (47.736920 sec): 3 clusters Score: Raw -8458.983646 + Penalty 598.615929 = -7860.367718 nChanged 2 SP:Iteration 8Q (47.737538 sec): 3 clusters Score: Raw -8463.038349 + Penalty 599.094889 = -7863.943460 nChanged 1 SP:Iteration 9Q (47.738153 sec): 3 clusters Score: Raw -8463.751657 + Penalty 599.974656 = -7863.777001 nChanged 2 SP:Iteration 10F (47.738791 sec): 3 clusters Score: Raw -8464.276855 + Penalty 600.371317 = -7863.905538 nChanged 1 SP:Iteration 11Q (47.739403 sec): 3 clusters Score: Raw -8464.628381 + Penalty 600.371317 = -7864.257063 nChanged 0 SP:Iteration 12F (47.740040 sec): 3 clusters Score: Raw -8464.628381 + Penalty 600.371317 = -7864.257063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.742762 sec): 2 clusters Score: Raw -27613.418166 + Penalty 339.313897 = -27274.104269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.744462 sec): 3 clusters Score: Raw -27159.863209 + Penalty 679.684243 = -26480.178966 nChanged 317 SP:Iteration 1F (47.746101 sec): 3 clusters Score: Raw -27369.951304 + Penalty 680.993060 = -26688.958244 nChanged 84 SP:Iteration 2F (47.747806 sec): 3 clusters Score: Raw -27435.308058 + Penalty 683.401389 = -26751.906669 nChanged 65 SP:Iteration 3F (47.749469 sec): 3 clusters Score: Raw -27486.067101 + Penalty 684.092718 = -26801.974383 nChanged 47 SP:Iteration 4F (47.751101 sec): 3 clusters Score: Raw -27526.213891 + Penalty 683.840592 = -26842.373299 nChanged 40 SP:Iteration 5Q (47.752727 sec): 3 clusters Score: Raw -27555.767332 + Penalty 687.517081 = -26868.250251 nChanged 28 SP:Iteration 6Q (47.754349 sec): 3 clusters Score: Raw -27573.029641 + Penalty 692.757154 = -26880.272487 nChanged 18 SP:Iteration 7Q (47.756019 sec): 3 clusters Score: Raw -27589.491309 + Penalty 697.841285 = -26891.650024 nChanged 17 SP:Iteration 8Q (47.757654 sec): 3 clusters Score: Raw -27603.095580 + Penalty 703.003604 = -26900.091976 nChanged 12 SP:Iteration 9Q (47.759284 sec): 3 clusters Score: Raw -27610.509630 + Penalty 700.889806 = -26909.619824 nChanged 5 SP:Iteration 10F (47.760994 sec): 3 clusters Score: Raw -27615.123147 + Penalty 706.862279 = -26908.260867 nChanged 4 SP:Iteration 11F (47.762611 sec): 3 clusters Score: Raw -27617.609588 + Penalty 709.612710 = -26907.996878 nChanged 6 SP:Iteration 12F (47.764231 sec): 3 clusters Score: Raw -27619.979616 + Penalty 712.484126 = -26907.495490 nChanged 2 SP:Iteration 13F (47.765897 sec): 3 clusters Score: Raw -27620.223523 + Penalty 715.788065 = -26904.435458 nChanged 2 SP:Iteration 14F (47.767550 sec): 3 clusters Score: Raw -27621.267996 + Penalty 717.474167 = -26903.793829 nChanged 1 SP:Iteration 15F (47.769165 sec): 3 clusters Score: Raw -27622.403384 + Penalty 717.474167 = -26904.929216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.769698 sec): 2 clusters Score: Raw -185.684176 + Penalty 114.529009 = -71.155167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.769914 sec): 3 clusters Score: Raw -181.209508 + Penalty 221.131731 = 39.922223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.771047 sec): 2 clusters Score: Raw -9159.593035 + Penalty 210.095761 = -8949.497274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.771708 sec): 3 clusters Score: Raw -9035.018802 + Penalty 420.422952 = -8614.595849 nChanged 92 SP:Iteration 1F (47.772351 sec): 3 clusters Score: Raw -9082.857561 + Penalty 420.173080 = -8662.684481 nChanged 24 SP:Iteration 2F (47.772992 sec): 3 clusters Score: Raw -9103.255926 + Penalty 420.669426 = -8682.586500 nChanged 14 SP:Iteration 3F (47.773635 sec): 3 clusters Score: Raw -9113.012229 + Penalty 422.691129 = -8690.321100 nChanged 13 SP:Iteration 4F (47.774276 sec): 3 clusters Score: Raw -9123.646318 + Penalty 422.319601 = -8701.326716 nChanged 9 SP:Iteration 5Q (47.774913 sec): 3 clusters Score: Raw -9129.119267 + Penalty 422.151178 = -8706.968089 nChanged 2 SP:Iteration 6Q (47.775550 sec): 3 clusters Score: Raw -9130.121283 + Penalty 422.550626 = -8707.570657 nChanged 3 SP:Iteration 7Q (47.776187 sec): 3 clusters Score: Raw -9130.293283 + Penalty 422.585666 = -8707.707617 nChanged 1 SP:Iteration 8Q (47.776824 sec): 3 clusters Score: Raw -9130.317655 + Penalty 422.585666 = -8707.731989 nChanged 0 SP:Iteration 9F (47.777463 sec): 3 clusters Score: Raw -9130.317655 + Penalty 422.585666 = -8707.731989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.778108 sec): 2 clusters Score: Raw -2262.130771 + Penalty 319.748799 = -1942.381973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.778440 sec): 3 clusters Score: Raw -2273.789346 + Penalty 639.588922 = -1634.200424 nChanged 4 SP:Iteration 1F (47.778770 sec): 3 clusters Score: Raw -2284.468794 + Penalty 639.808378 = -1644.660416 nChanged 3 SP:Iteration 2Q (47.779094 sec): 3 clusters Score: Raw -2289.874714 + Penalty 639.607584 = -1650.267130 nChanged 1 SP:Iteration 3Q (47.779417 sec): 3 clusters Score: Raw -2291.372637 + Penalty 639.607584 = -1651.765053 nChanged 0 SP:Iteration 4F (47.779746 sec): 3 clusters Score: Raw -2291.372637 + Penalty 639.607584 = -1651.765053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.780864 sec): 2 clusters Score: Raw -8367.918981 + Penalty 561.965015 = -7805.953966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.781536 sec): 3 clusters Score: Raw -8336.448446 + Penalty 1122.098197 = -7214.350249 nChanged 51 SP:Iteration 1F (47.782225 sec): 3 clusters Score: Raw -8402.666549 + Penalty 1122.441247 = -7280.225303 nChanged 11 SP:Iteration 2Q (47.782873 sec): 3 clusters Score: Raw -8415.402623 + Penalty 1122.411348 = -7292.991276 nChanged 4 SP:Iteration 3Q (47.783521 sec): 3 clusters Score: Raw -8418.774277 + Penalty 1123.213546 = -7295.560732 nChanged 3 SP:Iteration 4Q (47.784208 sec): 3 clusters Score: Raw -8423.884427 + Penalty 1123.522374 = -7300.362053 nChanged 3 SP:Iteration 5Q (47.784897 sec): 3 clusters Score: Raw -8429.247517 + Penalty 1123.799849 = -7305.447668 nChanged 1 SP:Iteration 6Q (47.785561 sec): 3 clusters Score: Raw -8434.591962 + Penalty 1124.342073 = -7310.249889 nChanged 2 SP:Iteration 7Q (47.786222 sec): 3 clusters Score: Raw -8438.507150 + Penalty 1124.620200 = -7313.886951 nChanged 1 SP:Iteration 8Q (47.786882 sec): 3 clusters Score: Raw -8439.845517 + Penalty 1124.620200 = -7315.225318 nChanged 0 SP:Iteration 9F (47.787563 sec): 3 clusters Score: Raw -8439.845517 + Penalty 1124.620200 = -7315.225318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.788367 sec): 2 clusters Score: Raw -4620.275954 + Penalty 383.549114 = -4236.726840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.788785 sec): 3 clusters Score: Raw -4606.321272 + Penalty 767.132738 = -3839.188534 nChanged 15 SP:Iteration 1F (47.789197 sec): 3 clusters Score: Raw -4631.526351 + Penalty 768.746201 = -3862.780151 nChanged 6 SP:Iteration 2F (47.789609 sec): 3 clusters Score: Raw -4639.296975 + Penalty 767.733374 = -3871.563601 nChanged 3 SP:Iteration 3Q (47.790013 sec): 3 clusters Score: Raw -4644.959164 + Penalty 768.508117 = -3876.451047 nChanged 1 SP:Iteration 4Q (47.790416 sec): 3 clusters Score: Raw -4645.945321 + Penalty 768.508117 = -3877.437204 nChanged 0 SP:Iteration 5F (47.790826 sec): 3 clusters Score: Raw -4645.945321 + Penalty 768.508117 = -3877.437204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.791789 sec): 2 clusters Score: Raw -4781.201775 + Penalty 259.128371 = -4522.073404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.792356 sec): 3 clusters Score: Raw -4725.681783 + Penalty 517.391201 = -4208.290582 nChanged 46 SP:Iteration 1F (47.792914 sec): 3 clusters Score: Raw -4787.449725 + Penalty 516.791659 = -4270.658066 nChanged 22 SP:Iteration 2F (47.793477 sec): 3 clusters Score: Raw -4827.939062 + Penalty 516.004623 = -4311.934439 nChanged 5 SP:Iteration 3Q (47.794016 sec): 3 clusters Score: Raw -4840.719552 + Penalty 517.439000 = -4323.280551 nChanged 3 SP:Iteration 4Q (47.794553 sec): 3 clusters Score: Raw -4849.607141 + Penalty 519.913938 = -4329.693203 nChanged 4 SP:Iteration 5Q (47.795083 sec): 3 clusters Score: Raw -4855.648731 + Penalty 522.114305 = -4333.534426 nChanged 3 SP:Iteration 6Q (47.795615 sec): 3 clusters Score: Raw -4857.989876 + Penalty 523.055447 = -4334.934429 nChanged 3 SP:Iteration 7Q (47.796143 sec): 3 clusters Score: Raw -4863.126445 + Penalty 523.116278 = -4340.010167 nChanged 2 SP:Iteration 8Q (47.796671 sec): 3 clusters Score: Raw -4873.251271 + Penalty 523.116278 = -4350.134993 nChanged 0 SP:Iteration 9F (47.797227 sec): 3 clusters Score: Raw -4873.251271 + Penalty 523.116278 = -4350.134993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.797721 sec): 2 clusters Score: Raw -400.282616 + Penalty 208.149079 = -192.133537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.797952 sec): 3 clusters Score: Raw -406.535697 + Penalty 427.360139 = 20.824442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.798956 sec): 2 clusters Score: Raw -6615.909351 + Penalty 555.656465 = -6060.252887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.799532 sec): 3 clusters Score: Raw -6578.376654 + Penalty 1117.067556 = -5461.309098 nChanged 37 SP:Iteration 1F (47.800101 sec): 3 clusters Score: Raw -6620.768743 + Penalty 1120.693328 = -5500.075415 nChanged 14 SP:Iteration 2F (47.800669 sec): 3 clusters Score: Raw -6639.884896 + Penalty 1126.252569 = -5513.632327 nChanged 8 SP:Iteration 3Q (47.801226 sec): 3 clusters Score: Raw -6647.752242 + Penalty 1127.068496 = -5520.683745 nChanged 2 SP:Iteration 4Q (47.801782 sec): 3 clusters Score: Raw -6649.463301 + Penalty 1129.773325 = -5519.689976 nChanged 2 SP:Iteration 5F (47.802338 sec): 3 clusters Score: Raw -6651.202363 + Penalty 1129.773325 = -5521.429038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.803297 sec): 2 clusters Score: Raw -6015.661779 + Penalty 292.984469 = -5722.677311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.803858 sec): 3 clusters Score: Raw -5963.291930 + Penalty 589.285049 = -5374.006881 nChanged 46 SP:Iteration 1F (47.804410 sec): 3 clusters Score: Raw -6040.172406 + Penalty 593.804733 = -5446.367673 nChanged 18 SP:Iteration 2F (47.804962 sec): 3 clusters Score: Raw -6082.729606 + Penalty 599.471217 = -5483.258389 nChanged 14 SP:Iteration 3F (47.805524 sec): 3 clusters Score: Raw -6121.149904 + Penalty 602.316850 = -5518.833054 nChanged 5 SP:Iteration 4Q (47.806051 sec): 3 clusters Score: Raw -6137.034476 + Penalty 599.284640 = -5537.749836 nChanged 4 SP:Iteration 5Q (47.806567 sec): 3 clusters Score: Raw -6151.481723 + Penalty 595.507428 = -5555.974296 nChanged 5 SP:Iteration 6Q (47.807079 sec): 3 clusters Score: Raw -6157.234915 + Penalty 595.364482 = -5561.870433 nChanged 4 SP:Iteration 7Q (47.807579 sec): 3 clusters Score: Raw -6171.323424 + Penalty 595.402622 = -5575.920802 nChanged 1 SP:Iteration 8Q (47.808076 sec): 3 clusters Score: Raw -6172.472967 + Penalty 595.378883 = -5577.094084 nChanged 1 SP:Iteration 9Q (47.808573 sec): 3 clusters Score: Raw -6173.627769 + Penalty 595.378883 = -5578.248886 nChanged 0 SP:Iteration 10F (47.809123 sec): 3 clusters Score: Raw -6173.627769 + Penalty 595.378883 = -5578.248886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.811350 sec): 2 clusters Score: Raw -14368.009564 + Penalty 236.929900 = -14131.079664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.812266 sec): 3 clusters Score: Raw -14160.442814 + Penalty 497.209710 = -13663.233104 nChanged 148 SP:Iteration 1F (47.813189 sec): 3 clusters Score: Raw -14288.135391 + Penalty 524.742296 = -13763.393095 nChanged 44 SP:Iteration 2F (47.814086 sec): 3 clusters Score: Raw -14340.128300 + Penalty 544.607927 = -13795.520372 nChanged 23 SP:Iteration 3F (47.814982 sec): 3 clusters Score: Raw -14370.175122 + Penalty 565.712649 = -13804.462473 nChanged 18 SP:Iteration 4Q (47.815837 sec): 3 clusters Score: Raw -14391.043835 + Penalty 571.427271 = -13819.616564 nChanged 8 SP:Iteration 5Q (47.816651 sec): 3 clusters Score: Raw -14399.834956 + Penalty 586.391733 = -13813.443223 nChanged 7 SP:Iteration 6F (47.817570 sec): 3 clusters Score: Raw -14406.191554 + Penalty 589.707136 = -13816.484418 nChanged 2 SP:Iteration 7Q (47.818401 sec): 3 clusters Score: Raw -14408.230415 + Penalty 595.755662 = -13812.474753 nChanged 4 SP:Iteration 8F (47.819323 sec): 3 clusters Score: Raw -14412.854038 + Penalty 599.149179 = -13813.704859 nChanged 2 SP:Iteration 9Q (47.820145 sec): 3 clusters Score: Raw -14413.747026 + Penalty 601.324395 = -13812.422632 nChanged 5 SP:Iteration 10F (47.821067 sec): 3 clusters Score: Raw -14420.137544 + Penalty 603.243104 = -13816.894440 nChanged 2 SP:Iteration 11Q (47.821909 sec): 3 clusters Score: Raw -14421.369104 + Penalty 603.243104 = -13818.126000 nChanged 0 SP:Iteration 12F (47.822832 sec): 3 clusters Score: Raw -14421.369104 + Penalty 603.243104 = -13818.126000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.823496 sec): 2 clusters Score: Raw -2068.335121 + Penalty 398.021146 = -1670.313975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.823797 sec): 3 clusters Score: Raw -2081.593340 + Penalty 792.488984 = -1289.104356 nChanged 2 SP:Iteration 1Q (47.824080 sec): 3 clusters Score: Raw -2088.036015 + Penalty 792.488984 = -1295.547031 nChanged 0 SP:Iteration 2F (47.824368 sec): 3 clusters Score: Raw -2088.036015 + Penalty 792.488984 = -1295.547031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.826657 sec): 2 clusters Score: Raw -22622.641237 + Penalty 495.547174 = -22127.094063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.828031 sec): 3 clusters Score: Raw -22335.393021 + Penalty 1004.914514 = -21330.478508 nChanged 204 SP:Iteration 1F (47.829342 sec): 3 clusters Score: Raw -22492.031700 + Penalty 1024.751419 = -21467.280280 nChanged 59 SP:Iteration 2F (47.830636 sec): 3 clusters Score: Raw -22560.475432 + Penalty 1043.028430 = -21517.447002 nChanged 41 SP:Iteration 3F (47.831926 sec): 3 clusters Score: Raw -22607.500305 + Penalty 1061.354981 = -21546.145324 nChanged 28 SP:Iteration 4Q (47.833218 sec): 3 clusters Score: Raw -22640.850408 + Penalty 1077.146958 = -21563.703451 nChanged 17 SP:Iteration 5Q (47.834467 sec): 3 clusters Score: Raw -22660.511196 + Penalty 1086.588631 = -21573.922565 nChanged 11 SP:Iteration 6Q (47.835705 sec): 3 clusters Score: Raw -22676.153252 + Penalty 1093.958385 = -21582.194867 nChanged 6 SP:Iteration 7Q (47.836925 sec): 3 clusters Score: Raw -22679.972445 + Penalty 1097.725885 = -21582.246561 nChanged 5 SP:Iteration 8Q (47.838188 sec): 3 clusters Score: Raw -22684.816278 + Penalty 1099.109493 = -21585.706786 nChanged 2 SP:Iteration 9Q (47.839459 sec): 3 clusters Score: Raw -22685.919984 + Penalty 1100.316015 = -21585.603969 nChanged 1 SP:Iteration 10F (47.840813 sec): 3 clusters Score: Raw -22685.876771 + Penalty 1100.316015 = -21585.560756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.842274 sec): 2 clusters Score: Raw -13693.530151 + Penalty 298.388341 = -13395.141810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.843135 sec): 3 clusters Score: Raw -13528.634527 + Penalty 595.151646 = -12933.482881 nChanged 123 SP:Iteration 1F (47.843956 sec): 3 clusters Score: Raw -13608.079515 + Penalty 596.467349 = -13011.612166 nChanged 35 SP:Iteration 2F (47.844779 sec): 3 clusters Score: Raw -13645.074851 + Penalty 604.023245 = -13041.051607 nChanged 35 SP:Iteration 3F (47.845599 sec): 3 clusters Score: Raw -13697.832604 + Penalty 627.644952 = -13070.187652 nChanged 38 SP:Iteration 4F (47.846420 sec): 3 clusters Score: Raw -13750.167544 + Penalty 642.144932 = -13108.022613 nChanged 20 SP:Iteration 5F (47.847240 sec): 3 clusters Score: Raw -13772.491964 + Penalty 643.113245 = -13129.378719 nChanged 6 SP:Iteration 6Q (47.848042 sec): 3 clusters Score: Raw -13775.896679 + Penalty 641.324236 = -13134.572444 nChanged 3 SP:Iteration 7Q (47.848844 sec): 3 clusters Score: Raw -13779.832683 + Penalty 641.729526 = -13138.103157 nChanged 1 SP:Iteration 8Q (47.849644 sec): 3 clusters Score: Raw -13781.420670 + Penalty 641.729526 = -13139.691144 nChanged 0 SP:Iteration 9F (47.850462 sec): 3 clusters Score: Raw -13781.420670 + Penalty 641.729526 = -13139.691144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.851098 sec): 2 clusters Score: Raw -1704.715411 + Penalty 344.059966 = -1360.655444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.851403 sec): 3 clusters Score: Raw -1725.868965 + Penalty 685.070153 = -1040.798812 nChanged 4 SP:Iteration 1F (47.851708 sec): 3 clusters Score: Raw -1732.155662 + Penalty 686.690175 = -1045.465488 nChanged 1 SP:Iteration 2Q (47.851999 sec): 3 clusters Score: Raw -1733.566429 + Penalty 688.119933 = -1045.446497 nChanged 1 SP:Iteration 3F (47.852295 sec): 3 clusters Score: Raw -1735.443489 + Penalty 688.119933 = -1047.323557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.853398 sec): 2 clusters Score: Raw -8536.979552 + Penalty 857.430230 = -7679.549322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.854034 sec): 3 clusters Score: Raw -8563.146415 + Penalty 1714.844393 = -6848.302021 nChanged 40 SP:Iteration 1F (47.854666 sec): 3 clusters Score: Raw -8636.049320 + Penalty 1714.851064 = -6921.198256 nChanged 10 SP:Iteration 2Q (47.855281 sec): 3 clusters Score: Raw -8657.049072 + Penalty 1714.935541 = -6942.113531 nChanged 5 SP:Iteration 3Q (47.855893 sec): 3 clusters Score: Raw -8670.583695 + Penalty 1714.958259 = -6955.625436 nChanged 1 SP:Iteration 4Q (47.856494 sec): 3 clusters Score: Raw -8674.016991 + Penalty 1714.926240 = -6959.090751 nChanged 1 SP:Iteration 5Q (47.857108 sec): 3 clusters Score: Raw -8674.993624 + Penalty 1714.926240 = -6960.067384 nChanged 0 SP:Iteration 6F (47.857740 sec): 3 clusters Score: Raw -8674.993624 + Penalty 1714.926240 = -6960.067384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.858234 sec): 2 clusters Score: Raw -341.318455 + Penalty 142.523645 = -198.794810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.858467 sec): 3 clusters Score: Raw -346.368346 + Penalty 284.009250 = -62.359096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.858959 sec): 2 clusters Score: Raw -462.679996 + Penalty 163.246333 = -299.433662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.859190 sec): 3 clusters Score: Raw -481.898738 + Penalty 326.904194 = -154.994545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.859680 sec): 2 clusters Score: Raw -546.331881 + Penalty 225.283670 = -321.048211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.859914 sec): 3 clusters Score: Raw -571.042653 + Penalty 442.663473 = -128.379180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.860376 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.860571 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.861016 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.861197 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.862417 sec): 2 clusters Score: Raw -7633.562213 + Penalty 430.293253 = -7203.268961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.862991 sec): 3 clusters Score: Raw -7594.746422 + Penalty 872.882421 = -6721.864001 nChanged 44 SP:Iteration 1F (47.863527 sec): 3 clusters Score: Raw -7653.136337 + Penalty 884.391753 = -6768.744584 nChanged 19 SP:Iteration 2F (47.864054 sec): 3 clusters Score: Raw -7674.417120 + Penalty 890.492484 = -6783.924636 nChanged 7 SP:Iteration 3Q (47.864573 sec): 3 clusters Score: Raw -7690.901527 + Penalty 896.451132 = -6794.450395 nChanged 6 SP:Iteration 4Q (47.865088 sec): 3 clusters Score: Raw -7699.374594 + Penalty 896.451132 = -6802.923462 nChanged 0 SP:Iteration 5F (47.865618 sec): 3 clusters Score: Raw -7699.374594 + Penalty 896.451132 = -6802.923462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.866365 sec): 2 clusters Score: Raw -2575.325212 + Penalty 375.192420 = -2200.132792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.866741 sec): 3 clusters Score: Raw -2583.575954 + Penalty 754.037019 = -1829.538935 nChanged 9 SP:Iteration 1F (47.867094 sec): 3 clusters Score: Raw -2609.879680 + Penalty 790.315995 = -1819.563685 nChanged 7 SP:Iteration 2F (47.867446 sec): 3 clusters Score: Raw -2626.937826 + Penalty 793.497445 = -1833.440381 nChanged 2 SP:Iteration 3Q (47.867781 sec): 3 clusters Score: Raw -2633.625925 + Penalty 800.005669 = -1833.620256 nChanged 1 SP:Iteration 4Q (47.868112 sec): 3 clusters Score: Raw -2636.650998 + Penalty 800.005669 = -1836.645329 nChanged 0 SP:Iteration 5F (47.868464 sec): 3 clusters Score: Raw -2636.650998 + Penalty 800.005669 = -1836.645329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.869332 sec): 2 clusters Score: Raw -6125.853367 + Penalty 223.722496 = -5902.130871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.869835 sec): 3 clusters Score: Raw -6047.346067 + Penalty 458.221966 = -5589.124101 nChanged 43 SP:Iteration 1F (47.870338 sec): 3 clusters Score: Raw -6094.052990 + Penalty 475.599057 = -5618.453932 nChanged 18 SP:Iteration 2F (47.870838 sec): 3 clusters Score: Raw -6120.720620 + Penalty 493.183172 = -5627.537448 nChanged 8 SP:Iteration 3Q (47.871320 sec): 3 clusters Score: Raw -6131.106991 + Penalty 501.547034 = -5629.559957 nChanged 4 SP:Iteration 4Q (47.871790 sec): 3 clusters Score: Raw -6134.461843 + Penalty 507.957342 = -5626.504501 nChanged 2 SP:Iteration 5F (47.872274 sec): 3 clusters Score: Raw -6134.376873 + Penalty 509.826052 = -5624.550821 nChanged 1 SP:Iteration 6F (47.872754 sec): 3 clusters Score: Raw -6134.436771 + Penalty 512.660402 = -5621.776369 nChanged 1 SP:Iteration 7F (47.873237 sec): 3 clusters Score: Raw -6134.144925 + Penalty 521.955099 = -5612.189826 nChanged 2 SP:Iteration 8F (47.873717 sec): 3 clusters Score: Raw -6135.524497 + Penalty 534.661333 = -5600.863164 nChanged 3 SP:Iteration 9F (47.874196 sec): 3 clusters Score: Raw -6137.204872 + Penalty 554.232612 = -5582.972260 nChanged 3 SP:Iteration 10F (47.874676 sec): 3 clusters Score: Raw -6139.325826 + Penalty 558.170511 = -5581.155315 nChanged 1 SP:Iteration 11F (47.875156 sec): 3 clusters Score: Raw -6140.312599 + Penalty 558.170511 = -5582.142088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.875661 sec): 2 clusters Score: Raw -436.853760 + Penalty 202.972223 = -233.881537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.875891 sec): 3 clusters Score: Raw -458.187345 + Penalty 402.279801 = -55.907544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.876557 sec): 2 clusters Score: Raw -2377.183881 + Penalty 547.358125 = -1829.825755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.876903 sec): 3 clusters Score: Raw -2481.699268 + Penalty 1095.000851 = -1386.698417 nChanged 2 SP:Iteration 1Q (47.877222 sec): 3 clusters Score: Raw -2494.212133 + Penalty 1094.994203 = -1399.217930 nChanged 1 SP:Iteration 2Q (47.877536 sec): 3 clusters Score: Raw -2502.351349 + Penalty 1094.839112 = -1407.512237 nChanged 2 SP:Iteration 3Q (47.877854 sec): 3 clusters Score: Raw -2516.658573 + Penalty 1095.301826 = -1421.356747 nChanged 1 SP:Iteration 4Q (47.878166 sec): 3 clusters Score: Raw -2522.017414 + Penalty 1095.301826 = -1426.715588 nChanged 0 SP:Iteration 5F (47.878503 sec): 3 clusters Score: Raw -2522.017414 + Penalty 1095.301826 = -1426.715588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.879005 sec): 2 clusters Score: Raw -595.112298 + Penalty 210.010869 = -385.101429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.879245 sec): 3 clusters Score: Raw -610.888687 + Penalty 423.976183 = -186.912504 nChanged 1 SP:Iteration 1F (47.879481 sec): 3 clusters Score: Raw -612.492368 + Penalty 423.976183 = -188.516185 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 67 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.881993 sec): 2 clusters Score: Raw -25947.186907 + Penalty 196.112257 = -25751.074650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.883585 sec): 3 clusters Score: Raw -25475.081492 + Penalty 389.579415 = -25085.502077 nChanged 305 SP:Iteration 1F (47.885133 sec): 3 clusters Score: Raw -25640.259874 + Penalty 392.302175 = -25247.957699 nChanged 91 SP:Iteration 2F (47.886670 sec): 3 clusters Score: Raw -25706.212300 + Penalty 402.285367 = -25303.926933 nChanged 73 SP:Iteration 3F (47.888190 sec): 3 clusters Score: Raw -25774.622879 + Penalty 428.713823 = -25345.909055 nChanged 65 SP:Iteration 4F (47.889750 sec): 3 clusters Score: Raw -25845.350867 + Penalty 477.636421 = -25367.714446 nChanged 52 SP:Iteration 5F (47.891295 sec): 3 clusters Score: Raw -25906.023660 + Penalty 551.636253 = -25354.387408 nChanged 33 SP:Iteration 6F (47.892822 sec): 3 clusters Score: Raw -25953.965303 + Penalty 582.790648 = -25371.174654 nChanged 9 SP:Iteration 7Q (47.894226 sec): 3 clusters Score: Raw -25968.718427 + Penalty 582.192129 = -25386.526298 nChanged 2 SP:Iteration 8Q (47.895569 sec): 3 clusters Score: Raw -25974.068876 + Penalty 571.346585 = -25402.722291 nChanged 2 SP:Iteration 9Q (47.896869 sec): 3 clusters Score: Raw -25977.928806 + Penalty 571.346585 = -25406.582221 nChanged 0 SP:Iteration 10F (47.898434 sec): 3 clusters Score: Raw -25977.928806 + Penalty 571.346585 = -25406.582221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.898980 sec): 2 clusters Score: Raw -416.862573 + Penalty 208.911233 = -207.951340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.899207 sec): 3 clusters Score: Raw -418.021559 + Penalty 410.591766 = -7.429793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.899695 sec): 2 clusters Score: Raw -461.671026 + Penalty 207.540972 = -254.130054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.899926 sec): 3 clusters Score: Raw -471.414506 + Penalty 406.605203 = -64.809303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.900553 sec): 2 clusters Score: Raw -2397.905439 + Penalty 504.752435 = -1893.153004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.900912 sec): 3 clusters Score: Raw -2501.430765 + Penalty 1010.824773 = -1490.605992 nChanged 3 SP:Iteration 1Q (47.901222 sec): 3 clusters Score: Raw -2525.310262 + Penalty 1010.824773 = -1514.485489 nChanged 0 SP:Iteration 2F (47.901548 sec): 3 clusters Score: Raw -2525.310262 + Penalty 1010.824773 = -1514.485489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.902076 sec): 2 clusters Score: Raw -1068.045506 + Penalty 238.005649 = -830.039856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.902336 sec): 3 clusters Score: Raw -1073.999758 + Penalty 472.270771 = -601.728987 nChanged 1 SP:Iteration 1Q (47.902588 sec): 3 clusters Score: Raw -1076.592371 + Penalty 472.270771 = -604.321600 nChanged 0 SP:Iteration 2F (47.902843 sec): 3 clusters Score: Raw -1076.592371 + Penalty 472.270771 = -604.321600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 76 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.905388 sec): 2 clusters Score: Raw -25499.524990 + Penalty 141.515823 = -25358.009167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.907002 sec): 3 clusters Score: Raw -25004.634398 + Penalty 294.522346 = -24710.112052 nChanged 349 SP:Iteration 1F (47.908608 sec): 3 clusters Score: Raw -25295.322670 + Penalty 313.611728 = -24981.710942 nChanged 94 SP:Iteration 2F (47.910217 sec): 3 clusters Score: Raw -25401.292158 + Penalty 371.056252 = -25030.235906 nChanged 56 SP:Iteration 3F (47.911826 sec): 3 clusters Score: Raw -25473.896516 + Penalty 396.954179 = -25076.942336 nChanged 15 SP:Iteration 4Q (47.913374 sec): 3 clusters Score: Raw -25490.037075 + Penalty 397.933623 = -25092.103452 nChanged 12 SP:Iteration 5Q (47.914827 sec): 3 clusters Score: Raw -25500.961841 + Penalty 388.551394 = -25112.410447 nChanged 5 SP:Iteration 6Q (47.916244 sec): 3 clusters Score: Raw -25504.764739 + Penalty 394.699320 = -25110.065419 nChanged 2 SP:Iteration 7F (47.917904 sec): 3 clusters Score: Raw -25507.199165 + Penalty 399.246292 = -25107.952873 nChanged 1 SP:Iteration 8F (47.919542 sec): 3 clusters Score: Raw -25508.182799 + Penalty 399.246292 = -25108.936507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.920073 sec): 2 clusters Score: Raw -413.839166 + Penalty 131.932842 = -281.906324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.920318 sec): 3 clusters Score: Raw -430.281194 + Penalty 260.947868 = -169.333326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.920783 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.920976 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.921517 sec): 2 clusters Score: Raw -1114.659763 + Penalty 333.067558 = -781.592205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.921789 sec): 3 clusters Score: Raw -1177.966720 + Penalty 664.934928 = -513.031792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.922293 sec): 2 clusters Score: Raw -655.974275 + Penalty 252.016542 = -403.957732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.922537 sec): 3 clusters Score: Raw -679.772509 + Penalty 501.455869 = -178.316640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.923022 sec): 2 clusters Score: Raw -74.065361 + Penalty 55.628381 = -18.436980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.923227 sec): 3 clusters Score: Raw -67.951509 + Penalty 111.256762 = 43.305253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.923695 sec): 2 clusters Score: Raw -219.923982 + Penalty 120.957059 = -98.966924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.923904 sec): 3 clusters Score: Raw -221.285470 + Penalty 220.485730 = -0.799741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.924398 sec): 2 clusters Score: Raw -609.415491 + Penalty 239.036527 = -370.378964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.924636 sec): 3 clusters Score: Raw -624.744536 + Penalty 452.295655 = -172.448881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.925164 sec): 2 clusters Score: Raw -1038.571573 + Penalty 290.462473 = -748.109101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.925424 sec): 3 clusters Score: Raw -1081.036295 + Penalty 585.834458 = -495.201837 nChanged 1 SP:Iteration 1Q (47.925674 sec): 3 clusters Score: Raw -1086.415971 + Penalty 585.834458 = -500.581513 nChanged 0 SP:Iteration 2F (47.925931 sec): 3 clusters Score: Raw -1086.415971 + Penalty 585.834458 = -500.581513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.926404 sec): 2 clusters Score: Raw -257.259808 + Penalty 101.117893 = -156.141914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.926626 sec): 3 clusters Score: Raw -266.872014 + Penalty 209.229067 = -57.642947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.927183 sec): 2 clusters Score: Raw -1426.334295 + Penalty 358.131018 = -1068.203276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.927466 sec): 3 clusters Score: Raw -1500.898515 + Penalty 722.522754 = -778.375761 nChanged 1 SP:Iteration 1Q (47.927732 sec): 3 clusters Score: Raw -1506.796905 + Penalty 722.522754 = -784.274151 nChanged 0 SP:Iteration 2F (47.928010 sec): 3 clusters Score: Raw -1506.796905 + Penalty 722.522754 = -784.274151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.928489 sec): 2 clusters Score: Raw -337.607969 + Penalty 190.738028 = -146.869941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.928714 sec): 3 clusters Score: Raw -361.244160 + Penalty 401.100060 = 39.855900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.929189 sec): 2 clusters Score: Raw -317.813842 + Penalty 190.607915 = -127.205926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.929413 sec): 3 clusters Score: Raw -330.409823 + Penalty 378.190359 = 47.780536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.929950 sec): 2 clusters Score: Raw -1165.075403 + Penalty 203.809877 = -961.265526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.930218 sec): 3 clusters Score: Raw -1183.507198 + Penalty 408.021018 = -775.486180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.930706 sec): 2 clusters Score: Raw -266.609509 + Penalty 140.653719 = -125.955790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.930921 sec): 3 clusters Score: Raw -260.951757 + Penalty 140.653719 = -120.298038 nChanged 1 SP:Iteration 1F (47.931118 sec): 2 clusters Score: Raw -266.609509 + Penalty 140.653719 = -125.955790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.931630 sec): 2 clusters Score: Raw -754.234416 + Penalty 286.914126 = -467.320290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.931882 sec): 3 clusters Score: Raw -786.879296 + Penalty 565.157644 = -221.721652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.932343 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.932536 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.932993 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.933199 sec): 3 clusters Score: Raw -65.028315 + Penalty 93.989141 = 28.960826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.933666 sec): 2 clusters Score: Raw -257.331436 + Penalty 162.357992 = -94.973444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.933884 sec): 3 clusters Score: Raw -246.786446 + Penalty 324.715983 = 77.929537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.934349 sec): 2 clusters Score: Raw -221.120052 + Penalty 148.024826 = -73.095226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.934565 sec): 3 clusters Score: Raw -222.710404 + Penalty 291.713074 = 69.002670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.935026 sec): 2 clusters Score: Raw -164.185029 + Penalty 122.030402 = -42.154627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.935233 sec): 3 clusters Score: Raw -157.463918 + Penalty 244.060804 = 86.596887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.935698 sec): 2 clusters Score: Raw -186.544144 + Penalty 143.586876 = -42.957268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.935911 sec): 3 clusters Score: Raw -182.385881 + Penalty 319.709239 = 137.323358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.936378 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.936576 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.937037 sec): 2 clusters Score: Raw -219.688134 + Penalty 46.734715 = -172.953419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.937256 sec): 3 clusters Score: Raw -217.277500 + Penalty 95.246209 = -122.031291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.937704 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.937890 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.938366 sec): 2 clusters Score: Raw -340.602278 + Penalty 152.490493 = -188.111785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.938592 sec): 3 clusters Score: Raw -343.154261 + Penalty 304.980987 = -38.173274 nChanged 1 SP:Iteration 1F (47.938814 sec): 3 clusters Score: Raw -348.345993 + Penalty 304.980987 = -43.365007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.939285 sec): 2 clusters Score: Raw -306.483685 + Penalty 169.484707 = -136.998978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.939506 sec): 3 clusters Score: Raw -304.953157 + Penalty 338.969414 = 34.016257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 193 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.939988 sec): 2 clusters Score: Raw -434.514259 + Penalty 170.074957 = -264.439302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.940218 sec): 3 clusters Score: Raw -443.239638 + Penalty 340.149915 = -103.089723 nChanged 1 SP:Iteration 1F (47.940447 sec): 3 clusters Score: Raw -446.419261 + Penalty 340.149915 = -106.269346 nChanged 0 Deleting Class 135 (6 points): Lose 52.255603 but Gain 921.956803 Iteration 119Q (48.063075 sec): 79 clusters Score: Raw -774533.118215 + Penalty 54064.559659 = -720468.558557 nChanged 8 Deleting Class 141 (4 points): Lose 31.417620 but Gain 895.631165 Iteration 120F (49.015498 sec): 78 clusters Score: Raw -774523.918334 + Penalty 53239.265638 = -721284.652696 nChanged 10 Deleting Class 85 (2 points): Lose 14.632893 but Gain 876.915998 Iteration 121Q (49.125302 sec): 77 clusters Score: Raw -774532.832747 + Penalty 52372.673083 = -722160.159663 nChanged 4 Deleting Class 68 (10 points): Lose 63.370107 but Gain 923.129683 Iteration 122Q (49.233637 sec): 76 clusters Score: Raw -774483.488021 + Penalty 51458.455064 = -723025.032956 nChanged 11 Deleting Class 29 (10 points): Lose 62.100864 but Gain 919.761900 Iteration 123Q (49.341507 sec): 75 clusters Score: Raw -774437.936278 + Penalty 50547.287099 = -723890.649179 nChanged 10 Deleting Class 70 (65 points): Lose 381.085953 but Gain 1229.779839 Iteration 124Q (49.449814 sec): 74 clusters Score: Raw -774070.443322 + Penalty 49497.240370 = -724573.202952 nChanged 66 Deleting Class 35 (49 points): Lose 201.175330 but Gain 1053.818020 Iteration 125Q (49.559267 sec): 73 clusters Score: Raw -774069.533468 + Penalty 48529.491621 = -725540.041847 nChanged 59 Deleting Class 147 (5 points): Lose 61.139666 but Gain 907.730922 Iteration 126Q (49.667788 sec): 72 clusters Score: Raw -774123.578087 + Penalty 47657.499808 = -726466.078279 nChanged 29 Deleting Class 117 (9 points): Lose 55.720061 but Gain 882.638963 Iteration 127Q (49.774505 sec): 71 clusters Score: Raw -774103.868487 + Penalty 46811.696014 = -727292.172474 nChanged 28 Deleting Class 6 (16 points): Lose 127.258662 but Gain 947.844468 Iteration 128Q (49.880429 sec): 70 clusters Score: Raw -774013.659125 + Penalty 45911.458459 = -728102.200665 nChanged 28 Deleting Class 136 (6 points): Lose 25.329353 but Gain 840.565308 Iteration 129Q (49.986390 sec): 69 clusters Score: Raw -774032.171843 + Penalty 45107.267725 = -728924.904118 nChanged 21 Deleting Class 106 (10 points): Lose 41.775429 but Gain 842.826556 Iteration 130F (50.819883 sec): 68 clusters Score: Raw -774015.977678 + Penalty 44272.253466 = -729743.724211 nChanged 22 Deleting Class 89 (2 points): Lose 17.179378 but Gain 816.559002 Iteration 131Q (50.925495 sec): 67 clusters Score: Raw -774022.077046 + Penalty 43467.835988 = -730554.241058 nChanged 14 Deleting Class 130 (25 points): Lose 153.456903 but Gain 948.914586 Iteration 132Q (51.030174 sec): 66 clusters Score: Raw -773878.241983 + Penalty 42548.236992 = -731330.004991 nChanged 27 Deleting Class 151 (6 points): Lose 18.386850 but Gain 811.460913 Iteration 133Q (51.134740 sec): 65 clusters Score: Raw -773916.635187 + Penalty 41734.935985 = -732181.699202 nChanged 8 Deleting Class 40 (51 points): Lose 131.037716 but Gain 920.866702 Iteration 134Q (51.238279 sec): 64 clusters Score: Raw -773800.964483 + Penalty 40872.712849 = -732928.251635 nChanged 56 Deleting Class 45 (15 points): Lose 69.919909 but Gain 846.427203 Iteration 135Q (51.342275 sec): 63 clusters Score: Raw -773813.072424 + Penalty 40027.263858 = -733785.808566 nChanged 30 Deleting Class 186 (12 points): Lose 68.907938 but Gain 845.046004 Iteration 136Q (51.445665 sec): 62 clusters Score: Raw -773797.641831 + Penalty 39192.939448 = -734604.702383 nChanged 24 Deleting Class 105 (42 points): Lose 208.324869 but Gain 974.894541 Iteration 137Q (51.549734 sec): 61 clusters Score: Raw -773626.678286 + Penalty 38257.861154 = -735368.817131 nChanged 55 Deleting Class 59 (13 points): Lose 74.823952 but Gain 836.337944 Iteration 138Q (51.656906 sec): 60 clusters Score: Raw -773650.240678 + Penalty 37444.455116 = -736205.785562 nChanged 20 Deleting Class 87 (35 points): Lose 215.969835 but Gain 953.162220 Iteration 139Q (51.760785 sec): 59 clusters Score: Raw -773461.266383 + Penalty 36491.580238 = -736969.686144 nChanged 41 Deleting Class 11 (56 points): Lose 167.683578 but Gain 900.531141 Iteration 140F (52.470760 sec): 58 clusters Score: Raw -773401.062621 + Penalty 35593.160565 = -737807.902055 nChanged 72 Deleting Class 63 (22 points): Lose 91.483829 but Gain 812.269513 Iteration 141Q (52.574967 sec): 57 clusters Score: Raw -773408.675822 + Penalty 34813.672050 = -738595.003772 nChanged 47 Deleting Class 98 (36 points): Lose 193.419369 but Gain 909.277540 Iteration 142Q (52.679072 sec): 56 clusters Score: Raw -773279.429223 + Penalty 33919.205510 = -739360.223713 nChanged 64 Deleting Class 46 (4 points): Lose 15.401886 but Gain 721.238333 Iteration 143Q (52.782137 sec): 55 clusters Score: Raw -773388.199004 + Penalty 33195.651516 = -740192.547487 nChanged 31 Deleting Class 123 (7 points): Lose 31.621193 but Gain 735.436273 Iteration 144Q (52.884287 sec): 54 clusters Score: Raw -773393.231815 + Penalty 32467.910123 = -740925.321692 nChanged 23 Deleting Class 96 (25 points): Lose 170.778178 but Gain 866.103659 Iteration 145Q (52.983613 sec): 53 clusters Score: Raw -773242.040128 + Penalty 31612.421452 = -741629.618677 nChanged 37 Deleting Class 13 (59 points): Lose 253.509192 but Gain 948.771292 Iteration 146Q (53.082743 sec): 52 clusters Score: Raw -773084.339151 + Penalty 30742.147680 = -742342.191472 nChanged 76 Deleting Class 22 (5 points): Lose 32.809418 but Gain 724.032211 Iteration 147Q (53.181306 sec): 51 clusters Score: Raw -773200.204831 + Penalty 30060.015411 = -743140.189420 nChanged 30 Deleting Class 69 (16 points): Lose 132.886043 but Gain 816.634560 Iteration 148Q (53.278206 sec): 50 clusters Score: Raw -773093.438002 + Penalty 29248.782382 = -743844.655620 nChanged 28 Deleting Class 134 (2 points): Lose 18.687129 but Gain 689.824847 Iteration 149Q (53.377466 sec): 49 clusters Score: Raw -773112.254244 + Penalty 28568.858909 = -744543.395334 nChanged 12 Deleting Class 94 (6 points): Lose 48.272534 but Gain 686.859834 Iteration 150F (53.967676 sec): 48 clusters Score: Raw -773075.986943 + Penalty 27891.568784 = -745184.418159 nChanged 19 Deleting Class 132 (3 points): Lose 12.760586 but Gain 648.569965 Iteration 151Q (54.066193 sec): 47 clusters Score: Raw -773082.807687 + Penalty 27254.514549 = -745828.293139 nChanged 17 Deleting Class 193 (11 points): Lose 72.379088 but Gain 687.166373 Iteration 152Q (54.164890 sec): 46 clusters Score: Raw -773028.503788 + Penalty 26588.046700 = -746440.457089 nChanged 25 Deleting Class 185 (10 points): Lose 68.097033 but Gain 673.819682 Iteration 153Q (54.263468 sec): 45 clusters Score: Raw -772993.662942 + Penalty 25918.207012 = -747075.455930 nChanged 24 Deleting Class 75 (45 points): Lose 197.829360 but Gain 794.072977 Iteration 154Q (54.360709 sec): 44 clusters Score: Raw -772823.148988 + Penalty 25138.194121 = -747684.954867 nChanged 53 Deleting Class 43 (10 points): Lose 34.124713 but Gain 629.778520 Iteration 155Q (54.457795 sec): 43 clusters Score: Raw -772867.095986 + Penalty 24496.635691 = -748370.460295 nChanged 32 Deleting Class 44 (14 points): Lose 68.818316 but Gain 657.837154 Iteration 156Q (54.555233 sec): 42 clusters Score: Raw -772829.879691 + Penalty 23827.839878 = -749002.039813 nChanged 29 Deleting Class 103 (11 points): Lose 33.828930 but Gain 621.731503 Iteration 157Q (54.651602 sec): 41 clusters Score: Raw -772827.586210 + Penalty 23211.107415 = -749616.478794 nChanged 19 Deleting Class 24 (81 points): Lose 265.062268 but Gain 809.039423 Iteration 158Q (54.749455 sec): 40 clusters Score: Raw -772578.676721 + Penalty 22447.219863 = -750131.456858 nChanged 84 Deleting Class 55 (86 points): Lose 367.055590 but Gain 894.140586 Iteration 159Q (54.844654 sec): 39 clusters Score: Raw -772342.681694 + Penalty 21672.520066 = -750670.161627 nChanged 114 Deleting Class 181 (2 points): Lose 24.338884 but Gain 546.998578 Iteration 160F (55.324884 sec): 38 clusters Score: Raw -772548.641251 + Penalty 21129.702237 = -751418.939014 nChanged 44 Deleting Class 60 (103 points): Lose 693.774938 but Gain 1201.881541 Iteration 161Q (55.417167 sec): 37 clusters Score: Raw -771894.308776 + Penalty 20056.346152 = -751837.962624 nChanged 132 Deleting Class 88 (53 points): Lose 383.672994 but Gain 888.530641 Iteration 162Q (55.509331 sec): 36 clusters Score: Raw -771835.406509 + Penalty 19178.801806 = -752656.604703 nChanged 110 Deleting Class 119 (36 points): Lose 133.078137 but Gain 623.673010 Iteration 163Q (55.600825 sec): 35 clusters Score: Raw -771888.782430 + Penalty 18556.578613 = -753332.203817 nChanged 84 Deleting Class 82 (13 points): Lose 62.922681 but Gain 523.348201 Iteration 164Q (55.693243 sec): 34 clusters Score: Raw -771903.041795 + Penalty 18039.399950 = -753863.641845 nChanged 42 Deleting Class 16 (170 points): Lose 576.287105 but Gain 844.819012 Iteration 165Q (55.782550 sec): 33 clusters Score: Raw -771355.242301 + Penalty 17290.985752 = -754064.256550 nChanged 204 Deleting Class 164 (7 points): Lose 42.957185 but Gain 244.361865 Iteration 166Q (55.873817 sec): 32 clusters Score: Raw -771682.905211 + Penalty 17066.835425 = -754616.069786 nChanged 71 Deleting Class 52 (1 points): Lose 6.289286 but Gain 146.602082 Iteration 167Q (55.962093 sec): 31 clusters Score: Raw -771746.827714 + Penalty 16934.267271 = -754812.560443 nChanged 50 Deleting Class 57 (167 points): Lose 377.523122 but Gain 459.982139 Iteration 168Q (56.049910 sec): 30 clusters Score: Raw -771411.266521 + Penalty 16466.828075 = -754944.438447 nChanged 206 Deleting Class 30 (274 points): Lose 1079.671808 but Gain 1093.421821 Iteration 169Q (56.138909 sec): 29 clusters Score: Raw -770557.689576 + Penalty 15454.509555 = -755103.180021 nChanged 330 Iteration 170F (56.505481 sec): 29 clusters Score: Raw -771126.096131 + Penalty 15437.478536 = -755688.617596 nChanged 99 Iteration 171Q (56.593141 sec): 29 clusters Score: Raw -771171.158628 + Penalty 15422.519772 = -755748.638856 nChanged 58 Deleting Class 20 (255 points): Lose 680.654571 but Gain 687.596132 Iteration 172Q (56.680690 sec): 28 clusters Score: Raw -770510.145059 + Penalty 14793.777109 = -755716.367950 nChanged 294 Iteration 173F (57.037460 sec): 28 clusters Score: Raw -771004.911546 + Penalty 14797.034601 = -756207.876946 nChanged 58 Iteration 174Q (57.124417 sec): 28 clusters Score: Raw -771035.364197 + Penalty 14797.000198 = -756238.363999 nChanged 26 Iteration 175Q (57.211121 sec): 28 clusters Score: Raw -771043.702598 + Penalty 14796.337060 = -756247.365538 nChanged 17 Iteration 176Q (57.297480 sec): 28 clusters Score: Raw -771046.456970 + Penalty 14794.669754 = -756251.787216 nChanged 9 Iteration 177Q (57.383812 sec): 28 clusters Score: Raw -771048.193557 + Penalty 14793.665571 = -756254.527987 nChanged 7 Iteration 178Q (57.470038 sec): 28 clusters Score: Raw -771049.355674 + Penalty 14791.297483 = -756258.058192 nChanged 8 Iteration 179Q (57.555663 sec): 28 clusters Score: Raw -771049.806528 + Penalty 14791.736955 = -756258.069573 nChanged 4 Iteration 180F (57.913756 sec): 28 clusters Score: Raw -771050.040943 + Penalty 14792.417426 = -756257.623517 nChanged 4 Iteration 181F (58.270647 sec): 28 clusters Score: Raw -771050.441908 + Penalty 14794.773696 = -756255.668212 nChanged 6 Iteration 182F (58.628677 sec): 28 clusters Score: Raw -771050.962817 + Penalty 14796.974327 = -756253.988491 nChanged 8 Iteration 183F (58.986110 sec): 28 clusters Score: Raw -771051.537383 + Penalty 14799.123129 = -756252.414254 nChanged 6 Iteration 184F (59.346828 sec): 28 clusters Score: Raw -771052.070533 + Penalty 14800.119833 = -756251.950701 nChanged 6 Iteration 185F (59.704745 sec): 28 clusters Score: Raw -771052.376776 + Penalty 14800.724580 = -756251.652196 nChanged 4 Iteration 186F (60.062267 sec): 28 clusters Score: Raw -771052.592928 + Penalty 14801.319940 = -756251.272988 nChanged 3 Iteration 187F (60.419719 sec): 28 clusters Score: Raw -771052.765534 + Penalty 14801.923668 = -756250.841866 nChanged 3 Iteration 188F (60.775267 sec): 28 clusters Score: Raw -771053.013903 + Penalty 14803.443667 = -756249.570237 nChanged 7 Iteration 189F (61.132720 sec): 28 clusters Score: Raw -771053.692773 + Penalty 14804.614887 = -756249.077886 nChanged 7 Iteration 190F (61.490359 sec): 28 clusters Score: Raw -771054.117696 + Penalty 14804.174008 = -756249.943688 nChanged 1 Iteration 191Q (61.576862 sec): 28 clusters Score: Raw -771054.171338 + Penalty 14804.264451 = -756249.906887 nChanged 2 Iteration 192F (61.934409 sec): 28 clusters Score: Raw -771054.213023 + Penalty 14805.368195 = -756248.844828 nChanged 1 Iteration 193F (62.292807 sec): 28 clusters Score: Raw -771054.849228 + Penalty 14807.119548 = -756247.729680 nChanged 3 Iteration 194F (62.650300 sec): 28 clusters Score: Raw -771055.587281 + Penalty 14807.524300 = -756248.062981 nChanged 4 Iteration 195Q (62.736614 sec): 28 clusters Score: Raw -771055.772668 + Penalty 14807.956924 = -756247.815744 nChanged 3 Iteration 196F (63.095132 sec): 28 clusters Score: Raw -771055.912390 + Penalty 14808.385347 = -756247.527043 nChanged 3 Iteration 197F (63.452733 sec): 28 clusters Score: Raw -771055.997849 + Penalty 14808.601161 = -756247.396689 nChanged 1 Iteration 198F (63.810699 sec): 28 clusters Score: Raw -771056.006545 + Penalty 14808.601161 = -756247.405384 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -771056.006545 + Penalty 14808.601161 = -756247.405384Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.862083 sec): 2 clusters Score: Raw -7649.299662 + Penalty 555.525379 = -7093.774283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.862724 sec): 3 clusters Score: Raw -7618.872436 + Penalty 1109.063945 = -6509.808491 nChanged 47 SP:Iteration 1F (63.863356 sec): 3 clusters Score: Raw -7701.725313 + Penalty 1110.380629 = -6591.344684 nChanged 16 SP:Iteration 2F (63.863984 sec): 3 clusters Score: Raw -7725.462127 + Penalty 1111.915031 = -6613.547096 nChanged 3 SP:Iteration 3Q (63.864591 sec): 3 clusters Score: Raw -7731.497686 + Penalty 1112.437225 = -6619.060461 nChanged 2 SP:Iteration 4Q (63.865197 sec): 3 clusters Score: Raw -7735.159823 + Penalty 1113.419524 = -6621.740300 nChanged 1 SP:Iteration 5Q (63.865834 sec): 3 clusters Score: Raw -7736.580731 + Penalty 1113.419524 = -6623.161207 nChanged 0 SP:Iteration 6F (63.866459 sec): 3 clusters Score: Raw -7736.580731 + Penalty 1113.419524 = -6623.161207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.870285 sec): 2 clusters Score: Raw -21357.598947 + Penalty 194.138791 = -21163.460156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.871710 sec): 3 clusters Score: Raw -20942.466722 + Penalty 392.078070 = -20550.388651 nChanged 283 SP:Iteration 1F (63.873094 sec): 3 clusters Score: Raw -21136.377057 + Penalty 402.931754 = -20733.445303 nChanged 99 SP:Iteration 2F (63.874484 sec): 3 clusters Score: Raw -21196.411419 + Penalty 411.017647 = -20785.393772 nChanged 40 SP:Iteration 3F (63.875864 sec): 3 clusters Score: Raw -21222.748039 + Penalty 424.544457 = -20798.203581 nChanged 35 SP:Iteration 4F (63.877245 sec): 3 clusters Score: Raw -21248.393895 + Penalty 444.937482 = -20803.456412 nChanged 42 SP:Iteration 5F (63.878664 sec): 3 clusters Score: Raw -21281.175357 + Penalty 469.265537 = -20811.909820 nChanged 36 SP:Iteration 6F (63.880063 sec): 3 clusters Score: Raw -21310.947493 + Penalty 484.970235 = -20825.977258 nChanged 20 SP:Iteration 7Q (63.881466 sec): 3 clusters Score: Raw -21325.119885 + Penalty 497.327272 = -20827.792613 nChanged 16 SP:Iteration 8Q (63.882890 sec): 3 clusters Score: Raw -21338.195508 + Penalty 520.147867 = -20818.047640 nChanged 16 SP:Iteration 9F (63.884292 sec): 3 clusters Score: Raw -21353.918342 + Penalty 542.588214 = -20811.330128 nChanged 12 SP:Iteration 10F (63.885682 sec): 3 clusters Score: Raw -21367.399194 + Penalty 569.944838 = -20797.454356 nChanged 10 SP:Iteration 11F (63.887060 sec): 3 clusters Score: Raw -21381.650270 + Penalty 596.224937 = -20785.425333 nChanged 7 SP:Iteration 12F (63.888471 sec): 3 clusters Score: Raw -21402.272749 + Penalty 602.417352 = -20799.855396 nChanged 5 SP:Iteration 13Q (63.889755 sec): 3 clusters Score: Raw -21409.182965 + Penalty 607.895887 = -20801.287078 nChanged 3 SP:Iteration 14Q (63.891005 sec): 3 clusters Score: Raw -21416.855588 + Penalty 619.480956 = -20797.374631 nChanged 3 SP:Iteration 15F (63.892407 sec): 3 clusters Score: Raw -21422.722654 + Penalty 625.007074 = -20797.715579 nChanged 4 SP:Iteration 16Q (63.893629 sec): 3 clusters Score: Raw -21427.195762 + Penalty 628.093860 = -20799.101902 nChanged 1 SP:Iteration 17Q (63.894846 sec): 3 clusters Score: Raw -21429.483779 + Penalty 633.251202 = -20796.232577 nChanged 2 SP:Iteration 18F (63.896257 sec): 3 clusters Score: Raw -21431.276759 + Penalty 633.995170 = -20797.281588 nChanged 2 SP:Iteration 19Q (63.897461 sec): 3 clusters Score: Raw -21434.795994 + Penalty 633.995170 = -20800.800824 nChanged 0 SP:Iteration 20F (63.898861 sec): 3 clusters Score: Raw -21434.795994 + Penalty 633.995170 = -20800.800824 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 3 (4795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.921551 sec): 2 clusters Score: Raw -142512.962105 + Penalty 175.520357 = -142337.441748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.930583 sec): 3 clusters Score: Raw -139333.761138 + Penalty 349.022581 = -138984.738557 nChanged 2228 SP:Iteration 1F (63.939327 sec): 3 clusters Score: Raw -140624.473254 + Penalty 354.276584 = -140270.196670 nChanged 599 SP:Iteration 2F (63.948105 sec): 3 clusters Score: Raw -141090.420471 + Penalty 376.076573 = -140714.343899 nChanged 450 SP:Iteration 3F (63.956797 sec): 3 clusters Score: Raw -141569.004465 + Penalty 413.233027 = -141155.771438 nChanged 363 SP:Iteration 4F (63.965531 sec): 3 clusters Score: Raw -142026.976205 + Penalty 433.281869 = -141593.694335 nChanged 169 SP:Iteration 5Q (63.973466 sec): 3 clusters Score: Raw -142263.986542 + Penalty 443.389483 = -141820.597059 nChanged 92 SP:Iteration 6Q (63.980862 sec): 3 clusters Score: Raw -142371.953439 + Penalty 448.232602 = -141923.720837 nChanged 45 SP:Iteration 7Q (63.987998 sec): 3 clusters Score: Raw -142395.433527 + Penalty 450.100987 = -141945.332540 nChanged 36 SP:Iteration 8Q (63.995104 sec): 3 clusters Score: Raw -142414.105073 + Penalty 455.630143 = -141958.474931 nChanged 34 SP:Iteration 9Q (64.002173 sec): 3 clusters Score: Raw -142430.749891 + Penalty 451.851721 = -141978.898170 nChanged 23 SP:Iteration 10F (64.010896 sec): 3 clusters Score: Raw -142440.277196 + Penalty 453.148685 = -141987.128511 nChanged 18 SP:Iteration 11Q (64.018153 sec): 3 clusters Score: Raw -142445.505469 + Penalty 458.120105 = -141987.385364 nChanged 15 SP:Iteration 12Q (64.025342 sec): 3 clusters Score: Raw -142449.772125 + Penalty 464.177782 = -141985.594343 nChanged 16 SP:Iteration 13F (64.034011 sec): 3 clusters Score: Raw -142454.398752 + Penalty 465.887164 = -141988.511588 nChanged 9 SP:Iteration 14Q (64.040917 sec): 3 clusters Score: Raw -142456.714972 + Penalty 464.975072 = -141991.739901 nChanged 10 SP:Iteration 15Q (64.047866 sec): 3 clusters Score: Raw -142459.024481 + Penalty 469.357372 = -141989.667109 nChanged 10 SP:Iteration 16F (64.056548 sec): 3 clusters Score: Raw -142461.181882 + Penalty 471.617642 = -141989.564239 nChanged 5 SP:Iteration 17F (64.065227 sec): 3 clusters Score: Raw -142461.825498 + Penalty 472.037420 = -141989.788078 nChanged 2 SP:Iteration 18Q (64.072130 sec): 3 clusters Score: Raw -142462.034471 + Penalty 473.423073 = -141988.611399 nChanged 2 SP:Iteration 19F (64.080785 sec): 3 clusters Score: Raw -142462.154976 + Penalty 474.561619 = -141987.593357 nChanged 3 SP:Iteration 20F (64.089443 sec): 3 clusters Score: Raw -142462.408946 + Penalty 476.177075 = -141986.231871 nChanged 3 SP:Iteration 21F (64.098142 sec): 3 clusters Score: Raw -142462.701822 + Penalty 477.937246 = -141984.764577 nChanged 2 SP:Iteration 22F (64.106821 sec): 3 clusters Score: Raw -142462.861494 + Penalty 477.937246 = -141984.924248 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.134295 sec): 2 clusters Score: Raw -188876.762746 + Penalty 315.517955 = -188561.244791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.144253 sec): 3 clusters Score: Raw -185497.295434 + Penalty 638.170288 = -184859.125146 nChanged 2439 SP:Iteration 1F (64.153927 sec): 3 clusters Score: Raw -187358.454023 + Penalty 644.510439 = -186713.943584 nChanged 570 SP:Iteration 2F (64.163602 sec): 3 clusters Score: Raw -187709.736799 + Penalty 648.798753 = -187060.938046 nChanged 338 SP:Iteration 3F (64.173208 sec): 3 clusters Score: Raw -187935.163872 + Penalty 651.162227 = -187284.001645 nChanged 233 SP:Iteration 4Q (64.182789 sec): 3 clusters Score: Raw -188049.195079 + Penalty 651.876283 = -187397.318796 nChanged 152 SP:Iteration 5Q (64.192318 sec): 3 clusters Score: Raw -188116.458655 + Penalty 652.991940 = -187463.466715 nChanged 124 SP:Iteration 6Q (64.201776 sec): 3 clusters Score: Raw -188170.269512 + Penalty 654.485326 = -187515.784185 nChanged 114 SP:Iteration 7Q (64.211203 sec): 3 clusters Score: Raw -188216.372015 + Penalty 657.258407 = -187559.113608 nChanged 103 SP:Iteration 8Q (64.220579 sec): 3 clusters Score: Raw -188255.475910 + Penalty 659.516358 = -187595.959552 nChanged 97 SP:Iteration 9Q (64.230230 sec): 3 clusters Score: Raw -188290.074783 + Penalty 661.827524 = -187628.247259 nChanged 86 SP:Iteration 10F (64.239837 sec): 3 clusters Score: Raw -188315.797644 + Penalty 664.942528 = -187650.855116 nChanged 85 SP:Iteration 11Q (64.248991 sec): 3 clusters Score: Raw -188345.757815 + Penalty 668.685011 = -187677.072804 nChanged 80 SP:Iteration 12Q (64.258153 sec): 3 clusters Score: Raw -188374.722175 + Penalty 671.589668 = -187703.132508 nChanged 87 SP:Iteration 13Q (64.267221 sec): 3 clusters Score: Raw -188403.838540 + Penalty 673.221918 = -187730.616622 nChanged 73 SP:Iteration 14Q (64.276244 sec): 3 clusters Score: Raw -188427.801380 + Penalty 676.266256 = -187751.535124 nChanged 89 SP:Iteration 15Q (64.285206 sec): 3 clusters Score: Raw -188460.216557 + Penalty 678.786987 = -187781.429570 nChanged 94 SP:Iteration 16Q (64.294110 sec): 3 clusters Score: Raw -188495.692209 + Penalty 681.815972 = -187813.876237 nChanged 93 SP:Iteration 17Q (64.302944 sec): 3 clusters Score: Raw -188535.718118 + Penalty 685.413556 = -187850.304562 nChanged 89 SP:Iteration 18Q (64.311855 sec): 3 clusters Score: Raw -188567.726791 + Penalty 684.659988 = -187883.066803 nChanged 65 SP:Iteration 19Q (64.320572 sec): 3 clusters Score: Raw -188592.013248 + Penalty 686.596079 = -187905.417169 nChanged 62 SP:Iteration 20F (64.330564 sec): 3 clusters Score: Raw -188612.358683 + Penalty 688.040832 = -187924.317851 nChanged 62 SP:Iteration 21Q (64.339135 sec): 3 clusters Score: Raw -188635.962422 + Penalty 686.059446 = -187949.902976 nChanged 68 SP:Iteration 22Q (64.347646 sec): 3 clusters Score: Raw -188663.679150 + Penalty 685.210940 = -187978.468209 nChanged 58 SP:Iteration 23Q (64.356113 sec): 3 clusters Score: Raw -188683.341987 + Penalty 687.224916 = -187996.117071 nChanged 42 SP:Iteration 24Q (64.364476 sec): 3 clusters Score: Raw -188697.909417 + Penalty 687.394710 = -188010.514707 nChanged 42 SP:Iteration 25Q (64.373563 sec): 3 clusters Score: Raw -188712.733333 + Penalty 687.113560 = -188025.619773 nChanged 43 SP:Iteration 26Q (64.381812 sec): 3 clusters Score: Raw -188726.611144 + Penalty 686.014291 = -188040.596853 nChanged 36 SP:Iteration 27Q (64.390019 sec): 3 clusters Score: Raw -188739.747798 + Penalty 686.999160 = -188052.748638 nChanged 40 SP:Iteration 28Q (64.398182 sec): 3 clusters Score: Raw -188753.249442 + Penalty 694.580032 = -188058.669411 nChanged 46 SP:Iteration 29Q (64.406344 sec): 3 clusters Score: Raw -188775.404281 + Penalty 701.042644 = -188074.361637 nChanged 56 SP:Iteration 30F (64.416128 sec): 3 clusters Score: Raw -188806.071367 + Penalty 703.752856 = -188102.318512 nChanged 50 SP:Iteration 31Q (64.424280 sec): 3 clusters Score: Raw -188833.453744 + Penalty 708.015335 = -188125.438409 nChanged 36 SP:Iteration 32Q (64.432782 sec): 3 clusters Score: Raw -188852.287390 + Penalty 717.701592 = -188134.585799 nChanged 37 SP:Iteration 33Q (64.440772 sec): 3 clusters Score: Raw -188875.390073 + Penalty 725.341168 = -188150.048905 nChanged 31 SP:Iteration 34Q (64.448691 sec): 3 clusters Score: Raw -188896.068624 + Penalty 726.961059 = -188169.107566 nChanged 19 SP:Iteration 35Q (64.456581 sec): 3 clusters Score: Raw -188905.666236 + Penalty 738.321269 = -188167.344967 nChanged 9 SP:Iteration 36F (64.466213 sec): 3 clusters Score: Raw -188909.249247 + Penalty 734.174087 = -188175.075160 nChanged 7 SP:Iteration 37Q (64.474057 sec): 3 clusters Score: Raw -188911.466946 + Penalty 734.435992 = -188177.030954 nChanged 5 SP:Iteration 38Q (64.481885 sec): 3 clusters Score: Raw -188913.532675 + Penalty 736.864030 = -188176.668645 nChanged 3 SP:Iteration 39F (64.491526 sec): 3 clusters Score: Raw -188914.239050 + Penalty 741.450071 = -188172.788979 nChanged 3 SP:Iteration 40F (64.501153 sec): 3 clusters Score: Raw -188915.992429 + Penalty 741.450071 = -188174.542358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (1162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.509892 sec): 2 clusters Score: Raw -36069.806084 + Penalty 268.453739 = -35801.352345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.512176 sec): 3 clusters Score: Raw -35363.727475 + Penalty 548.338135 = -34815.389340 nChanged 499 SP:Iteration 1F (64.514396 sec): 3 clusters Score: Raw -35700.504031 + Penalty 575.634310 = -35124.869721 nChanged 198 SP:Iteration 2F (64.516609 sec): 3 clusters Score: Raw -35876.980287 + Penalty 606.852917 = -35270.127369 nChanged 99 SP:Iteration 3F (64.518822 sec): 3 clusters Score: Raw -35950.611520 + Penalty 639.604419 = -35311.007101 nChanged 64 SP:Iteration 4F (64.521063 sec): 3 clusters Score: Raw -36006.156657 + Penalty 672.421232 = -35333.735425 nChanged 41 SP:Iteration 5Q (64.523250 sec): 3 clusters Score: Raw -36047.339039 + Penalty 708.421201 = -35338.917838 nChanged 37 SP:Iteration 6Q (64.525438 sec): 3 clusters Score: Raw -36090.590855 + Penalty 745.981159 = -35344.609696 nChanged 24 SP:Iteration 7Q (64.527573 sec): 3 clusters Score: Raw -36126.894711 + Penalty 785.853005 = -35341.041706 nChanged 20 SP:Iteration 8F (64.529965 sec): 3 clusters Score: Raw -36165.491459 + Penalty 798.380589 = -35367.110871 nChanged 8 SP:Iteration 9Q (64.531993 sec): 3 clusters Score: Raw -36180.894744 + Penalty 808.566056 = -35372.328688 nChanged 6 SP:Iteration 10F (64.534284 sec): 3 clusters Score: Raw -36190.470025 + Penalty 816.304165 = -35374.165860 nChanged 5 SP:Iteration 11Q (64.536218 sec): 3 clusters Score: Raw -36194.327952 + Penalty 816.078242 = -35378.249711 nChanged 2 SP:Iteration 12Q (64.538108 sec): 3 clusters Score: Raw -36196.800123 + Penalty 818.129700 = -35378.670423 nChanged 2 SP:Iteration 13Q (64.539976 sec): 3 clusters Score: Raw -36201.353785 + Penalty 825.045520 = -35376.308265 nChanged 5 SP:Iteration 14F (64.542179 sec): 3 clusters Score: Raw -36207.863516 + Penalty 823.903997 = -35383.959519 nChanged 4 SP:Iteration 15Q (64.544083 sec): 3 clusters Score: Raw -36212.659610 + Penalty 825.211065 = -35387.448545 nChanged 6 SP:Iteration 16Q (64.545941 sec): 3 clusters Score: Raw -36221.429472 + Penalty 820.318855 = -35401.110617 nChanged 6 SP:Iteration 17Q (64.547798 sec): 3 clusters Score: Raw -36225.904983 + Penalty 817.578024 = -35408.326959 nChanged 5 SP:Iteration 18Q (64.549655 sec): 3 clusters Score: Raw -36229.646123 + Penalty 811.114120 = -35418.532003 nChanged 7 SP:Iteration 19Q (64.551506 sec): 3 clusters Score: Raw -36235.127212 + Penalty 810.888510 = -35424.238702 nChanged 4 SP:Iteration 20F (64.553765 sec): 3 clusters Score: Raw -36237.071259 + Penalty 808.408549 = -35428.662709 nChanged 3 SP:Iteration 21Q (64.555673 sec): 3 clusters Score: Raw -36241.816266 + Penalty 806.835272 = -35434.980994 nChanged 4 SP:Iteration 22Q (64.557549 sec): 3 clusters Score: Raw -36245.344013 + Penalty 803.934456 = -35441.409557 nChanged 3 SP:Iteration 23Q (64.559426 sec): 3 clusters Score: Raw -36246.623792 + Penalty 802.225017 = -35444.398775 nChanged 2 SP:Iteration 24Q (64.561301 sec): 3 clusters Score: Raw -36247.403523 + Penalty 801.999027 = -35445.404497 nChanged 1 SP:Iteration 25Q (64.563176 sec): 3 clusters Score: Raw -36247.902550 + Penalty 800.976514 = -35446.926035 nChanged 1 SP:Iteration 26Q (64.565052 sec): 3 clusters Score: Raw -36248.032502 + Penalty 800.976514 = -35447.055988 nChanged 0 SP:Iteration 27F (64.567256 sec): 3 clusters Score: Raw -36248.032502 + Penalty 800.976514 = -35447.055988 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.580274 sec): 2 clusters Score: Raw -71894.066612 + Penalty 236.295607 = -71657.771004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.584424 sec): 3 clusters Score: Raw -70494.048307 + Penalty 476.344894 = -70017.703414 nChanged 965 SP:Iteration 1F (64.588466 sec): 3 clusters Score: Raw -70966.956769 + Penalty 492.662442 = -70474.294327 nChanged 328 SP:Iteration 2F (64.592493 sec): 3 clusters Score: Raw -71236.159610 + Penalty 533.215251 = -70702.944359 nChanged 298 SP:Iteration 3F (64.596505 sec): 3 clusters Score: Raw -71581.771468 + Penalty 598.607524 = -70983.163944 nChanged 198 SP:Iteration 4F (64.600519 sec): 3 clusters Score: Raw -71807.378076 + Penalty 648.331846 = -71159.046230 nChanged 78 SP:Iteration 5Q (64.604488 sec): 3 clusters Score: Raw -71886.512409 + Penalty 671.078343 = -71215.434066 nChanged 30 SP:Iteration 6Q (64.608276 sec): 3 clusters Score: Raw -71919.194350 + Penalty 688.465588 = -71230.728762 nChanged 16 SP:Iteration 7Q (64.611964 sec): 3 clusters Score: Raw -71937.042751 + Penalty 702.494833 = -71234.547918 nChanged 8 SP:Iteration 8Q (64.615540 sec): 3 clusters Score: Raw -71946.823934 + Penalty 708.461272 = -71238.362663 nChanged 5 SP:Iteration 9Q (64.618958 sec): 3 clusters Score: Raw -71952.669055 + Penalty 716.887885 = -71235.781170 nChanged 4 SP:Iteration 10F (64.622971 sec): 3 clusters Score: Raw -71959.545354 + Penalty 722.790492 = -71236.754862 nChanged 2 SP:Iteration 11Q (64.626338 sec): 3 clusters Score: Raw -71963.376044 + Penalty 718.121169 = -71245.254876 nChanged 2 SP:Iteration 12Q (64.629756 sec): 3 clusters Score: Raw -71969.588057 + Penalty 718.121169 = -71251.466889 nChanged 0 SP:Iteration 13F (64.634049 sec): 3 clusters Score: Raw -71969.588057 + Penalty 718.121169 = -71251.466889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.638017 sec): 2 clusters Score: Raw -4145.404640 + Penalty 270.857038 = -3874.547602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.638515 sec): 3 clusters Score: Raw -4107.402563 + Penalty 552.145848 = -3555.256715 nChanged 40 SP:Iteration 1F (64.639001 sec): 3 clusters Score: Raw -4172.325564 + Penalty 577.575443 = -3594.750122 nChanged 15 SP:Iteration 2F (64.639483 sec): 3 clusters Score: Raw -4204.243835 + Penalty 583.145966 = -3621.097869 nChanged 4 SP:Iteration 3Q (64.639949 sec): 3 clusters Score: Raw -4210.361654 + Penalty 583.145966 = -3627.215688 nChanged 0 SP:Iteration 4F (64.640426 sec): 3 clusters Score: Raw -4210.361654 + Penalty 583.145966 = -3627.215688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.643292 sec): 2 clusters Score: Raw -35066.112076 + Penalty 385.292160 = -34680.819917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.645082 sec): 3 clusters Score: Raw -34609.489157 + Penalty 772.683184 = -33836.805974 nChanged 331 SP:Iteration 1F (64.646846 sec): 3 clusters Score: Raw -34844.000857 + Penalty 776.566417 = -34067.434440 nChanged 74 SP:Iteration 2F (64.648565 sec): 3 clusters Score: Raw -34900.577113 + Penalty 782.181609 = -34118.395503 nChanged 60 SP:Iteration 3F (64.650283 sec): 3 clusters Score: Raw -34944.623327 + Penalty 788.866256 = -34155.757071 nChanged 43 SP:Iteration 4Q (64.651998 sec): 3 clusters Score: Raw -34977.811364 + Penalty 796.435734 = -34181.375630 nChanged 41 SP:Iteration 5Q (64.653706 sec): 3 clusters Score: Raw -35020.271171 + Penalty 804.647354 = -34215.623817 nChanged 33 SP:Iteration 6Q (64.655432 sec): 3 clusters Score: Raw -35049.727818 + Penalty 809.664247 = -34240.063572 nChanged 24 SP:Iteration 7Q (64.657130 sec): 3 clusters Score: Raw -35065.943743 + Penalty 815.340581 = -34250.603162 nChanged 15 SP:Iteration 8Q (64.658782 sec): 3 clusters Score: Raw -35080.229554 + Penalty 819.783534 = -34260.446021 nChanged 9 SP:Iteration 9Q (64.660402 sec): 3 clusters Score: Raw -35085.824651 + Penalty 824.388298 = -34261.436352 nChanged 10 SP:Iteration 10F (64.662254 sec): 3 clusters Score: Raw -35090.716086 + Penalty 825.843767 = -34264.872319 nChanged 5 SP:Iteration 11Q (64.663908 sec): 3 clusters Score: Raw -35091.634560 + Penalty 825.743215 = -34265.891345 nChanged 3 SP:Iteration 12Q (64.665531 sec): 3 clusters Score: Raw -35092.229808 + Penalty 826.130774 = -34266.099034 nChanged 4 SP:Iteration 13Q (64.667155 sec): 3 clusters Score: Raw -35094.448333 + Penalty 825.484808 = -34268.963526 nChanged 1 SP:Iteration 14Q (64.668735 sec): 3 clusters Score: Raw -35095.890620 + Penalty 826.172755 = -34269.717865 nChanged 1 SP:Iteration 15Q (64.670307 sec): 3 clusters Score: Raw -35096.838751 + Penalty 826.987781 = -34269.850970 nChanged 1 SP:Iteration 16Q (64.671874 sec): 3 clusters Score: Raw -35097.841804 + Penalty 826.953421 = -34270.888383 nChanged 3 SP:Iteration 17Q (64.673437 sec): 3 clusters Score: Raw -35099.369847 + Penalty 828.120420 = -34271.249426 nChanged 3 SP:Iteration 18Q (64.675069 sec): 3 clusters Score: Raw -35105.577858 + Penalty 828.882248 = -34276.695610 nChanged 2 SP:Iteration 19Q (64.676653 sec): 3 clusters Score: Raw -35108.395139 + Penalty 827.844854 = -34280.550285 nChanged 2 SP:Iteration 20F (64.678372 sec): 3 clusters Score: Raw -35109.543994 + Penalty 827.844854 = -34281.699140 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.689968 sec): 2 clusters Score: Raw -77995.999716 + Penalty 165.600677 = -77830.399039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.694802 sec): 3 clusters Score: Raw -76407.507943 + Penalty 338.136660 = -76069.371283 nChanged 1103 SP:Iteration 1F (64.699384 sec): 3 clusters Score: Raw -77179.619960 + Penalty 347.826693 = -76831.793267 nChanged 357 SP:Iteration 2F (64.704004 sec): 3 clusters Score: Raw -77514.537784 + Penalty 361.021838 = -77153.515946 nChanged 202 SP:Iteration 3F (64.708594 sec): 3 clusters Score: Raw -77700.760742 + Penalty 369.436458 = -77331.324284 nChanged 118 SP:Iteration 4Q (64.712925 sec): 3 clusters Score: Raw -77808.664978 + Penalty 382.147639 = -77426.517338 nChanged 84 SP:Iteration 5Q (64.717219 sec): 3 clusters Score: Raw -77887.865067 + Penalty 383.199922 = -77504.665145 nChanged 65 SP:Iteration 6Q (64.721274 sec): 3 clusters Score: Raw -77953.954943 + Penalty 392.841018 = -77561.113926 nChanged 47 SP:Iteration 7Q (64.725209 sec): 3 clusters Score: Raw -77999.611683 + Penalty 398.768879 = -77600.842804 nChanged 29 SP:Iteration 8Q (64.729096 sec): 3 clusters Score: Raw -78021.484963 + Penalty 412.748793 = -77608.736170 nChanged 17 SP:Iteration 9Q (64.732983 sec): 3 clusters Score: Raw -78035.803650 + Penalty 413.882121 = -77621.921529 nChanged 6 SP:Iteration 10F (64.737848 sec): 3 clusters Score: Raw -78039.962581 + Penalty 413.598548 = -77626.364033 nChanged 3 SP:Iteration 11Q (64.741549 sec): 3 clusters Score: Raw -78042.935646 + Penalty 415.927451 = -77627.008195 nChanged 1 SP:Iteration 12Q (64.745229 sec): 3 clusters Score: Raw -78043.167872 + Penalty 415.927451 = -77627.240421 nChanged 0 SP:Iteration 13F (64.749920 sec): 3 clusters Score: Raw -78043.167872 + Penalty 415.927451 = -77627.240421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.754086 sec): 2 clusters Score: Raw -13328.475648 + Penalty 56.584707 = -13271.890941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.754986 sec): 3 clusters Score: Raw -13097.056014 + Penalty 113.633523 = -12983.422491 nChanged 165 SP:Iteration 1F (64.755869 sec): 3 clusters Score: Raw -13201.504831 + Penalty 114.157215 = -13087.347616 nChanged 32 SP:Iteration 2F (64.756751 sec): 3 clusters Score: Raw -13241.587529 + Penalty 114.390165 = -13127.197364 nChanged 29 SP:Iteration 3F (64.757630 sec): 3 clusters Score: Raw -13280.305607 + Penalty 114.541893 = -13165.763714 nChanged 20 SP:Iteration 4F (64.758510 sec): 3 clusters Score: Raw -13293.165656 + Penalty 114.359491 = -13178.806165 nChanged 5 SP:Iteration 5Q (64.759361 sec): 3 clusters Score: Raw -13294.820535 + Penalty 114.275628 = -13180.544908 nChanged 4 SP:Iteration 6Q (64.760209 sec): 3 clusters Score: Raw -13295.091052 + Penalty 114.246062 = -13180.844990 nChanged 1 SP:Iteration 7Q (64.761057 sec): 3 clusters Score: Raw -13295.176366 + Penalty 114.246062 = -13180.930304 nChanged 0 SP:Iteration 8F (64.761935 sec): 3 clusters Score: Raw -13295.176366 + Penalty 114.246062 = -13180.930304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.763102 sec): 2 clusters Score: Raw -8637.673281 + Penalty 126.590454 = -8511.082827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.763808 sec): 3 clusters Score: Raw -8488.838558 + Penalty 252.826422 = -8236.012136 nChanged 99 SP:Iteration 1F (64.764455 sec): 3 clusters Score: Raw -8536.811499 + Penalty 252.571594 = -8284.239905 nChanged 34 SP:Iteration 2F (64.765100 sec): 3 clusters Score: Raw -8560.401776 + Penalty 251.588210 = -8308.813565 nChanged 22 SP:Iteration 3F (64.765744 sec): 3 clusters Score: Raw -8588.977632 + Penalty 252.232469 = -8336.745163 nChanged 16 SP:Iteration 4F (64.766386 sec): 3 clusters Score: Raw -8606.302162 + Penalty 253.510481 = -8352.791681 nChanged 6 SP:Iteration 5Q (64.767012 sec): 3 clusters Score: Raw -8607.703648 + Penalty 253.132360 = -8354.571288 nChanged 3 SP:Iteration 6Q (64.767633 sec): 3 clusters Score: Raw -8607.870927 + Penalty 253.189010 = -8354.681916 nChanged 2 SP:Iteration 7Q (64.768254 sec): 3 clusters Score: Raw -8608.123481 + Penalty 253.509690 = -8354.613791 nChanged 3 SP:Iteration 8F (64.768896 sec): 3 clusters Score: Raw -8609.103051 + Penalty 254.957624 = -8354.145427 nChanged 3 SP:Iteration 9F (64.769543 sec): 3 clusters Score: Raw -8610.949880 + Penalty 256.105483 = -8354.844397 nChanged 4 SP:Iteration 10F (64.770203 sec): 3 clusters Score: Raw -8612.623725 + Penalty 254.745936 = -8357.877788 nChanged 3 SP:Iteration 11Q (64.770819 sec): 3 clusters Score: Raw -8614.193324 + Penalty 253.814112 = -8360.379212 nChanged 6 SP:Iteration 12Q (64.771451 sec): 3 clusters Score: Raw -8617.827181 + Penalty 251.171710 = -8366.655470 nChanged 3 SP:Iteration 13Q (64.772058 sec): 3 clusters Score: Raw -8618.921572 + Penalty 251.830948 = -8367.090624 nChanged 1 SP:Iteration 14Q (64.772663 sec): 3 clusters Score: Raw -8618.653105 + Penalty 251.319007 = -8367.334098 nChanged 1 SP:Iteration 15Q (64.773309 sec): 3 clusters Score: Raw -8618.432042 + Penalty 241.962133 = -8376.469908 nChanged 4 SP:Iteration 16Q (64.773936 sec): 3 clusters Score: Raw -8620.384787 + Penalty 237.064020 = -8383.320767 nChanged 5 SP:Iteration 17Q (64.774537 sec): 3 clusters Score: Raw -8625.033516 + Penalty 236.947081 = -8388.086435 nChanged 1 SP:Iteration 18Q (64.775132 sec): 3 clusters Score: Raw -8626.254914 + Penalty 235.316069 = -8390.938845 nChanged 1 SP:Iteration 19Q (64.775708 sec): 3 clusters Score: Raw -8626.249122 + Penalty 230.644755 = -8395.604367 nChanged 1 SP:Iteration 20F (64.776357 sec): 3 clusters Score: Raw -8627.164180 + Penalty 225.064827 = -8402.099353 nChanged 2 SP:Iteration 21Q (64.776929 sec): 3 clusters Score: Raw -8628.142073 + Penalty 225.064827 = -8403.077246 nChanged 0 SP:Iteration 22F (64.777588 sec): 3 clusters Score: Raw -8628.142073 + Penalty 225.064827 = -8403.077246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.778773 sec): 2 clusters Score: Raw -9179.992272 + Penalty 225.333186 = -8954.659086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.779475 sec): 3 clusters Score: Raw -9061.345657 + Penalty 453.280204 = -8608.065453 nChanged 94 SP:Iteration 1F (64.780164 sec): 3 clusters Score: Raw -9117.039215 + Penalty 455.195921 = -8661.843294 nChanged 19 SP:Iteration 2F (64.780852 sec): 3 clusters Score: Raw -9134.651225 + Penalty 457.484314 = -8677.166912 nChanged 13 SP:Iteration 3Q (64.781521 sec): 3 clusters Score: Raw -9148.360389 + Penalty 459.746477 = -8688.613913 nChanged 11 SP:Iteration 4Q (64.782201 sec): 3 clusters Score: Raw -9159.478986 + Penalty 460.697599 = -8698.781387 nChanged 7 SP:Iteration 5Q (64.782855 sec): 3 clusters Score: Raw -9166.249165 + Penalty 461.645320 = -8704.603845 nChanged 5 SP:Iteration 6Q (64.783527 sec): 3 clusters Score: Raw -9172.188071 + Penalty 465.594333 = -8706.593739 nChanged 5 SP:Iteration 7Q (64.784172 sec): 3 clusters Score: Raw -9175.181438 + Penalty 469.256344 = -8705.925094 nChanged 6 SP:Iteration 8F (64.784855 sec): 3 clusters Score: Raw -9177.488484 + Penalty 471.974096 = -8705.514388 nChanged 2 SP:Iteration 9F (64.785521 sec): 3 clusters Score: Raw -9177.975798 + Penalty 473.317948 = -8704.657850 nChanged 3 SP:Iteration 10F (64.786208 sec): 3 clusters Score: Raw -9180.051809 + Penalty 479.723983 = -8700.327825 nChanged 4 SP:Iteration 11F (64.786873 sec): 3 clusters Score: Raw -9182.526522 + Penalty 482.579545 = -8699.946976 nChanged 4 SP:Iteration 12F (64.787537 sec): 3 clusters Score: Raw -9186.578618 + Penalty 482.963582 = -8703.615037 nChanged 4 SP:Iteration 13Q (64.788177 sec): 3 clusters Score: Raw -9191.372548 + Penalty 482.387783 = -8708.984765 nChanged 1 SP:Iteration 14Q (64.788811 sec): 3 clusters Score: Raw -9193.462606 + Penalty 487.327272 = -8706.135334 nChanged 1 SP:Iteration 15F (64.789476 sec): 3 clusters Score: Raw -9198.135794 + Penalty 487.327272 = -8710.808521 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 17 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.792523 sec): 2 clusters Score: Raw -30126.143922 + Penalty 312.715580 = -29813.428342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.794428 sec): 3 clusters Score: Raw -29591.038906 + Penalty 630.140074 = -28960.898832 nChanged 386 SP:Iteration 1F (64.796271 sec): 3 clusters Score: Raw -29836.257732 + Penalty 643.655050 = -29192.602682 nChanged 125 SP:Iteration 2F (64.798096 sec): 3 clusters Score: Raw -29933.316970 + Penalty 652.240214 = -29281.076756 nChanged 68 SP:Iteration 3F (64.799921 sec): 3 clusters Score: Raw -29987.925574 + Penalty 658.458599 = -29329.466975 nChanged 58 SP:Iteration 4F (64.801745 sec): 3 clusters Score: Raw -30039.148095 + Penalty 661.758478 = -29377.389617 nChanged 42 SP:Iteration 5Q (64.803578 sec): 3 clusters Score: Raw -30073.219946 + Penalty 673.115033 = -29400.104912 nChanged 30 SP:Iteration 6Q (64.805406 sec): 3 clusters Score: Raw -30101.715177 + Penalty 687.802136 = -29413.913041 nChanged 14 SP:Iteration 7Q (64.807234 sec): 3 clusters Score: Raw -30116.572304 + Penalty 694.995027 = -29421.577277 nChanged 7 SP:Iteration 8Q (64.809045 sec): 3 clusters Score: Raw -30125.922586 + Penalty 699.566600 = -29426.355986 nChanged 8 SP:Iteration 9Q (64.810837 sec): 3 clusters Score: Raw -30134.735695 + Penalty 704.332211 = -29430.403484 nChanged 4 SP:Iteration 10F (64.812655 sec): 3 clusters Score: Raw -30140.580652 + Penalty 704.332211 = -29436.248441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.815536 sec): 2 clusters Score: Raw -17996.322978 + Penalty 510.154202 = -17486.168777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.816673 sec): 3 clusters Score: Raw -17778.185785 + Penalty 1028.062488 = -16750.123298 nChanged 155 SP:Iteration 1F (64.817778 sec): 3 clusters Score: Raw -17903.624144 + Penalty 1031.061993 = -16872.562151 nChanged 53 SP:Iteration 2F (64.818884 sec): 3 clusters Score: Raw -17949.229355 + Penalty 1033.469582 = -16915.759773 nChanged 32 SP:Iteration 3F (64.820006 sec): 3 clusters Score: Raw -17981.800008 + Penalty 1034.037072 = -16947.762937 nChanged 19 SP:Iteration 4Q (64.821110 sec): 3 clusters Score: Raw -17994.159027 + Penalty 1037.178127 = -16956.980900 nChanged 7 SP:Iteration 5Q (64.822208 sec): 3 clusters Score: Raw -18001.398663 + Penalty 1037.740656 = -16963.658007 nChanged 6 SP:Iteration 6Q (64.823307 sec): 3 clusters Score: Raw -18008.072392 + Penalty 1037.815178 = -16970.257215 nChanged 7 SP:Iteration 7Q (64.824409 sec): 3 clusters Score: Raw -18013.032030 + Penalty 1039.422085 = -16973.609944 nChanged 7 SP:Iteration 8Q (64.825506 sec): 3 clusters Score: Raw -18020.941950 + Penalty 1038.172268 = -16982.769682 nChanged 7 SP:Iteration 9Q (64.826601 sec): 3 clusters Score: Raw -18025.471805 + Penalty 1038.172268 = -16987.299537 nChanged 0 SP:Iteration 10F (64.827714 sec): 3 clusters Score: Raw -18025.471805 + Penalty 1038.172268 = -16987.299537 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.830667 sec): 2 clusters Score: Raw -27683.535256 + Penalty 346.959169 = -27336.576087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.832486 sec): 3 clusters Score: Raw -27239.605815 + Penalty 694.322722 = -26545.283093 nChanged 350 SP:Iteration 1F (64.834216 sec): 3 clusters Score: Raw -27436.449983 + Penalty 694.532272 = -26741.917711 nChanged 74 SP:Iteration 2F (64.835926 sec): 3 clusters Score: Raw -27472.377134 + Penalty 694.322738 = -26778.054396 nChanged 37 SP:Iteration 3Q (64.837723 sec): 3 clusters Score: Raw -27487.588078 + Penalty 694.099987 = -26793.488091 nChanged 27 SP:Iteration 4Q (64.839479 sec): 3 clusters Score: Raw -27499.759262 + Penalty 694.021973 = -26805.737289 nChanged 22 SP:Iteration 5Q (64.841172 sec): 3 clusters Score: Raw -27512.865025 + Penalty 693.873701 = -26818.991325 nChanged 23 SP:Iteration 6Q (64.842860 sec): 3 clusters Score: Raw -27524.932688 + Penalty 693.918339 = -26831.014350 nChanged 19 SP:Iteration 7Q (64.844512 sec): 3 clusters Score: Raw -27539.266922 + Penalty 694.065998 = -26845.200924 nChanged 19 SP:Iteration 8Q (64.846164 sec): 3 clusters Score: Raw -27545.970634 + Penalty 694.264775 = -26851.705859 nChanged 15 SP:Iteration 9Q (64.847850 sec): 3 clusters Score: Raw -27550.812343 + Penalty 694.218022 = -26856.594321 nChanged 14 SP:Iteration 10F (64.849541 sec): 3 clusters Score: Raw -27559.769624 + Penalty 694.615495 = -26865.154129 nChanged 17 SP:Iteration 11Q (64.851223 sec): 3 clusters Score: Raw -27569.764997 + Penalty 694.946405 = -26874.818593 nChanged 16 SP:Iteration 12Q (64.852863 sec): 3 clusters Score: Raw -27579.371725 + Penalty 695.697382 = -26883.674343 nChanged 24 SP:Iteration 13Q (64.854501 sec): 3 clusters Score: Raw -27593.045619 + Penalty 696.383792 = -26896.661827 nChanged 25 SP:Iteration 14Q (64.856129 sec): 3 clusters Score: Raw -27604.798360 + Penalty 697.272870 = -26907.525490 nChanged 12 SP:Iteration 15Q (64.857745 sec): 3 clusters Score: Raw -27610.968696 + Penalty 697.781398 = -26913.187297 nChanged 10 SP:Iteration 16Q (64.859361 sec): 3 clusters Score: Raw -27615.330936 + Penalty 697.867566 = -26917.463370 nChanged 6 SP:Iteration 17Q (64.861021 sec): 3 clusters Score: Raw -27617.531454 + Penalty 697.928493 = -26919.602962 nChanged 7 SP:Iteration 18Q (64.862659 sec): 3 clusters Score: Raw -27619.493299 + Penalty 698.483579 = -26921.009720 nChanged 4 SP:Iteration 19Q (64.864272 sec): 3 clusters Score: Raw -27620.639014 + Penalty 699.410895 = -26921.228120 nChanged 5 SP:Iteration 20F (64.865931 sec): 3 clusters Score: Raw -27624.417440 + Penalty 700.676189 = -26923.741251 nChanged 7 SP:Iteration 21Q (64.867540 sec): 3 clusters Score: Raw -27627.409599 + Penalty 701.767021 = -26925.642578 nChanged 7 SP:Iteration 22Q (64.869190 sec): 3 clusters Score: Raw -27629.905031 + Penalty 701.637551 = -26928.267479 nChanged 7 SP:Iteration 23Q (64.870827 sec): 3 clusters Score: Raw -27635.010935 + Penalty 701.343438 = -26933.667497 nChanged 6 SP:Iteration 24Q (64.872460 sec): 3 clusters Score: Raw -27637.040201 + Penalty 701.297014 = -26935.743187 nChanged 2 SP:Iteration 25Q (64.874074 sec): 3 clusters Score: Raw -27637.310177 + Penalty 701.416143 = -26935.894033 nChanged 1 SP:Iteration 26Q (64.875678 sec): 3 clusters Score: Raw -27637.401396 + Penalty 701.655156 = -26935.746240 nChanged 1 SP:Iteration 27F (64.877338 sec): 3 clusters Score: Raw -27637.449169 + Penalty 701.655156 = -26935.794012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.878576 sec): 2 clusters Score: Raw -9716.439264 + Penalty 215.144024 = -9501.295240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.879270 sec): 3 clusters Score: Raw -9575.306769 + Penalty 429.435095 = -9145.871674 nChanged 93 SP:Iteration 1F (64.879953 sec): 3 clusters Score: Raw -9635.453099 + Penalty 431.082339 = -9204.370760 nChanged 25 SP:Iteration 2F (64.880665 sec): 3 clusters Score: Raw -9658.209806 + Penalty 432.989428 = -9225.220378 nChanged 20 SP:Iteration 3F (64.881346 sec): 3 clusters Score: Raw -9676.893525 + Penalty 435.874979 = -9241.018547 nChanged 13 SP:Iteration 4Q (64.882019 sec): 3 clusters Score: Raw -9686.320094 + Penalty 439.446297 = -9246.873797 nChanged 9 SP:Iteration 5Q (64.882682 sec): 3 clusters Score: Raw -9692.161814 + Penalty 440.994642 = -9251.167172 nChanged 9 SP:Iteration 6Q (64.883341 sec): 3 clusters Score: Raw -9697.182382 + Penalty 442.662984 = -9254.519399 nChanged 8 SP:Iteration 7Q (64.883999 sec): 3 clusters Score: Raw -9702.366573 + Penalty 451.898149 = -9250.468424 nChanged 8 SP:Iteration 8F (64.884679 sec): 3 clusters Score: Raw -9706.854844 + Penalty 455.830034 = -9251.024809 nChanged 9 SP:Iteration 9Q (64.885330 sec): 3 clusters Score: Raw -9715.351624 + Penalty 465.234793 = -9250.116831 nChanged 5 SP:Iteration 10F (64.886011 sec): 3 clusters Score: Raw -9717.765667 + Penalty 472.051784 = -9245.713883 nChanged 3 SP:Iteration 11F (64.886692 sec): 3 clusters Score: Raw -9719.024473 + Penalty 474.556444 = -9244.468030 nChanged 2 SP:Iteration 12F (64.887372 sec): 3 clusters Score: Raw -9720.630489 + Penalty 479.004556 = -9241.625933 nChanged 1 SP:Iteration 13F (64.888052 sec): 3 clusters Score: Raw -9721.775388 + Penalty 478.425899 = -9243.349489 nChanged 2 SP:Iteration 14Q (64.888683 sec): 3 clusters Score: Raw -9723.525309 + Penalty 477.559613 = -9245.965696 nChanged 2 SP:Iteration 15Q (64.889312 sec): 3 clusters Score: Raw -9724.118948 + Penalty 482.293809 = -9241.825139 nChanged 1 SP:Iteration 16F (64.889993 sec): 3 clusters Score: Raw -9724.957670 + Penalty 488.617519 = -9236.340151 nChanged 1 SP:Iteration 17F (64.890675 sec): 3 clusters Score: Raw -9725.813573 + Penalty 501.977445 = -9223.836128 nChanged 2 SP:Iteration 18F (64.891355 sec): 3 clusters Score: Raw -9727.626362 + Penalty 519.089146 = -9208.537216 nChanged 2 SP:Iteration 19F (64.892034 sec): 3 clusters Score: Raw -9729.804469 + Penalty 522.811504 = -9206.992966 nChanged 2 SP:Iteration 20F (64.892714 sec): 3 clusters Score: Raw -9730.552064 + Penalty 525.993119 = -9204.558945 nChanged 1 SP:Iteration 21F (64.893395 sec): 3 clusters Score: Raw -9731.777097 + Penalty 525.993119 = -9205.783978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.894652 sec): 2 clusters Score: Raw -9706.772162 + Penalty 574.301987 = -9132.470175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.895404 sec): 3 clusters Score: Raw -9617.480146 + Penalty 1148.588476 = -8468.891670 nChanged 69 SP:Iteration 1F (64.896143 sec): 3 clusters Score: Raw -9704.115737 + Penalty 1148.862016 = -8555.253721 nChanged 19 SP:Iteration 2F (64.896881 sec): 3 clusters Score: Raw -9727.479002 + Penalty 1148.922726 = -8578.556276 nChanged 8 SP:Iteration 3Q (64.897605 sec): 3 clusters Score: Raw -9737.557865 + Penalty 1149.249030 = -8588.308834 nChanged 3 SP:Iteration 4Q (64.898327 sec): 3 clusters Score: Raw -9739.984414 + Penalty 1149.413464 = -8590.570951 nChanged 1 SP:Iteration 5Q (64.899047 sec): 3 clusters Score: Raw -9740.638017 + Penalty 1149.766423 = -8590.871594 nChanged 2 SP:Iteration 6Q (64.899767 sec): 3 clusters Score: Raw -9742.033941 + Penalty 1150.144282 = -8591.889659 nChanged 2 SP:Iteration 7Q (64.900489 sec): 3 clusters Score: Raw -9744.236608 + Penalty 1151.138642 = -8593.097966 nChanged 4 SP:Iteration 8Q (64.901209 sec): 3 clusters Score: Raw -9750.600474 + Penalty 1151.869796 = -8598.730679 nChanged 4 SP:Iteration 9Q (64.901927 sec): 3 clusters Score: Raw -9754.427652 + Penalty 1152.631514 = -8601.796138 nChanged 3 SP:Iteration 10F (64.902663 sec): 3 clusters Score: Raw -9758.016451 + Penalty 1152.916438 = -8605.100014 nChanged 3 SP:Iteration 11Q (64.903382 sec): 3 clusters Score: Raw -9764.697582 + Penalty 1151.862955 = -8612.834627 nChanged 3 SP:Iteration 12Q (64.904122 sec): 3 clusters Score: Raw -9768.104926 + Penalty 1151.862955 = -8616.241972 nChanged 0 SP:Iteration 13F (64.904859 sec): 3 clusters Score: Raw -9768.104926 + Penalty 1151.862955 = -8616.241972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.906039 sec): 2 clusters Score: Raw -10335.233826 + Penalty 475.848251 = -9859.385575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.906740 sec): 3 clusters Score: Raw -10241.320011 + Penalty 965.332417 = -9275.987595 nChanged 73 SP:Iteration 1F (64.907431 sec): 3 clusters Score: Raw -10307.163121 + Penalty 986.686157 = -9320.476965 nChanged 26 SP:Iteration 2F (64.908131 sec): 3 clusters Score: Raw -10352.796760 + Penalty 993.492144 = -9359.304616 nChanged 10 SP:Iteration 3Q (64.908811 sec): 3 clusters Score: Raw -10365.245483 + Penalty 999.879803 = -9365.365681 nChanged 6 SP:Iteration 4Q (64.909481 sec): 3 clusters Score: Raw -10371.204576 + Penalty 1004.137783 = -9367.066793 nChanged 4 SP:Iteration 5Q (64.910190 sec): 3 clusters Score: Raw -10376.874832 + Penalty 1009.202140 = -9367.672692 nChanged 4 SP:Iteration 6Q (64.910877 sec): 3 clusters Score: Raw -10381.865643 + Penalty 1011.432812 = -9370.432831 nChanged 3 SP:Iteration 7Q (64.911558 sec): 3 clusters Score: Raw -10386.728915 + Penalty 1012.976890 = -9373.752025 nChanged 2 SP:Iteration 8Q (64.912236 sec): 3 clusters Score: Raw -10389.001953 + Penalty 1013.450566 = -9375.551387 nChanged 2 SP:Iteration 9Q (64.912913 sec): 3 clusters Score: Raw -10392.810591 + Penalty 1013.450566 = -9379.360025 nChanged 0 SP:Iteration 10F (64.913606 sec): 3 clusters Score: Raw -10392.810591 + Penalty 1013.450566 = -9379.360025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.916432 sec): 2 clusters Score: Raw -12352.900499 + Penalty 518.554842 = -11834.345657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.917587 sec): 3 clusters Score: Raw -12133.538816 + Penalty 1029.252583 = -11104.286233 nChanged 152 SP:Iteration 1F (64.918724 sec): 3 clusters Score: Raw -12309.560011 + Penalty 1016.828466 = -11292.731545 nChanged 53 SP:Iteration 2F (64.919848 sec): 3 clusters Score: Raw -12396.288930 + Penalty 1009.117297 = -11387.171633 nChanged 38 SP:Iteration 3F (64.920969 sec): 3 clusters Score: Raw -12441.909162 + Penalty 1001.448472 = -11440.460690 nChanged 20 SP:Iteration 4Q (64.922080 sec): 3 clusters Score: Raw -12461.533915 + Penalty 998.382117 = -11463.151797 nChanged 6 SP:Iteration 5Q (64.923173 sec): 3 clusters Score: Raw -12469.606131 + Penalty 992.354955 = -11477.251175 nChanged 6 SP:Iteration 6Q (64.924263 sec): 3 clusters Score: Raw -12477.196116 + Penalty 989.041504 = -11488.154613 nChanged 6 SP:Iteration 7Q (64.925346 sec): 3 clusters Score: Raw -12483.507867 + Penalty 984.767444 = -11498.740423 nChanged 6 SP:Iteration 8Q (64.926430 sec): 3 clusters Score: Raw -12490.370266 + Penalty 983.806689 = -11506.563577 nChanged 6 SP:Iteration 9Q (64.927504 sec): 3 clusters Score: Raw -12497.001472 + Penalty 981.846967 = -11515.154505 nChanged 7 SP:Iteration 10F (64.928633 sec): 3 clusters Score: Raw -12505.065034 + Penalty 981.063786 = -11524.001248 nChanged 3 SP:Iteration 11Q (64.929706 sec): 3 clusters Score: Raw -12507.232044 + Penalty 980.518041 = -11526.714003 nChanged 5 SP:Iteration 12Q (64.930777 sec): 3 clusters Score: Raw -12519.393626 + Penalty 982.043932 = -11537.349693 nChanged 6 SP:Iteration 13Q (64.931844 sec): 3 clusters Score: Raw -12525.695690 + Penalty 977.990453 = -11547.705236 nChanged 6 SP:Iteration 14Q (64.932910 sec): 3 clusters Score: Raw -12531.305823 + Penalty 970.735898 = -11560.569925 nChanged 4 SP:Iteration 15Q (64.933999 sec): 3 clusters Score: Raw -12536.311460 + Penalty 962.700491 = -11573.610968 nChanged 4 SP:Iteration 16Q (64.935094 sec): 3 clusters Score: Raw -12548.407412 + Penalty 951.503638 = -11596.903773 nChanged 10 SP:Iteration 17Q (64.936153 sec): 3 clusters Score: Raw -12576.401221 + Penalty 947.402239 = -11628.998982 nChanged 6 SP:Iteration 18Q (64.937193 sec): 3 clusters Score: Raw -12584.205647 + Penalty 946.592048 = -11637.613599 nChanged 3 SP:Iteration 19Q (64.938250 sec): 3 clusters Score: Raw -12586.620959 + Penalty 945.724614 = -11640.896345 nChanged 1 SP:Iteration 20F (64.939452 sec): 3 clusters Score: Raw -12586.941686 + Penalty 945.724614 = -11641.217073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.940970 sec): 2 clusters Score: Raw -5865.903856 + Penalty 287.339384 = -5578.564472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.941545 sec): 3 clusters Score: Raw -5821.484421 + Penalty 571.217396 = -5250.267025 nChanged 45 SP:Iteration 1F (64.942106 sec): 3 clusters Score: Raw -5911.771702 + Penalty 572.328448 = -5339.443253 nChanged 11 SP:Iteration 2F (64.942665 sec): 3 clusters Score: Raw -5931.980872 + Penalty 572.604286 = -5359.376586 nChanged 3 SP:Iteration 3Q (64.943207 sec): 3 clusters Score: Raw -5934.244260 + Penalty 572.604286 = -5361.639974 nChanged 0 SP:Iteration 4F (64.943755 sec): 3 clusters Score: Raw -5934.244260 + Penalty 572.604286 = -5361.639974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.945676 sec): 2 clusters Score: Raw -14414.100452 + Penalty 256.363526 = -14157.736926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.946656 sec): 3 clusters Score: Raw -14203.796806 + Penalty 512.053451 = -13691.743355 nChanged 148 SP:Iteration 1F (64.947618 sec): 3 clusters Score: Raw -14298.775576 + Penalty 514.808873 = -13783.966703 nChanged 48 SP:Iteration 2F (64.948580 sec): 3 clusters Score: Raw -14348.705487 + Penalty 527.022416 = -13821.683071 nChanged 44 SP:Iteration 3F (64.949539 sec): 3 clusters Score: Raw -14408.397877 + Penalty 539.971039 = -13868.426838 nChanged 26 SP:Iteration 4F (64.950499 sec): 3 clusters Score: Raw -14435.333664 + Penalty 544.735740 = -13890.597925 nChanged 15 SP:Iteration 5Q (64.951440 sec): 3 clusters Score: Raw -14446.762077 + Penalty 546.811051 = -13899.951026 nChanged 8 SP:Iteration 6Q (64.952373 sec): 3 clusters Score: Raw -14454.401691 + Penalty 550.561279 = -13903.840412 nChanged 14 SP:Iteration 7Q (64.953295 sec): 3 clusters Score: Raw -14465.271654 + Penalty 556.603907 = -13908.667747 nChanged 8 SP:Iteration 8Q (64.954213 sec): 3 clusters Score: Raw -14470.996962 + Penalty 556.221968 = -13914.774993 nChanged 7 SP:Iteration 9Q (64.955112 sec): 3 clusters Score: Raw -14477.411646 + Penalty 555.847204 = -13921.564442 nChanged 5 SP:Iteration 10F (64.956069 sec): 3 clusters Score: Raw -14486.482885 + Penalty 556.043438 = -13930.439448 nChanged 2 SP:Iteration 11Q (64.956965 sec): 3 clusters Score: Raw -14487.071936 + Penalty 556.043438 = -13931.028498 nChanged 0 SP:Iteration 12F (64.957924 sec): 3 clusters Score: Raw -14487.071936 + Penalty 556.043438 = -13931.028498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.960636 sec): 2 clusters Score: Raw -23314.957131 + Penalty 497.477887 = -22817.479244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.962078 sec): 3 clusters Score: Raw -23018.947547 + Penalty 994.585578 = -22024.361970 nChanged 213 SP:Iteration 1F (64.963478 sec): 3 clusters Score: Raw -23150.702934 + Penalty 994.652788 = -22156.050146 nChanged 44 SP:Iteration 2F (64.964850 sec): 3 clusters Score: Raw -23182.050112 + Penalty 994.955774 = -22187.094338 nChanged 32 SP:Iteration 3Q (64.966199 sec): 3 clusters Score: Raw -23203.090829 + Penalty 995.146730 = -22207.944099 nChanged 26 SP:Iteration 4Q (64.967571 sec): 3 clusters Score: Raw -23227.015725 + Penalty 994.569420 = -22232.446306 nChanged 26 SP:Iteration 5Q (64.968893 sec): 3 clusters Score: Raw -23242.085481 + Penalty 994.392530 = -22247.692951 nChanged 13 SP:Iteration 6Q (64.970346 sec): 3 clusters Score: Raw -23247.978531 + Penalty 994.267603 = -22253.710928 nChanged 13 SP:Iteration 7Q (64.971775 sec): 3 clusters Score: Raw -23255.595527 + Penalty 993.911331 = -22261.684196 nChanged 15 SP:Iteration 8Q (64.973184 sec): 3 clusters Score: Raw -23264.370958 + Penalty 993.790043 = -22270.580916 nChanged 8 SP:Iteration 9Q (64.974543 sec): 3 clusters Score: Raw -23270.725040 + Penalty 993.819949 = -22276.905091 nChanged 11 SP:Iteration 10F (64.975897 sec): 3 clusters Score: Raw -23275.992268 + Penalty 994.013061 = -22281.979207 nChanged 8 SP:Iteration 11Q (64.977243 sec): 3 clusters Score: Raw -23282.405250 + Penalty 994.570745 = -22287.834504 nChanged 8 SP:Iteration 12Q (64.978596 sec): 3 clusters Score: Raw -23288.657646 + Penalty 994.710913 = -22293.946732 nChanged 7 SP:Iteration 13Q (64.979932 sec): 3 clusters Score: Raw -23295.753961 + Penalty 994.938340 = -22300.815621 nChanged 9 SP:Iteration 14Q (64.981275 sec): 3 clusters Score: Raw -23302.887022 + Penalty 995.683045 = -22307.203977 nChanged 13 SP:Iteration 15Q (64.982628 sec): 3 clusters Score: Raw -23310.624182 + Penalty 996.107603 = -22314.516579 nChanged 7 SP:Iteration 16Q (64.983966 sec): 3 clusters Score: Raw -23315.752038 + Penalty 996.602041 = -22319.149997 nChanged 8 SP:Iteration 17Q (64.985299 sec): 3 clusters Score: Raw -23324.418068 + Penalty 997.921193 = -22326.496875 nChanged 11 SP:Iteration 18Q (64.986642 sec): 3 clusters Score: Raw -23340.563854 + Penalty 998.355849 = -22342.208005 nChanged 16 SP:Iteration 19Q (64.987966 sec): 3 clusters Score: Raw -23359.368971 + Penalty 999.017746 = -22360.351225 nChanged 14 SP:Iteration 20F (64.989323 sec): 3 clusters Score: Raw -23370.550143 + Penalty 999.433106 = -22371.117036 nChanged 11 SP:Iteration 21Q (64.990636 sec): 3 clusters Score: Raw -23382.388945 + Penalty 1000.323890 = -22382.065055 nChanged 14 SP:Iteration 22Q (64.991917 sec): 3 clusters Score: Raw -23399.870595 + Penalty 1000.260026 = -22399.610569 nChanged 17 SP:Iteration 23Q (64.993188 sec): 3 clusters Score: Raw -23421.067160 + Penalty 1000.924688 = -22420.142473 nChanged 17 SP:Iteration 24Q (64.994459 sec): 3 clusters Score: Raw -23448.486124 + Penalty 1000.361217 = -22448.124907 nChanged 14 SP:Iteration 25Q (64.995690 sec): 3 clusters Score: Raw -23469.303823 + Penalty 999.880029 = -22469.423794 nChanged 6 SP:Iteration 26Q (64.996909 sec): 3 clusters Score: Raw -23473.931612 + Penalty 999.755999 = -22474.175614 nChanged 1 SP:Iteration 27Q (64.998119 sec): 3 clusters Score: Raw -23478.106745 + Penalty 999.456096 = -22478.650649 nChanged 2 SP:Iteration 28Q (64.999323 sec): 3 clusters Score: Raw -23479.661883 + Penalty 999.100857 = -22480.561026 nChanged 2 SP:Iteration 29Q (65.000523 sec): 3 clusters Score: Raw -23482.654854 + Penalty 999.258392 = -22483.396463 nChanged 1 SP:Iteration 30F (65.001871 sec): 3 clusters Score: Raw -23484.552696 + Penalty 999.092692 = -22485.460004 nChanged 1 SP:Iteration 31Q (65.003068 sec): 3 clusters Score: Raw -23484.860055 + Penalty 999.092692 = -22485.767363 nChanged 0 SP:Iteration 32F (65.004421 sec): 3 clusters Score: Raw -23484.860055 + Penalty 999.092692 = -22485.767363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.005915 sec): 2 clusters Score: Raw -13845.561171 + Penalty 302.172507 = -13543.388665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.006779 sec): 3 clusters Score: Raw -13685.807956 + Penalty 604.361402 = -13081.446555 nChanged 117 SP:Iteration 1F (65.007628 sec): 3 clusters Score: Raw -13767.174879 + Penalty 603.916089 = -13163.258790 nChanged 30 SP:Iteration 2F (65.008503 sec): 3 clusters Score: Raw -13792.461584 + Penalty 604.473312 = -13187.988272 nChanged 25 SP:Iteration 3F (65.009352 sec): 3 clusters Score: Raw -13810.970551 + Penalty 604.743940 = -13206.226611 nChanged 11 SP:Iteration 4Q (65.010194 sec): 3 clusters Score: Raw -13816.500691 + Penalty 605.554479 = -13210.946212 nChanged 8 SP:Iteration 5Q (65.011032 sec): 3 clusters Score: Raw -13821.009354 + Penalty 606.206001 = -13214.803353 nChanged 7 SP:Iteration 6Q (65.011870 sec): 3 clusters Score: Raw -13825.867745 + Penalty 606.684483 = -13219.183262 nChanged 6 SP:Iteration 7Q (65.012706 sec): 3 clusters Score: Raw -13828.526870 + Penalty 607.780050 = -13220.746820 nChanged 5 SP:Iteration 8Q (65.013541 sec): 3 clusters Score: Raw -13833.973201 + Penalty 608.280285 = -13225.692916 nChanged 5 SP:Iteration 9Q (65.014377 sec): 3 clusters Score: Raw -13840.432185 + Penalty 609.807927 = -13230.624258 nChanged 4 SP:Iteration 10F (65.015224 sec): 3 clusters Score: Raw -13844.845380 + Penalty 610.702348 = -13234.143032 nChanged 4 SP:Iteration 11Q (65.016057 sec): 3 clusters Score: Raw -13849.882387 + Penalty 612.962634 = -13236.919754 nChanged 6 SP:Iteration 12Q (65.016890 sec): 3 clusters Score: Raw -13854.093405 + Penalty 616.586463 = -13237.506943 nChanged 7 SP:Iteration 13Q (65.017721 sec): 3 clusters Score: Raw -13858.562771 + Penalty 622.542007 = -13236.020764 nChanged 11 SP:Iteration 14F (65.018567 sec): 3 clusters Score: Raw -13866.586963 + Penalty 627.075589 = -13239.511374 nChanged 8 SP:Iteration 15Q (65.019398 sec): 3 clusters Score: Raw -13870.282572 + Penalty 628.547409 = -13241.735163 nChanged 3 SP:Iteration 16Q (65.020252 sec): 3 clusters Score: Raw -13872.273507 + Penalty 631.363990 = -13240.909517 nChanged 5 SP:Iteration 17F (65.021101 sec): 3 clusters Score: Raw -13875.702179 + Penalty 638.224954 = -13237.477225 nChanged 8 SP:Iteration 18F (65.021946 sec): 3 clusters Score: Raw -13880.439967 + Penalty 643.058347 = -13237.381620 nChanged 9 SP:Iteration 19F (65.022791 sec): 3 clusters Score: Raw -13889.562058 + Penalty 655.379239 = -13234.182819 nChanged 11 SP:Iteration 20F (65.023637 sec): 3 clusters Score: Raw -13902.354281 + Penalty 667.064251 = -13235.290030 nChanged 11 SP:Iteration 21Q (65.024472 sec): 3 clusters Score: Raw -13912.277393 + Penalty 676.176844 = -13236.100549 nChanged 8 SP:Iteration 22Q (65.025304 sec): 3 clusters Score: Raw -13918.662440 + Penalty 680.631131 = -13238.031309 nChanged 6 SP:Iteration 23Q (65.026132 sec): 3 clusters Score: Raw -13924.290236 + Penalty 683.841853 = -13240.448383 nChanged 4 SP:Iteration 24Q (65.026983 sec): 3 clusters Score: Raw -13932.482297 + Penalty 678.846552 = -13253.635746 nChanged 3 SP:Iteration 25Q (65.027807 sec): 3 clusters Score: Raw -13938.757050 + Penalty 678.846552 = -13259.910499 nChanged 0 SP:Iteration 26F (65.028687 sec): 3 clusters Score: Raw -13938.757050 + Penalty 678.846552 = -13259.910499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.030096 sec): 2 clusters Score: Raw -11600.539330 + Penalty 871.106034 = -10729.433296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.030949 sec): 3 clusters Score: Raw -11548.972706 + Penalty 1743.275469 = -9805.697238 nChanged 61 SP:Iteration 1F (65.031757 sec): 3 clusters Score: Raw -11633.716177 + Penalty 1745.853092 = -9887.863086 nChanged 27 SP:Iteration 2F (65.032565 sec): 3 clusters Score: Raw -11669.564103 + Penalty 1746.657386 = -9922.906716 nChanged 12 SP:Iteration 3Q (65.033361 sec): 3 clusters Score: Raw -11689.433599 + Penalty 1747.980802 = -9941.452798 nChanged 8 SP:Iteration 4Q (65.034159 sec): 3 clusters Score: Raw -11705.643163 + Penalty 1751.004432 = -9954.638731 nChanged 7 SP:Iteration 5Q (65.034946 sec): 3 clusters Score: Raw -11722.801275 + Penalty 1753.891555 = -9968.909720 nChanged 3 SP:Iteration 6Q (65.035724 sec): 3 clusters Score: Raw -11729.902407 + Penalty 1753.891555 = -9976.010852 nChanged 0 SP:Iteration 7F (65.036576 sec): 3 clusters Score: Raw -11729.902407 + Penalty 1753.891555 = -9976.010852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.037571 sec): 2 clusters Score: Raw -8642.607550 + Penalty 431.002097 = -8211.605453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.038172 sec): 3 clusters Score: Raw -8576.638356 + Penalty 860.358158 = -7716.280199 nChanged 55 SP:Iteration 1F (65.038765 sec): 3 clusters Score: Raw -8636.976394 + Penalty 860.170487 = -7776.805907 nChanged 13 SP:Iteration 2F (65.039358 sec): 3 clusters Score: Raw -8652.008983 + Penalty 859.417120 = -7792.591863 nChanged 11 SP:Iteration 3F (65.039951 sec): 3 clusters Score: Raw -8665.092096 + Penalty 858.327888 = -7806.764209 nChanged 8 SP:Iteration 4Q (65.040565 sec): 3 clusters Score: Raw -8674.258656 + Penalty 858.358079 = -7815.900577 nChanged 3 SP:Iteration 5Q (65.041165 sec): 3 clusters Score: Raw -8676.900098 + Penalty 859.465743 = -7817.434355 nChanged 2 SP:Iteration 6Q (65.041763 sec): 3 clusters Score: Raw -8686.515188 + Penalty 858.897827 = -7827.617361 nChanged 2 SP:Iteration 7Q (65.042359 sec): 3 clusters Score: Raw -8688.168211 + Penalty 859.360335 = -7828.807876 nChanged 1 SP:Iteration 8Q (65.042956 sec): 3 clusters Score: Raw -8689.945117 + Penalty 859.691165 = -7830.253952 nChanged 1 SP:Iteration 9Q (65.043552 sec): 3 clusters Score: Raw -8691.540508 + Penalty 859.691165 = -7831.849343 nChanged 0 SP:Iteration 10F (65.044165 sec): 3 clusters Score: Raw -8691.540508 + Penalty 859.691165 = -7831.849343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 67 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.046803 sec): 2 clusters Score: Raw -25942.349559 + Penalty 206.973204 = -25735.376355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.048410 sec): 3 clusters Score: Raw -25471.856820 + Penalty 424.896754 = -25046.960065 nChanged 336 SP:Iteration 1F (65.049967 sec): 3 clusters Score: Raw -25753.159379 + Penalty 444.153098 = -25309.006280 nChanged 129 SP:Iteration 2F (65.051514 sec): 3 clusters Score: Raw -25875.647194 + Penalty 455.755835 = -25419.891359 nChanged 48 SP:Iteration 3F (65.053094 sec): 3 clusters Score: Raw -25929.650833 + Penalty 467.285089 = -25462.365745 nChanged 31 SP:Iteration 4Q (65.054634 sec): 3 clusters Score: Raw -25956.049165 + Penalty 478.049631 = -25477.999534 nChanged 17 SP:Iteration 5Q (65.056124 sec): 3 clusters Score: Raw -25967.779068 + Penalty 486.646358 = -25481.132711 nChanged 15 SP:Iteration 6Q (65.057585 sec): 3 clusters Score: Raw -25977.693915 + Penalty 491.981242 = -25485.712674 nChanged 14 SP:Iteration 7Q (65.059082 sec): 3 clusters Score: Raw -25984.001147 + Penalty 494.685389 = -25489.315758 nChanged 6 SP:Iteration 8Q (65.060536 sec): 3 clusters Score: Raw -25987.580213 + Penalty 496.767285 = -25490.812928 nChanged 8 SP:Iteration 9Q (65.061965 sec): 3 clusters Score: Raw -25990.633935 + Penalty 499.098789 = -25491.535146 nChanged 6 SP:Iteration 10F (65.063513 sec): 3 clusters Score: Raw -25993.332864 + Penalty 501.946290 = -25491.386574 nChanged 7 SP:Iteration 11F (65.065095 sec): 3 clusters Score: Raw -25996.036003 + Penalty 504.401625 = -25491.634378 nChanged 3 SP:Iteration 12Q (65.066531 sec): 3 clusters Score: Raw -25996.587883 + Penalty 504.401625 = -25492.186258 nChanged 0 SP:Iteration 13F (65.068083 sec): 3 clusters Score: Raw -25996.587883 + Penalty 504.401625 = -25492.186258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 76 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.070489 sec): 2 clusters Score: Raw -23332.875199 + Penalty 151.949653 = -23180.925546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.072017 sec): 3 clusters Score: Raw -22898.442541 + Penalty 303.627410 = -22594.815131 nChanged 300 SP:Iteration 1F (65.073550 sec): 3 clusters Score: Raw -23127.715919 + Penalty 303.758834 = -22823.957085 nChanged 92 SP:Iteration 2F (65.075051 sec): 3 clusters Score: Raw -23206.237564 + Penalty 304.015255 = -22902.222309 nChanged 42 SP:Iteration 3F (65.076517 sec): 3 clusters Score: Raw -23227.074565 + Penalty 304.375690 = -22922.698875 nChanged 23 SP:Iteration 4Q (65.077955 sec): 3 clusters Score: Raw -23231.996253 + Penalty 304.340161 = -22927.656092 nChanged 6 SP:Iteration 5Q (65.079389 sec): 3 clusters Score: Raw -23232.937168 + Penalty 304.346005 = -22928.591164 nChanged 3 SP:Iteration 6Q (65.080869 sec): 3 clusters Score: Raw -23234.319304 + Penalty 304.230467 = -22930.088837 nChanged 2 SP:Iteration 7Q (65.082327 sec): 3 clusters Score: Raw -23234.441649 + Penalty 304.302978 = -22930.138672 nChanged 1 SP:Iteration 8Q (65.083773 sec): 3 clusters Score: Raw -23234.502557 + Penalty 304.175675 = -22930.326882 nChanged 1 SP:Iteration 9Q (65.085207 sec): 3 clusters Score: Raw -23234.597008 + Penalty 304.072444 = -22930.524564 nChanged 1 SP:Iteration 10F (65.086717 sec): 3 clusters Score: Raw -23234.608034 + Penalty 304.072444 = -22930.535589 nChanged 0 Time taken for this iteration:64.374148 seconds. 300->28 Clusters: Score -756247.405384, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 199 (time per iteration =327.225085 ms) Total iterations: 2006 (time per iteration =32.461511 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4395750000.000000 (time per metric unit =14.813807ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 109893750000.000000 (time per metric unit=592.552279ps) That took 65.117792 seconds. FileBase PeterP-2013-09-04_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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8533 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 8533 points ------ Starting initial clusters from distinct float masks Not enough masks (160) to generate starting clusters (300), so starting with (161) clusters instead. Assigned 161 initial classes from 160 unique masks. Deleting Class 52 (2 points): Lose 28.251529 but Gain 1449.353701 Iteration 0F (0.834774 sec): 160 clusters Score: Raw -260190.498605 + Penalty 132433.194059 = -127757.304545 nChanged 1848 Deleting Class 54 (1 points): Lose 9.460764 but Gain 1422.909713 Iteration 1F (1.332289 sec): 134 clusters Score: Raw -262296.860836 + Penalty 129159.224055 = -133137.636781 nChanged 485 Deleting Class 148 (1 points): Lose 0.586648 but Gain 1402.777490 Iteration 2F (1.818557 sec): 131 clusters Score: Raw -262872.665157 + Penalty 126214.188868 = -136658.476289 nChanged 299 Deleting Class 126 (2 points): Lose 19.423652 but Gain 1382.723115 Iteration 3Q (1.882958 sec): 128 clusters Score: Raw -263202.291541 + Penalty 122453.659929 = -140748.631612 nChanged 206 Deleting Class 141 (1 points): Lose 1.890668 but Gain 1309.029895 Iteration 4Q (1.947733 sec): 125 clusters Score: Raw -263376.575462 + Penalty 120833.554545 = -142543.020918 nChanged 150 Deleting Class 104 (2 points): Lose 5.179886 but Gain 1306.885472 Iteration 5Q (2.002374 sec): 124 clusters Score: Raw -263471.214160 + Penalty 119565.568497 = -143905.645663 nChanged 102 Deleting Class 70 (4 points): Lose 38.339690 but Gain 1337.027552 Iteration 6Q (2.054141 sec): 123 clusters Score: Raw -263490.590599 + Penalty 118277.875880 = -145212.714719 nChanged 71 Deleting Class 71 (14 points): Lose 136.589967 but Gain 1430.813650 Iteration 7Q (2.103536 sec): 122 clusters Score: Raw -263401.473363 + Penalty 116858.585506 = -146542.887857 nChanged 77 Deleting Class 94 (3 points): Lose 17.559863 but Gain 1309.621598 Iteration 8Q (2.153391 sec): 121 clusters Score: Raw -263443.727731 + Penalty 115546.916970 = -147896.810762 nChanged 44 Deleting Class 68 (8 points): Lose 64.555099 but Gain 1346.875565 Iteration 9Q (2.201534 sec): 120 clusters Score: Raw -263402.311901 + Penalty 114232.033425 = -149170.278475 nChanged 48 Deleting Class 110 (4 points): Lose 29.933701 but Gain 1315.098409 Iteration 10F (2.674498 sec): 119 clusters Score: Raw -263403.561472 + Penalty 112941.911430 = -150461.650042 nChanged 36 Deleting Class 125 (2 points): Lose 17.910382 but Gain 1289.581231 Iteration 11Q (2.719003 sec): 118 clusters Score: Raw -263419.391857 + Penalty 111667.518107 = -151751.873750 nChanged 30 Deleting Class 59 (9 points): Lose 67.253338 but Gain 1336.230693 Iteration 12Q (2.762854 sec): 117 clusters Score: Raw -263401.040234 + Penalty 110350.035998 = -153051.004235 nChanged 31 Deleting Class 149 (1 points): Lose 2.527849 but Gain 1270.572995 Iteration 13Q (2.807755 sec): 116 clusters Score: Raw -263440.608353 + Penalty 109096.448208 = -154344.160145 nChanged 22 Deleting Class 92 (3 points): Lose 12.888759 but Gain 1264.196952 Iteration 14Q (2.851593 sec): 115 clusters Score: Raw -263439.748698 + Penalty 107854.104250 = -155585.644448 nChanged 21 Deleting Class 86 (1 points): Lose 11.135872 but Gain 1242.253116 Iteration 15Q (2.894113 sec): 114 clusters Score: Raw -263443.904328 + Penalty 107333.431027 = -156110.473302 nChanged 14 Deleting Class 136 (1 points): Lose 1.899945 but Gain 1226.712151 Iteration 16Q (2.937082 sec): 113 clusters Score: Raw -263453.833538 + Penalty 106117.086211 = -157336.747328 nChanged 15 Deleting Class 30 (31 points): Lose 208.446205 but Gain 1417.571647 Iteration 17Q (2.979015 sec): 112 clusters Score: Raw -263254.566471 + Penalty 104775.923921 = -158478.642550 nChanged 46 Deleting Class 155 (1 points): Lose 9.017030 but Gain 1207.606900 Iteration 18Q (3.022584 sec): 111 clusters Score: Raw -263327.055952 + Penalty 103594.064366 = -159732.991586 nChanged 25 Deleting Class 74 (15 points): Lose 118.409995 but Gain 1314.890105 Iteration 19Q (3.065181 sec): 110 clusters Score: Raw -263238.759271 + Penalty 102344.300106 = -160894.459165 nChanged 43 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -263238.759271 + Penalty 102344.300106 = -160894.459165Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.105011 sec): 2 clusters Score: Raw -50143.768246 + Penalty 196.833299 = -49946.934947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.107911 sec): 3 clusters Score: Raw -49176.332592 + Penalty 403.024352 = -48773.308240 nChanged 686 SP:Iteration 1F (3.110776 sec): 3 clusters Score: Raw -49692.312237 + Penalty 405.096991 = -49287.215247 nChanged 156 SP:Iteration 2F (3.113612 sec): 3 clusters Score: Raw -49860.705921 + Penalty 400.371259 = -49460.334662 nChanged 113 SP:Iteration 3F (3.116446 sec): 3 clusters Score: Raw -49987.144418 + Penalty 396.451982 = -49590.692436 nChanged 69 SP:Iteration 4Q (3.119144 sec): 3 clusters Score: Raw -50071.867425 + Penalty 393.037350 = -49678.830075 nChanged 34 SP:Iteration 5Q (3.121617 sec): 3 clusters Score: Raw -50104.453978 + Penalty 386.223435 = -49718.230543 nChanged 23 SP:Iteration 6Q (3.123966 sec): 3 clusters Score: Raw -50123.541455 + Penalty 374.173375 = -49749.368080 nChanged 12 SP:Iteration 7Q (3.126264 sec): 3 clusters Score: Raw -50131.966138 + Penalty 375.070167 = -49756.895971 nChanged 8 SP:Iteration 8Q (3.128537 sec): 3 clusters Score: Raw -50137.311655 + Penalty 380.138548 = -49757.173107 nChanged 4 SP:Iteration 9Q (3.130825 sec): 3 clusters Score: Raw -50140.755566 + Penalty 380.707209 = -49760.048357 nChanged 5 SP:Iteration 10F (3.133725 sec): 3 clusters Score: Raw -50143.880138 + Penalty 380.190831 = -49763.689307 nChanged 1 SP:Iteration 11Q (3.136151 sec): 3 clusters Score: Raw -50144.096871 + Penalty 380.190831 = -49763.906040 nChanged 0 SP:Iteration 12F (3.138982 sec): 3 clusters Score: Raw -50144.096871 + Penalty 380.190831 = -49763.906040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.141965 sec): 2 clusters Score: Raw -30959.622984 + Penalty 423.979064 = -30535.643920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.143710 sec): 3 clusters Score: Raw -30417.971151 + Penalty 847.931597 = -29570.039554 nChanged 357 SP:Iteration 1F (3.145428 sec): 3 clusters Score: Raw -30576.489657 + Penalty 847.943732 = -29728.545924 nChanged 106 SP:Iteration 2F (3.147148 sec): 3 clusters Score: Raw -30657.764313 + Penalty 848.147282 = -29809.617031 nChanged 76 SP:Iteration 3F (3.148862 sec): 3 clusters Score: Raw -30730.609701 + Penalty 847.965287 = -29882.644413 nChanged 64 SP:Iteration 4F (3.150610 sec): 3 clusters Score: Raw -30767.476210 + Penalty 847.923329 = -29919.552881 nChanged 27 SP:Iteration 5Q (3.152314 sec): 3 clusters Score: Raw -30774.577921 + Penalty 847.910595 = -29926.667326 nChanged 16 SP:Iteration 6Q (3.154015 sec): 3 clusters Score: Raw -30777.531123 + Penalty 847.907738 = -29929.623386 nChanged 7 SP:Iteration 7Q (3.155720 sec): 3 clusters Score: Raw -30778.882722 + Penalty 847.942679 = -29930.940043 nChanged 7 SP:Iteration 8Q (3.157420 sec): 3 clusters Score: Raw -30779.776254 + Penalty 847.962344 = -29931.813910 nChanged 4 SP:Iteration 9Q (3.159116 sec): 3 clusters Score: Raw -30780.463801 + Penalty 847.981035 = -29932.482766 nChanged 2 SP:Iteration 10F (3.160827 sec): 3 clusters Score: Raw -30780.654948 + Penalty 848.036730 = -29932.618218 nChanged 3 SP:Iteration 11Q (3.162522 sec): 3 clusters Score: Raw -30780.808453 + Penalty 848.036730 = -29932.771724 nChanged 0 SP:Iteration 12F (3.164238 sec): 3 clusters Score: Raw -30780.808453 + Penalty 848.036730 = -29932.771724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 3 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.165068 sec): 2 clusters Score: Raw -4879.081149 + Penalty 611.873475 = -4267.207674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.165517 sec): 3 clusters Score: Raw -4903.571463 + Penalty 1217.025173 = -3686.546290 nChanged 16 SP:Iteration 1F (3.165970 sec): 3 clusters Score: Raw -4954.201930 + Penalty 1214.781857 = -3739.420073 nChanged 6 SP:Iteration 2Q (3.166386 sec): 3 clusters Score: Raw -4970.435600 + Penalty 1213.890167 = -3756.545433 nChanged 3 SP:Iteration 3Q (3.166798 sec): 3 clusters Score: Raw -4980.069066 + Penalty 1213.890167 = -3766.178899 nChanged 0 SP:Iteration 4F (3.167230 sec): 3 clusters Score: Raw -4980.069066 + Penalty 1213.890167 = -3766.178899 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.171780 sec): 2 clusters Score: Raw -51399.053918 + Penalty 380.544343 = -51018.509575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.174497 sec): 3 clusters Score: Raw -50497.150161 + Penalty 762.320140 = -49734.830020 nChanged 624 SP:Iteration 1F (3.177207 sec): 3 clusters Score: Raw -50825.246224 + Penalty 761.033364 = -50064.212860 nChanged 165 SP:Iteration 2F (3.179881 sec): 3 clusters Score: Raw -50932.990775 + Penalty 759.719072 = -50173.271703 nChanged 122 SP:Iteration 3F (3.182558 sec): 3 clusters Score: Raw -51009.169616 + Penalty 760.175145 = -50248.994472 nChanged 88 SP:Iteration 4F (3.185229 sec): 3 clusters Score: Raw -51068.705113 + Penalty 761.004892 = -50307.700221 nChanged 75 SP:Iteration 5F (3.187908 sec): 3 clusters Score: Raw -51126.695950 + Penalty 762.538197 = -50364.157754 nChanged 65 SP:Iteration 6Q (3.190577 sec): 3 clusters Score: Raw -51178.513318 + Penalty 765.973806 = -50412.539512 nChanged 59 SP:Iteration 7Q (3.193225 sec): 3 clusters Score: Raw -51213.850348 + Penalty 771.015826 = -50442.834522 nChanged 55 SP:Iteration 8Q (3.195851 sec): 3 clusters Score: Raw -51244.598239 + Penalty 776.000267 = -50468.597972 nChanged 39 SP:Iteration 9Q (3.198488 sec): 3 clusters Score: Raw -51263.862940 + Penalty 779.953964 = -50483.908976 nChanged 28 SP:Iteration 10F (3.201148 sec): 3 clusters Score: Raw -51276.221541 + Penalty 783.335987 = -50492.885554 nChanged 27 SP:Iteration 11Q (3.203759 sec): 3 clusters Score: Raw -51286.884895 + Penalty 786.805485 = -50500.079410 nChanged 23 SP:Iteration 12Q (3.206348 sec): 3 clusters Score: Raw -51295.803815 + Penalty 788.988358 = -50506.815457 nChanged 15 SP:Iteration 13Q (3.208926 sec): 3 clusters Score: Raw -51299.946536 + Penalty 791.063417 = -50508.883118 nChanged 13 SP:Iteration 14Q (3.211484 sec): 3 clusters Score: Raw -51302.848798 + Penalty 793.282890 = -50509.565908 nChanged 10 SP:Iteration 15Q (3.214037 sec): 3 clusters Score: Raw -51305.598820 + Penalty 794.331848 = -50511.266972 nChanged 7 SP:Iteration 16Q (3.216643 sec): 3 clusters Score: Raw -51306.799162 + Penalty 795.187177 = -50511.611985 nChanged 5 SP:Iteration 17Q (3.219194 sec): 3 clusters Score: Raw -51307.904388 + Penalty 796.242363 = -50511.662025 nChanged 7 SP:Iteration 18Q (3.221734 sec): 3 clusters Score: Raw -51309.186868 + Penalty 797.604447 = -50511.582421 nChanged 6 SP:Iteration 19F (3.224401 sec): 3 clusters Score: Raw -51310.394894 + Penalty 799.259667 = -50511.135228 nChanged 6 SP:Iteration 20F (3.227064 sec): 3 clusters Score: Raw -51311.178204 + Penalty 800.944327 = -50510.233877 nChanged 6 SP:Iteration 21F (3.229731 sec): 3 clusters Score: Raw -51312.417777 + Penalty 803.382056 = -50509.035721 nChanged 9 SP:Iteration 22F (3.232417 sec): 3 clusters Score: Raw -51314.062280 + Penalty 804.910465 = -50509.151816 nChanged 7 SP:Iteration 23Q (3.234971 sec): 3 clusters Score: Raw -51315.524596 + Penalty 805.885901 = -50509.638695 nChanged 8 SP:Iteration 24Q (3.237712 sec): 3 clusters Score: Raw -51317.189568 + Penalty 806.342481 = -50510.847087 nChanged 7 SP:Iteration 25Q (3.240344 sec): 3 clusters Score: Raw -51318.907431 + Penalty 807.167823 = -50511.739609 nChanged 7 SP:Iteration 26Q (3.242894 sec): 3 clusters Score: Raw -51321.255049 + Penalty 808.881068 = -50512.373981 nChanged 11 SP:Iteration 27Q (3.245538 sec): 3 clusters Score: Raw -51324.420364 + Penalty 811.447103 = -50512.973261 nChanged 10 SP:Iteration 28Q (3.248140 sec): 3 clusters Score: Raw -51328.283906 + Penalty 815.678071 = -50512.605835 nChanged 15 SP:Iteration 29F (3.250923 sec): 3 clusters Score: Raw -51335.438926 + Penalty 821.727404 = -50513.711523 nChanged 16 SP:Iteration 30F (3.253679 sec): 3 clusters Score: Raw -51343.118845 + Penalty 828.086724 = -50515.032121 nChanged 18 SP:Iteration 31Q (3.256259 sec): 3 clusters Score: Raw -51350.484836 + Penalty 830.057722 = -50520.427114 nChanged 16 SP:Iteration 32Q (3.258804 sec): 3 clusters Score: Raw -51358.379502 + Penalty 833.960336 = -50524.419166 nChanged 16 SP:Iteration 33Q (3.261315 sec): 3 clusters Score: Raw -51366.936234 + Penalty 837.382499 = -50529.553735 nChanged 14 SP:Iteration 34Q (3.263783 sec): 3 clusters Score: Raw -51372.356527 + Penalty 837.431867 = -50534.924660 nChanged 8 SP:Iteration 35Q (3.266205 sec): 3 clusters Score: Raw -51374.329447 + Penalty 838.193282 = -50536.136166 nChanged 5 SP:Iteration 36Q (3.268627 sec): 3 clusters Score: Raw -51375.620812 + Penalty 840.366563 = -50535.254249 nChanged 4 SP:Iteration 37F (3.271290 sec): 3 clusters Score: Raw -51376.965943 + Penalty 841.273186 = -50535.692757 nChanged 2 SP:Iteration 38Q (3.273686 sec): 3 clusters Score: Raw -51377.766444 + Penalty 841.421663 = -50536.344780 nChanged 2 SP:Iteration 39Q (3.276077 sec): 3 clusters Score: Raw -51377.933547 + Penalty 841.591478 = -50536.342069 nChanged 1 SP:Iteration 40F (3.278761 sec): 3 clusters Score: Raw -51378.018012 + Penalty 841.591478 = -50536.426535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 5 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.279439 sec): 2 clusters Score: Raw -2328.716560 + Penalty 356.148691 = -1972.567869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.279774 sec): 3 clusters Score: Raw -2322.841318 + Penalty 713.089310 = -1609.752007 nChanged 7 SP:Iteration 1F (3.280097 sec): 3 clusters Score: Raw -2334.558103 + Penalty 711.933981 = -1622.624122 nChanged 3 SP:Iteration 2Q (3.280415 sec): 3 clusters Score: Raw -2339.168440 + Penalty 711.933981 = -1627.234458 nChanged 0 SP:Iteration 3F (3.280735 sec): 3 clusters Score: Raw -2339.168440 + Penalty 711.933981 = -1627.234458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 6 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.281207 sec): 2 clusters Score: Raw -160.726989 + Penalty 142.523985 = -18.203004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.281446 sec): 3 clusters Score: Raw -152.788767 + Penalty 286.489215 = 133.700448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 7 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284687 sec): 2 clusters Score: Raw -19299.361912 + Penalty 346.078343 = -18953.283569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285870 sec): 3 clusters Score: Raw -19024.019935 + Penalty 691.470171 = -18332.549764 nChanged 199 SP:Iteration 1F (3.287030 sec): 3 clusters Score: Raw -19147.744422 + Penalty 691.729942 = -18456.014480 nChanged 38 SP:Iteration 2F (3.288202 sec): 3 clusters Score: Raw -19172.244721 + Penalty 691.758979 = -18480.485742 nChanged 20 SP:Iteration 3Q (3.289368 sec): 3 clusters Score: Raw -19181.289552 + Penalty 691.320634 = -18489.968918 nChanged 14 SP:Iteration 4Q (3.290527 sec): 3 clusters Score: Raw -19188.712838 + Penalty 690.734936 = -18497.977901 nChanged 13 SP:Iteration 5Q (3.291693 sec): 3 clusters Score: Raw -19195.149893 + Penalty 690.590932 = -18504.558960 nChanged 8 SP:Iteration 6Q (3.292848 sec): 3 clusters Score: Raw -19197.710230 + Penalty 690.519181 = -18507.191049 nChanged 10 SP:Iteration 7Q (3.294003 sec): 3 clusters Score: Raw -19201.486682 + Penalty 691.459010 = -18510.027672 nChanged 8 SP:Iteration 8Q (3.295155 sec): 3 clusters Score: Raw -19203.905496 + Penalty 691.577099 = -18512.328397 nChanged 8 SP:Iteration 9Q (3.296307 sec): 3 clusters Score: Raw -19207.358374 + Penalty 692.443867 = -18514.914507 nChanged 12 SP:Iteration 10F (3.297474 sec): 3 clusters Score: Raw -19219.355135 + Penalty 692.916432 = -18526.438703 nChanged 11 SP:Iteration 11Q (3.298624 sec): 3 clusters Score: Raw -19226.932997 + Penalty 694.466311 = -18532.466687 nChanged 11 SP:Iteration 12Q (3.299772 sec): 3 clusters Score: Raw -19233.623692 + Penalty 695.023757 = -18538.599935 nChanged 20 SP:Iteration 13Q (3.300922 sec): 3 clusters Score: Raw -19242.732025 + Penalty 697.523432 = -18545.208593 nChanged 18 SP:Iteration 14Q (3.302067 sec): 3 clusters Score: Raw -19251.613881 + Penalty 700.788728 = -18550.825154 nChanged 17 SP:Iteration 15Q (3.303211 sec): 3 clusters Score: Raw -19261.844549 + Penalty 702.115187 = -18559.729362 nChanged 14 SP:Iteration 16Q (3.304351 sec): 3 clusters Score: Raw -19268.795205 + Penalty 701.989655 = -18566.805550 nChanged 11 SP:Iteration 17Q (3.305494 sec): 3 clusters Score: Raw -19275.603232 + Penalty 703.198407 = -18572.404826 nChanged 12 SP:Iteration 18Q (3.306636 sec): 3 clusters Score: Raw -19281.749174 + Penalty 707.965024 = -18573.784150 nChanged 13 SP:Iteration 19Q (3.307773 sec): 3 clusters Score: Raw -19290.236636 + Penalty 715.264578 = -18574.972058 nChanged 13 SP:Iteration 20F (3.308937 sec): 3 clusters Score: Raw -19298.665403 + Penalty 727.912513 = -18570.752890 nChanged 17 SP:Iteration 21F (3.310103 sec): 3 clusters Score: Raw -19313.440670 + Penalty 753.297236 = -18560.143434 nChanged 16 SP:Iteration 22F (3.311267 sec): 3 clusters Score: Raw -19334.124528 + Penalty 773.993668 = -18560.130860 nChanged 14 SP:Iteration 23F (3.312437 sec): 3 clusters Score: Raw -19354.975302 + Penalty 791.041479 = -18563.933823 nChanged 7 SP:Iteration 24Q (3.313542 sec): 3 clusters Score: Raw -19366.033102 + Penalty 792.302917 = -18573.730185 nChanged 1 SP:Iteration 25Q (3.314590 sec): 3 clusters Score: Raw -19367.239765 + Penalty 792.302917 = -18574.936848 nChanged 0 SP:Iteration 26F (3.315756 sec): 3 clusters Score: Raw -19367.239765 + Penalty 792.302917 = -18574.936848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 8 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316342 sec): 2 clusters Score: Raw -1462.443597 + Penalty 216.127786 = -1246.315811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316642 sec): 3 clusters Score: Raw -1459.514557 + Penalty 433.562304 = -1025.952253 nChanged 3 SP:Iteration 1F (3.316966 sec): 3 clusters Score: Raw -1462.184744 + Penalty 432.462623 = -1029.722121 nChanged 1 SP:Iteration 2Q (3.317257 sec): 3 clusters Score: Raw -1463.338426 + Penalty 432.462623 = -1030.875802 nChanged 0 SP:Iteration 3F (3.317547 sec): 3 clusters Score: Raw -1463.338426 + Penalty 432.462623 = -1030.875802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.318879 sec): 2 clusters Score: Raw -6931.061877 + Penalty 286.361492 = -6644.700385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.319456 sec): 3 clusters Score: Raw -6834.326697 + Penalty 567.336140 = -6266.990557 nChanged 60 SP:Iteration 1F (3.320024 sec): 3 clusters Score: Raw -6891.757511 + Penalty 576.141252 = -6315.616259 nChanged 17 SP:Iteration 2F (3.320589 sec): 3 clusters Score: Raw -6909.279247 + Penalty 581.099657 = -6328.179590 nChanged 5 SP:Iteration 3Q (3.321141 sec): 3 clusters Score: Raw -6911.949253 + Penalty 583.290050 = -6328.659203 nChanged 5 SP:Iteration 4Q (3.321691 sec): 3 clusters Score: Raw -6915.345676 + Penalty 586.294702 = -6329.050974 nChanged 2 SP:Iteration 5Q (3.322235 sec): 3 clusters Score: Raw -6915.954280 + Penalty 592.880319 = -6323.073961 nChanged 3 SP:Iteration 6F (3.322799 sec): 3 clusters Score: Raw -6917.408338 + Penalty 599.221828 = -6318.186509 nChanged 4 SP:Iteration 7F (3.323365 sec): 3 clusters Score: Raw -6920.058751 + Penalty 621.049325 = -6299.009426 nChanged 4 SP:Iteration 8F (3.323929 sec): 3 clusters Score: Raw -6922.157454 + Penalty 635.340388 = -6286.817066 nChanged 3 SP:Iteration 9F (3.324493 sec): 3 clusters Score: Raw -6925.065852 + Penalty 654.017597 = -6271.048255 nChanged 5 SP:Iteration 10F (3.325058 sec): 3 clusters Score: Raw -6931.400535 + Penalty 662.709628 = -6268.690907 nChanged 4 SP:Iteration 11F (3.325670 sec): 3 clusters Score: Raw -6938.475123 + Penalty 662.709628 = -6275.765495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 10 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.326187 sec): 2 clusters Score: Raw -932.841948 + Penalty 245.814118 = -687.027830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.326452 sec): 3 clusters Score: Raw -934.530238 + Penalty 488.880428 = -445.649809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.327101 sec): 2 clusters Score: Raw -2491.117538 + Penalty 391.393452 = -2099.724085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.327449 sec): 3 clusters Score: Raw -2513.679476 + Penalty 788.572564 = -1725.106912 nChanged 9 SP:Iteration 1F (3.327790 sec): 3 clusters Score: Raw -2535.257221 + Penalty 789.317185 = -1745.940036 nChanged 1 SP:Iteration 2Q (3.328121 sec): 3 clusters Score: Raw -2537.238619 + Penalty 789.317185 = -1747.921434 nChanged 0 SP:Iteration 3F (3.328461 sec): 3 clusters Score: Raw -2537.238619 + Penalty 789.317185 = -1747.921434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.329401 sec): 2 clusters Score: Raw -7411.589710 + Penalty 855.566284 = -6556.023427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.329979 sec): 3 clusters Score: Raw -7463.039444 + Penalty 1711.277643 = -5751.761801 nChanged 19 SP:Iteration 1F (3.330541 sec): 3 clusters Score: Raw -7526.729134 + Penalty 1711.326083 = -5815.403051 nChanged 10 SP:Iteration 2Q (3.331070 sec): 3 clusters Score: Raw -7557.716014 + Penalty 1711.318078 = -5846.397936 nChanged 1 SP:Iteration 3Q (3.331592 sec): 3 clusters Score: Raw -7563.029743 + Penalty 1711.307807 = -5851.721937 nChanged 1 SP:Iteration 4Q (3.332110 sec): 3 clusters Score: Raw -7565.681351 + Penalty 1711.295237 = -5854.386115 nChanged 1 SP:Iteration 5Q (3.332651 sec): 3 clusters Score: Raw -7569.432158 + Penalty 1711.295237 = -5858.136922 nChanged 0 SP:Iteration 6F (3.333202 sec): 3 clusters Score: Raw -7569.432158 + Penalty 1711.295237 = -5858.136922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.333776 sec): 2 clusters Score: Raw -1778.372397 + Penalty 552.453936 = -1225.918461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.334073 sec): 3 clusters Score: Raw -1871.708341 + Penalty 1104.769969 = -766.938372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.335004 sec): 2 clusters Score: Raw -7189.034921 + Penalty 496.173359 = -6692.861562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.335571 sec): 3 clusters Score: Raw -7139.973749 + Penalty 994.710679 = -6145.263070 nChanged 41 SP:Iteration 1F (3.336108 sec): 3 clusters Score: Raw -7194.293157 + Penalty 995.883548 = -6198.409609 nChanged 8 SP:Iteration 2Q (3.336650 sec): 3 clusters Score: Raw -7208.371784 + Penalty 994.880206 = -6213.491578 nChanged 4 SP:Iteration 3Q (3.337187 sec): 3 clusters Score: Raw -7213.698359 + Penalty 992.413516 = -6221.284844 nChanged 3 SP:Iteration 4Q (3.337719 sec): 3 clusters Score: Raw -7218.345662 + Penalty 993.773155 = -6224.572507 nChanged 2 SP:Iteration 5Q (3.338284 sec): 3 clusters Score: Raw -7218.946058 + Penalty 993.503409 = -6225.442650 nChanged 1 SP:Iteration 6Q (3.338834 sec): 3 clusters Score: Raw -7219.576559 + Penalty 993.068433 = -6226.508125 nChanged 1 SP:Iteration 7Q (3.339383 sec): 3 clusters Score: Raw -7219.669926 + Penalty 993.068433 = -6226.601493 nChanged 0 SP:Iteration 8F (3.339942 sec): 3 clusters Score: Raw -7219.669926 + Penalty 993.068433 = -6226.601493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 15 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.340466 sec): 2 clusters Score: Raw -1132.547582 + Penalty 346.663993 = -785.883588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.340730 sec): 3 clusters Score: Raw -1148.516639 + Penalty 690.940493 = -457.576146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 16 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.341244 sec): 2 clusters Score: Raw -1095.601646 + Penalty 334.131453 = -761.470193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.341509 sec): 3 clusters Score: Raw -1129.590541 + Penalty 671.188348 = -458.402193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.342475 sec): 2 clusters Score: Raw -8195.303836 + Penalty 811.487491 = -7383.816345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.343057 sec): 3 clusters Score: Raw -8224.174010 + Penalty 1622.369704 = -6601.804306 nChanged 23 SP:Iteration 1F (3.343608 sec): 3 clusters Score: Raw -8281.859716 + Penalty 1622.894186 = -6658.965530 nChanged 9 SP:Iteration 2Q (3.344169 sec): 3 clusters Score: Raw -8313.143895 + Penalty 1622.753921 = -6690.389974 nChanged 5 SP:Iteration 3Q (3.344700 sec): 3 clusters Score: Raw -8338.119458 + Penalty 1623.051718 = -6715.067741 nChanged 2 SP:Iteration 4Q (3.345225 sec): 3 clusters Score: Raw -8341.898084 + Penalty 1623.199041 = -6718.699043 nChanged 1 SP:Iteration 5Q (3.345749 sec): 3 clusters Score: Raw -8343.963020 + Penalty 1623.199041 = -6720.763978 nChanged 0 SP:Iteration 6F (3.346306 sec): 3 clusters Score: Raw -8343.963020 + Penalty 1623.199041 = -6720.763978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 18 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.346926 sec): 2 clusters Score: Raw -2577.601741 + Penalty 636.563176 = -1941.038565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.347248 sec): 3 clusters Score: Raw -2700.532816 + Penalty 1272.865533 = -1427.667283 nChanged 1 SP:Iteration 1Q (3.347542 sec): 3 clusters Score: Raw -2711.647699 + Penalty 1272.865533 = -1438.782165 nChanged 0 SP:Iteration 2F (3.347867 sec): 3 clusters Score: Raw -2711.647699 + Penalty 1272.865533 = -1438.782165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.349380 sec): 2 clusters Score: Raw -12707.235736 + Penalty 303.884320 = -12403.351416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.350296 sec): 3 clusters Score: Raw -12495.335775 + Penalty 638.377658 = -11856.958117 nChanged 124 SP:Iteration 1F (3.351197 sec): 3 clusters Score: Raw -12612.331612 + Penalty 664.830668 = -11947.500945 nChanged 52 SP:Iteration 2F (3.352058 sec): 3 clusters Score: Raw -12663.027185 + Penalty 667.812851 = -11995.214334 nChanged 19 SP:Iteration 3F (3.352921 sec): 3 clusters Score: Raw -12701.201813 + Penalty 663.946209 = -12037.255604 nChanged 3 SP:Iteration 4Q (3.353716 sec): 3 clusters Score: Raw -12704.025192 + Penalty 661.367399 = -12042.657793 nChanged 1 SP:Iteration 5Q (3.354506 sec): 3 clusters Score: Raw -12704.637173 + Penalty 663.282615 = -12041.354557 nChanged 1 SP:Iteration 6F (3.355368 sec): 3 clusters Score: Raw -12705.231916 + Penalty 663.282615 = -12041.949301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.356212 sec): 2 clusters Score: Raw -6060.153152 + Penalty 608.414222 = -5451.738930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.356710 sec): 3 clusters Score: Raw -6059.933845 + Penalty 1216.892851 = -4843.040994 nChanged 20 SP:Iteration 1F (3.357194 sec): 3 clusters Score: Raw -6100.994582 + Penalty 1217.033743 = -4883.960839 nChanged 3 SP:Iteration 2Q (3.357667 sec): 3 clusters Score: Raw -6109.379648 + Penalty 1216.951602 = -4892.428046 nChanged 5 SP:Iteration 3Q (3.358138 sec): 3 clusters Score: Raw -6116.176948 + Penalty 1216.951602 = -4899.225346 nChanged 0 SP:Iteration 4F (3.358620 sec): 3 clusters Score: Raw -6116.176948 + Penalty 1216.951602 = -4899.225346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.360146 sec): 2 clusters Score: Raw -16350.788056 + Penalty 778.774568 = -15572.013488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.361098 sec): 3 clusters Score: Raw -16251.487272 + Penalty 1557.550470 = -14693.936802 nChanged 103 SP:Iteration 1F (3.362033 sec): 3 clusters Score: Raw -16357.921894 + Penalty 1557.534383 = -14800.387511 nChanged 22 SP:Iteration 2F (3.362967 sec): 3 clusters Score: Raw -16388.454291 + Penalty 1557.552104 = -14830.902187 nChanged 18 SP:Iteration 3Q (3.363885 sec): 3 clusters Score: Raw -16414.298147 + Penalty 1557.570428 = -14856.727719 nChanged 6 SP:Iteration 4Q (3.364798 sec): 3 clusters Score: Raw -16419.706217 + Penalty 1557.511632 = -14862.194586 nChanged 2 SP:Iteration 5Q (3.365710 sec): 3 clusters Score: Raw -16421.048940 + Penalty 1557.529553 = -14863.519387 nChanged 1 SP:Iteration 6Q (3.366626 sec): 3 clusters Score: Raw -16421.739146 + Penalty 1557.529553 = -14864.209593 nChanged 0 SP:Iteration 7F (3.367559 sec): 3 clusters Score: Raw -16421.739146 + Penalty 1557.529553 = -14864.209593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.368058 sec): 2 clusters Score: Raw -538.742427 + Penalty 255.266494 = -283.475933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.368325 sec): 3 clusters Score: Raw -548.365920 + Penalty 511.623236 = -36.742684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.368827 sec): 2 clusters Score: Raw -708.593431 + Penalty 280.600229 = -427.993203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.369072 sec): 3 clusters Score: Raw -718.707728 + Penalty 560.295120 = -158.412608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.370666 sec): 2 clusters Score: Raw -12478.429014 + Penalty 214.351451 = -12264.077563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.371623 sec): 3 clusters Score: Raw -12242.719814 + Penalty 429.295079 = -11813.424734 nChanged 172 SP:Iteration 1F (3.372565 sec): 3 clusters Score: Raw -12389.964500 + Penalty 430.289115 = -11959.675385 nChanged 55 SP:Iteration 2F (3.373504 sec): 3 clusters Score: Raw -12449.972604 + Penalty 436.161734 = -12013.810871 nChanged 27 SP:Iteration 3F (3.374442 sec): 3 clusters Score: Raw -12468.290282 + Penalty 438.007487 = -12030.282795 nChanged 19 SP:Iteration 4Q (3.375373 sec): 3 clusters Score: Raw -12479.340986 + Penalty 440.990140 = -12038.350846 nChanged 10 SP:Iteration 5Q (3.376302 sec): 3 clusters Score: Raw -12484.070198 + Penalty 441.460016 = -12042.610182 nChanged 6 SP:Iteration 6Q (3.377234 sec): 3 clusters Score: Raw -12487.897655 + Penalty 444.148794 = -12043.748862 nChanged 6 SP:Iteration 7Q (3.378161 sec): 3 clusters Score: Raw -12489.880446 + Penalty 444.941360 = -12044.939086 nChanged 1 SP:Iteration 8Q (3.379086 sec): 3 clusters Score: Raw -12490.179936 + Penalty 444.520061 = -12045.659876 nChanged 1 SP:Iteration 9Q (3.380010 sec): 3 clusters Score: Raw -12491.220923 + Penalty 445.327669 = -12045.893254 nChanged 1 SP:Iteration 10F (3.380950 sec): 3 clusters Score: Raw -12491.421859 + Penalty 446.570713 = -12044.851146 nChanged 2 SP:Iteration 11F (3.381884 sec): 3 clusters Score: Raw -12491.828775 + Penalty 447.061177 = -12044.767598 nChanged 1 SP:Iteration 12F (3.382819 sec): 3 clusters Score: Raw -12492.148822 + Penalty 448.015334 = -12044.133488 nChanged 1 SP:Iteration 13F (3.383754 sec): 3 clusters Score: Raw -12492.323923 + Penalty 449.085874 = -12043.238049 nChanged 1 SP:Iteration 14F (3.384689 sec): 3 clusters Score: Raw -12492.380684 + Penalty 449.085874 = -12043.294810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.385521 sec): 2 clusters Score: Raw -5009.171777 + Penalty 305.391953 = -4703.779824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.386008 sec): 3 clusters Score: Raw -4941.603443 + Penalty 621.144201 = -4320.459243 nChanged 41 SP:Iteration 1F (3.386490 sec): 3 clusters Score: Raw -4988.392137 + Penalty 632.337263 = -4356.054874 nChanged 19 SP:Iteration 2F (3.386969 sec): 3 clusters Score: Raw -5007.637972 + Penalty 635.568757 = -4372.069214 nChanged 7 SP:Iteration 3Q (3.387447 sec): 3 clusters Score: Raw -5014.901946 + Penalty 635.270707 = -4379.631238 nChanged 3 SP:Iteration 4Q (3.387925 sec): 3 clusters Score: Raw -5018.282686 + Penalty 632.455067 = -4385.827619 nChanged 1 SP:Iteration 5Q (3.388402 sec): 3 clusters Score: Raw -5018.690643 + Penalty 633.503388 = -4385.187255 nChanged 1 SP:Iteration 6F (3.388879 sec): 3 clusters Score: Raw -5019.159928 + Penalty 638.863809 = -4380.296119 nChanged 1 SP:Iteration 7F (3.389357 sec): 3 clusters Score: Raw -5019.925586 + Penalty 639.629430 = -4380.296156 nChanged 1 SP:Iteration 8Q (3.389833 sec): 3 clusters Score: Raw -5020.550874 + Penalty 635.299702 = -4385.251172 nChanged 1 SP:Iteration 9Q (3.390309 sec): 3 clusters Score: Raw -5021.417700 + Penalty 625.934797 = -4395.482903 nChanged 2 SP:Iteration 10F (3.390786 sec): 3 clusters Score: Raw -5023.903437 + Penalty 625.934797 = -4397.968640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.391321 sec): 2 clusters Score: Raw -577.934588 + Penalty 176.511674 = -401.422914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.391571 sec): 3 clusters Score: Raw -594.046656 + Penalty 360.196105 = -233.850551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.392029 sec): 2 clusters Score: Raw -161.513693 + Penalty 141.010979 = -20.502715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.392242 sec): 3 clusters Score: Raw -152.092127 + Penalty 282.021958 = 129.929831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.392702 sec): 2 clusters Score: Raw -257.147956 + Penalty 210.022810 = -47.125146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.392921 sec): 3 clusters Score: Raw -248.985323 + Penalty 420.045620 = 171.060297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 29 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.393412 sec): 2 clusters Score: Raw -772.242536 + Penalty 259.277423 = -512.965112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.393662 sec): 3 clusters Score: Raw -776.594286 + Penalty 526.022802 = -250.571483 nChanged 2 SP:Iteration 1F (3.393905 sec): 3 clusters Score: Raw -780.148055 + Penalty 516.622395 = -263.525660 nChanged 1 SP:Iteration 2Q (3.394149 sec): 3 clusters Score: Raw -780.558948 + Penalty 516.622395 = -263.936553 nChanged 0 SP:Iteration 3F (3.394393 sec): 3 clusters Score: Raw -780.558948 + Penalty 516.622395 = -263.936553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 32 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.394958 sec): 2 clusters Score: Raw -1720.208812 + Penalty 182.239763 = -1537.969049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.395263 sec): 3 clusters Score: Raw -1699.688477 + Penalty 366.902692 = -1332.785785 nChanged 8 SP:Iteration 1F (3.395564 sec): 3 clusters Score: Raw -1709.115260 + Penalty 363.828178 = -1345.287081 nChanged 5 SP:Iteration 2F (3.395864 sec): 3 clusters Score: Raw -1716.826659 + Penalty 363.503041 = -1353.323617 nChanged 2 SP:Iteration 3Q (3.396163 sec): 3 clusters Score: Raw -1718.998278 + Penalty 363.503041 = -1355.495237 nChanged 0 SP:Iteration 4F (3.396465 sec): 3 clusters Score: Raw -1718.998278 + Penalty 363.503041 = -1355.495237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 33 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.396974 sec): 2 clusters Score: Raw -1195.685794 + Penalty 412.910652 = -782.775141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.397235 sec): 3 clusters Score: Raw -1229.710248 + Penalty 825.821305 = -403.888943 nChanged 1 SP:Iteration 1Q (3.397482 sec): 3 clusters Score: Raw -1234.999290 + Penalty 825.821305 = -409.177985 nChanged 0 SP:Iteration 2F (3.397737 sec): 3 clusters Score: Raw -1234.999290 + Penalty 825.821305 = -409.177985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 34 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.398237 sec): 2 clusters Score: Raw -914.339717 + Penalty 300.682880 = -613.656837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.398492 sec): 3 clusters Score: Raw -923.957527 + Penalty 601.761485 = -322.196041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 35 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.398979 sec): 2 clusters Score: Raw -424.804565 + Penalty 208.877030 = -215.927535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.399209 sec): 3 clusters Score: Raw -429.888013 + Penalty 416.035798 = -13.852215 nChanged 1 SP:Iteration 1F (3.399435 sec): 3 clusters Score: Raw -432.407891 + Penalty 416.035798 = -16.372093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.400088 sec): 2 clusters Score: Raw -2926.104839 + Penalty 428.053343 = -2498.051495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.400449 sec): 3 clusters Score: Raw -2931.969849 + Penalty 856.832283 = -2075.137566 nChanged 7 SP:Iteration 1F (3.400805 sec): 3 clusters Score: Raw -2942.617875 + Penalty 856.832283 = -2085.785592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 37 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.401301 sec): 2 clusters Score: Raw -858.255315 + Penalty 300.867822 = -557.387492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.401550 sec): 3 clusters Score: Raw -879.729625 + Penalty 608.344192 = -271.385433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 38 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.402141 sec): 2 clusters Score: Raw -2182.738267 + Penalty 366.245877 = -1816.492390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.402460 sec): 3 clusters Score: Raw -2191.087579 + Penalty 731.275019 = -1459.812560 nChanged 3 SP:Iteration 1Q (3.402772 sec): 3 clusters Score: Raw -2195.259624 + Penalty 731.275019 = -1463.984606 nChanged 0 SP:Iteration 2F (3.403086 sec): 3 clusters Score: Raw -2195.259624 + Penalty 731.275019 = -1463.984606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 39 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.403578 sec): 2 clusters Score: Raw -831.830393 + Penalty 348.874898 = -482.955495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.403826 sec): 3 clusters Score: Raw -861.914202 + Penalty 698.230252 = -163.683950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 40 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.404592 sec): 2 clusters Score: Raw -4857.865091 + Penalty 554.956960 = -4302.908130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.405032 sec): 3 clusters Score: Raw -4874.431400 + Penalty 1112.472895 = -3761.958504 nChanged 9 SP:Iteration 1F (3.405465 sec): 3 clusters Score: Raw -4891.127958 + Penalty 1111.288253 = -3779.839705 nChanged 4 SP:Iteration 2Q (3.405891 sec): 3 clusters Score: Raw -4897.865925 + Penalty 1110.288414 = -3787.577511 nChanged 1 SP:Iteration 3Q (3.406315 sec): 3 clusters Score: Raw -4899.076966 + Penalty 1109.667564 = -3789.409402 nChanged 1 SP:Iteration 4Q (3.406743 sec): 3 clusters Score: Raw -4903.302242 + Penalty 1109.793262 = -3793.508980 nChanged 1 SP:Iteration 5Q (3.407164 sec): 3 clusters Score: Raw -4907.177051 + Penalty 1109.793262 = -3797.383790 nChanged 0 SP:Iteration 6F (3.407596 sec): 3 clusters Score: Raw -4907.177051 + Penalty 1109.793262 = -3797.383790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 41 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.408140 sec): 2 clusters Score: Raw -1509.060459 + Penalty 370.263727 = -1138.796732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.408425 sec): 3 clusters Score: Raw -1579.767547 + Penalty 743.513781 = -836.253766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 42 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.409033 sec): 2 clusters Score: Raw -2056.453041 + Penalty 161.809762 = -1894.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.409358 sec): 3 clusters Score: Raw -2028.023699 + Penalty 320.990602 = -1707.033097 nChanged 17 SP:Iteration 1F (3.409678 sec): 3 clusters Score: Raw -2043.048296 + Penalty 320.834338 = -1722.213958 nChanged 5 SP:Iteration 2F (3.409998 sec): 3 clusters Score: Raw -2048.566420 + Penalty 339.242009 = -1709.324412 nChanged 5 SP:Iteration 3F (3.410318 sec): 3 clusters Score: Raw -2055.318546 + Penalty 341.575828 = -1713.742718 nChanged 4 SP:Iteration 4F (3.410638 sec): 3 clusters Score: Raw -2061.991353 + Penalty 341.575828 = -1720.415525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.411093 sec): 2 clusters Score: Raw -224.637640 + Penalty 206.085081 = -18.552560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.411310 sec): 3 clusters Score: Raw -214.068499 + Penalty 410.934796 = 196.866296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.411753 sec): 2 clusters Score: Raw -76.553090 + Penalty 77.663343 = 1.110254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.411946 sec): 2 clusters Score: Raw -76.553090 + Penalty 77.663343 = 1.110254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 45 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.412510 sec): 2 clusters Score: Raw -2005.529370 + Penalty 530.895881 = -1474.633489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.412813 sec): 3 clusters Score: Raw -2068.248446 + Penalty 1061.420627 = -1006.827819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.413252 sec): 2 clusters Score: Raw -35.761788 + Penalty 0.000000 = -35.761788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.413443 sec): 2 clusters Score: Raw -35.761788 + Penalty 0.000000 = -35.761788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.413915 sec): 2 clusters Score: Raw -509.773628 + Penalty 234.692480 = -275.081148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.414147 sec): 3 clusters Score: Raw -510.813800 + Penalty 447.865077 = -62.948722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.414603 sec): 2 clusters Score: Raw -249.541792 + Penalty 171.996323 = -77.545468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.414821 sec): 3 clusters Score: Raw -238.454178 + Penalty 342.764893 = 104.310715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.415276 sec): 2 clusters Score: Raw -259.933630 + Penalty 198.135582 = -61.798048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.415493 sec): 3 clusters Score: Raw -248.718786 + Penalty 401.659297 = 152.940510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 50 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.415993 sec): 2 clusters Score: Raw -1002.196471 + Penalty 410.537792 = -591.658679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.416248 sec): 3 clusters Score: Raw -1041.249945 + Penalty 820.024764 = -221.225181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.416904 sec): 2 clusters Score: Raw -3156.052386 + Penalty 619.773718 = -2536.278668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.417263 sec): 3 clusters Score: Raw -3230.574938 + Penalty 1241.717235 = -1988.857704 nChanged 4 SP:Iteration 1Q (3.417601 sec): 3 clusters Score: Raw -3245.295875 + Penalty 1242.969746 = -2002.326129 nChanged 1 SP:Iteration 2Q (3.417936 sec): 3 clusters Score: Raw -3248.324064 + Penalty 1242.969746 = -2005.354318 nChanged 0 SP:Iteration 3F (3.418288 sec): 3 clusters Score: Raw -3248.324064 + Penalty 1242.969746 = -2005.354318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.418753 sec): 2 clusters Score: Raw -322.651349 + Penalty 179.672235 = -142.979114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.418977 sec): 3 clusters Score: Raw -328.905132 + Penalty 357.027628 = 28.122496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 55 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.419420 sec): 2 clusters Score: Raw -78.638667 + Penalty 72.561346 = -6.077321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.419614 sec): 2 clusters Score: Raw -78.638667 + Penalty 72.561346 = -6.077321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 56 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.420139 sec): 2 clusters Score: Raw -1363.554584 + Penalty 387.443340 = -976.111244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.420414 sec): 3 clusters Score: Raw -1403.180101 + Penalty 780.691001 = -622.489101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 57 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.420881 sec): 2 clusters Score: Raw -427.902425 + Penalty 226.288388 = -201.614038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.421111 sec): 3 clusters Score: Raw -427.449943 + Penalty 458.804392 = 31.354449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.421565 sec): 2 clusters Score: Raw -240.866199 + Penalty 160.782945 = -80.083254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.421780 sec): 3 clusters Score: Raw -239.238845 + Penalty 288.438453 = 49.199609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 60 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.422235 sec): 2 clusters Score: Raw -248.604743 + Penalty 141.302836 = -107.301908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.422455 sec): 3 clusters Score: Raw -244.674813 + Penalty 315.803463 = 71.128650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 61 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.422944 sec): 2 clusters Score: Raw -637.517684 + Penalty 272.025282 = -365.492403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.423187 sec): 3 clusters Score: Raw -670.582955 + Penalty 545.717692 = -124.865263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 62 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.423773 sec): 2 clusters Score: Raw -2105.591703 + Penalty 435.584916 = -1670.006787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.424085 sec): 3 clusters Score: Raw -2131.949966 + Penalty 868.471899 = -1263.478068 nChanged 6 SP:Iteration 1F (3.424391 sec): 3 clusters Score: Raw -2153.550305 + Penalty 868.471899 = -1285.078406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.424914 sec): 2 clusters Score: Raw -1031.021848 + Penalty 366.449984 = -664.571863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.425176 sec): 3 clusters Score: Raw -1071.302235 + Penalty 731.857284 = -339.444951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.425632 sec): 2 clusters Score: Raw -225.999944 + Penalty 152.529519 = -73.470426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.425851 sec): 3 clusters Score: Raw -224.154196 + Penalty 328.714186 = 104.559990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.426319 sec): 2 clusters Score: Raw -458.050906 + Penalty 168.275879 = -289.775026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.426551 sec): 3 clusters Score: Raw -448.968424 + Penalty 313.847979 = -135.120445 nChanged 1 SP:Iteration 1F (3.426778 sec): 3 clusters Score: Raw -452.016488 + Penalty 287.926367 = -164.090121 nChanged 1 SP:Iteration 2F (3.427001 sec): 3 clusters Score: Raw -453.357610 + Penalty 277.791198 = -175.566412 nChanged 1 SP:Iteration 3F (3.427220 sec): 3 clusters Score: Raw -453.681395 + Penalty 168.275879 = -285.405515 nChanged 1 SP:Iteration 4F (3.427424 sec): 2 clusters Score: Raw -458.050906 + Penalty 168.275879 = -289.775026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.427879 sec): 2 clusters Score: Raw -259.476079 + Penalty 214.676961 = -44.799118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.428096 sec): 3 clusters Score: Raw -250.335979 + Penalty 427.664590 = 177.328611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.428549 sec): 2 clusters Score: Raw -196.971105 + Penalty 140.375456 = -56.595650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.428768 sec): 3 clusters Score: Raw -197.596650 + Penalty 280.750911 = 83.154261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.429210 sec): 2 clusters Score: Raw -73.798773 + Penalty 73.082606 = -0.716167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.429403 sec): 2 clusters Score: Raw -73.798773 + Penalty 73.082606 = -0.716167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.429886 sec): 2 clusters Score: Raw -751.669098 + Penalty 405.818456 = -345.850642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.430126 sec): 3 clusters Score: Raw -779.032656 + Penalty 810.925518 = 31.892862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.430578 sec): 2 clusters Score: Raw -230.002536 + Penalty 174.808369 = -55.194167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.430796 sec): 3 clusters Score: Raw -230.057397 + Penalty 341.321736 = 111.264338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.431238 sec): 2 clusters Score: Raw -79.871137 + Penalty 82.843010 = 2.971873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.431446 sec): 3 clusters Score: Raw -71.070851 + Penalty 165.686021 = 94.615170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.431903 sec): 2 clusters Score: Raw -80.535690 + Penalty 77.857119 = -2.678571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.432111 sec): 3 clusters Score: Raw -71.592067 + Penalty 155.714238 = 84.122171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.432552 sec): 2 clusters Score: Raw -82.645085 + Penalty 89.022281 = 6.377196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.432760 sec): 3 clusters Score: Raw -72.759350 + Penalty 178.044561 = 105.285211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 79 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.433223 sec): 2 clusters Score: Raw -446.625000 + Penalty 312.608951 = -134.016049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.433449 sec): 3 clusters Score: Raw -445.931569 + Penalty 627.273994 = 181.342425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.433901 sec): 2 clusters Score: Raw -206.436373 + Penalty 173.360580 = -33.075793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.434114 sec): 3 clusters Score: Raw -199.909229 + Penalty 345.534911 = 145.625682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.434562 sec): 2 clusters Score: Raw -128.769650 + Penalty 135.484424 = 6.714775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.434771 sec): 3 clusters Score: Raw -118.007151 + Penalty 268.577933 = 150.570782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.435231 sec): 2 clusters Score: Raw -338.747246 + Penalty 252.195083 = -86.552163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.435453 sec): 3 clusters Score: Raw -341.125391 + Penalty 504.390167 = 163.264776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.435931 sec): 2 clusters Score: Raw -540.541292 + Penalty 296.756269 = -243.785022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.436163 sec): 3 clusters Score: Raw -546.380622 + Penalty 594.050729 = 47.670106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 84 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.436659 sec): 2 clusters Score: Raw -897.938628 + Penalty 354.808929 = -543.129698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.436909 sec): 3 clusters Score: Raw -920.474449 + Penalty 708.255023 = -212.219427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.437364 sec): 2 clusters Score: Raw -234.276004 + Penalty 185.146966 = -49.129038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.437563 sec): 2 clusters Score: Raw -234.276004 + Penalty 185.146966 = -49.129038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.438018 sec): 2 clusters Score: Raw -265.456831 + Penalty 141.901815 = -123.555016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.438239 sec): 3 clusters Score: Raw -260.557190 + Penalty 267.327103 = 6.769913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.438691 sec): 2 clusters Score: Raw -31.289625 + Penalty 0.000000 = -31.289625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.438880 sec): 2 clusters Score: Raw -31.289625 + Penalty 0.000000 = -31.289625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.439339 sec): 2 clusters Score: Raw -354.694518 + Penalty 278.331101 = -76.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.439563 sec): 3 clusters Score: Raw -361.916954 + Penalty 500.232373 = 138.315419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.440006 sec): 2 clusters Score: Raw -84.359805 + Penalty 87.245172 = 2.885368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.440199 sec): 2 clusters Score: Raw -84.359805 + Penalty 87.245172 = 2.885368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.440649 sec): 2 clusters Score: Raw -113.546541 + Penalty 92.314806 = -21.231735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.440861 sec): 3 clusters Score: Raw -107.523530 + Penalty 187.626823 = 80.103292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.441304 sec): 2 clusters Score: Raw -35.163828 + Penalty 0.000000 = -35.163828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.441493 sec): 2 clusters Score: Raw -35.163828 + Penalty 0.000000 = -35.163828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.441932 sec): 2 clusters Score: Raw -36.408094 + Penalty 0.000000 = -36.408094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.442125 sec): 2 clusters Score: Raw -36.408094 + Penalty 0.000000 = -36.408094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.442581 sec): 2 clusters Score: Raw -277.047809 + Penalty 135.839348 = -141.208462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.442798 sec): 3 clusters Score: Raw -269.732964 + Penalty 264.586470 = -5.146494 nChanged 1 SP:Iteration 1F (3.443014 sec): 3 clusters Score: Raw -271.426893 + Penalty 264.586470 = -6.840423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.443479 sec): 2 clusters Score: Raw -401.255549 + Penalty 217.995663 = -183.259887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.443705 sec): 3 clusters Score: Raw -401.991647 + Penalty 435.991326 = 33.999679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444173 sec): 2 clusters Score: Raw -502.066324 + Penalty 253.166617 = -248.899707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.444404 sec): 3 clusters Score: Raw -490.916519 + Penalty 506.333233 = 15.416714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444846 sec): 2 clusters Score: Raw -76.703674 + Penalty 67.894400 = -8.809274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445069 sec): 3 clusters Score: Raw -69.288741 + Penalty 135.788799 = 66.500059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.445525 sec): 2 clusters Score: Raw -258.334708 + Penalty 185.153574 = -73.181134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445740 sec): 3 clusters Score: Raw -247.644830 + Penalty 353.748046 = 106.103216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.446185 sec): 2 clusters Score: Raw -125.186631 + Penalty 127.862043 = 2.675412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.446396 sec): 3 clusters Score: Raw -114.562959 + Penalty 251.190396 = 136.627437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.446851 sec): 2 clusters Score: Raw -229.384061 + Penalty 217.766921 = -11.617140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.447050 sec): 2 clusters Score: Raw -229.384061 + Penalty 217.766921 = -11.617140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.447502 sec): 2 clusters Score: Raw -213.810778 + Penalty 205.289031 = -8.521747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.447719 sec): 3 clusters Score: Raw -204.604994 + Penalty 414.148992 = 209.543998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.448161 sec): 2 clusters Score: Raw -85.029969 + Penalty 90.157225 = 5.127256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.448368 sec): 3 clusters Score: Raw -73.836556 + Penalty 180.314451 = 106.477894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.448822 sec): 2 clusters Score: Raw -238.244966 + Penalty 177.239262 = -61.005704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.449039 sec): 3 clusters Score: Raw -237.865165 + Penalty 349.826261 = 111.961097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.449485 sec): 2 clusters Score: Raw -125.849946 + Penalty 135.091252 = 9.241306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.449695 sec): 3 clusters Score: Raw -116.476898 + Penalty 270.051909 = 153.575011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.450135 sec): 2 clusters Score: Raw -36.761434 + Penalty 0.000000 = -36.761434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.450325 sec): 2 clusters Score: Raw -36.761434 + Penalty 0.000000 = -36.761434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.450773 sec): 2 clusters Score: Raw -170.419155 + Penalty 168.845421 = -1.573734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.450985 sec): 3 clusters Score: Raw -161.240288 + Penalty 338.980097 = 177.739809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.451428 sec): 2 clusters Score: Raw -75.887918 + Penalty 65.951970 = -9.935948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.451648 sec): 3 clusters Score: Raw -68.222839 + Penalty 131.903941 = 63.681102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.452086 sec): 2 clusters Score: Raw -36.568777 + Penalty 0.000000 = -36.568777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.452276 sec): 2 clusters Score: Raw -36.568777 + Penalty 0.000000 = -36.568777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.452732 sec): 2 clusters Score: Raw -299.621987 + Penalty 204.129799 = -95.492189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.452952 sec): 3 clusters Score: Raw -291.291147 + Penalty 407.549542 = 116.258394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.453398 sec): 2 clusters Score: Raw -127.706866 + Penalty 144.432589 = 16.725724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.453592 sec): 2 clusters Score: Raw -127.706866 + Penalty 144.432589 = 16.725724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.454037 sec): 2 clusters Score: Raw -112.385697 + Penalty 99.854173 = -12.531524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.454233 sec): 2 clusters Score: Raw -112.385697 + Penalty 99.854173 = -12.531524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.454669 sec): 2 clusters Score: Raw -34.710006 + Penalty 0.000000 = -34.710006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.454859 sec): 2 clusters Score: Raw -34.710006 + Penalty 0.000000 = -34.710006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.455297 sec): 2 clusters Score: Raw -32.113063 + Penalty 0.000000 = -32.113063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.455486 sec): 2 clusters Score: Raw -32.113063 + Penalty 0.000000 = -32.113063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.455923 sec): 2 clusters Score: Raw -36.545069 + Penalty 0.000000 = -36.545069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.456113 sec): 2 clusters Score: Raw -36.545069 + Penalty 0.000000 = -36.545069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.456552 sec): 2 clusters Score: Raw -35.933236 + Penalty 0.000000 = -35.933236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.456742 sec): 2 clusters Score: Raw -35.933236 + Penalty 0.000000 = -35.933236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.457179 sec): 2 clusters Score: Raw -37.483508 + Penalty 0.000000 = -37.483508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.457369 sec): 2 clusters Score: Raw -37.483508 + Penalty 0.000000 = -37.483508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.457805 sec): 2 clusters Score: Raw -37.368457 + Penalty 0.000000 = -37.368457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.458006 sec): 2 clusters Score: Raw -37.368457 + Penalty 0.000000 = -37.368457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.458443 sec): 2 clusters Score: Raw -37.184947 + Penalty 0.000000 = -37.184947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.458634 sec): 2 clusters Score: Raw -37.184947 + Penalty 0.000000 = -37.184947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459076 sec): 2 clusters Score: Raw -77.873659 + Penalty 79.759600 = 1.885941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459285 sec): 3 clusters Score: Raw -69.295278 + Penalty 159.519200 = 90.223922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459722 sec): 2 clusters Score: Raw -35.943269 + Penalty 0.000000 = -35.943269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459911 sec): 2 clusters Score: Raw -35.943269 + Penalty 0.000000 = -35.943269 nChanged 0 Deleting Class 107 (5 points): Lose 31.026186 but Gain 1224.750586 Iteration 20F (3.872849 sec): 109 clusters Score: Raw -263298.044724 + Penalty 101141.522516 = -162156.522208 nChanged 33 Deleting Class 146 (1 points): Lose 3.254597 but Gain 1189.895001 Iteration 21Q (3.915205 sec): 108 clusters Score: Raw -263330.496489 + Penalty 100005.461998 = -163325.034490 nChanged 26 Deleting Class 127 (3 points): Lose 15.946672 but Gain 1190.010292 Iteration 22Q (3.957503 sec): 107 clusters Score: Raw -263348.196353 + Penalty 98868.648629 = -164479.547723 nChanged 21 Deleting Class 73 (17 points): Lose 126.315379 but Gain 1296.529758 Iteration 23Q (3.999143 sec): 106 clusters Score: Raw -263238.177913 + Penalty 97606.211839 = -165631.966074 nChanged 32 Deleting Class 121 (1 points): Lose 2.522990 but Gain 1172.361518 Iteration 24Q (4.041081 sec): 105 clusters Score: Raw -263288.511728 + Penalty 96455.365003 = -166833.146725 nChanged 20 Deleting Class 109 (2 points): Lose 8.812056 but Gain 1177.348540 Iteration 25Q (4.082912 sec): 104 clusters Score: Raw -263292.975106 + Penalty 95297.861903 = -167995.113203 nChanged 21 Deleting Class 150 (1 points): Lose 2.468320 but Gain 1160.512561 Iteration 26Q (4.124365 sec): 103 clusters Score: Raw -263305.207510 + Penalty 94163.440307 = -169141.767203 nChanged 25 Deleting Class 79 (10 points): Lose 85.175644 but Gain 1228.897591 Iteration 27Q (4.165527 sec): 102 clusters Score: Raw -263237.085878 + Penalty 93107.111539 = -170129.974338 nChanged 32 Deleting Class 78 (2 points): Lose 27.477913 but Gain 1162.527483 Iteration 28Q (4.206612 sec): 101 clusters Score: Raw -263254.064597 + Penalty 90940.627776 = -172313.436820 nChanged 26 Deleting Class 43 (5 points): Lose 26.526508 but Gain 1159.050339 Iteration 29Q (4.247944 sec): 99 clusters Score: Raw -263247.661186 + Penalty 89813.520960 = -173434.140226 nChanged 23 Deleting Class 90 (2 points): Lose 9.605120 but Gain 1139.320512 Iteration 30F (4.622170 sec): 98 clusters Score: Raw -263262.467703 + Penalty 88667.248366 = -174595.219338 nChanged 18 Deleting Class 13 (44 points): Lose 198.057705 but Gain 1327.564706 Iteration 31Q (4.662578 sec): 97 clusters Score: Raw -263079.865563 + Penalty 87471.358932 = -175608.506631 nChanged 61 Deleting Class 147 (1 points): Lose 0.206388 but Gain 1120.820118 Iteration 32Q (4.705784 sec): 96 clusters Score: Raw -263197.777007 + Penalty 86343.344910 = -176854.432097 nChanged 23 Deleting Class 108 (5 points): Lose 45.471314 but Gain 1154.573251 Iteration 33Q (4.746051 sec): 95 clusters Score: Raw -263165.145426 + Penalty 85237.904524 = -177927.240902 nChanged 24 Deleting Class 96 (1 points): Lose 0.324698 but Gain 1101.540180 Iteration 34Q (4.786635 sec): 94 clusters Score: Raw -263190.177912 + Penalty 84140.096069 = -179050.081843 nChanged 20 Deleting Class 116 (1 points): Lose 3.886804 but Gain 1102.004952 Iteration 35Q (4.827120 sec): 93 clusters Score: Raw -263194.721169 + Penalty 83056.408548 = -180138.312621 nChanged 22 Deleting Class 81 (4 points): Lose 37.124544 but Gain 1134.687117 Iteration 36Q (4.867145 sec): 92 clusters Score: Raw -263178.878924 + Penalty 81916.895597 = -181261.983327 nChanged 34 Deleting Class 114 (3 points): Lose 15.672568 but Gain 1113.045059 Iteration 37Q (4.907890 sec): 91 clusters Score: Raw -263184.682287 + Penalty 80817.736944 = -182366.945343 nChanged 40 Deleting Class 89 (8 points): Lose 127.691124 but Gain 1211.560189 Iteration 38Q (4.948083 sec): 90 clusters Score: Raw -263082.498185 + Penalty 79593.836417 = -183488.661768 nChanged 56 Deleting Class 119 (4 points): Lose 19.708091 but Gain 1102.462443 Iteration 39Q (4.988750 sec): 89 clusters Score: Raw -263127.820087 + Penalty 78480.531425 = -184647.288663 nChanged 58 Deleting Class 18 (63 points): Lose 329.217012 but Gain 1408.070923 Iteration 40F (5.321602 sec): 88 clusters Score: Raw -262834.337373 + Penalty 77094.493441 = -185739.843932 nChanged 112 Deleting Class 76 (2 points): Lose 6.034656 but Gain 1081.833396 Iteration 41Q (5.365973 sec): 87 clusters Score: Raw -262996.098321 + Penalty 76001.809361 = -186994.288960 nChanged 58 Deleting Class 135 (1 points): Lose 4.314280 but Gain 1075.036308 Iteration 42Q (5.407344 sec): 86 clusters Score: Raw -263031.930216 + Penalty 74930.329322 = -188101.600894 nChanged 58 Deleting Class 156 (1 points): Lose 1.738531 but Gain 1064.369384 Iteration 43Q (5.447487 sec): 85 clusters Score: Raw -263059.203708 + Penalty 73849.809186 = -189209.394522 nChanged 37 Deleting Class 67 (6 points): Lose 38.933979 but Gain 1084.515352 Iteration 44Q (5.487015 sec): 84 clusters Score: Raw -263046.032033 + Penalty 72800.691190 = -190245.340843 nChanged 36 Deleting Class 28 (5 points): Lose 18.926416 but Gain 1063.166311 Iteration 45Q (5.526321 sec): 83 clusters Score: Raw -263059.507092 + Penalty 71740.722249 = -191318.784843 nChanged 27 Deleting Class 50 (24 points): Lose 126.937430 but Gain 1169.289005 Iteration 46Q (5.564894 sec): 82 clusters Score: Raw -262946.738313 + Penalty 69788.336872 = -193158.401440 nChanged 42 Deleting Class 33 (27 points): Lose 84.355865 but Gain 1125.070941 Iteration 47Q (5.603833 sec): 80 clusters Score: Raw -262923.783168 + Penalty 68675.900255 = -194247.882913 nChanged 50 Deleting Class 105 (3 points): Lose 13.891408 but Gain 1053.482095 Iteration 48Q (5.642244 sec): 79 clusters Score: Raw -262966.053046 + Penalty 67651.597753 = -195314.455292 nChanged 17 Deleting Class 152 (2 points): Lose 9.321002 but Gain 1041.567643 Iteration 49Q (5.679514 sec): 78 clusters Score: Raw -262971.088718 + Penalty 66634.201076 = -196336.887642 nChanged 17 Deleting Class 82 (8 points): Lose 65.596894 but Gain 1097.791523 Iteration 50F (5.970544 sec): 77 clusters Score: Raw -262916.802902 + Penalty 65564.957370 = -197351.845532 nChanged 20 Deleting Class 138 (1 points): Lose 1.994641 but Gain 1027.032580 Iteration 51Q (6.007914 sec): 76 clusters Score: Raw -262942.113815 + Penalty 64565.748859 = -198376.364956 nChanged 15 Deleting Class 77 (2 points): Lose 8.321494 but Gain 1016.723453 Iteration 52Q (6.045012 sec): 75 clusters Score: Raw -262942.554698 + Penalty 63589.169803 = -199353.384895 nChanged 23 Deleting Class 44 (2 points): Lose 18.240872 but Gain 1014.192968 Iteration 53Q (6.081693 sec): 74 clusters Score: Raw -262934.565973 + Penalty 62596.887926 = -200337.678047 nChanged 21 Deleting Class 46 (1 points): Lose 5.542579 but Gain 997.653835 Iteration 54Q (6.118990 sec): 73 clusters Score: Raw -262938.108023 + Penalty 61615.691564 = -201322.416459 nChanged 8 Deleting Class 132 (1 points): Lose 0.538728 but Gain 991.384033 Iteration 55Q (6.155189 sec): 72 clusters Score: Raw -262945.877665 + Penalty 60612.266356 = -202333.611308 nChanged 6 Deleting Class 39 (24 points): Lose 95.726726 but Gain 1058.669480 Iteration 56Q (6.191642 sec): 71 clusters Score: Raw -262853.481321 + Penalty 59586.878161 = -203266.603159 nChanged 25 Deleting Class 84 (23 points): Lose 77.271364 but Gain 1038.028980 Iteration 57Q (6.228568 sec): 70 clusters Score: Raw -262815.608427 + Penalty 58541.902155 = -204273.706272 nChanged 27 Deleting Class 49 (6 points): Lose 40.490305 but Gain 1000.950819 Iteration 58Q (6.265126 sec): 69 clusters Score: Raw -262821.354605 + Penalty 57589.124930 = -205232.229675 nChanged 10 Deleting Class 80 (6 points): Lose 42.770653 but Gain 996.170262 Iteration 59Q (6.300964 sec): 68 clusters Score: Raw -262800.963351 + Penalty 56619.915349 = -206181.048002 nChanged 11 Deleting Class 83 (15 points): Lose 66.239300 but Gain 1017.610187 Iteration 60F (6.559240 sec): 67 clusters Score: Raw -262748.721757 + Penalty 55610.929249 = -207137.792508 nChanged 21 Deleting Class 72 (2 points): Lose 8.089499 but Gain 954.373864 Iteration 61Q (6.595535 sec): 66 clusters Score: Raw -262773.749212 + Penalty 54660.533937 = -208113.215275 nChanged 10 Deleting Class 63 (31 points): Lose 149.435420 but Gain 1094.644481 Iteration 62Q (6.631249 sec): 65 clusters Score: Raw -262634.893752 + Penalty 53686.310896 = -208948.582856 nChanged 43 Deleting Class 55 (2 points): Lose 10.836185 but Gain 947.566814 Iteration 63Q (6.667113 sec): 64 clusters Score: Raw -262714.804881 + Penalty 52780.955870 = -209933.849010 nChanged 16 Deleting Class 6 (3 points): Lose 10.238415 but Gain 925.893522 Iteration 64Q (6.702378 sec): 63 clusters Score: Raw -262731.279215 + Penalty 51887.811618 = -210843.467598 nChanged 15 Deleting Class 51 (89 points): Lose 386.057311 but Gain 1293.403724 Iteration 65Q (6.737623 sec): 62 clusters Score: Raw -262362.194497 + Penalty 50679.726893 = -211682.467604 nChanged 99 Deleting Class 27 (5 points): Lose 47.733824 but Gain 953.061850 Iteration 66Q (6.774555 sec): 61 clusters Score: Raw -262564.978632 + Penalty 49781.246767 = -212783.731864 nChanged 31 Deleting Class 123 (7 points): Lose 46.821389 but Gain 949.540728 Iteration 67Q (6.810352 sec): 60 clusters Score: Raw -262558.082008 + Penalty 48840.226856 = -213717.855152 nChanged 23 Deleting Class 15 (30 points): Lose 85.081423 but Gain 987.259963 Iteration 68Q (6.845060 sec): 59 clusters Score: Raw -262496.199931 + Penalty 47931.936179 = -214564.263752 nChanged 37 Deleting Class 101 (6 points): Lose 33.972599 but Gain 935.367690 Iteration 69Q (6.880025 sec): 58 clusters Score: Raw -262526.649071 + Penalty 46985.002340 = -215541.646730 nChanged 17 Deleting Class 37 (27 points): Lose 100.438881 but Gain 993.883523 Iteration 70F (7.097500 sec): 57 clusters Score: Raw -262466.470565 + Penalty 45992.632959 = -216473.837606 nChanged 42 Deleting Class 85 (5 points): Lose 22.605217 but Gain 910.676339 Iteration 71Q (7.132430 sec): 56 clusters Score: Raw -262502.820758 + Penalty 45100.925333 = -217401.895425 nChanged 23 Deleting Class 112 (8 points): Lose 43.405243 but Gain 913.111845 Iteration 72Q (7.166596 sec): 55 clusters Score: Raw -262486.034341 + Penalty 44199.861437 = -218286.172904 nChanged 17 Deleting Class 56 (38 points): Lose 134.243204 but Gain 995.252807 Iteration 73Q (7.200429 sec): 54 clusters Score: Raw -262374.714564 + Penalty 43221.044715 = -219153.669849 nChanged 41 Deleting Class 75 (5 points): Lose 15.177855 but Gain 872.874820 Iteration 74Q (7.234794 sec): 53 clusters Score: Raw -262433.442592 + Penalty 42385.803008 = -220047.639583 nChanged 10 Deleting Class 99 (13 points): Lose 63.899201 but Gain 914.355444 Iteration 75Q (7.268496 sec): 52 clusters Score: Raw -262383.540067 + Penalty 41485.932036 = -220897.608031 nChanged 15 Deleting Class 62 (64 points): Lose 173.121618 but Gain 1015.754657 Iteration 76Q (7.301538 sec): 51 clusters Score: Raw -262239.559265 + Penalty 40519.442453 = -221720.116813 nChanged 67 Deleting Class 48 (6 points): Lose 41.125524 but Gain 868.899261 Iteration 77Q (7.335915 sec): 50 clusters Score: Raw -262342.855609 + Penalty 39892.771063 = -222450.084546 nChanged 22 Deleting Class 47 (10 points): Lose 27.970868 but Gain 870.344856 Iteration 78Q (7.368809 sec): 49 clusters Score: Raw -262373.138392 + Penalty 39055.416226 = -223317.722166 nChanged 17 Deleting Class 22 (19 points): Lose 70.428578 but Gain 891.814147 Iteration 79Q (7.401139 sec): 48 clusters Score: Raw -262322.797262 + Penalty 38191.109616 = -224131.687646 nChanged 22 Deleting Class 128 (3 points): Lose 2.069815 but Gain 822.719400 Iteration 80F (7.583467 sec): 47 clusters Score: Raw -262355.184154 + Penalty 37378.499089 = -224976.685065 nChanged 9 Deleting Class 57 (12 points): Lose 36.590993 but Gain 856.020912 Iteration 81Q (7.615759 sec): 46 clusters Score: Raw -262328.677727 + Penalty 36530.324967 = -225798.352760 nChanged 17 Deleting Class 23 (20 points): Lose 71.899431 but Gain 877.802994 Iteration 82Q (7.648368 sec): 45 clusters Score: Raw -262279.797139 + Penalty 35674.649250 = -226605.147888 nChanged 30 Deleting Class 134 (2 points): Lose 27.680370 but Gain 815.853343 Iteration 83Q (7.680534 sec): 44 clusters Score: Raw -262298.795463 + Penalty 34880.212831 = -227418.582632 nChanged 14 Deleting Class 98 (15 points): Lose 57.339877 but Gain 845.214653 Iteration 84Q (7.712198 sec): 43 clusters Score: Raw -262260.111437 + Penalty 34052.916750 = -228207.194687 nChanged 26 Deleting Class 64 (7 points): Lose 38.510480 but Gain 823.851243 Iteration 85Q (7.744041 sec): 42 clusters Score: Raw -262256.028901 + Penalty 33242.173215 = -229013.855686 nChanged 18 Deleting Class 16 (33 points): Lose 131.007887 but Gain 911.960994 Iteration 86Q (7.775356 sec): 41 clusters Score: Raw -262154.969284 + Penalty 32373.119211 = -229781.850074 nChanged 46 Deleting Class 58 (8 points): Lose 35.403347 but Gain 808.675471 Iteration 87Q (7.806979 sec): 40 clusters Score: Raw -262207.101972 + Penalty 31630.118623 = -230576.983348 nChanged 27 Deleting Class 93 (1 points): Lose 2.113294 but Gain 774.259507 Iteration 88Q (7.837929 sec): 39 clusters Score: Raw -262240.349317 + Penalty 30871.452906 = -231368.896410 nChanged 20 Deleting Class 29 (25 points): Lose 57.219745 but Gain 820.533612 Iteration 89Q (7.869057 sec): 38 clusters Score: Raw -262201.913321 + Penalty 30110.645875 = -232091.267446 nChanged 44 Deleting Class 91 (3 points): Lose 3.584876 but Gain 760.600983 Iteration 90F (8.014785 sec): 37 clusters Score: Raw -262247.594436 + Penalty 29395.906473 = -232851.687963 nChanged 31 Deleting Class 61 (20 points): Lose 136.446215 but Gain 885.241473 Iteration 91Q (8.045532 sec): 36 clusters Score: Raw -262130.973041 + Penalty 28554.563721 = -233576.409320 nChanged 37 Deleting Class 34 (39 points): Lose 126.536481 but Gain 865.967300 Iteration 92Q (8.076426 sec): 35 clusters Score: Raw -262092.818878 + Penalty 27767.710019 = -234325.108859 nChanged 58 Deleting Class 69 (14 points): Lose 94.619679 but Gain 828.548995 Iteration 93Q (8.106887 sec): 34 clusters Score: Raw -262080.904526 + Penalty 26970.531281 = -235110.373245 nChanged 32 Deleting Class 53 (8 points): Lose 26.576602 but Gain 782.478743 Iteration 94Q (8.136890 sec): 33 clusters Score: Raw -262096.030281 + Penalty 26292.902897 = -235803.127384 nChanged 28 Deleting Class 35 (17 points): Lose 78.443616 but Gain 805.665132 Iteration 95Q (8.167179 sec): 32 clusters Score: Raw -262044.301452 + Penalty 25495.985533 = -236548.315920 nChanged 34 Deleting Class 40 (152 points): Lose 369.718908 but Gain 1067.193236 Iteration 96Q (8.196915 sec): 31 clusters Score: Raw -261715.891667 + Penalty 24516.110501 = -237199.781166 nChanged 168 Deleting Class 10 (41 points): Lose 113.079201 but Gain 789.195945 Iteration 97Q (8.227284 sec): 30 clusters Score: Raw -261863.504277 + Penalty 23750.016930 = -238113.487347 nChanged 66 Deleting Class 5 (56 points): Lose 154.314137 but Gain 825.388308 Iteration 98Q (8.256153 sec): 29 clusters Score: Raw -261790.889953 + Penalty 22939.518893 = -238851.371060 nChanged 82 Deleting Class 60 (9 points): Lose 50.150504 but Gain 713.294426 Iteration 99Q (8.284955 sec): 28 clusters Score: Raw -261846.733535 + Penalty 22225.432219 = -239621.301316 nChanged 27 Deleting Class 45 (90 points): Lose 576.212577 but Gain 1234.151037 Iteration 100F (8.396189 sec): 27 clusters Score: Raw -261315.179072 + Penalty 21066.803881 = -240248.375191 nChanged 103 Deleting Class 97 (9 points): Lose 32.675523 but Gain 678.230558 Iteration 101Q (8.425682 sec): 26 clusters Score: Raw -261617.461016 + Penalty 20402.411919 = -241215.049097 nChanged 31 Deleting Class 87 (6 points): Lose 16.351152 but Gain 602.380107 Iteration 102Q (8.453749 sec): 25 clusters Score: Raw -261629.399085 + Penalty 19815.684515 = -241813.714570 nChanged 24 Deleting Class 65 (15 points): Lose 39.536815 but Gain 597.542945 Iteration 103Q (8.481630 sec): 24 clusters Score: Raw -261611.039275 + Penalty 19227.368343 = -242383.670931 nChanged 23 Deleting Class 17 (237 points): Lose 837.664095 but Gain 1381.960172 Iteration 104Q (8.508654 sec): 23 clusters Score: Raw -260801.549696 + Penalty 17928.929221 = -242872.620476 nChanged 243 Deleting Class 36 (166 points): Lose 465.758239 but Gain 1017.798178 Iteration 105Q (8.537045 sec): 22 clusters Score: Raw -260866.208704 + Penalty 16992.295932 = -243873.912772 nChanged 190 Deleting Class 8 (30 points): Lose 94.442374 but Gain 636.373789 Iteration 106Q (8.565007 sec): 21 clusters Score: Raw -261100.114142 + Penalty 16387.057817 = -244713.056325 nChanged 73 Deleting Class 88 (1 points): Lose 3.626991 but Gain 530.884441 Iteration 107Q (8.591850 sec): 20 clusters Score: Raw -261167.862631 + Penalty 15873.107115 = -245294.755517 nChanged 32 Deleting Class 32 (26 points): Lose 71.623770 but Gain 579.240464 Iteration 108Q (8.618362 sec): 19 clusters Score: Raw -261118.686098 + Penalty 15301.295974 = -245817.390124 nChanged 48 Deleting Class 11 (139 points): Lose 400.973331 but Gain 906.325432 Iteration 109Q (8.643801 sec): 18 clusters Score: Raw -260761.396307 + Penalty 14442.863556 = -246318.532751 nChanged 157 Deleting Class 42 (16 points): Lose 35.836536 but Gain 476.768894 Iteration 110F (8.716022 sec): 17 clusters Score: Raw -260999.151896 + Penalty 13977.266971 = -247021.884925 nChanged 53 Deleting Class 3 (258 points): Lose 798.269167 but Gain 1217.558134 Iteration 111Q (8.742016 sec): 16 clusters Score: Raw -260241.381896 + Penalty 12871.413256 = -247369.968640 nChanged 273 Deleting Class 41 (42 points): Lose 484.771901 but Gain 902.652606 Iteration 112Q (8.768298 sec): 15 clusters Score: Raw -260328.903957 + Penalty 11727.686496 = -248601.217462 nChanged 107 Deleting Class 20 (307 points): Lose 776.039298 but Gain 1118.778109 Iteration 113Q (8.794032 sec): 14 clusters Score: Raw -259839.256589 + Penalty 10921.964087 = -248917.292502 nChanged 355 Deleting Class 26 (46 points): Lose 369.303050 but Gain 654.825052 Iteration 114Q (8.820280 sec): 13 clusters Score: Raw -260063.146550 + Penalty 10035.962440 = -250027.184111 nChanged 136 Deleting Class 9 (212 points): Lose 412.675038 but Gain 671.260110 Iteration 115Q (8.844788 sec): 12 clusters Score: Raw -259877.709648 + Penalty 9651.871878 = -250225.837770 nChanged 277 Deleting Class 38 (277 points): Lose 935.770257 but Gain 1019.647143 Iteration 116Q (8.869420 sec): 11 clusters Score: Raw -259326.337131 + Penalty 8651.626059 = -250674.711072 nChanged 384 Iteration 117Q (8.893736 sec): 11 clusters Score: Raw -259920.945370 + Penalty 8653.300972 = -251267.644398 nChanged 104 Iteration 118Q (8.916952 sec): 11 clusters Score: Raw -259972.129378 + Penalty 8664.678034 = -251307.451343 nChanged 77 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -259972.129378 + Penalty 8664.678034 = -251307.451343Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.939588 sec): 2 clusters Score: Raw -48764.715955 + Penalty 193.166786 = -48571.549169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.942512 sec): 3 clusters Score: Raw -47789.840445 + Penalty 379.887689 = -47409.952756 nChanged 688 SP:Iteration 1F (8.945366 sec): 3 clusters Score: Raw -48286.975990 + Penalty 386.948956 = -47900.027034 nChanged 217 SP:Iteration 2F (8.948331 sec): 3 clusters Score: Raw -48449.442069 + Penalty 395.568535 = -48053.873535 nChanged 128 SP:Iteration 3F (8.951231 sec): 3 clusters Score: Raw -48590.215250 + Penalty 409.300666 = -48180.914584 nChanged 93 SP:Iteration 4F (8.954103 sec): 3 clusters Score: Raw -48697.599339 + Penalty 381.462441 = -48316.136898 nChanged 44 SP:Iteration 5Q (8.956992 sec): 3 clusters Score: Raw -48750.594631 + Penalty 310.246721 = -48440.347909 nChanged 14 SP:Iteration 6Q (8.959729 sec): 3 clusters Score: Raw -48764.953593 + Penalty 295.565385 = -48469.388208 nChanged 3 SP:Iteration 7Q (8.962046 sec): 3 clusters Score: Raw -48767.326930 + Penalty 296.305473 = -48471.021456 nChanged 1 SP:Iteration 8Q (8.964284 sec): 3 clusters Score: Raw -48767.144176 + Penalty 296.305473 = -48470.838702 nChanged 0 SP:Iteration 9F (8.966850 sec): 3 clusters Score: Raw -48767.144176 + Penalty 296.305473 = -48470.838702 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.971315 sec): 2 clusters Score: Raw -47063.779210 + Penalty 556.544373 = -46507.234837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.973956 sec): 3 clusters Score: Raw -46247.998307 + Penalty 1152.525569 = -45095.472738 nChanged 533 SP:Iteration 1F (8.976569 sec): 3 clusters Score: Raw -46767.531399 + Penalty 1204.389860 = -45563.141538 nChanged 212 SP:Iteration 2F (8.979192 sec): 3 clusters Score: Raw -47042.970946 + Penalty 1225.501402 = -45817.469544 nChanged 85 SP:Iteration 3F (8.981810 sec): 3 clusters Score: Raw -47107.754664 + Penalty 1236.151813 = -45871.602851 nChanged 28 SP:Iteration 4Q (8.984264 sec): 3 clusters Score: Raw -47122.467364 + Penalty 1242.683651 = -45879.783713 nChanged 16 SP:Iteration 5Q (8.986687 sec): 3 clusters Score: Raw -47130.745817 + Penalty 1249.893378 = -45880.852438 nChanged 19 SP:Iteration 6Q (8.989118 sec): 3 clusters Score: Raw -47142.968605 + Penalty 1260.422266 = -45882.546339 nChanged 22 SP:Iteration 7Q (8.991520 sec): 3 clusters Score: Raw -47157.813019 + Penalty 1266.891909 = -45890.921111 nChanged 16 SP:Iteration 8Q (8.993906 sec): 3 clusters Score: Raw -47166.827715 + Penalty 1268.434778 = -45898.392937 nChanged 14 SP:Iteration 9Q (8.996283 sec): 3 clusters Score: Raw -47172.283717 + Penalty 1271.903033 = -45900.380685 nChanged 12 SP:Iteration 10F (8.998911 sec): 3 clusters Score: Raw -47181.780173 + Penalty 1276.201545 = -45905.578628 nChanged 13 SP:Iteration 11Q (9.001275 sec): 3 clusters Score: Raw -47187.881143 + Penalty 1280.536426 = -45907.344717 nChanged 7 SP:Iteration 12Q (9.003632 sec): 3 clusters Score: Raw -47190.355078 + Penalty 1283.351831 = -45907.003247 nChanged 4 SP:Iteration 13F (9.006277 sec): 3 clusters Score: Raw -47191.419855 + Penalty 1284.054239 = -45907.365616 nChanged 1 SP:Iteration 14Q (9.008658 sec): 3 clusters Score: Raw -47191.868809 + Penalty 1285.919386 = -45905.949422 nChanged 2 SP:Iteration 15F (9.011283 sec): 3 clusters Score: Raw -47192.643282 + Penalty 1286.224276 = -45906.419006 nChanged 1 SP:Iteration 16Q (9.013657 sec): 3 clusters Score: Raw -47192.778254 + Penalty 1286.224276 = -45906.553978 nChanged 0 SP:Iteration 17F (9.016288 sec): 3 clusters Score: Raw -47192.778254 + Penalty 1286.224276 = -45906.553978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.024421 sec): 2 clusters Score: Raw -55764.839663 + Penalty 401.469013 = -55363.370650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.027452 sec): 3 clusters Score: Raw -54824.130502 + Penalty 801.842261 = -54022.288241 nChanged 681 SP:Iteration 1F (9.030413 sec): 3 clusters Score: Raw -55296.887432 + Penalty 815.852614 = -54481.034818 nChanged 184 SP:Iteration 2F (9.033347 sec): 3 clusters Score: Raw -55511.759885 + Penalty 842.315764 = -54669.444121 nChanged 128 SP:Iteration 3F (9.036267 sec): 3 clusters Score: Raw -55680.375603 + Penalty 860.342749 = -54820.032854 nChanged 70 SP:Iteration 4Q (9.039147 sec): 3 clusters Score: Raw -55757.634498 + Penalty 866.181330 = -54891.453168 nChanged 33 SP:Iteration 5Q (9.041805 sec): 3 clusters Score: Raw -55789.726321 + Penalty 870.467010 = -54919.259312 nChanged 23 SP:Iteration 6Q (9.044356 sec): 3 clusters Score: Raw -55806.657102 + Penalty 878.078971 = -54928.578132 nChanged 12 SP:Iteration 7Q (9.046862 sec): 3 clusters Score: Raw -55814.255164 + Penalty 878.887430 = -54935.367733 nChanged 7 SP:Iteration 8Q (9.049353 sec): 3 clusters Score: Raw -55818.133602 + Penalty 881.536447 = -54936.597155 nChanged 2 SP:Iteration 9Q (9.051829 sec): 3 clusters Score: Raw -55818.726924 + Penalty 882.433286 = -54936.293638 nChanged 1 SP:Iteration 10F (9.054739 sec): 3 clusters Score: Raw -55819.790111 + Penalty 884.248425 = -54935.541686 nChanged 1 SP:Iteration 11F (9.057647 sec): 3 clusters Score: Raw -55820.401292 + Penalty 885.916790 = -54934.484502 nChanged 1 SP:Iteration 12F (9.060559 sec): 3 clusters Score: Raw -55820.537524 + Penalty 885.916790 = -54934.620734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 7 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.063415 sec): 2 clusters Score: Raw -18840.756087 + Penalty 333.370857 = -18507.385229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.064611 sec): 3 clusters Score: Raw -18544.187880 + Penalty 665.267934 = -17878.919946 nChanged 203 SP:Iteration 1F (9.065781 sec): 3 clusters Score: Raw -18650.884684 + Penalty 666.261898 = -17984.622786 nChanged 46 SP:Iteration 2F (9.066949 sec): 3 clusters Score: Raw -18678.606192 + Penalty 665.897779 = -18012.708412 nChanged 28 SP:Iteration 3F (9.068126 sec): 3 clusters Score: Raw -18694.243625 + Penalty 665.332214 = -18028.911412 nChanged 24 SP:Iteration 4Q (9.069296 sec): 3 clusters Score: Raw -18706.606130 + Penalty 664.967704 = -18041.638426 nChanged 19 SP:Iteration 5Q (9.070469 sec): 3 clusters Score: Raw -18716.271789 + Penalty 665.027786 = -18051.244003 nChanged 18 SP:Iteration 6Q (9.071625 sec): 3 clusters Score: Raw -18726.124912 + Penalty 664.801266 = -18061.323646 nChanged 9 SP:Iteration 7Q (9.072814 sec): 3 clusters Score: Raw -18731.497157 + Penalty 664.702973 = -18066.794184 nChanged 9 SP:Iteration 8Q (9.074020 sec): 3 clusters Score: Raw -18734.998415 + Penalty 664.889279 = -18070.109137 nChanged 7 SP:Iteration 9Q (9.075221 sec): 3 clusters Score: Raw -18738.110007 + Penalty 665.999371 = -18072.110636 nChanged 8 SP:Iteration 10F (9.076449 sec): 3 clusters Score: Raw -18746.156339 + Penalty 667.064420 = -18079.091920 nChanged 13 SP:Iteration 11Q (9.077627 sec): 3 clusters Score: Raw -18755.795615 + Penalty 668.895082 = -18086.900533 nChanged 12 SP:Iteration 12Q (9.078764 sec): 3 clusters Score: Raw -18766.412647 + Penalty 670.994848 = -18095.417799 nChanged 15 SP:Iteration 13Q (9.079891 sec): 3 clusters Score: Raw -18776.518744 + Penalty 675.539228 = -18100.979516 nChanged 12 SP:Iteration 14Q (9.081014 sec): 3 clusters Score: Raw -18787.279632 + Penalty 680.419685 = -18106.859947 nChanged 11 SP:Iteration 15Q (9.082133 sec): 3 clusters Score: Raw -18801.540478 + Penalty 683.877897 = -18117.662581 nChanged 15 SP:Iteration 16Q (9.083247 sec): 3 clusters Score: Raw -18822.231934 + Penalty 690.799676 = -18131.432258 nChanged 16 SP:Iteration 17Q (9.084352 sec): 3 clusters Score: Raw -18838.172675 + Penalty 702.401571 = -18135.771104 nChanged 13 SP:Iteration 18Q (9.085447 sec): 3 clusters Score: Raw -18852.437038 + Penalty 714.722904 = -18137.714133 nChanged 12 SP:Iteration 19Q (9.086530 sec): 3 clusters Score: Raw -18867.390124 + Penalty 724.562739 = -18142.827385 nChanged 12 SP:Iteration 20F (9.087709 sec): 3 clusters Score: Raw -18879.464617 + Penalty 730.675089 = -18148.789528 nChanged 5 SP:Iteration 21Q (9.088781 sec): 3 clusters Score: Raw -18881.699483 + Penalty 734.809063 = -18146.890419 nChanged 4 SP:Iteration 22F (9.089962 sec): 3 clusters Score: Raw -18884.289894 + Penalty 738.379390 = -18145.910504 nChanged 4 SP:Iteration 23F (9.091177 sec): 3 clusters Score: Raw -18886.108909 + Penalty 739.569331 = -18146.539578 nChanged 1 SP:Iteration 24Q (9.092233 sec): 3 clusters Score: Raw -18886.413615 + Penalty 740.335189 = -18146.078426 nChanged 2 SP:Iteration 25F (9.093414 sec): 3 clusters Score: Raw -18888.402709 + Penalty 740.149270 = -18148.253439 nChanged 1 SP:Iteration 26Q (9.094466 sec): 3 clusters Score: Raw -18889.938216 + Penalty 742.708960 = -18147.229256 nChanged 2 SP:Iteration 27F (9.095648 sec): 3 clusters Score: Raw -18892.187090 + Penalty 745.499400 = -18146.687690 nChanged 2 SP:Iteration 28F (9.096831 sec): 3 clusters Score: Raw -18893.958938 + Penalty 746.840091 = -18147.118847 nChanged 1 SP:Iteration 29Q (9.097879 sec): 3 clusters Score: Raw -18894.049718 + Penalty 747.137856 = -18146.911862 nChanged 1 SP:Iteration 30F (9.099062 sec): 3 clusters Score: Raw -18893.905998 + Penalty 747.137856 = -18146.768142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.100899 sec): 2 clusters Score: Raw -18179.542114 + Penalty 939.775321 = -17239.766793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.102037 sec): 3 clusters Score: Raw -18048.720230 + Penalty 1879.109732 = -16169.610498 nChanged 123 SP:Iteration 1F (9.103156 sec): 3 clusters Score: Raw -18201.072979 + Penalty 1878.061596 = -16323.011384 nChanged 33 SP:Iteration 2F (9.104274 sec): 3 clusters Score: Raw -18277.560500 + Penalty 1876.814666 = -16400.745834 nChanged 29 SP:Iteration 3F (9.105391 sec): 3 clusters Score: Raw -18358.396877 + Penalty 1872.865763 = -16485.531114 nChanged 29 SP:Iteration 4F (9.106535 sec): 3 clusters Score: Raw -18409.303336 + Penalty 1872.833400 = -16536.469936 nChanged 15 SP:Iteration 5Q (9.107611 sec): 3 clusters Score: Raw -18441.008445 + Penalty 1871.826589 = -16569.181856 nChanged 9 SP:Iteration 6Q (9.108677 sec): 3 clusters Score: Raw -18452.599036 + Penalty 1871.444920 = -16581.154116 nChanged 3 SP:Iteration 7Q (9.109737 sec): 3 clusters Score: Raw -18456.528427 + Penalty 1871.414687 = -16585.113740 nChanged 2 SP:Iteration 8Q (9.110802 sec): 3 clusters Score: Raw -18458.514961 + Penalty 1871.063621 = -16587.451340 nChanged 1 SP:Iteration 9Q (9.111859 sec): 3 clusters Score: Raw -18459.515575 + Penalty 1870.677919 = -16588.837656 nChanged 1 SP:Iteration 10F (9.112972 sec): 3 clusters Score: Raw -18461.463896 + Penalty 1870.677919 = -16590.785976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.114460 sec): 2 clusters Score: Raw -13516.461952 + Penalty 650.087027 = -12866.374925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.115352 sec): 3 clusters Score: Raw -13393.852535 + Penalty 1308.632811 = -12085.219725 nChanged 96 SP:Iteration 1F (9.116235 sec): 3 clusters Score: Raw -13494.236125 + Penalty 1317.993059 = -12176.243066 nChanged 28 SP:Iteration 2F (9.117116 sec): 3 clusters Score: Raw -13533.514465 + Penalty 1328.601533 = -12204.912932 nChanged 17 SP:Iteration 3Q (9.117989 sec): 3 clusters Score: Raw -13555.211520 + Penalty 1331.556099 = -12223.655421 nChanged 5 SP:Iteration 4Q (9.118853 sec): 3 clusters Score: Raw -13561.164872 + Penalty 1333.543955 = -12227.620917 nChanged 4 SP:Iteration 5Q (9.119717 sec): 3 clusters Score: Raw -13566.016305 + Penalty 1333.323674 = -12232.692631 nChanged 3 SP:Iteration 6Q (9.120578 sec): 3 clusters Score: Raw -13569.309643 + Penalty 1334.179230 = -12235.130414 nChanged 2 SP:Iteration 7Q (9.121440 sec): 3 clusters Score: Raw -13570.569636 + Penalty 1334.179230 = -12236.390406 nChanged 0 SP:Iteration 8F (9.122317 sec): 3 clusters Score: Raw -13570.569636 + Penalty 1334.179230 = -12236.390406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 19 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.126107 sec): 2 clusters Score: Raw -35956.367181 + Penalty 330.687358 = -35625.679823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.128368 sec): 3 clusters Score: Raw -35268.750706 + Penalty 700.480917 = -34568.269789 nChanged 460 SP:Iteration 1F (9.130604 sec): 3 clusters Score: Raw -35689.889164 + Penalty 768.811318 = -34921.077846 nChanged 155 SP:Iteration 2F (9.132857 sec): 3 clusters Score: Raw -35876.590171 + Penalty 816.731073 = -35059.859098 nChanged 67 SP:Iteration 3F (9.135108 sec): 3 clusters Score: Raw -35960.021006 + Penalty 833.573887 = -35126.447119 nChanged 22 SP:Iteration 4Q (9.137185 sec): 3 clusters Score: Raw -35979.043588 + Penalty 857.921738 = -35121.121850 nChanged 18 SP:Iteration 5F (9.139440 sec): 3 clusters Score: Raw -35994.202003 + Penalty 883.399083 = -35110.802920 nChanged 19 SP:Iteration 6F (9.141694 sec): 3 clusters Score: Raw -36016.273593 + Penalty 910.304498 = -35105.969095 nChanged 17 SP:Iteration 7F (9.143948 sec): 3 clusters Score: Raw -36042.512656 + Penalty 919.741421 = -35122.771235 nChanged 8 SP:Iteration 8Q (9.145862 sec): 3 clusters Score: Raw -36061.113806 + Penalty 928.715697 = -35132.398109 nChanged 7 SP:Iteration 9Q (9.147742 sec): 3 clusters Score: Raw -36076.491511 + Penalty 922.833398 = -35153.658114 nChanged 2 SP:Iteration 10F (9.150068 sec): 3 clusters Score: Raw -36077.647163 + Penalty 922.833398 = -35154.813765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.152965 sec): 2 clusters Score: Raw -32195.493812 + Penalty 880.052539 = -31315.441272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.154708 sec): 3 clusters Score: Raw -31837.093278 + Penalty 1762.457054 = -30074.636224 nChanged 253 SP:Iteration 1F (9.156402 sec): 3 clusters Score: Raw -32032.538637 + Penalty 1764.776012 = -30267.762625 nChanged 70 SP:Iteration 2F (9.158092 sec): 3 clusters Score: Raw -32093.629679 + Penalty 1767.850683 = -30325.778996 nChanged 39 SP:Iteration 3Q (9.159775 sec): 3 clusters Score: Raw -32125.070181 + Penalty 1770.365871 = -30354.704309 nChanged 25 SP:Iteration 4Q (9.161506 sec): 3 clusters Score: Raw -32154.890444 + Penalty 1775.023786 = -30379.866658 nChanged 29 SP:Iteration 5Q (9.163209 sec): 3 clusters Score: Raw -32185.759038 + Penalty 1781.670331 = -30404.088707 nChanged 25 SP:Iteration 6Q (9.164865 sec): 3 clusters Score: Raw -32217.864631 + Penalty 1788.198230 = -30429.666400 nChanged 28 SP:Iteration 7Q (9.166531 sec): 3 clusters Score: Raw -32256.629788 + Penalty 1795.931322 = -30460.698466 nChanged 27 SP:Iteration 8Q (9.168195 sec): 3 clusters Score: Raw -32286.829652 + Penalty 1801.390015 = -30485.439637 nChanged 15 SP:Iteration 9Q (9.169825 sec): 3 clusters Score: Raw -32299.190879 + Penalty 1806.861119 = -30492.329761 nChanged 16 SP:Iteration 10F (9.171552 sec): 3 clusters Score: Raw -32314.047401 + Penalty 1810.935694 = -30503.111707 nChanged 11 SP:Iteration 11Q (9.173207 sec): 3 clusters Score: Raw -32324.008141 + Penalty 1813.251504 = -30510.756636 nChanged 6 SP:Iteration 12Q (9.174839 sec): 3 clusters Score: Raw -32330.137875 + Penalty 1816.315571 = -30513.822304 nChanged 10 SP:Iteration 13Q (9.176582 sec): 3 clusters Score: Raw -32336.286334 + Penalty 1818.929493 = -30517.356841 nChanged 5 SP:Iteration 14Q (9.178291 sec): 3 clusters Score: Raw -32341.998151 + Penalty 1823.565925 = -30518.432226 nChanged 7 SP:Iteration 15Q (9.179941 sec): 3 clusters Score: Raw -32347.425266 + Penalty 1828.515272 = -30518.909994 nChanged 10 SP:Iteration 16Q (9.181526 sec): 3 clusters Score: Raw -32356.716963 + Penalty 1831.323573 = -30525.393390 nChanged 6 SP:Iteration 17Q (9.183149 sec): 3 clusters Score: Raw -32364.508969 + Penalty 1832.079116 = -30532.429853 nChanged 3 SP:Iteration 18Q (9.184751 sec): 3 clusters Score: Raw -32367.716256 + Penalty 1832.280816 = -30535.435439 nChanged 1 SP:Iteration 19Q (9.186358 sec): 3 clusters Score: Raw -32368.768741 + Penalty 1832.280816 = -30536.487925 nChanged 0 SP:Iteration 20F (9.188061 sec): 3 clusters Score: Raw -32368.768741 + Penalty 1832.280816 = -30536.487925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.189660 sec): 2 clusters Score: Raw -6412.928839 + Penalty 279.349378 = -6133.579460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.190330 sec): 3 clusters Score: Raw -6310.713944 + Penalty 557.762640 = -5752.951304 nChanged 68 SP:Iteration 1F (9.190974 sec): 3 clusters Score: Raw -6373.084697 + Penalty 557.535006 = -5815.549691 nChanged 21 SP:Iteration 2F (9.191617 sec): 3 clusters Score: Raw -6391.816285 + Penalty 557.430757 = -5834.385528 nChanged 9 SP:Iteration 3Q (9.192255 sec): 3 clusters Score: Raw -6402.586092 + Penalty 556.549501 = -5846.036591 nChanged 12 SP:Iteration 4Q (9.192890 sec): 3 clusters Score: Raw -6417.311348 + Penalty 557.372334 = -5859.939014 nChanged 8 SP:Iteration 5Q (9.193522 sec): 3 clusters Score: Raw -6430.446594 + Penalty 557.043839 = -5873.402755 nChanged 8 SP:Iteration 6Q (9.194152 sec): 3 clusters Score: Raw -6439.968438 + Penalty 559.317068 = -5880.651370 nChanged 3 SP:Iteration 7Q (9.194776 sec): 3 clusters Score: Raw -6443.151353 + Penalty 562.589306 = -5880.562047 nChanged 5 SP:Iteration 8F (9.195421 sec): 3 clusters Score: Raw -6453.188641 + Penalty 565.522644 = -5887.665997 nChanged 5 SP:Iteration 9Q (9.196045 sec): 3 clusters Score: Raw -6459.588440 + Penalty 569.264766 = -5890.323674 nChanged 6 SP:Iteration 10F (9.196689 sec): 3 clusters Score: Raw -6463.395752 + Penalty 569.262038 = -5894.133714 nChanged 1 SP:Iteration 11Q (9.197310 sec): 3 clusters Score: Raw -6464.109306 + Penalty 568.779547 = -5895.329758 nChanged 2 SP:Iteration 12Q (9.197933 sec): 3 clusters Score: Raw -6465.483877 + Penalty 569.706998 = -5895.776879 nChanged 1 SP:Iteration 13Q (9.198555 sec): 3 clusters Score: Raw -6466.929863 + Penalty 569.706998 = -5897.222865 nChanged 0 SP:Iteration 14F (9.199198 sec): 3 clusters Score: Raw -6466.929863 + Penalty 569.706998 = -5897.222865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.200749 sec): 2 clusters Score: Raw -10707.316973 + Penalty 565.465556 = -10141.851417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.201601 sec): 3 clusters Score: Raw -10563.464539 + Penalty 1130.798825 = -9432.665714 nChanged 98 SP:Iteration 1F (9.202439 sec): 3 clusters Score: Raw -10701.564247 + Penalty 1131.442858 = -9570.121389 nChanged 56 SP:Iteration 2F (9.203273 sec): 3 clusters Score: Raw -10796.090307 + Penalty 1132.597741 = -9663.492565 nChanged 29 SP:Iteration 3F (9.204103 sec): 3 clusters Score: Raw -10841.695377 + Penalty 1133.832892 = -9707.862484 nChanged 19 SP:Iteration 4F (9.204932 sec): 3 clusters Score: Raw -10874.268097 + Penalty 1137.922688 = -9736.345408 nChanged 15 SP:Iteration 5Q (9.205723 sec): 3 clusters Score: Raw -10896.313513 + Penalty 1145.357942 = -9750.955570 nChanged 10 SP:Iteration 6Q (9.206497 sec): 3 clusters Score: Raw -10909.167499 + Penalty 1145.675712 = -9763.491787 nChanged 2 SP:Iteration 7Q (9.207264 sec): 3 clusters Score: Raw -10911.398462 + Penalty 1146.015695 = -9765.382768 nChanged 1 SP:Iteration 8Q (9.208032 sec): 3 clusters Score: Raw -10912.116203 + Penalty 1146.015695 = -9766.100508 nChanged 0 SP:Iteration 9F (9.208859 sec): 3 clusters Score: Raw -10912.116203 + Penalty 1146.015695 = -9766.100508 nChanged 0 Iteration 119Q (9.237400 sec): 11 clusters Score: Raw -260005.791101 + Penalty 8672.616508 = -251333.174593 nChanged 52 Iteration 120F (9.284111 sec): 11 clusters Score: Raw -260024.245063 + Penalty 8678.670766 = -251345.574297 nChanged 43 Iteration 121Q (9.308031 sec): 11 clusters Score: Raw -260048.361751 + Penalty 8683.090062 = -251365.271689 nChanged 36 Iteration 122Q (9.331932 sec): 11 clusters Score: Raw -260064.849914 + Penalty 8685.637913 = -251379.212001 nChanged 33 Iteration 123Q (9.356221 sec): 11 clusters Score: Raw -260074.841177 + Penalty 8687.554546 = -251387.286631 nChanged 25 Iteration 124Q (9.380211 sec): 11 clusters Score: Raw -260085.016487 + Penalty 8688.774162 = -251396.242326 nChanged 34 Iteration 125Q (9.403959 sec): 11 clusters Score: Raw -260096.117303 + Penalty 8692.817515 = -251403.299788 nChanged 26 Iteration 126Q (9.427630 sec): 11 clusters Score: Raw -260108.215354 + Penalty 8698.052046 = -251410.163307 nChanged 27 Iteration 127Q (9.451607 sec): 11 clusters Score: Raw -260122.150761 + Penalty 8702.176040 = -251419.974721 nChanged 17 Iteration 128Q (9.474986 sec): 11 clusters Score: Raw -260128.245464 + Penalty 8704.224162 = -251424.021302 nChanged 14 Iteration 129Q (9.498874 sec): 11 clusters Score: Raw -260132.457139 + Penalty 8706.316726 = -251426.140413 nChanged 13 Iteration 130F (9.545222 sec): 11 clusters Score: Raw -260136.070738 + Penalty 8703.875639 = -251432.195100 nChanged 12 Iteration 131Q (9.568786 sec): 11 clusters Score: Raw -260142.123094 + Penalty 8704.361527 = -251437.761567 nChanged 13 Iteration 132Q (9.592851 sec): 11 clusters Score: Raw -260152.528081 + Penalty 8707.874646 = -251444.653434 nChanged 22 Iteration 133Q (9.616739 sec): 11 clusters Score: Raw -260164.087629 + Penalty 8711.517399 = -251452.570230 nChanged 14 Iteration 134Q (9.640273 sec): 11 clusters Score: Raw -260169.873381 + Penalty 8714.796621 = -251455.076760 nChanged 13 Iteration 135Q (9.663838 sec): 11 clusters Score: Raw -260175.032562 + Penalty 8718.574813 = -251456.457749 nChanged 17 Iteration 136Q (9.687527 sec): 11 clusters Score: Raw -260179.654097 + Penalty 8717.851846 = -251461.802251 nChanged 8 Iteration 137Q (9.711413 sec): 11 clusters Score: Raw -260181.065574 + Penalty 8718.023608 = -251463.041966 nChanged 6 Iteration 138Q (9.734958 sec): 11 clusters Score: Raw -260182.874237 + Penalty 8721.243395 = -251461.630842 nChanged 8 Iteration 139F (9.781093 sec): 11 clusters Score: Raw -260185.158647 + Penalty 8724.286027 = -251460.872620 nChanged 11 Iteration 140F (9.827544 sec): 11 clusters Score: Raw -260187.465976 + Penalty 8725.542560 = -251461.923416 nChanged 4 Iteration 141Q (9.851133 sec): 11 clusters Score: Raw -260188.340112 + Penalty 8724.331890 = -251464.008222 nChanged 6 Iteration 142Q (9.874799 sec): 11 clusters Score: Raw -260189.370909 + Penalty 8724.007490 = -251465.363418 nChanged 5 Iteration 143Q (9.898595 sec): 11 clusters Score: Raw -260190.421226 + Penalty 8724.119963 = -251466.301264 nChanged 5 Iteration 144Q (9.922120 sec): 11 clusters Score: Raw -260191.313595 + Penalty 8725.031448 = -251466.282147 nChanged 7 Iteration 145F (9.968540 sec): 11 clusters Score: Raw -260192.384711 + Penalty 8725.217151 = -251467.167560 nChanged 6 Iteration 146Q (9.992002 sec): 11 clusters Score: Raw -260193.004693 + Penalty 8726.012221 = -251466.992472 nChanged 5 Iteration 147F (10.038939 sec): 11 clusters Score: Raw -260193.469286 + Penalty 8726.421961 = -251467.047324 nChanged 2 Iteration 148Q (10.062469 sec): 11 clusters Score: Raw -260193.701517 + Penalty 8726.838964 = -251466.862553 nChanged 2 Iteration 149F (10.109142 sec): 11 clusters Score: Raw -260193.931206 + Penalty 8727.088644 = -251466.842562 nChanged 2 Iteration 150F (10.155612 sec): 11 clusters Score: Raw -260194.135814 + Penalty 8726.688492 = -251467.447322 nChanged 3 Iteration 151Q (10.179139 sec): 11 clusters Score: Raw -260194.981460 + Penalty 8727.571187 = -251467.410272 nChanged 7 Iteration 152F (10.225530 sec): 11 clusters Score: Raw -260196.196981 + Penalty 8728.436909 = -251467.760073 nChanged 5 Iteration 153Q (10.249108 sec): 11 clusters Score: Raw -260197.143820 + Penalty 8727.957678 = -251469.186142 nChanged 6 Iteration 154Q (10.272722 sec): 11 clusters Score: Raw -260198.104220 + Penalty 8728.787774 = -251469.316445 nChanged 4 Iteration 155Q (10.296095 sec): 11 clusters Score: Raw -260198.710753 + Penalty 8729.891075 = -251468.819678 nChanged 9 Iteration 156F (10.342580 sec): 11 clusters Score: Raw -260201.167405 + Penalty 8731.690850 = -251469.476555 nChanged 16 Iteration 157Q (10.366535 sec): 11 clusters Score: Raw -260205.481590 + Penalty 8735.343496 = -251470.138094 nChanged 22 Iteration 158Q (10.390417 sec): 11 clusters Score: Raw -260210.853050 + Penalty 8740.510656 = -251470.342394 nChanged 31 Iteration 159Q (10.414435 sec): 11 clusters Score: Raw -260218.077486 + Penalty 8744.131215 = -251473.946271 nChanged 21 Iteration 160F (10.460617 sec): 11 clusters Score: Raw -260222.996339 + Penalty 8749.662521 = -251473.333818 nChanged 25 Iteration 161F (10.506769 sec): 11 clusters Score: Raw -260229.029152 + Penalty 8748.663224 = -251480.365928 nChanged 31 Iteration 162Q (10.530912 sec): 11 clusters Score: Raw -260235.744132 + Penalty 8750.792522 = -251484.951610 nChanged 21 Iteration 163Q (10.554368 sec): 11 clusters Score: Raw -260239.224140 + Penalty 8754.697166 = -251484.526974 nChanged 21 Iteration 164F (10.600556 sec): 11 clusters Score: Raw -260242.669550 + Penalty 8756.424217 = -251486.245333 nChanged 16 Iteration 165Q (10.624420 sec): 11 clusters Score: Raw -260245.282562 + Penalty 8757.231881 = -251488.050681 nChanged 12 Iteration 166Q (10.647954 sec): 11 clusters Score: Raw -260247.131997 + Penalty 8758.333010 = -251488.798988 nChanged 16 Iteration 167Q (10.671281 sec): 11 clusters Score: Raw -260249.711423 + Penalty 8758.484445 = -251491.226978 nChanged 17 Iteration 168Q (10.694715 sec): 11 clusters Score: Raw -260254.519179 + Penalty 8758.482928 = -251496.036251 nChanged 21 Iteration 169Q (10.718524 sec): 11 clusters Score: Raw -260260.586993 + Penalty 8757.396874 = -251503.190118 nChanged 23 Iteration 170F (10.764703 sec): 11 clusters Score: Raw -260266.635461 + Penalty 8758.799683 = -251507.835778 nChanged 25 Iteration 171Q (10.788181 sec): 11 clusters Score: Raw -260274.411879 + Penalty 8758.548917 = -251515.862962 nChanged 26 Iteration 172Q (10.812409 sec): 11 clusters Score: Raw -260283.086137 + Penalty 8759.172011 = -251523.914126 nChanged 24 Iteration 173Q (10.835961 sec): 11 clusters Score: Raw -260290.765840 + Penalty 8756.978314 = -251533.787526 nChanged 25 Iteration 174Q (10.859353 sec): 11 clusters Score: Raw -260299.970111 + Penalty 8758.012500 = -251541.957610 nChanged 27 Iteration 175Q (10.882752 sec): 11 clusters Score: Raw -260306.431338 + Penalty 8761.182649 = -251545.248689 nChanged 26 Iteration 176Q (10.905823 sec): 11 clusters Score: Raw -260315.710417 + Penalty 8763.357392 = -251552.353025 nChanged 23 Iteration 177Q (10.929217 sec): 11 clusters Score: Raw -260320.548730 + Penalty 8763.733585 = -251556.815145 nChanged 16 Iteration 178Q (10.952757 sec): 11 clusters Score: Raw -260323.999037 + Penalty 8762.045836 = -251561.953201 nChanged 12 Iteration 179Q (10.975844 sec): 11 clusters Score: Raw -260326.519762 + Penalty 8764.783110 = -251561.736651 nChanged 10 Iteration 180F (11.022503 sec): 11 clusters Score: Raw -260328.068102 + Penalty 8769.062841 = -251559.005261 nChanged 5 Iteration 181F (11.068943 sec): 11 clusters Score: Raw -260329.376244 + Penalty 8769.818071 = -251559.558173 nChanged 5 Iteration 182Q (11.092176 sec): 11 clusters Score: Raw -260330.630822 + Penalty 8767.393406 = -251563.237417 nChanged 5 Iteration 183Q (11.115590 sec): 11 clusters Score: Raw -260331.504462 + Penalty 8768.797551 = -251562.706912 nChanged 4 Iteration 184F (11.163910 sec): 11 clusters Score: Raw -260331.968555 + Penalty 8773.279409 = -251558.689145 nChanged 4 Iteration 185F (11.210096 sec): 11 clusters Score: Raw -260332.605514 + Penalty 8774.684399 = -251557.921115 nChanged 1 Iteration 186F (11.256802 sec): 11 clusters Score: Raw -260332.764749 + Penalty 8775.290566 = -251557.474182 nChanged 3 Iteration 187F (11.303087 sec): 11 clusters Score: Raw -260333.064284 + Penalty 8776.194174 = -251556.870109 nChanged 2 Iteration 188F (11.349511 sec): 11 clusters Score: Raw -260333.206690 + Penalty 8776.320365 = -251556.886324 nChanged 1 Iteration 189Q (11.372795 sec): 11 clusters Score: Raw -260333.350827 + Penalty 8777.849500 = -251555.501327 nChanged 2 Iteration 190F (11.419584 sec): 11 clusters Score: Raw -260333.699846 + Penalty 8777.814064 = -251555.885782 nChanged 1 Iteration 191Q (11.442938 sec): 11 clusters Score: Raw -260333.952924 + Penalty 8778.001504 = -251555.951419 nChanged 1 Iteration 192Q (11.466163 sec): 11 clusters Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787 nChanged 0 Iteration 193F (11.512542 sec): 11 clusters Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.535610 sec): 2 clusters Score: Raw -48916.967240 + Penalty 193.080518 = -48723.886722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.538591 sec): 3 clusters Score: Raw -47971.625256 + Penalty 388.755651 = -47582.869605 nChanged 684 SP:Iteration 1F (11.541449 sec): 3 clusters Score: Raw -48448.248732 + Penalty 389.881868 = -48058.366864 nChanged 124 SP:Iteration 2F (11.544287 sec): 3 clusters Score: Raw -48485.786900 + Penalty 390.769638 = -48095.017262 nChanged 53 SP:Iteration 3Q (11.547115 sec): 3 clusters Score: Raw -48501.838374 + Penalty 390.935420 = -48110.902954 nChanged 50 SP:Iteration 4Q (11.549945 sec): 3 clusters Score: Raw -48538.555807 + Penalty 390.802889 = -48147.752919 nChanged 52 SP:Iteration 5Q (11.552768 sec): 3 clusters Score: Raw -48594.529440 + Penalty 391.296249 = -48203.233191 nChanged 57 SP:Iteration 6Q (11.555622 sec): 3 clusters Score: Raw -48636.807461 + Penalty 391.305369 = -48245.502092 nChanged 41 SP:Iteration 7Q (11.558491 sec): 3 clusters Score: Raw -48653.803370 + Penalty 392.411092 = -48261.392278 nChanged 26 SP:Iteration 8Q (11.561272 sec): 3 clusters Score: Raw -48668.114933 + Penalty 392.449566 = -48275.665367 nChanged 25 SP:Iteration 9Q (11.564025 sec): 3 clusters Score: Raw -48676.035546 + Penalty 392.220192 = -48283.815354 nChanged 25 SP:Iteration 10F (11.566844 sec): 3 clusters Score: Raw -48684.453362 + Penalty 392.006058 = -48292.447304 nChanged 28 SP:Iteration 11Q (11.569578 sec): 3 clusters Score: Raw -48693.285584 + Penalty 392.250429 = -48301.035155 nChanged 26 SP:Iteration 12Q (11.572287 sec): 3 clusters Score: Raw -48700.359552 + Penalty 392.867547 = -48307.492005 nChanged 28 SP:Iteration 13Q (11.574984 sec): 3 clusters Score: Raw -48709.436807 + Penalty 393.264251 = -48316.172555 nChanged 28 SP:Iteration 14Q (11.577663 sec): 3 clusters Score: Raw -48717.892709 + Penalty 394.094456 = -48323.798253 nChanged 32 SP:Iteration 15Q (11.580376 sec): 3 clusters Score: Raw -48730.783944 + Penalty 393.574774 = -48337.209170 nChanged 44 SP:Iteration 16Q (11.583049 sec): 3 clusters Score: Raw -48753.348121 + Penalty 390.786295 = -48362.561826 nChanged 46 SP:Iteration 17Q (11.585721 sec): 3 clusters Score: Raw -48778.298163 + Penalty 384.981590 = -48393.316573 nChanged 43 SP:Iteration 18Q (11.588344 sec): 3 clusters Score: Raw -48806.603228 + Penalty 385.746667 = -48420.856561 nChanged 44 SP:Iteration 19Q (11.590869 sec): 3 clusters Score: Raw -48838.006356 + Penalty 389.597051 = -48448.409305 nChanged 37 SP:Iteration 20F (11.593661 sec): 3 clusters Score: Raw -48865.780077 + Penalty 393.584768 = -48472.195309 nChanged 33 SP:Iteration 21Q (11.596079 sec): 3 clusters Score: Raw -48886.244866 + Penalty 391.639179 = -48494.605687 nChanged 14 SP:Iteration 22Q (11.598464 sec): 3 clusters Score: Raw -48892.588021 + Penalty 388.779323 = -48503.808698 nChanged 11 SP:Iteration 23Q (11.600805 sec): 3 clusters Score: Raw -48896.962451 + Penalty 391.302758 = -48505.659693 nChanged 13 SP:Iteration 24Q (11.603126 sec): 3 clusters Score: Raw -48900.882493 + Penalty 380.329239 = -48520.553254 nChanged 7 SP:Iteration 25Q (11.605428 sec): 3 clusters Score: Raw -48903.219830 + Penalty 376.660366 = -48526.559464 nChanged 11 SP:Iteration 26Q (11.607761 sec): 3 clusters Score: Raw -48907.720360 + Penalty 377.975912 = -48529.744448 nChanged 4 SP:Iteration 27Q (11.610055 sec): 3 clusters Score: Raw -48908.959802 + Penalty 369.156567 = -48539.803235 nChanged 4 SP:Iteration 28Q (11.612352 sec): 3 clusters Score: Raw -48909.727260 + Penalty 376.045341 = -48533.681919 nChanged 5 SP:Iteration 29F (11.615141 sec): 3 clusters Score: Raw -48911.039100 + Penalty 367.746106 = -48543.292994 nChanged 3 SP:Iteration 30F (11.617997 sec): 3 clusters Score: Raw -48912.212839 + Penalty 373.096696 = -48539.116143 nChanged 2 SP:Iteration 31F (11.620799 sec): 3 clusters Score: Raw -48912.742983 + Penalty 374.385886 = -48538.357098 nChanged 3 SP:Iteration 32F (11.623566 sec): 3 clusters Score: Raw -48915.043168 + Penalty 379.386390 = -48535.656778 nChanged 4 SP:Iteration 33F (11.626347 sec): 3 clusters Score: Raw -48921.162428 + Penalty 379.586194 = -48541.576234 nChanged 1 SP:Iteration 34Q (11.628596 sec): 3 clusters Score: Raw -48921.104467 + Penalty 379.586194 = -48541.518273 nChanged 0 SP:Iteration 35F (11.631363 sec): 3 clusters Score: Raw -48921.104467 + Penalty 379.586194 = -48541.518273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.634693 sec): 2 clusters Score: Raw -27184.224927 + Penalty 492.963395 = -26691.261532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.636390 sec): 3 clusters Score: Raw -26729.488935 + Penalty 987.031507 = -25742.457428 nChanged 264 SP:Iteration 1F (11.638003 sec): 3 clusters Score: Raw -26867.620314 + Penalty 995.766427 = -25871.853887 nChanged 110 SP:Iteration 2F (11.639551 sec): 3 clusters Score: Raw -26980.358224 + Penalty 1013.017178 = -25967.341046 nChanged 80 SP:Iteration 3F (11.641136 sec): 3 clusters Score: Raw -27062.136961 + Penalty 1046.557636 = -26015.579325 nChanged 70 SP:Iteration 4F (11.642696 sec): 3 clusters Score: Raw -27133.256347 + Penalty 1079.699312 = -26053.557035 nChanged 44 SP:Iteration 5F (11.644233 sec): 3 clusters Score: Raw -27181.155280 + Penalty 1113.255195 = -26067.900086 nChanged 32 SP:Iteration 6Q (11.645688 sec): 3 clusters Score: Raw -27211.465950 + Penalty 1134.413790 = -26077.052160 nChanged 23 SP:Iteration 7Q (11.647098 sec): 3 clusters Score: Raw -27229.674182 + Penalty 1151.388800 = -26078.285382 nChanged 15 SP:Iteration 8Q (11.648491 sec): 3 clusters Score: Raw -27246.493979 + Penalty 1172.502970 = -26073.991009 nChanged 14 SP:Iteration 9F (11.650020 sec): 3 clusters Score: Raw -27261.446659 + Penalty 1186.839298 = -26074.607361 nChanged 7 SP:Iteration 10F (11.651544 sec): 3 clusters Score: Raw -27272.326427 + Penalty 1197.703857 = -26074.622570 nChanged 5 SP:Iteration 11Q (11.652931 sec): 3 clusters Score: Raw -27281.056537 + Penalty 1207.900386 = -26073.156151 nChanged 4 SP:Iteration 12F (11.654482 sec): 3 clusters Score: Raw -27286.103394 + Penalty 1214.340434 = -26071.762960 nChanged 3 SP:Iteration 13F (11.656017 sec): 3 clusters Score: Raw -27288.518075 + Penalty 1216.968630 = -26071.549445 nChanged 1 SP:Iteration 14F (11.657560 sec): 3 clusters Score: Raw -27289.540477 + Penalty 1218.324388 = -26071.216089 nChanged 2 SP:Iteration 15F (11.659140 sec): 3 clusters Score: Raw -27291.017451 + Penalty 1222.115731 = -26068.901719 nChanged 1 SP:Iteration 16F (11.660709 sec): 3 clusters Score: Raw -27291.481740 + Penalty 1223.689845 = -26067.791896 nChanged 1 SP:Iteration 17F (11.662255 sec): 3 clusters Score: Raw -27293.050393 + Penalty 1221.481606 = -26071.568786 nChanged 1 SP:Iteration 18Q (11.663580 sec): 3 clusters Score: Raw -27294.121082 + Penalty 1221.481606 = -26072.639475 nChanged 0 SP:Iteration 19F (11.665133 sec): 3 clusters Score: Raw -27294.121082 + Penalty 1221.481606 = -26072.639475 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.673923 sec): 2 clusters Score: Raw -55454.534839 + Penalty 400.633445 = -55053.901394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.676946 sec): 3 clusters Score: Raw -54510.334243 + Penalty 802.648503 = -53707.685740 nChanged 657 SP:Iteration 1F (11.679930 sec): 3 clusters Score: Raw -54866.606719 + Penalty 805.989127 = -54060.617592 nChanged 169 SP:Iteration 2F (11.682886 sec): 3 clusters Score: Raw -54989.264606 + Penalty 810.884190 = -54178.380416 nChanged 115 SP:Iteration 3F (11.685829 sec): 3 clusters Score: Raw -55082.137672 + Penalty 817.221463 = -54264.916209 nChanged 108 SP:Iteration 4F (11.688770 sec): 3 clusters Score: Raw -55163.451424 + Penalty 825.510629 = -54337.940795 nChanged 77 SP:Iteration 5Q (11.691679 sec): 3 clusters Score: Raw -55215.136883 + Penalty 835.050316 = -54380.086567 nChanged 79 SP:Iteration 6Q (11.694554 sec): 3 clusters Score: Raw -55277.118776 + Penalty 846.843376 = -54430.275400 nChanged 73 SP:Iteration 7Q (11.697391 sec): 3 clusters Score: Raw -55345.945214 + Penalty 851.880164 = -54494.065050 nChanged 56 SP:Iteration 8Q (11.700176 sec): 3 clusters Score: Raw -55395.639723 + Penalty 859.569075 = -54536.070648 nChanged 39 SP:Iteration 9Q (11.702929 sec): 3 clusters Score: Raw -55424.557316 + Penalty 867.185831 = -54557.371485 nChanged 35 SP:Iteration 10F (11.705832 sec): 3 clusters Score: Raw -55446.158168 + Penalty 870.926991 = -54575.231177 nChanged 23 SP:Iteration 11Q (11.708454 sec): 3 clusters Score: Raw -55456.793580 + Penalty 875.287025 = -54581.506555 nChanged 15 SP:Iteration 12Q (11.711062 sec): 3 clusters Score: Raw -55465.782441 + Penalty 876.750177 = -54589.032265 nChanged 14 SP:Iteration 13Q (11.713640 sec): 3 clusters Score: Raw -55477.533492 + Penalty 875.831650 = -54601.701843 nChanged 10 SP:Iteration 14Q (11.716200 sec): 3 clusters Score: Raw -55483.618245 + Penalty 879.630523 = -54603.987722 nChanged 11 SP:Iteration 15Q (11.718773 sec): 3 clusters Score: Raw -55487.833567 + Penalty 878.950850 = -54608.882717 nChanged 5 SP:Iteration 16Q (11.721352 sec): 3 clusters Score: Raw -55489.026070 + Penalty 879.811693 = -54609.214377 nChanged 3 SP:Iteration 17Q (11.723912 sec): 3 clusters Score: Raw -55490.344056 + Penalty 878.590364 = -54611.753691 nChanged 4 SP:Iteration 18Q (11.726421 sec): 3 clusters Score: Raw -55494.195097 + Penalty 876.801500 = -54617.393597 nChanged 5 SP:Iteration 19Q (11.728957 sec): 3 clusters Score: Raw -55496.299986 + Penalty 876.873793 = -54619.426194 nChanged 2 SP:Iteration 20F (11.731929 sec): 3 clusters Score: Raw -55496.837171 + Penalty 876.873793 = -54619.963379 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 7 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.736668 sec): 2 clusters Score: Raw -19863.417738 + Penalty 348.992020 = -19514.425718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.737965 sec): 3 clusters Score: Raw -19576.096091 + Penalty 693.714455 = -18882.381635 nChanged 214 SP:Iteration 1F (11.739200 sec): 3 clusters Score: Raw -19737.073088 + Penalty 688.322806 = -19048.750281 nChanged 57 SP:Iteration 2F (11.740429 sec): 3 clusters Score: Raw -19790.787026 + Penalty 686.259995 = -19104.527031 nChanged 29 SP:Iteration 3F (11.741651 sec): 3 clusters Score: Raw -19812.108542 + Penalty 684.460018 = -19127.648524 nChanged 14 SP:Iteration 4Q (11.742864 sec): 3 clusters Score: Raw -19824.130182 + Penalty 683.007420 = -19141.122762 nChanged 15 SP:Iteration 5Q (11.744069 sec): 3 clusters Score: Raw -19837.611011 + Penalty 683.616901 = -19153.994110 nChanged 15 SP:Iteration 6Q (11.745267 sec): 3 clusters Score: Raw -19848.356607 + Penalty 684.532939 = -19163.823668 nChanged 13 SP:Iteration 7Q (11.746464 sec): 3 clusters Score: Raw -19855.844236 + Penalty 684.899664 = -19170.944572 nChanged 9 SP:Iteration 8Q (11.747651 sec): 3 clusters Score: Raw -19862.006116 + Penalty 684.671348 = -19177.334769 nChanged 4 SP:Iteration 9Q (11.748872 sec): 3 clusters Score: Raw -19865.075394 + Penalty 683.981927 = -19181.093468 nChanged 4 SP:Iteration 10F (11.750077 sec): 3 clusters Score: Raw -19867.283903 + Penalty 683.335566 = -19183.948337 nChanged 3 SP:Iteration 11Q (11.751243 sec): 3 clusters Score: Raw -19868.473902 + Penalty 682.213649 = -19186.260253 nChanged 3 SP:Iteration 12Q (11.752432 sec): 3 clusters Score: Raw -19869.385117 + Penalty 682.081117 = -19187.304000 nChanged 2 SP:Iteration 13Q (11.753610 sec): 3 clusters Score: Raw -19869.820757 + Penalty 681.645291 = -19188.175467 nChanged 2 SP:Iteration 14Q (11.754785 sec): 3 clusters Score: Raw -19870.341673 + Penalty 680.777315 = -19189.564358 nChanged 4 SP:Iteration 15Q (11.755962 sec): 3 clusters Score: Raw -19871.754293 + Penalty 680.187439 = -19191.566854 nChanged 3 SP:Iteration 16Q (11.757132 sec): 3 clusters Score: Raw -19872.480214 + Penalty 679.627286 = -19192.852928 nChanged 1 SP:Iteration 17Q (11.758304 sec): 3 clusters Score: Raw -19872.845343 + Penalty 679.627286 = -19193.218057 nChanged 0 SP:Iteration 18F (11.759529 sec): 3 clusters Score: Raw -19872.845343 + Penalty 679.627286 = -19193.218057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.762259 sec): 2 clusters Score: Raw -15352.020128 + Penalty 940.172239 = -14411.847890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.763272 sec): 3 clusters Score: Raw -15277.957909 + Penalty 1879.879368 = -13398.078540 nChanged 97 SP:Iteration 1F (11.764242 sec): 3 clusters Score: Raw -15403.924914 + Penalty 1879.539038 = -13524.385876 nChanged 28 SP:Iteration 2F (11.765210 sec): 3 clusters Score: Raw -15469.685996 + Penalty 1879.379603 = -13590.306393 nChanged 11 SP:Iteration 3Q (11.766149 sec): 3 clusters Score: Raw -15491.051820 + Penalty 1879.026433 = -13612.025387 nChanged 8 SP:Iteration 4Q (11.767082 sec): 3 clusters Score: Raw -15505.661431 + Penalty 1878.537975 = -13627.123456 nChanged 9 SP:Iteration 5Q (11.768013 sec): 3 clusters Score: Raw -15521.025768 + Penalty 1877.818743 = -13643.207025 nChanged 6 SP:Iteration 6Q (11.768945 sec): 3 clusters Score: Raw -15527.176152 + Penalty 1877.799767 = -13649.376385 nChanged 6 SP:Iteration 7Q (11.769875 sec): 3 clusters Score: Raw -15537.299985 + Penalty 1877.799767 = -13659.500218 nChanged 0 SP:Iteration 8F (11.770842 sec): 3 clusters Score: Raw -15537.299985 + Penalty 1877.799767 = -13659.500218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.772751 sec): 2 clusters Score: Raw -18780.276704 + Penalty 692.247301 = -18088.029402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.773918 sec): 3 clusters Score: Raw -18550.480843 + Penalty 1391.987370 = -17158.493472 nChanged 141 SP:Iteration 1F (11.775088 sec): 3 clusters Score: Raw -18680.719794 + Penalty 1397.017895 = -17283.701899 nChanged 50 SP:Iteration 2F (11.776253 sec): 3 clusters Score: Raw -18736.826407 + Penalty 1403.706992 = -17333.119415 nChanged 37 SP:Iteration 3F (11.777424 sec): 3 clusters Score: Raw -18788.589027 + Penalty 1410.759445 = -17377.829582 nChanged 27 SP:Iteration 4Q (11.778624 sec): 3 clusters Score: Raw -18824.949602 + Penalty 1411.432288 = -17413.517314 nChanged 22 SP:Iteration 5Q (11.779788 sec): 3 clusters Score: Raw -18853.260005 + Penalty 1410.009099 = -17443.250905 nChanged 10 SP:Iteration 6Q (11.780936 sec): 3 clusters Score: Raw -18865.675590 + Penalty 1410.391654 = -17455.283936 nChanged 6 SP:Iteration 7Q (11.782078 sec): 3 clusters Score: Raw -18875.767383 + Penalty 1410.364588 = -17465.402795 nChanged 6 SP:Iteration 8Q (11.783206 sec): 3 clusters Score: Raw -18884.637524 + Penalty 1409.669472 = -17474.968053 nChanged 4 SP:Iteration 9Q (11.784331 sec): 3 clusters Score: Raw -18890.618247 + Penalty 1407.619282 = -17482.998965 nChanged 1 SP:Iteration 10F (11.785531 sec): 3 clusters Score: Raw -18894.597241 + Penalty 1407.407617 = -17487.189624 nChanged 4 SP:Iteration 11Q (11.786654 sec): 3 clusters Score: Raw -18901.991259 + Penalty 1404.081093 = -17497.910166 nChanged 4 SP:Iteration 12Q (11.787770 sec): 3 clusters Score: Raw -18905.063805 + Penalty 1404.081093 = -17500.982713 nChanged 0 SP:Iteration 13F (11.788945 sec): 3 clusters Score: Raw -18905.063805 + Penalty 1404.081093 = -17500.982713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 19 (1669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.797743 sec): 2 clusters Score: Raw -52489.622113 + Penalty 407.469819 = -52082.152294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.800969 sec): 3 clusters Score: Raw -51453.298887 + Penalty 807.098778 = -50646.200109 nChanged 684 SP:Iteration 1F (11.804107 sec): 3 clusters Score: Raw -51922.849420 + Penalty 793.691964 = -51129.157456 nChanged 272 SP:Iteration 2F (11.807264 sec): 3 clusters Score: Raw -52151.788208 + Penalty 784.906138 = -51366.882070 nChanged 102 SP:Iteration 3F (11.810403 sec): 3 clusters Score: Raw -52213.433515 + Penalty 777.304097 = -51436.129417 nChanged 63 SP:Iteration 4Q (11.813519 sec): 3 clusters Score: Raw -52267.095064 + Penalty 767.002530 = -51500.092534 nChanged 68 SP:Iteration 5Q (11.816631 sec): 3 clusters Score: Raw -52322.384875 + Penalty 761.661819 = -51560.723056 nChanged 56 SP:Iteration 6Q (11.819754 sec): 3 clusters Score: Raw -52360.895948 + Penalty 759.498536 = -51601.397412 nChanged 63 SP:Iteration 7Q (11.822913 sec): 3 clusters Score: Raw -52413.899445 + Penalty 765.272648 = -51648.626797 nChanged 71 SP:Iteration 8Q (11.825968 sec): 3 clusters Score: Raw -52491.541358 + Penalty 778.912423 = -51712.628934 nChanged 54 SP:Iteration 9Q (11.829014 sec): 3 clusters Score: Raw -52555.634643 + Penalty 782.095057 = -51773.539586 nChanged 35 SP:Iteration 10F (11.832265 sec): 3 clusters Score: Raw -52582.820915 + Penalty 784.627941 = -51798.192974 nChanged 16 SP:Iteration 11Q (11.835012 sec): 3 clusters Score: Raw -52589.161787 + Penalty 786.196498 = -51802.965289 nChanged 7 SP:Iteration 12Q (11.837743 sec): 3 clusters Score: Raw -52591.097905 + Penalty 787.818496 = -51803.279409 nChanged 10 SP:Iteration 13Q (11.840665 sec): 3 clusters Score: Raw -52594.561378 + Penalty 789.464223 = -51805.097155 nChanged 6 SP:Iteration 14Q (11.843546 sec): 3 clusters Score: Raw -52595.934375 + Penalty 792.273362 = -51803.661014 nChanged 3 SP:Iteration 15F (11.846752 sec): 3 clusters Score: Raw -52596.420197 + Penalty 793.348507 = -51803.071690 nChanged 1 SP:Iteration 16F (11.849950 sec): 3 clusters Score: Raw -52596.697950 + Penalty 794.619265 = -51802.078686 nChanged 1 SP:Iteration 17F (11.853116 sec): 3 clusters Score: Raw -52596.844861 + Penalty 794.619265 = -51802.225596 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.858263 sec): 2 clusters Score: Raw -34815.643355 + Penalty 884.605627 = -33931.037728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.860146 sec): 3 clusters Score: Raw -34418.701268 + Penalty 1772.723788 = -32645.977481 nChanged 295 SP:Iteration 1F (11.862003 sec): 3 clusters Score: Raw -34613.957944 + Penalty 1782.261072 = -32831.696872 nChanged 102 SP:Iteration 2F (11.863834 sec): 3 clusters Score: Raw -34714.181590 + Penalty 1793.295536 = -32920.886054 nChanged 62 SP:Iteration 3F (11.865700 sec): 3 clusters Score: Raw -34781.309601 + Penalty 1802.211593 = -32979.098008 nChanged 36 SP:Iteration 4Q (11.867578 sec): 3 clusters Score: Raw -34810.003298 + Penalty 1810.032660 = -32999.970638 nChanged 29 SP:Iteration 5Q (11.869475 sec): 3 clusters Score: Raw -34837.628923 + Penalty 1819.938270 = -33017.690653 nChanged 29 SP:Iteration 6Q (11.871339 sec): 3 clusters Score: Raw -34870.441606 + Penalty 1828.945123 = -33041.496483 nChanged 21 SP:Iteration 7Q (11.873202 sec): 3 clusters Score: Raw -34895.659758 + Penalty 1836.151089 = -33059.508668 nChanged 25 SP:Iteration 8Q (11.874978 sec): 3 clusters Score: Raw -34921.839909 + Penalty 1844.195224 = -33077.644685 nChanged 16 SP:Iteration 9Q (11.876748 sec): 3 clusters Score: Raw -34943.403553 + Penalty 1849.055501 = -33094.348052 nChanged 12 SP:Iteration 10F (11.878590 sec): 3 clusters Score: Raw -34957.919693 + Penalty 1851.881742 = -33106.037951 nChanged 9 SP:Iteration 11Q (11.880333 sec): 3 clusters Score: Raw -34967.514537 + Penalty 1855.027961 = -33112.486577 nChanged 11 SP:Iteration 12Q (11.882069 sec): 3 clusters Score: Raw -34975.382617 + Penalty 1855.862641 = -33119.519976 nChanged 6 SP:Iteration 13Q (11.883794 sec): 3 clusters Score: Raw -34979.441574 + Penalty 1855.396239 = -33124.045335 nChanged 1 SP:Iteration 14Q (11.885513 sec): 3 clusters Score: Raw -34981.865819 + Penalty 1854.867416 = -33126.998402 nChanged 2 SP:Iteration 15Q (11.887230 sec): 3 clusters Score: Raw -34983.321748 + Penalty 1855.104822 = -33128.216926 nChanged 3 SP:Iteration 16Q (11.888952 sec): 3 clusters Score: Raw -34985.425084 + Penalty 1855.494085 = -33129.930999 nChanged 5 SP:Iteration 17Q (11.890670 sec): 3 clusters Score: Raw -34993.942332 + Penalty 1855.774062 = -33138.168271 nChanged 3 SP:Iteration 18Q (11.892382 sec): 3 clusters Score: Raw -34995.646569 + Penalty 1855.774062 = -33139.872507 nChanged 0 SP:Iteration 19F (11.894220 sec): 3 clusters Score: Raw -34995.646569 + Penalty 1855.774062 = -33139.872507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.895737 sec): 2 clusters Score: Raw -5904.128960 + Penalty 267.216881 = -5636.912078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.896368 sec): 3 clusters Score: Raw -5815.337731 + Penalty 528.388285 = -5286.949446 nChanged 74 SP:Iteration 1F (11.896977 sec): 3 clusters Score: Raw -5894.355971 + Penalty 541.325015 = -5353.030957 nChanged 24 SP:Iteration 2F (11.897583 sec): 3 clusters Score: Raw -5925.610523 + Penalty 561.359338 = -5364.251186 nChanged 12 SP:Iteration 3F (11.898187 sec): 3 clusters Score: Raw -5939.318607 + Penalty 567.958023 = -5371.360584 nChanged 2 SP:Iteration 4Q (11.898776 sec): 3 clusters Score: Raw -5942.588010 + Penalty 572.881019 = -5369.706992 nChanged 2 SP:Iteration 5F (11.899382 sec): 3 clusters Score: Raw -5944.795930 + Penalty 578.503638 = -5366.292292 nChanged 2 SP:Iteration 6F (11.899985 sec): 3 clusters Score: Raw -5949.407272 + Penalty 578.368177 = -5371.039095 nChanged 1 SP:Iteration 7Q (11.900555 sec): 3 clusters Score: Raw -5951.249763 + Penalty 578.368177 = -5372.881586 nChanged 0 SP:Iteration 8F (11.901159 sec): 3 clusters Score: Raw -5951.249763 + Penalty 578.368177 = -5372.881586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.902451 sec): 2 clusters Score: Raw -8886.431240 + Penalty 562.463010 = -8323.968229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.903196 sec): 3 clusters Score: Raw -8809.277325 + Penalty 1136.364235 = -7672.913090 nChanged 74 SP:Iteration 1F (11.903933 sec): 3 clusters Score: Raw -8946.042018 + Penalty 1145.314756 = -7800.727262 nChanged 29 SP:Iteration 2F (11.904671 sec): 3 clusters Score: Raw -8993.908003 + Penalty 1153.587956 = -7840.320047 nChanged 11 SP:Iteration 3Q (11.905390 sec): 3 clusters Score: Raw -9018.924436 + Penalty 1157.974360 = -7860.950076 nChanged 6 SP:Iteration 4Q (11.906105 sec): 3 clusters Score: Raw -9031.431820 + Penalty 1158.123776 = -7873.308044 nChanged 3 SP:Iteration 5Q (11.906813 sec): 3 clusters Score: Raw -9035.207072 + Penalty 1161.314576 = -7873.892496 nChanged 2 SP:Iteration 6Q (11.907516 sec): 3 clusters Score: Raw -9039.182829 + Penalty 1161.901427 = -7877.281403 nChanged 1 SP:Iteration 7Q (11.908242 sec): 3 clusters Score: Raw -9041.150143 + Penalty 1163.494123 = -7877.656020 nChanged 1 SP:Iteration 8Q (11.908947 sec): 3 clusters Score: Raw -9042.824286 + Penalty 1163.871541 = -7878.952745 nChanged 2 SP:Iteration 9Q (11.909644 sec): 3 clusters Score: Raw -9045.199616 + Penalty 1164.654531 = -7880.545085 nChanged 1 SP:Iteration 10F (11.910380 sec): 3 clusters Score: Raw -9046.342224 + Penalty 1164.654531 = -7881.687693 nChanged 0 Time taken for this iteration:11.677448 seconds. 300->11 Clusters: Score -251556.073787, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 194 (time per iteration =61.451969 ms) Total iterations: 967 (time per iteration =12.328523 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1323821875.000000 (time per metric unit =9.005503ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 33095546875.000000 (time per metric unit=360.220124ps) That took 11.921682 seconds. FileBase PeterP-2013-09-04_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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8558 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 8558 points ------ Starting initial clusters from distinct float masks Not enough masks (164) to generate starting clusters (300), so starting with (165) clusters instead. Assigned 165 initial classes from 164 unique masks. Deleting Class 143 (1 points): Lose 7.978300 but Gain 1453.025313 Iteration 0F (0.850296 sec): 164 clusters Score: Raw -267577.450539 + Penalty 146371.706761 = -121205.743778 nChanged 1966 Deleting Class 145 (2 points): Lose 7.878924 but Gain 1452.699666 Iteration 1F (1.400718 sec): 149 clusters Score: Raw -270315.163714 + Penalty 146125.025926 = -124190.137788 nChanged 561 Deleting Class 138 (1 points): Lose 2.060301 but Gain 1405.201063 Iteration 2F (1.988794 sec): 148 clusters Score: Raw -271089.592904 + Penalty 143005.925940 = -128083.666964 nChanged 293 Deleting Class 99 (2 points): Lose 13.350022 but Gain 1409.545544 Iteration 3Q (2.056793 sec): 145 clusters Score: Raw -271343.037233 + Penalty 141687.256615 = -129655.780617 nChanged 188 Deleting Class 115 (1 points): Lose 11.812925 but Gain 1378.247585 Iteration 4Q (2.117189 sec): 144 clusters Score: Raw -271499.436755 + Penalty 140356.777269 = -131142.659487 nChanged 134 Deleting Class 135 (6 points): Lose 86.382589 but Gain 1439.955285 Iteration 5Q (2.174138 sec): 143 clusters Score: Raw -271528.568162 + Penalty 138243.177490 = -133285.390672 nChanged 109 Deleting Class 144 (3 points): Lose 37.607542 but Gain 1381.072921 Iteration 6Q (2.229344 sec): 141 clusters Score: Raw -271547.702758 + Penalty 136895.384412 = -134652.318346 nChanged 77 Deleting Class 81 (2 points): Lose 22.037888 but Gain 1362.999356 Iteration 7Q (2.280457 sec): 140 clusters Score: Raw -271587.682550 + Penalty 134609.819848 = -136977.862702 nChanged 79 Deleting Class 87 (1 points): Lose 4.936983 but Gain 1345.321666 Iteration 8Q (2.329215 sec): 138 clusters Score: Raw -271641.042459 + Penalty 133324.447180 = -138316.595279 nChanged 77 Deleting Class 148 (1 points): Lose 1.762083 but Gain 1338.100778 Iteration 9Q (2.376674 sec): 137 clusters Score: Raw -271686.422074 + Penalty 131994.422176 = -139691.999898 nChanged 74 Deleting Class 100 (1 points): Lose 8.701680 but Gain 1340.749022 Iteration 10F (2.883704 sec): 136 clusters Score: Raw -271715.439470 + Penalty 130658.614299 = -141056.825171 nChanged 63 Deleting Class 150 (2 points): Lose 23.478656 but Gain 1351.186081 Iteration 11Q (2.930519 sec): 135 clusters Score: Raw -271712.538117 + Penalty 129471.884289 = -142240.653828 nChanged 77 Deleting Class 141 (1 points): Lose 1.773641 but Gain 1314.370691 Iteration 12Q (2.978168 sec): 134 clusters Score: Raw -271758.537960 + Penalty 128217.886325 = -143540.651635 nChanged 80 Deleting Class 60 (12 points): Lose 129.269869 but Gain 1424.319344 Iteration 13Q (3.025519 sec): 133 clusters Score: Raw -271668.395125 + Penalty 126847.182053 = -144821.213072 nChanged 99 Deleting Class 153 (1 points): Lose 18.260835 but Gain 1307.177582 Iteration 14Q (3.074090 sec): 132 clusters Score: Raw -271719.862016 + Penalty 125517.500485 = -146202.361531 nChanged 79 Deleting Class 105 (1 points): Lose 1.888166 but Gain 1290.677927 Iteration 15Q (3.120341 sec): 131 clusters Score: Raw -271751.973414 + Penalty 124269.162166 = -147482.811248 nChanged 73 Deleting Class 89 (6 points): Lose 74.198228 but Gain 1349.742882 Iteration 16Q (3.166927 sec): 130 clusters Score: Raw -271714.967431 + Penalty 122951.576226 = -148763.391205 nChanged 79 Deleting Class 121 (1 points): Lose 4.933999 but Gain 1273.815393 Iteration 17Q (3.213449 sec): 129 clusters Score: Raw -271765.029706 + Penalty 121705.402585 = -150059.627121 nChanged 83 Deleting Class 93 (8 points): Lose 90.262923 but Gain 1357.023602 Iteration 18Q (3.260567 sec): 128 clusters Score: Raw -271738.178846 + Penalty 120405.404134 = -151332.774711 nChanged 97 Deleting Class 96 (2 points): Lose 16.968082 but Gain 1281.980554 Iteration 19Q (3.306765 sec): 127 clusters Score: Raw -271786.383798 + Penalty 119218.521183 = -152567.862615 nChanged 87 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -271786.383798 + Penalty 119218.521183 = -152567.862615Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.337594 sec): 2 clusters Score: Raw -1362.839836 + Penalty 517.475422 = -845.364414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.337883 sec): 3 clusters Score: Raw -1473.207992 + Penalty 1035.088959 = -438.119033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.338689 sec): 2 clusters Score: Raw -4354.707289 + Penalty 173.063981 = -4181.643308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.339140 sec): 3 clusters Score: Raw -4301.734404 + Penalty 355.125042 = -3946.609362 nChanged 36 SP:Iteration 1F (3.339604 sec): 3 clusters Score: Raw -4337.086164 + Penalty 363.869832 = -3973.216332 nChanged 11 SP:Iteration 2F (3.340046 sec): 3 clusters Score: Raw -4351.267198 + Penalty 372.911391 = -3978.355807 nChanged 6 SP:Iteration 3Q (3.340478 sec): 3 clusters Score: Raw -4356.681360 + Penalty 381.767864 = -3974.913496 nChanged 3 SP:Iteration 4F (3.340916 sec): 3 clusters Score: Raw -4360.430860 + Penalty 390.711334 = -3969.719527 nChanged 3 SP:Iteration 5F (3.341354 sec): 3 clusters Score: Raw -4365.034083 + Penalty 394.588806 = -3970.445277 nChanged 3 SP:Iteration 6Q (3.341781 sec): 3 clusters Score: Raw -4369.821188 + Penalty 397.468731 = -3972.352458 nChanged 3 SP:Iteration 7Q (3.342196 sec): 3 clusters Score: Raw -4377.562774 + Penalty 405.794349 = -3971.768425 nChanged 2 SP:Iteration 8F (3.342633 sec): 3 clusters Score: Raw -4379.299124 + Penalty 405.794349 = -3973.504775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.351394 sec): 2 clusters Score: Raw -61988.726924 + Penalty 390.375554 = -61598.351370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.354799 sec): 3 clusters Score: Raw -60945.772058 + Penalty 773.092587 = -60172.679471 nChanged 728 SP:Iteration 1F (3.358056 sec): 3 clusters Score: Raw -61388.343984 + Penalty 762.519755 = -60625.824229 nChanged 192 SP:Iteration 2F (3.361273 sec): 3 clusters Score: Raw -61475.314925 + Penalty 755.793677 = -60719.521248 nChanged 115 SP:Iteration 3F (3.364487 sec): 3 clusters Score: Raw -61535.504620 + Penalty 746.902567 = -60788.602053 nChanged 93 SP:Iteration 4F (3.367704 sec): 3 clusters Score: Raw -61596.079116 + Penalty 733.442065 = -60862.637051 nChanged 83 SP:Iteration 5Q (3.370978 sec): 3 clusters Score: Raw -61665.521451 + Penalty 718.013458 = -60947.507993 nChanged 85 SP:Iteration 6F (3.374208 sec): 3 clusters Score: Raw -61743.861226 + Penalty 709.206316 = -61034.654909 nChanged 64 SP:Iteration 7Q (3.377433 sec): 3 clusters Score: Raw -61808.816633 + Penalty 703.260975 = -61105.555658 nChanged 46 SP:Iteration 8Q (3.380585 sec): 3 clusters Score: Raw -61854.233763 + Penalty 705.567152 = -61148.666612 nChanged 38 SP:Iteration 9Q (3.383633 sec): 3 clusters Score: Raw -61890.374083 + Penalty 707.029393 = -61183.344690 nChanged 24 SP:Iteration 10F (3.386875 sec): 3 clusters Score: Raw -61907.406879 + Penalty 708.361006 = -61199.045873 nChanged 18 SP:Iteration 11Q (3.389797 sec): 3 clusters Score: Raw -61920.376106 + Penalty 703.880682 = -61216.495424 nChanged 18 SP:Iteration 12Q (3.392673 sec): 3 clusters Score: Raw -61930.270444 + Penalty 703.526699 = -61226.743745 nChanged 17 SP:Iteration 13Q (3.395524 sec): 3 clusters Score: Raw -61941.972342 + Penalty 698.011975 = -61243.960367 nChanged 13 SP:Iteration 14Q (3.398348 sec): 3 clusters Score: Raw -61948.927361 + Penalty 699.933314 = -61248.994046 nChanged 13 SP:Iteration 15Q (3.401185 sec): 3 clusters Score: Raw -61956.254238 + Penalty 711.058508 = -61245.195730 nChanged 11 SP:Iteration 16F (3.404520 sec): 3 clusters Score: Raw -61962.011627 + Penalty 718.162240 = -61243.849387 nChanged 12 SP:Iteration 17F (3.407762 sec): 3 clusters Score: Raw -61971.377537 + Penalty 729.409750 = -61241.967788 nChanged 8 SP:Iteration 18F (3.410848 sec): 3 clusters Score: Raw -61979.210582 + Penalty 737.188449 = -61242.022133 nChanged 8 SP:Iteration 19Q (3.413362 sec): 3 clusters Score: Raw -61987.433448 + Penalty 753.994638 = -61233.438810 nChanged 5 SP:Iteration 20F (3.416447 sec): 3 clusters Score: Raw -61990.451128 + Penalty 777.521540 = -61212.929587 nChanged 4 SP:Iteration 21F (3.419697 sec): 3 clusters Score: Raw -61994.207829 + Penalty 802.581366 = -61191.626463 nChanged 2 SP:Iteration 22F (3.422955 sec): 3 clusters Score: Raw -61995.729296 + Penalty 802.581366 = -61193.147930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.426346 sec): 2 clusters Score: Raw -20320.288538 + Penalty 167.589686 = -20152.698852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.427616 sec): 3 clusters Score: Raw -19950.891468 + Penalty 333.675084 = -19617.216384 nChanged 260 SP:Iteration 1F (3.428858 sec): 3 clusters Score: Raw -20131.764144 + Penalty 332.350933 = -19799.413212 nChanged 59 SP:Iteration 2F (3.430137 sec): 3 clusters Score: Raw -20172.974073 + Penalty 331.059805 = -19841.914268 nChanged 40 SP:Iteration 3F (3.431392 sec): 3 clusters Score: Raw -20206.858269 + Penalty 333.516257 = -19873.342013 nChanged 28 SP:Iteration 4Q (3.432644 sec): 3 clusters Score: Raw -20224.027437 + Penalty 334.801864 = -19889.225573 nChanged 20 SP:Iteration 5Q (3.433856 sec): 3 clusters Score: Raw -20240.723355 + Penalty 337.057203 = -19903.666152 nChanged 16 SP:Iteration 6Q (3.435028 sec): 3 clusters Score: Raw -20250.759384 + Penalty 342.401223 = -19908.358160 nChanged 19 SP:Iteration 7Q (3.436183 sec): 3 clusters Score: Raw -20264.373477 + Penalty 341.323931 = -19923.049546 nChanged 20 SP:Iteration 8Q (3.437307 sec): 3 clusters Score: Raw -20280.235608 + Penalty 352.459599 = -19927.776009 nChanged 13 SP:Iteration 9Q (3.438399 sec): 3 clusters Score: Raw -20290.322494 + Penalty 349.071773 = -19941.250721 nChanged 12 SP:Iteration 10F (3.439645 sec): 3 clusters Score: Raw -20302.101469 + Penalty 357.779607 = -19944.321862 nChanged 8 SP:Iteration 11Q (3.440705 sec): 3 clusters Score: Raw -20309.687953 + Penalty 389.560445 = -19920.127508 nChanged 5 SP:Iteration 12F (3.441954 sec): 3 clusters Score: Raw -20314.362275 + Penalty 407.736087 = -19906.626188 nChanged 3 SP:Iteration 13F (3.443200 sec): 3 clusters Score: Raw -20316.917234 + Penalty 407.736087 = -19909.181147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444935 sec): 2 clusters Score: Raw -14053.971403 + Penalty 208.738613 = -13845.232790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445944 sec): 3 clusters Score: Raw -13809.718290 + Penalty 425.566539 = -13384.151751 nChanged 172 SP:Iteration 1F (3.446932 sec): 3 clusters Score: Raw -13955.865960 + Penalty 434.425993 = -13521.439967 nChanged 63 SP:Iteration 2F (3.447914 sec): 3 clusters Score: Raw -14016.892016 + Penalty 443.150929 = -13573.741087 nChanged 26 SP:Iteration 3F (3.448953 sec): 3 clusters Score: Raw -14040.046949 + Penalty 454.514885 = -13585.532064 nChanged 20 SP:Iteration 4Q (3.449976 sec): 3 clusters Score: Raw -14059.894915 + Penalty 460.948708 = -13598.946207 nChanged 16 SP:Iteration 5Q (3.450977 sec): 3 clusters Score: Raw -14072.266635 + Penalty 462.924453 = -13609.342183 nChanged 15 SP:Iteration 6Q (3.451965 sec): 3 clusters Score: Raw -14083.390901 + Penalty 462.618769 = -13620.772133 nChanged 12 SP:Iteration 7Q (3.452949 sec): 3 clusters Score: Raw -14092.640295 + Penalty 467.590831 = -13625.049464 nChanged 8 SP:Iteration 8Q (3.453913 sec): 3 clusters Score: Raw -14097.744248 + Penalty 474.893149 = -13622.851099 nChanged 5 SP:Iteration 9F (3.454883 sec): 3 clusters Score: Raw -14101.864812 + Penalty 479.862212 = -13622.002600 nChanged 2 SP:Iteration 10F (3.455852 sec): 3 clusters Score: Raw -14103.396750 + Penalty 470.797505 = -13632.599246 nChanged 3 SP:Iteration 11Q (3.456789 sec): 3 clusters Score: Raw -14106.335710 + Penalty 472.008704 = -13634.327006 nChanged 1 SP:Iteration 12Q (3.457721 sec): 3 clusters Score: Raw -14106.631381 + Penalty 474.181306 = -13632.450076 nChanged 1 SP:Iteration 13F (3.458687 sec): 3 clusters Score: Raw -14107.382926 + Penalty 474.181306 = -13633.201620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 6 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459289 sec): 2 clusters Score: Raw -2062.073594 + Penalty 470.318096 = -1591.755497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459606 sec): 3 clusters Score: Raw -2120.955822 + Penalty 949.699365 = -1171.256457 nChanged 5 SP:Iteration 1F (3.459915 sec): 3 clusters Score: Raw -2150.808276 + Penalty 952.114994 = -1198.693282 nChanged 1 SP:Iteration 2Q (3.460210 sec): 3 clusters Score: Raw -2156.345866 + Penalty 952.114994 = -1204.230872 nChanged 0 SP:Iteration 3F (3.460518 sec): 3 clusters Score: Raw -2156.345866 + Penalty 952.114994 = -1204.230872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 7 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.461063 sec): 2 clusters Score: Raw -1481.266853 + Penalty 559.649825 = -921.617028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.461345 sec): 3 clusters Score: Raw -1624.622893 + Penalty 1119.321268 = -505.301624 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.464223 sec): 2 clusters Score: Raw -35216.938650 + Penalty 253.151842 = -34963.786808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.466107 sec): 3 clusters Score: Raw -34727.085264 + Penalty 506.353904 = -34220.731360 nChanged 375 SP:Iteration 1F (3.467913 sec): 3 clusters Score: Raw -34953.271771 + Penalty 505.802002 = -34447.469769 nChanged 88 SP:Iteration 2F (3.469712 sec): 3 clusters Score: Raw -35020.069236 + Penalty 505.358929 = -34514.710308 nChanged 65 SP:Iteration 3F (3.471505 sec): 3 clusters Score: Raw -35059.551687 + Penalty 504.908571 = -34554.643116 nChanged 42 SP:Iteration 4Q (3.473293 sec): 3 clusters Score: Raw -35075.012748 + Penalty 504.336118 = -34570.676630 nChanged 28 SP:Iteration 5Q (3.475115 sec): 3 clusters Score: Raw -35082.379199 + Penalty 503.318332 = -34579.060868 nChanged 24 SP:Iteration 6Q (3.476936 sec): 3 clusters Score: Raw -35092.467867 + Penalty 502.305673 = -34590.162194 nChanged 27 SP:Iteration 7Q (3.478750 sec): 3 clusters Score: Raw -35100.924188 + Penalty 501.293504 = -34599.630684 nChanged 25 SP:Iteration 8Q (3.480523 sec): 3 clusters Score: Raw -35107.762890 + Penalty 499.864195 = -34607.898695 nChanged 19 SP:Iteration 9Q (3.482300 sec): 3 clusters Score: Raw -35114.898665 + Penalty 498.420151 = -34616.478514 nChanged 20 SP:Iteration 10F (3.484090 sec): 3 clusters Score: Raw -35124.715648 + Penalty 497.310839 = -34627.404809 nChanged 18 SP:Iteration 11Q (3.485867 sec): 3 clusters Score: Raw -35134.584908 + Penalty 495.858117 = -34638.726791 nChanged 20 SP:Iteration 12Q (3.487645 sec): 3 clusters Score: Raw -35144.420078 + Penalty 494.931745 = -34649.488333 nChanged 15 SP:Iteration 13Q (3.489424 sec): 3 clusters Score: Raw -35150.039340 + Penalty 491.734030 = -34658.305310 nChanged 17 SP:Iteration 14Q (3.491207 sec): 3 clusters Score: Raw -35157.147614 + Penalty 490.683693 = -34666.463921 nChanged 10 SP:Iteration 15Q (3.492983 sec): 3 clusters Score: Raw -35160.993748 + Penalty 489.859064 = -34671.134684 nChanged 10 SP:Iteration 16Q (3.494758 sec): 3 clusters Score: Raw -35164.929821 + Penalty 489.890273 = -34675.039548 nChanged 5 SP:Iteration 17Q (3.496535 sec): 3 clusters Score: Raw -35166.402289 + Penalty 490.020774 = -34676.381516 nChanged 2 SP:Iteration 18Q (3.498312 sec): 3 clusters Score: Raw -35167.350958 + Penalty 489.937372 = -34677.413585 nChanged 1 SP:Iteration 19Q (3.500089 sec): 3 clusters Score: Raw -35167.376144 + Penalty 489.937372 = -34677.438771 nChanged 0 SP:Iteration 20F (3.501875 sec): 3 clusters Score: Raw -35167.376144 + Penalty 489.937372 = -34677.438771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.503134 sec): 2 clusters Score: Raw -5077.905518 + Penalty 169.841810 = -4908.063708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.503650 sec): 3 clusters Score: Raw -4996.674031 + Penalty 338.735344 = -4657.938687 nChanged 52 SP:Iteration 1F (3.504126 sec): 3 clusters Score: Raw -5038.791133 + Penalty 340.660512 = -4698.130621 nChanged 21 SP:Iteration 2F (3.504606 sec): 3 clusters Score: Raw -5056.447360 + Penalty 337.021436 = -4719.425925 nChanged 9 SP:Iteration 3F (3.505085 sec): 3 clusters Score: Raw -5063.644804 + Penalty 335.513698 = -4728.131106 nChanged 3 SP:Iteration 4Q (3.505557 sec): 3 clusters Score: Raw -5065.090010 + Penalty 334.782736 = -4730.307275 nChanged 2 SP:Iteration 5Q (3.506027 sec): 3 clusters Score: Raw -5066.719037 + Penalty 334.782736 = -4731.936302 nChanged 0 SP:Iteration 6F (3.506505 sec): 3 clusters Score: Raw -5066.719037 + Penalty 334.782736 = -4731.936302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.507018 sec): 2 clusters Score: Raw -423.658822 + Penalty 220.960509 = -202.698313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.507249 sec): 3 clusters Score: Raw -427.325543 + Penalty 441.921017 = 14.595474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.507756 sec): 2 clusters Score: Raw -807.840390 + Penalty 246.930174 = -560.910216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.508009 sec): 3 clusters Score: Raw -825.711088 + Penalty 492.601904 = -333.109184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.509579 sec): 2 clusters Score: Raw -15341.166247 + Penalty 460.142100 = -14881.024147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.510571 sec): 3 clusters Score: Raw -15169.086269 + Penalty 919.590336 = -14249.495933 nChanged 123 SP:Iteration 1F (3.511463 sec): 3 clusters Score: Raw -15250.653139 + Penalty 919.643608 = -14331.009531 nChanged 38 SP:Iteration 2F (3.512361 sec): 3 clusters Score: Raw -15285.211478 + Penalty 918.955580 = -14366.255898 nChanged 18 SP:Iteration 3Q (3.513251 sec): 3 clusters Score: Raw -15295.879416 + Penalty 918.628634 = -14377.250782 nChanged 7 SP:Iteration 4Q (3.514140 sec): 3 clusters Score: Raw -15299.444473 + Penalty 918.380043 = -14381.064430 nChanged 5 SP:Iteration 5Q (3.515028 sec): 3 clusters Score: Raw -15302.425440 + Penalty 918.197257 = -14384.228183 nChanged 5 SP:Iteration 6Q (3.515916 sec): 3 clusters Score: Raw -15306.481084 + Penalty 917.986123 = -14388.494961 nChanged 5 SP:Iteration 7Q (3.516802 sec): 3 clusters Score: Raw -15309.738635 + Penalty 917.994974 = -14391.743660 nChanged 2 SP:Iteration 8Q (3.517691 sec): 3 clusters Score: Raw -15310.062735 + Penalty 917.943296 = -14392.119439 nChanged 1 SP:Iteration 9Q (3.518577 sec): 3 clusters Score: Raw -15310.062576 + Penalty 917.612199 = -14392.450377 nChanged 2 SP:Iteration 10F (3.519472 sec): 3 clusters Score: Raw -15310.724527 + Penalty 918.106654 = -14392.617873 nChanged 3 SP:Iteration 11Q (3.520362 sec): 3 clusters Score: Raw -15311.833377 + Penalty 918.104682 = -14393.728695 nChanged 1 SP:Iteration 12Q (3.521250 sec): 3 clusters Score: Raw -15312.252461 + Penalty 918.429615 = -14393.822846 nChanged 1 SP:Iteration 13Q (3.522136 sec): 3 clusters Score: Raw -15313.435099 + Penalty 917.962501 = -14395.472598 nChanged 1 SP:Iteration 14Q (3.523021 sec): 3 clusters Score: Raw -15314.911261 + Penalty 917.962501 = -14396.948759 nChanged 0 SP:Iteration 15F (3.523914 sec): 3 clusters Score: Raw -15314.911261 + Penalty 917.962501 = -14396.948759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.524412 sec): 2 clusters Score: Raw -588.520773 + Penalty 209.621440 = -378.899333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.524656 sec): 3 clusters Score: Raw -596.849131 + Penalty 420.879547 = -175.969583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 14 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.528602 sec): 2 clusters Score: Raw -41694.903539 + Penalty 411.752064 = -41283.151476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.530996 sec): 3 clusters Score: Raw -40943.958965 + Penalty 825.572202 = -40118.386763 nChanged 478 SP:Iteration 1F (3.533332 sec): 3 clusters Score: Raw -41222.841661 + Penalty 847.324229 = -40375.517432 nChanged 192 SP:Iteration 2F (3.535668 sec): 3 clusters Score: Raw -41356.516556 + Penalty 874.932410 = -40481.584146 nChanged 120 SP:Iteration 3F (3.538010 sec): 3 clusters Score: Raw -41474.627079 + Penalty 922.740898 = -40551.886181 nChanged 93 SP:Iteration 4F (3.540314 sec): 3 clusters Score: Raw -41589.227953 + Penalty 962.764250 = -40626.463703 nChanged 53 SP:Iteration 5Q (3.542610 sec): 3 clusters Score: Raw -41674.474270 + Penalty 986.436086 = -40688.038184 nChanged 20 SP:Iteration 6Q (3.544723 sec): 3 clusters Score: Raw -41696.099355 + Penalty 1001.486598 = -40694.612757 nChanged 15 SP:Iteration 7Q (3.546767 sec): 3 clusters Score: Raw -41712.118610 + Penalty 1002.215503 = -40709.903106 nChanged 9 SP:Iteration 8Q (3.548740 sec): 3 clusters Score: Raw -41720.877307 + Penalty 999.286775 = -40721.590532 nChanged 5 SP:Iteration 9Q (3.550717 sec): 3 clusters Score: Raw -41725.033426 + Penalty 1001.278359 = -40723.755067 nChanged 5 SP:Iteration 10F (3.553212 sec): 3 clusters Score: Raw -41728.193900 + Penalty 1005.123756 = -40723.070144 nChanged 2 SP:Iteration 11F (3.555607 sec): 3 clusters Score: Raw -41728.683756 + Penalty 1008.485129 = -40720.198626 nChanged 1 SP:Iteration 12F (3.557980 sec): 3 clusters Score: Raw -41729.611264 + Penalty 1014.635587 = -40714.975677 nChanged 3 SP:Iteration 13F (3.560285 sec): 3 clusters Score: Raw -41732.608857 + Penalty 1013.149746 = -40719.459111 nChanged 1 SP:Iteration 14Q (3.562157 sec): 3 clusters Score: Raw -41733.495919 + Penalty 1015.395044 = -40718.100876 nChanged 1 SP:Iteration 15F (3.564444 sec): 3 clusters Score: Raw -41734.195551 + Penalty 1015.395044 = -40718.800508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.565013 sec): 2 clusters Score: Raw -869.110444 + Penalty 261.409914 = -607.700530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.565279 sec): 3 clusters Score: Raw -888.267784 + Penalty 521.845023 = -366.422761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.566922 sec): 2 clusters Score: Raw -9253.416531 + Penalty 243.596899 = -9009.819632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.567640 sec): 3 clusters Score: Raw -9097.349140 + Penalty 492.132691 = -8605.216449 nChanged 106 SP:Iteration 1F (3.568344 sec): 3 clusters Score: Raw -9172.718320 + Penalty 498.050763 = -8674.667557 nChanged 47 SP:Iteration 2F (3.569047 sec): 3 clusters Score: Raw -9218.857447 + Penalty 495.613148 = -8723.244298 nChanged 10 SP:Iteration 3Q (3.569749 sec): 3 clusters Score: Raw -9232.586459 + Penalty 495.245529 = -8737.340931 nChanged 5 SP:Iteration 4Q (3.570433 sec): 3 clusters Score: Raw -9236.819011 + Penalty 494.991433 = -8741.827578 nChanged 3 SP:Iteration 5Q (3.571112 sec): 3 clusters Score: Raw -9238.391079 + Penalty 494.064071 = -8744.327008 nChanged 2 SP:Iteration 6Q (3.571787 sec): 3 clusters Score: Raw -9239.010867 + Penalty 492.478841 = -8746.532026 nChanged 1 SP:Iteration 7Q (3.572460 sec): 3 clusters Score: Raw -9240.005378 + Penalty 492.478841 = -8747.526537 nChanged 0 SP:Iteration 8F (3.573161 sec): 3 clusters Score: Raw -9240.005378 + Penalty 492.478841 = -8747.526537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 17 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.573720 sec): 2 clusters Score: Raw -1557.260452 + Penalty 136.939111 = -1420.321341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.574016 sec): 3 clusters Score: Raw -1546.459947 + Penalty 304.263031 = -1242.196916 nChanged 10 SP:Iteration 1F (3.574308 sec): 3 clusters Score: Raw -1562.750965 + Penalty 318.292244 = -1244.458721 nChanged 3 SP:Iteration 2F (3.574599 sec): 3 clusters Score: Raw -1567.244342 + Penalty 324.554379 = -1242.689962 nChanged 2 SP:Iteration 3F (3.574889 sec): 3 clusters Score: Raw -1571.579615 + Penalty 324.554379 = -1247.025236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.575671 sec): 2 clusters Score: Raw -5124.589101 + Penalty 490.472175 = -4634.116926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.576130 sec): 3 clusters Score: Raw -5118.291878 + Penalty 985.419165 = -4132.872713 nChanged 19 SP:Iteration 1F (3.576574 sec): 3 clusters Score: Raw -5152.609307 + Penalty 986.569726 = -4166.039581 nChanged 2 SP:Iteration 2Q (3.577016 sec): 3 clusters Score: Raw -5157.040497 + Penalty 987.095895 = -4169.944601 nChanged 1 SP:Iteration 3Q (3.577450 sec): 3 clusters Score: Raw -5161.653351 + Penalty 990.972078 = -4170.681273 nChanged 3 SP:Iteration 4Q (3.577892 sec): 3 clusters Score: Raw -5171.813098 + Penalty 992.622713 = -4179.190385 nChanged 5 SP:Iteration 5Q (3.578320 sec): 3 clusters Score: Raw -5185.774357 + Penalty 993.455584 = -4192.318774 nChanged 1 SP:Iteration 6Q (3.578752 sec): 3 clusters Score: Raw -5186.709985 + Penalty 993.455584 = -4193.254401 nChanged 0 SP:Iteration 7F (3.579222 sec): 3 clusters Score: Raw -5186.709985 + Penalty 993.455584 = -4193.254401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.579928 sec): 2 clusters Score: Raw -3338.119451 + Penalty 608.083443 = -2730.036009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.580315 sec): 3 clusters Score: Raw -3399.966198 + Penalty 1213.209966 = -2186.756231 nChanged 8 SP:Iteration 1F (3.580695 sec): 3 clusters Score: Raw -3429.595177 + Penalty 1214.540932 = -2215.054245 nChanged 2 SP:Iteration 2Q (3.581054 sec): 3 clusters Score: Raw -3435.034802 + Penalty 1214.540932 = -2220.493870 nChanged 0 SP:Iteration 3F (3.581432 sec): 3 clusters Score: Raw -3435.034802 + Penalty 1214.540932 = -2220.493870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.582082 sec): 2 clusters Score: Raw -2710.816929 + Penalty 152.277965 = -2558.538964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.582449 sec): 3 clusters Score: Raw -2678.395204 + Penalty 306.426685 = -2371.968520 nChanged 16 SP:Iteration 1F (3.582810 sec): 3 clusters Score: Raw -2692.479464 + Penalty 309.209616 = -2383.269848 nChanged 8 SP:Iteration 2F (3.583170 sec): 3 clusters Score: Raw -2704.375268 + Penalty 309.671983 = -2394.703286 nChanged 4 SP:Iteration 3Q (3.583528 sec): 3 clusters Score: Raw -2709.390867 + Penalty 309.841617 = -2399.549251 nChanged 1 SP:Iteration 4Q (3.583885 sec): 3 clusters Score: Raw -2709.764930 + Penalty 309.841617 = -2399.923313 nChanged 0 SP:Iteration 5F (3.584245 sec): 3 clusters Score: Raw -2709.764930 + Penalty 309.841617 = -2399.923313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.585650 sec): 2 clusters Score: Raw -11606.138118 + Penalty 480.579398 = -11125.558720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.586451 sec): 3 clusters Score: Raw -11487.644559 + Penalty 961.313592 = -10526.330967 nChanged 89 SP:Iteration 1F (3.587239 sec): 3 clusters Score: Raw -11557.856844 + Penalty 960.690409 = -10597.166435 nChanged 30 SP:Iteration 2F (3.588027 sec): 3 clusters Score: Raw -11594.868480 + Penalty 960.728339 = -10634.140140 nChanged 12 SP:Iteration 3Q (3.588801 sec): 3 clusters Score: Raw -11608.982815 + Penalty 961.823433 = -10647.159382 nChanged 13 SP:Iteration 4Q (3.589577 sec): 3 clusters Score: Raw -11620.149678 + Penalty 963.448470 = -10656.701208 nChanged 8 SP:Iteration 5Q (3.590358 sec): 3 clusters Score: Raw -11625.656197 + Penalty 964.088994 = -10661.567204 nChanged 4 SP:Iteration 6Q (3.591131 sec): 3 clusters Score: Raw -11630.541862 + Penalty 964.803126 = -10665.738736 nChanged 5 SP:Iteration 7Q (3.591904 sec): 3 clusters Score: Raw -11633.947936 + Penalty 966.351919 = -10667.596016 nChanged 4 SP:Iteration 8Q (3.592677 sec): 3 clusters Score: Raw -11639.826238 + Penalty 966.704207 = -10673.122031 nChanged 2 SP:Iteration 9Q (3.593448 sec): 3 clusters Score: Raw -11641.028015 + Penalty 966.951957 = -10674.076059 nChanged 1 SP:Iteration 10F (3.594234 sec): 3 clusters Score: Raw -11641.486782 + Penalty 967.567172 = -10673.919610 nChanged 1 SP:Iteration 11F (3.595019 sec): 3 clusters Score: Raw -11641.846736 + Penalty 968.680944 = -10673.165793 nChanged 2 SP:Iteration 12F (3.595804 sec): 3 clusters Score: Raw -11642.821113 + Penalty 968.864060 = -10673.957053 nChanged 1 SP:Iteration 13Q (3.596575 sec): 3 clusters Score: Raw -11643.597395 + Penalty 968.864060 = -10674.733335 nChanged 0 SP:Iteration 14F (3.597361 sec): 3 clusters Score: Raw -11643.597395 + Penalty 968.864060 = -10674.733335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.598367 sec): 2 clusters Score: Raw -7205.531675 + Penalty 866.100783 = -6339.430891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.598954 sec): 3 clusters Score: Raw -7274.840059 + Penalty 1732.400175 = -5542.439884 nChanged 31 SP:Iteration 1F (3.599533 sec): 3 clusters Score: Raw -7383.835727 + Penalty 1732.400359 = -5651.435368 nChanged 4 SP:Iteration 2Q (3.600078 sec): 3 clusters Score: Raw -7398.823818 + Penalty 1732.446058 = -5666.377759 nChanged 4 SP:Iteration 3Q (3.600616 sec): 3 clusters Score: Raw -7415.288816 + Penalty 1732.404322 = -5682.884494 nChanged 1 SP:Iteration 4Q (3.601153 sec): 3 clusters Score: Raw -7418.916078 + Penalty 1732.404322 = -5686.511755 nChanged 0 SP:Iteration 5F (3.601728 sec): 3 clusters Score: Raw -7418.916078 + Penalty 1732.404322 = -5686.511755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 23 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.602231 sec): 2 clusters Score: Raw -762.211930 + Penalty 360.541549 = -401.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.602482 sec): 3 clusters Score: Raw -809.667935 + Penalty 710.858129 = -98.809805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.603309 sec): 2 clusters Score: Raw -5555.228296 + Penalty 589.591802 = -4965.636494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.603800 sec): 3 clusters Score: Raw -5577.120310 + Penalty 1179.726259 = -4397.394051 nChanged 19 SP:Iteration 1F (3.604282 sec): 3 clusters Score: Raw -5613.704800 + Penalty 1178.746646 = -4434.958154 nChanged 5 SP:Iteration 2Q (3.604750 sec): 3 clusters Score: Raw -5625.684723 + Penalty 1180.153189 = -4445.531534 nChanged 3 SP:Iteration 3Q (3.605206 sec): 3 clusters Score: Raw -5632.991686 + Penalty 1181.439009 = -4451.552678 nChanged 2 SP:Iteration 4Q (3.605672 sec): 3 clusters Score: Raw -5636.622892 + Penalty 1184.142463 = -4452.480429 nChanged 3 SP:Iteration 5Q (3.606125 sec): 3 clusters Score: Raw -5641.393956 + Penalty 1184.142463 = -4457.251493 nChanged 0 SP:Iteration 6F (3.606606 sec): 3 clusters Score: Raw -5641.393956 + Penalty 1184.142463 = -4457.251493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 25 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.607163 sec): 2 clusters Score: Raw -1750.542007 + Penalty 345.707921 = -1404.834086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.607456 sec): 3 clusters Score: Raw -1760.840505 + Penalty 693.400623 = -1067.439882 nChanged 4 SP:Iteration 1F (3.607743 sec): 3 clusters Score: Raw -1768.354499 + Penalty 693.400623 = -1074.953876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.608259 sec): 2 clusters Score: Raw -1047.031847 + Penalty 191.406826 = -855.625022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.608521 sec): 3 clusters Score: Raw -1049.515739 + Penalty 385.232726 = -664.283013 nChanged 2 SP:Iteration 1F (3.608779 sec): 3 clusters Score: Raw -1054.378894 + Penalty 385.232726 = -669.146168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 27 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.609309 sec): 2 clusters Score: Raw -1566.771902 + Penalty 566.202365 = -1000.569537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.609586 sec): 3 clusters Score: Raw -1700.349683 + Penalty 1134.058286 = -566.291397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 28 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.610210 sec): 2 clusters Score: Raw -2470.725251 + Penalty 445.328287 = -2025.396965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.610536 sec): 3 clusters Score: Raw -2512.929778 + Penalty 888.732968 = -1624.196811 nChanged 5 SP:Iteration 1F (3.610856 sec): 3 clusters Score: Raw -2533.577201 + Penalty 889.547734 = -1644.029467 nChanged 1 SP:Iteration 2Q (3.611162 sec): 3 clusters Score: Raw -2541.690090 + Penalty 889.547734 = -1652.142356 nChanged 0 SP:Iteration 3F (3.611482 sec): 3 clusters Score: Raw -2541.690090 + Penalty 889.547734 = -1652.142356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 29 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.611952 sec): 2 clusters Score: Raw -480.630667 + Penalty 204.202070 = -276.428597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.612181 sec): 3 clusters Score: Raw -492.334010 + Penalty 385.487258 = -106.846752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.613157 sec): 2 clusters Score: Raw -7933.864408 + Penalty 830.492747 = -7103.371661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.613752 sec): 3 clusters Score: Raw -7968.867222 + Penalty 1660.944313 = -6307.922909 nChanged 28 SP:Iteration 1F (3.614322 sec): 3 clusters Score: Raw -8044.896097 + Penalty 1661.028952 = -6383.867145 nChanged 6 SP:Iteration 2Q (3.614873 sec): 3 clusters Score: Raw -8057.590269 + Penalty 1661.049863 = -6396.540406 nChanged 4 SP:Iteration 3Q (3.615432 sec): 3 clusters Score: Raw -8064.479511 + Penalty 1661.142848 = -6403.336663 nChanged 1 SP:Iteration 4Q (3.615974 sec): 3 clusters Score: Raw -8066.302068 + Penalty 1661.142848 = -6405.159219 nChanged 0 SP:Iteration 5F (3.616541 sec): 3 clusters Score: Raw -8066.302068 + Penalty 1661.142848 = -6405.159219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 31 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.617081 sec): 2 clusters Score: Raw -1545.768630 + Penalty 522.710129 = -1023.058501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.617361 sec): 3 clusters Score: Raw -1640.233245 + Penalty 1047.876348 = -592.356897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.617957 sec): 2 clusters Score: Raw -2326.683894 + Penalty 375.632847 = -1951.051047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.618278 sec): 3 clusters Score: Raw -2331.362185 + Penalty 751.801784 = -1579.560401 nChanged 5 SP:Iteration 1F (3.618593 sec): 3 clusters Score: Raw -2340.756561 + Penalty 752.478966 = -1588.277595 nChanged 1 SP:Iteration 2Q (3.618904 sec): 3 clusters Score: Raw -2342.345000 + Penalty 754.307161 = -1588.037839 nChanged 3 SP:Iteration 3F (3.619217 sec): 3 clusters Score: Raw -2351.785479 + Penalty 751.105697 = -1600.679782 nChanged 3 SP:Iteration 4Q (3.619525 sec): 3 clusters Score: Raw -2365.844798 + Penalty 751.105697 = -1614.739101 nChanged 0 SP:Iteration 5F (3.619839 sec): 3 clusters Score: Raw -2365.844798 + Penalty 751.105697 = -1614.739101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 33 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.620371 sec): 2 clusters Score: Raw -1366.079537 + Penalty 353.750647 = -1012.328890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.620649 sec): 3 clusters Score: Raw -1381.974206 + Penalty 707.820079 = -674.154127 nChanged 2 SP:Iteration 1F (3.620921 sec): 3 clusters Score: Raw -1385.605211 + Penalty 707.820079 = -677.785132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 34 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.621456 sec): 2 clusters Score: Raw -1307.769529 + Penalty 352.355225 = -955.414304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.621724 sec): 3 clusters Score: Raw -1340.031166 + Penalty 690.281203 = -649.749963 nChanged 1 SP:Iteration 1Q (3.621977 sec): 3 clusters Score: Raw -1343.854718 + Penalty 690.281203 = -653.573515 nChanged 0 SP:Iteration 2F (3.622240 sec): 3 clusters Score: Raw -1343.854718 + Penalty 690.281203 = -653.573515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 35 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.622767 sec): 2 clusters Score: Raw -1449.365270 + Penalty 483.512724 = -965.852546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.623042 sec): 3 clusters Score: Raw -1502.028578 + Penalty 951.320373 = -550.708205 nChanged 1 SP:Iteration 1Q (3.623299 sec): 3 clusters Score: Raw -1510.237430 + Penalty 951.320373 = -558.917056 nChanged 0 SP:Iteration 2F (3.623570 sec): 3 clusters Score: Raw -1510.237430 + Penalty 951.320373 = -558.917056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.624064 sec): 2 clusters Score: Raw -817.047116 + Penalty 231.397389 = -585.649726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.624313 sec): 3 clusters Score: Raw -844.689016 + Penalty 457.602488 = -387.086528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 37 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.624767 sec): 2 clusters Score: Raw -273.986096 + Penalty 151.943304 = -122.042792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.624983 sec): 3 clusters Score: Raw -271.885552 + Penalty 295.750805 = 23.865253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 38 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.625832 sec): 2 clusters Score: Raw -5632.121788 + Penalty 231.415581 = -5400.706208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.626356 sec): 3 clusters Score: Raw -5546.085029 + Penalty 463.681427 = -5082.403602 nChanged 46 SP:Iteration 1F (3.626873 sec): 3 clusters Score: Raw -5587.272565 + Penalty 464.051335 = -5123.221230 nChanged 15 SP:Iteration 2F (3.627386 sec): 3 clusters Score: Raw -5600.702512 + Penalty 469.823983 = -5130.878529 nChanged 13 SP:Iteration 3F (3.627910 sec): 3 clusters Score: Raw -5613.817354 + Penalty 475.934369 = -5137.882985 nChanged 8 SP:Iteration 4Q (3.628435 sec): 3 clusters Score: Raw -5623.154566 + Penalty 482.260739 = -5140.893827 nChanged 6 SP:Iteration 5Q (3.628944 sec): 3 clusters Score: Raw -5630.961765 + Penalty 483.972948 = -5146.988817 nChanged 4 SP:Iteration 6Q (3.629450 sec): 3 clusters Score: Raw -5636.633496 + Penalty 491.558148 = -5145.075348 nChanged 6 SP:Iteration 7F (3.629965 sec): 3 clusters Score: Raw -5646.505715 + Penalty 498.941093 = -5147.564623 nChanged 4 SP:Iteration 8Q (3.630453 sec): 3 clusters Score: Raw -5660.282721 + Penalty 498.941093 = -5161.341629 nChanged 0 SP:Iteration 9F (3.630965 sec): 3 clusters Score: Raw -5660.282721 + Penalty 498.941093 = -5161.341629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 39 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.631438 sec): 2 clusters Score: Raw -636.496126 + Penalty 408.247806 = -228.248320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.631669 sec): 3 clusters Score: Raw -653.259253 + Penalty 817.322633 = 164.063379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.632122 sec): 2 clusters Score: Raw -180.194820 + Penalty 124.678043 = -55.516777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.632354 sec): 3 clusters Score: Raw -179.189194 + Penalty 239.195605 = 60.006411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.632802 sec): 2 clusters Score: Raw -122.231459 + Penalty 115.146005 = -7.085454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.633011 sec): 3 clusters Score: Raw -114.969110 + Penalty 233.530806 = 118.561696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.633461 sec): 2 clusters Score: Raw -214.677681 + Penalty 155.183965 = -59.493717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.633674 sec): 3 clusters Score: Raw -205.453351 + Penalty 329.119419 = 123.666067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.634126 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.634334 sec): 3 clusters Score: Raw -222.014965 + Penalty 129.259689 = -92.755277 nChanged 1 SP:Iteration 1F (3.634530 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 44 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.635024 sec): 2 clusters Score: Raw -967.026341 + Penalty 392.871138 = -574.155202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.635276 sec): 3 clusters Score: Raw -1046.866697 + Penalty 781.498131 = -265.368566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.635722 sec): 2 clusters Score: Raw -114.504897 + Penalty 98.233469 = -16.271428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.635931 sec): 3 clusters Score: Raw -110.001099 + Penalty 188.637463 = 78.636363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.636389 sec): 2 clusters Score: Raw -392.539638 + Penalty 267.026074 = -125.513563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.636612 sec): 3 clusters Score: Raw -393.850185 + Penalty 531.592438 = 137.742253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 47 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.637070 sec): 2 clusters Score: Raw -383.803158 + Penalty 263.064514 = -120.738643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.637292 sec): 3 clusters Score: Raw -385.663261 + Penalty 523.064585 = 137.401324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.637728 sec): 2 clusters Score: Raw -38.045248 + Penalty 0.000000 = -38.045248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.637918 sec): 2 clusters Score: Raw -38.045248 + Penalty 0.000000 = -38.045248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 49 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.638355 sec): 2 clusters Score: Raw -36.177329 + Penalty 0.000000 = -36.177329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.638544 sec): 2 clusters Score: Raw -36.177329 + Penalty 0.000000 = -36.177329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.639018 sec): 2 clusters Score: Raw -437.095513 + Penalty 235.183333 = -201.912181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.639246 sec): 3 clusters Score: Raw -445.202759 + Penalty 473.825319 = 28.622560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.639776 sec): 2 clusters Score: Raw -1301.051916 + Penalty 279.926186 = -1021.125729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.640049 sec): 3 clusters Score: Raw -1307.909417 + Penalty 563.470669 = -744.438748 nChanged 2 SP:Iteration 1F (3.640317 sec): 3 clusters Score: Raw -1312.945120 + Penalty 563.470669 = -749.474451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 52 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.640799 sec): 2 clusters Score: Raw -671.152421 + Penalty 228.626795 = -442.525626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.641039 sec): 3 clusters Score: Raw -690.323779 + Penalty 467.926660 = -222.397119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.641542 sec): 2 clusters Score: Raw -1046.753862 + Penalty 240.365436 = -806.388426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.641798 sec): 3 clusters Score: Raw -1051.475808 + Penalty 475.273282 = -576.202526 nChanged 1 SP:Iteration 1Q (3.642048 sec): 3 clusters Score: Raw -1052.632357 + Penalty 475.273282 = -577.359075 nChanged 0 SP:Iteration 2F (3.642300 sec): 3 clusters Score: Raw -1052.632357 + Penalty 475.273282 = -577.359075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.642748 sec): 2 clusters Score: Raw -163.586677 + Penalty 135.564491 = -28.022186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.642961 sec): 3 clusters Score: Raw -157.609908 + Penalty 271.128982 = 113.519074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.643433 sec): 2 clusters Score: Raw -624.019804 + Penalty 372.119980 = -251.899824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.643666 sec): 3 clusters Score: Raw -654.827331 + Penalty 748.770641 = 93.943310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 56 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.644142 sec): 2 clusters Score: Raw -686.502681 + Penalty 391.166015 = -295.336667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.644376 sec): 3 clusters Score: Raw -715.446649 + Penalty 783.054830 = 67.608181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.644830 sec): 2 clusters Score: Raw -248.960154 + Penalty 163.999658 = -84.960496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.645047 sec): 3 clusters Score: Raw -241.557327 + Penalty 313.638171 = 72.080844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.645510 sec): 2 clusters Score: Raw -405.220663 + Penalty 225.951531 = -179.269132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.645739 sec): 3 clusters Score: Raw -426.450301 + Penalty 446.039695 = 19.589394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.646177 sec): 2 clusters Score: Raw -37.559470 + Penalty 0.000000 = -37.559470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.646381 sec): 2 clusters Score: Raw -37.559470 + Penalty 0.000000 = -37.559470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 61 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.646871 sec): 2 clusters Score: Raw -912.656483 + Penalty 443.759985 = -468.896498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.647116 sec): 3 clusters Score: Raw -974.197227 + Penalty 887.366192 = -86.831034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 62 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.647590 sec): 2 clusters Score: Raw -623.399343 + Penalty 333.408977 = -289.990365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.647824 sec): 3 clusters Score: Raw -653.030038 + Penalty 667.027631 = 13.997593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.648279 sec): 2 clusters Score: Raw -221.049687 + Penalty 123.234766 = -97.814921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.648496 sec): 3 clusters Score: Raw -220.149652 + Penalty 256.101935 = 35.952283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 64 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.649066 sec): 2 clusters Score: Raw -2031.082399 + Penalty 283.513212 = -1747.569186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.649373 sec): 3 clusters Score: Raw -2024.093498 + Penalty 568.207516 = -1455.885982 nChanged 4 SP:Iteration 1F (3.649677 sec): 3 clusters Score: Raw -2038.911975 + Penalty 567.650929 = -1471.261046 nChanged 4 SP:Iteration 2F (3.649979 sec): 3 clusters Score: Raw -2045.211643 + Penalty 566.616085 = -1478.595558 nChanged 2 SP:Iteration 3Q (3.650275 sec): 3 clusters Score: Raw -2048.212781 + Penalty 566.449437 = -1481.763344 nChanged 1 SP:Iteration 4Q (3.650571 sec): 3 clusters Score: Raw -2048.817646 + Penalty 566.449437 = -1482.368209 nChanged 0 SP:Iteration 5F (3.650872 sec): 3 clusters Score: Raw -2048.817646 + Penalty 566.449437 = -1482.368209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.651311 sec): 2 clusters Score: Raw -36.953939 + Penalty 0.000000 = -36.953939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.651500 sec): 2 clusters Score: Raw -36.953939 + Penalty 0.000000 = -36.953939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.651946 sec): 2 clusters Score: Raw -133.806127 + Penalty 140.961910 = 7.155783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.652155 sec): 3 clusters Score: Raw -122.590929 + Penalty 280.653246 = 158.062317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 67 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.652628 sec): 2 clusters Score: Raw -558.883513 + Penalty 217.479560 = -341.403953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.652862 sec): 3 clusters Score: Raw -568.425187 + Penalty 434.959120 = -133.466067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.653302 sec): 2 clusters Score: Raw -36.921559 + Penalty 0.000000 = -36.921559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.653492 sec): 2 clusters Score: Raw -36.921559 + Penalty 0.000000 = -36.921559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.653962 sec): 2 clusters Score: Raw -260.332610 + Penalty 186.027184 = -74.305426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.654163 sec): 2 clusters Score: Raw -260.332610 + Penalty 186.027184 = -74.305426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.654610 sec): 2 clusters Score: Raw -181.631780 + Penalty 170.182031 = -11.449749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.654823 sec): 3 clusters Score: Raw -170.020545 + Penalty 356.132379 = 186.111835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.655267 sec): 2 clusters Score: Raw -85.716226 + Penalty 89.342209 = 3.625983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.655475 sec): 3 clusters Score: Raw -75.852716 + Penalty 178.684417 = 102.831702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.655951 sec): 2 clusters Score: Raw -624.221459 + Penalty 344.677360 = -279.544100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.656187 sec): 3 clusters Score: Raw -649.451576 + Penalty 691.811589 = 42.360013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.656653 sec): 2 clusters Score: Raw -473.229226 + Penalty 255.898889 = -217.330337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.656882 sec): 3 clusters Score: Raw -476.992050 + Penalty 511.062012 = 34.069962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.657337 sec): 2 clusters Score: Raw -325.093560 + Penalty 252.009607 = -73.083953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.657555 sec): 3 clusters Score: Raw -313.657807 + Penalty 506.125128 = 192.467321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.658010 sec): 2 clusters Score: Raw -268.411458 + Penalty 187.922659 = -80.488800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.658229 sec): 3 clusters Score: Raw -270.237351 + Penalty 378.457805 = 108.220454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 76 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.658666 sec): 2 clusters Score: Raw -39.235448 + Penalty 0.000000 = -39.235448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.658855 sec): 2 clusters Score: Raw -39.235448 + Penalty 0.000000 = -39.235448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.659302 sec): 2 clusters Score: Raw -122.155486 + Penalty 70.844867 = -51.310620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.659497 sec): 2 clusters Score: Raw -122.155486 + Penalty 70.844867 = -51.310620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.659964 sec): 2 clusters Score: Raw -510.107579 + Penalty 324.186344 = -185.921235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.660191 sec): 3 clusters Score: Raw -507.193583 + Penalty 635.348797 = 128.155214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.660667 sec): 2 clusters Score: Raw -427.576269 + Penalty 296.012952 = -131.563317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.660890 sec): 3 clusters Score: Raw -418.936757 + Penalty 591.961822 = 173.025064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.661342 sec): 2 clusters Score: Raw -229.390038 + Penalty 197.849193 = -31.540845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.661556 sec): 3 clusters Score: Raw -218.098314 + Penalty 391.738368 = 173.640054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.662013 sec): 2 clusters Score: Raw -311.858033 + Penalty 192.535370 = -119.322663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.662236 sec): 3 clusters Score: Raw -317.720557 + Penalty 390.891153 = 73.170596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.662705 sec): 2 clusters Score: Raw -523.168364 + Penalty 288.183633 = -234.984730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.662938 sec): 3 clusters Score: Raw -544.479834 + Penalty 577.178040 = 32.698206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.663400 sec): 2 clusters Score: Raw -383.881417 + Penalty 180.343048 = -203.538369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.663625 sec): 3 clusters Score: Raw -384.639391 + Penalty 356.321226 = -28.318165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.664079 sec): 2 clusters Score: Raw -250.533790 + Penalty 138.040364 = -112.493426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.664299 sec): 3 clusters Score: Raw -252.711420 + Penalty 275.884203 = 23.172783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 86 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.664744 sec): 2 clusters Score: Raw -129.120383 + Penalty 132.830398 = 3.710015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.664953 sec): 3 clusters Score: Raw -120.573533 + Penalty 259.525154 = 138.951621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.665395 sec): 2 clusters Score: Raw -79.225217 + Penalty 78.220591 = -1.004626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.665587 sec): 2 clusters Score: Raw -79.225217 + Penalty 78.220591 = -1.004626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.666039 sec): 2 clusters Score: Raw -251.168484 + Penalty 205.284841 = -45.883643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.666255 sec): 3 clusters Score: Raw -248.168793 + Penalty 401.063365 = 152.894572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.666715 sec): 2 clusters Score: Raw -343.258502 + Penalty 188.215874 = -155.042628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.666937 sec): 3 clusters Score: Raw -341.370759 + Penalty 354.091848 = 12.721089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.667397 sec): 2 clusters Score: Raw -160.463323 + Penalty 125.503529 = -34.959795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.667609 sec): 3 clusters Score: Raw -154.645800 + Penalty 271.302416 = 116.656616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.668054 sec): 2 clusters Score: Raw -136.754278 + Penalty 146.991329 = 10.237052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.668263 sec): 3 clusters Score: Raw -125.381626 + Penalty 292.214166 = 166.832540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.668709 sec): 2 clusters Score: Raw -149.853308 + Penalty 120.584997 = -29.268311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.668921 sec): 3 clusters Score: Raw -146.606298 + Penalty 270.371774 = 123.765476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.669389 sec): 2 clusters Score: Raw -532.018348 + Penalty 332.750097 = -199.268251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.669621 sec): 3 clusters Score: Raw -544.684100 + Penalty 663.334774 = 118.650675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.670081 sec): 2 clusters Score: Raw -384.033226 + Penalty 225.389943 = -158.643284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.670305 sec): 3 clusters Score: Raw -382.437681 + Penalty 434.420900 = 51.983219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.670746 sec): 2 clusters Score: Raw -77.030472 + Penalty 53.844191 = -23.186280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.670954 sec): 3 clusters Score: Raw -69.357895 + Penalty 107.688383 = 38.330488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.671395 sec): 2 clusters Score: Raw -78.502762 + Penalty 72.320490 = -6.182272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.671601 sec): 3 clusters Score: Raw -70.700965 + Penalty 144.640980 = 73.940015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.672041 sec): 2 clusters Score: Raw -85.195436 + Penalty 82.647164 = -2.548272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.672234 sec): 2 clusters Score: Raw -85.195436 + Penalty 82.647164 = -2.548272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.672678 sec): 2 clusters Score: Raw -122.147166 + Penalty 118.660208 = -3.486958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.672872 sec): 2 clusters Score: Raw -122.147166 + Penalty 118.660208 = -3.486958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.673319 sec): 2 clusters Score: Raw -153.796548 + Penalty 126.462497 = -27.334050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.673515 sec): 2 clusters Score: Raw -153.796548 + Penalty 126.462497 = -27.334050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.673973 sec): 2 clusters Score: Raw -112.829255 + Penalty 95.354111 = -17.475144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.674181 sec): 3 clusters Score: Raw -107.599461 + Penalty 201.345485 = 93.746024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.674655 sec): 2 clusters Score: Raw -559.806395 + Penalty 264.250434 = -295.555960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.674889 sec): 3 clusters Score: Raw -575.528844 + Penalty 528.500869 = -47.027975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.675331 sec): 2 clusters Score: Raw -76.993883 + Penalty 61.475029 = -15.518854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.675538 sec): 3 clusters Score: Raw -70.514648 + Penalty 122.950057 = 52.435409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.675991 sec): 2 clusters Score: Raw -284.599709 + Penalty 243.612377 = -40.987332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.676206 sec): 3 clusters Score: Raw -275.787839 + Penalty 492.951707 = 217.163869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.676666 sec): 2 clusters Score: Raw -353.940098 + Penalty 210.730049 = -143.210049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.676890 sec): 3 clusters Score: Raw -358.886425 + Penalty 435.263779 = 76.377354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.677329 sec): 2 clusters Score: Raw -36.778957 + Penalty 0.000000 = -36.778957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.677518 sec): 2 clusters Score: Raw -36.778957 + Penalty 0.000000 = -36.778957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.677955 sec): 2 clusters Score: Raw -37.245877 + Penalty 0.000000 = -37.245877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.678143 sec): 2 clusters Score: Raw -37.245877 + Penalty 0.000000 = -37.245877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.678577 sec): 2 clusters Score: Raw -37.957908 + Penalty 0.000000 = -37.957908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.678766 sec): 2 clusters Score: Raw -37.957908 + Penalty 0.000000 = -37.957908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.679211 sec): 2 clusters Score: Raw -187.899961 + Penalty 197.160446 = 9.260485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.679423 sec): 3 clusters Score: Raw -174.972857 + Penalty 384.008595 = 209.035738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.679872 sec): 2 clusters Score: Raw -174.419301 + Penalty 164.721237 = -9.698064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.680084 sec): 3 clusters Score: Raw -166.647923 + Penalty 329.219669 = 162.571746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.680548 sec): 2 clusters Score: Raw -225.926373 + Penalty 181.815014 = -44.111359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.680763 sec): 3 clusters Score: Raw -213.884642 + Penalty 358.925497 = 145.040855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.681204 sec): 2 clusters Score: Raw -89.900896 + Penalty 96.855202 = 6.954305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.681398 sec): 2 clusters Score: Raw -89.900896 + Penalty 96.855202 = 6.954305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.681833 sec): 2 clusters Score: Raw -37.359819 + Penalty 0.000000 = -37.359819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.682022 sec): 2 clusters Score: Raw -37.359819 + Penalty 0.000000 = -37.359819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.682466 sec): 2 clusters Score: Raw -132.117358 + Penalty 137.102862 = 4.985504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.682660 sec): 2 clusters Score: Raw -132.117358 + Penalty 137.102862 = 4.985504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.683109 sec): 2 clusters Score: Raw -204.001009 + Penalty 166.857534 = -37.143476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.683324 sec): 3 clusters Score: Raw -198.330594 + Penalty 333.931028 = 135.600434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.683761 sec): 2 clusters Score: Raw -38.187905 + Penalty 0.000000 = -38.187905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.683950 sec): 2 clusters Score: Raw -38.187905 + Penalty 0.000000 = -38.187905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.684393 sec): 2 clusters Score: Raw -131.605158 + Penalty 144.876785 = 13.271627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.684602 sec): 3 clusters Score: Raw -121.759307 + Penalty 293.457331 = 171.698025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.685057 sec): 2 clusters Score: Raw -345.854348 + Penalty 278.715283 = -67.139065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.685277 sec): 3 clusters Score: Raw -333.186703 + Penalty 560.603423 = 227.416720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.685714 sec): 2 clusters Score: Raw -37.601757 + Penalty 0.000000 = -37.601757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.685902 sec): 2 clusters Score: Raw -37.601757 + Penalty 0.000000 = -37.601757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.686345 sec): 2 clusters Score: Raw -133.023411 + Penalty 149.071348 = 16.047936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.686553 sec): 3 clusters Score: Raw -124.401502 + Penalty 290.954468 = 166.552966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.687001 sec): 2 clusters Score: Raw -35.872284 + Penalty 0.000000 = -35.872284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.687190 sec): 2 clusters Score: Raw -35.872284 + Penalty 0.000000 = -35.872284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.687625 sec): 2 clusters Score: Raw -34.988890 + Penalty 0.000000 = -34.988890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.687814 sec): 2 clusters Score: Raw -34.988890 + Penalty 0.000000 = -34.988890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.688249 sec): 2 clusters Score: Raw -37.761384 + Penalty 0.000000 = -37.761384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.688438 sec): 2 clusters Score: Raw -37.761384 + Penalty 0.000000 = -37.761384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.688879 sec): 2 clusters Score: Raw -73.417532 + Penalty 62.332172 = -11.085360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.689085 sec): 3 clusters Score: Raw -67.869328 + Penalty 124.664344 = 56.795017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.689524 sec): 2 clusters Score: Raw -84.876236 + Penalty 92.432298 = 7.556062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.689719 sec): 2 clusters Score: Raw -84.876236 + Penalty 92.432298 = 7.556062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.690159 sec): 2 clusters Score: Raw -77.396514 + Penalty 78.757906 = 1.361392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.690353 sec): 2 clusters Score: Raw -77.396514 + Penalty 78.757906 = 1.361392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 160 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.690788 sec): 2 clusters Score: Raw -37.124404 + Penalty 0.000000 = -37.124404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.690977 sec): 2 clusters Score: Raw -37.124404 + Penalty 0.000000 = -37.124404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.691422 sec): 2 clusters Score: Raw -149.164012 + Penalty 145.957727 = -3.206285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.691634 sec): 3 clusters Score: Raw -152.013236 + Penalty 269.865348 = 117.852113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.692080 sec): 2 clusters Score: Raw -153.067810 + Penalty 132.882727 = -20.185083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.692292 sec): 3 clusters Score: Raw -147.882729 + Penalty 265.765455 = 117.882726 nChanged 0 Deleting Class 39 (13 points): Lose 184.329550 but Gain 1441.170551 Iteration 20F (4.169779 sec): 126 clusters Score: Raw -271658.275436 + Penalty 117919.774174 = -153738.501262 nChanged 86 Deleting Class 128 (2 points): Lose 10.011315 but Gain 1265.225113 Iteration 21Q (4.216407 sec): 125 clusters Score: Raw -271742.590921 + Penalty 116678.826231 = -155063.764690 nChanged 79 Deleting Class 157 (3 points): Lose 37.396647 but Gain 1292.070242 Iteration 22Q (4.261493 sec): 124 clusters Score: Raw -271753.681830 + Penalty 115468.331361 = -156285.350469 nChanged 99 Deleting Class 124 (4 points): Lose 51.180406 but Gain 1287.759169 Iteration 23Q (4.307699 sec): 123 clusters Score: Raw -271813.351511 + Penalty 114229.961188 = -157583.390323 nChanged 142 Deleting Class 137 (7 points): Lose 72.517970 but Gain 1296.905449 Iteration 24Q (4.354820 sec): 122 clusters Score: Raw -271906.862346 + Penalty 113069.147399 = -158837.714948 nChanged 171 Deleting Class 123 (1 points): Lose 1.729388 but Gain 1220.945694 Iteration 25Q (4.403916 sec): 121 clusters Score: Raw -272091.743539 + Penalty 111955.241321 = -160136.502218 nChanged 161 Deleting Class 147 (1 points): Lose 8.927294 but Gain 1227.862782 Iteration 26Q (4.450556 sec): 120 clusters Score: Raw -272232.770067 + Penalty 110900.905989 = -161331.864078 nChanged 137 Deleting Class 94 (4 points): Lose 59.651220 but Gain 1273.941233 Iteration 27Q (4.495703 sec): 119 clusters Score: Raw -272293.881710 + Penalty 109771.645099 = -162522.236611 nChanged 86 Deleting Class 76 (1 points): Lose 1.952997 but Gain 1201.720670 Iteration 28Q (4.537203 sec): 118 clusters Score: Raw -272357.904411 + Penalty 108601.767814 = -163756.136596 nChanged 64 Deleting Class 151 (3 points): Lose 30.780073 but Gain 1228.626957 Iteration 29Q (4.577441 sec): 117 clusters Score: Raw -272365.767030 + Penalty 107398.857667 = -164966.909362 nChanged 41 Deleting Class 113 (6 points): Lose 47.313232 but Gain 1231.090431 Iteration 30F (5.012865 sec): 116 clusters Score: Raw -272351.937146 + Penalty 106160.115215 = -166191.821930 nChanged 35 Deleting Class 134 (1 points): Lose 3.233686 but Gain 1180.768045 Iteration 31Q (5.050963 sec): 115 clusters Score: Raw -272367.713132 + Penalty 104982.265612 = -167385.447521 nChanged 29 Deleting Class 56 (15 points): Lose 137.319579 but Gain 1307.900540 Iteration 32Q (5.088893 sec): 114 clusters Score: Raw -272239.099261 + Penalty 103679.961891 = -168559.137370 nChanged 37 Deleting Class 27 (38 points): Lose 254.312009 but Gain 1409.381951 Iteration 33Q (5.127010 sec): 113 clusters Score: Raw -272020.910822 + Penalty 102329.744342 = -169691.166481 nChanged 59 Deleting Class 136 (3 points): Lose 39.530860 but Gain 1194.055908 Iteration 34Q (5.165949 sec): 112 clusters Score: Raw -272103.129692 + Penalty 101178.587702 = -170924.541991 nChanged 21 Deleting Class 66 (3 points): Lose 18.501000 but Gain 1161.790008 Iteration 35Q (5.203293 sec): 111 clusters Score: Raw -272106.494736 + Penalty 100017.816175 = -172088.678561 nChanged 20 Deleting Class 71 (2 points): Lose 24.223420 but Gain 1167.082451 Iteration 36Q (5.240263 sec): 110 clusters Score: Raw -272091.053597 + Penalty 98860.552793 = -173230.500804 nChanged 15 Deleting Class 7 (36 points): Lose 275.240948 but Gain 1414.089780 Iteration 37Q (5.276419 sec): 109 clusters Score: Raw -271831.582356 + Penalty 97470.348820 = -174361.233537 nChanged 47 Deleting Class 155 (1 points): Lose 2.488515 but Gain 1129.943847 Iteration 38Q (5.314585 sec): 108 clusters Score: Raw -271944.732647 + Penalty 96351.929574 = -175592.803074 nChanged 18 Deleting Class 78 (12 points): Lose 115.338434 but Gain 1241.779321 Iteration 39Q (5.350599 sec): 107 clusters Score: Raw -271858.800749 + Penalty 95271.514476 = -176587.286273 nChanged 25 Deleting Class 61 (22 points): Lose 193.791750 but Gain 1326.650611 Iteration 40F (5.752193 sec): 106 clusters Score: Raw -271704.966651 + Penalty 94027.594616 = -177677.372035 nChanged 40 Deleting Class 55 (15 points): Lose 154.419247 but Gain 1287.474477 Iteration 41Q (5.789508 sec): 105 clusters Score: Raw -271618.202190 + Penalty 92783.439048 = -178834.763141 nChanged 31 Deleting Class 79 (10 points): Lose 113.980353 but Gain 1240.772534 Iteration 42Q (5.826491 sec): 104 clusters Score: Raw -271558.377054 + Penalty 91638.627025 = -179919.750029 nChanged 25 Deleting Class 65 (1 points): Lose 4.254964 but Gain 1128.369714 Iteration 43Q (5.862892 sec): 103 clusters Score: Raw -271597.815135 + Penalty 90558.548296 = -181039.266839 nChanged 19 Deleting Class 1 (35 points): Lose 222.531313 but Gain 1340.735743 Iteration 44Q (5.898880 sec): 102 clusters Score: Raw -271383.730937 + Penalty 89203.303554 = -182180.427382 nChanged 52 Deleting Class 132 (4 points): Lose 26.585360 but Gain 1144.169813 Iteration 45Q (5.935945 sec): 101 clusters Score: Raw -271453.905783 + Penalty 88093.723910 = -183360.181873 nChanged 31 Deleting Class 70 (5 points): Lose 28.113434 but Gain 1140.905056 Iteration 46Q (5.972014 sec): 100 clusters Score: Raw -271447.054553 + Penalty 86974.194246 = -184472.860307 nChanged 28 Deleting Class 74 (7 points): Lose 61.414953 but Gain 1172.639794 Iteration 47Q (6.008050 sec): 99 clusters Score: Raw -271407.195111 + Penalty 85820.491986 = -185586.703125 nChanged 24 Deleting Class 98 (12 points): Lose 105.115526 but Gain 1212.490733 Iteration 48Q (6.043855 sec): 98 clusters Score: Raw -271325.083348 + Penalty 84629.464530 = -186695.618818 nChanged 28 Deleting Class 48 (1 points): Lose 1.551008 but Gain 1101.873707 Iteration 49Q (6.079476 sec): 97 clusters Score: Raw -271363.099501 + Penalty 83526.928330 = -187836.171171 nChanged 20 Deleting Class 122 (1 points): Lose 2.357002 but Gain 1092.539806 Iteration 50F (6.440981 sec): 96 clusters Score: Raw -271371.488888 + Penalty 82450.225607 = -188921.263280 nChanged 14 Deleting Class 80 (5 points): Lose 32.611516 but Gain 1113.090232 Iteration 51Q (6.476087 sec): 95 clusters Score: Raw -271346.228330 + Penalty 81343.695050 = -190002.533280 nChanged 15 Deleting Class 72 (17 points): Lose 101.282621 but Gain 1180.133620 Iteration 52Q (6.510712 sec): 94 clusters Score: Raw -271253.662764 + Penalty 80194.464574 = -191059.198190 nChanged 21 Deleting Class 160 (1 points): Lose 8.533332 but Gain 1079.233360 Iteration 53Q (6.546065 sec): 93 clusters Score: Raw -271280.898913 + Penalty 79154.061820 = -192126.837093 nChanged 10 Deleting Class 86 (3 points): Lose 25.469423 but Gain 1094.771128 Iteration 54Q (6.580787 sec): 92 clusters Score: Raw -271269.352553 + Penalty 78070.882621 = -193198.469932 nChanged 9 Deleting Class 106 (2 points): Lose 14.024104 but Gain 1079.624700 Iteration 55Q (6.614987 sec): 91 clusters Score: Raw -271263.484220 + Penalty 76994.243615 = -194269.240605 nChanged 5 Deleting Class 31 (47 points): Lose 262.838676 but Gain 1322.566626 Iteration 56Q (6.648836 sec): 90 clusters Score: Raw -271004.497530 + Penalty 75708.630808 = -195295.866722 nChanged 54 Deleting Class 62 (19 points): Lose 92.133786 but Gain 1151.512883 Iteration 57Q (6.684064 sec): 89 clusters Score: Raw -271019.265150 + Penalty 74655.524462 = -196363.740688 nChanged 33 Deleting Class 46 (10 points): Lose 68.060342 but Gain 1120.846180 Iteration 58Q (6.718688 sec): 88 clusters Score: Raw -271008.709114 + Penalty 73586.598287 = -197422.110828 nChanged 24 Deleting Class 68 (1 points): Lose 5.287894 but Gain 1049.946128 Iteration 59Q (6.752949 sec): 87 clusters Score: Raw -271030.910250 + Penalty 72592.661797 = -198438.248453 nChanged 11 Deleting Class 125 (4 points): Lose 31.085729 but Gain 1075.881535 Iteration 60F (7.075555 sec): 86 clusters Score: Raw -271026.498724 + Penalty 71536.366791 = -199490.131933 nChanged 11 Deleting Class 59 (1 points): Lose 2.901921 but Gain 1039.459721 Iteration 61Q (7.109397 sec): 85 clusters Score: Raw -271035.808199 + Penalty 70505.699237 = -200530.108962 nChanged 9 Deleting Class 49 (1 points): Lose 4.442118 but Gain 1024.763371 Iteration 62Q (7.143250 sec): 84 clusters Score: Raw -271035.851409 + Penalty 69491.903849 = -201543.947560 nChanged 8 Deleting Class 117 (1 points): Lose 1.720216 but Gain 1019.445803 Iteration 63Q (7.176732 sec): 83 clusters Score: Raw -271045.049770 + Penalty 68468.633293 = -202576.416477 nChanged 4 Deleting Class 129 (1 points): Lose 3.829043 but Gain 1013.747846 Iteration 64Q (7.210127 sec): 82 clusters Score: Raw -271044.943100 + Penalty 67456.606175 = -203588.336924 nChanged 2 Deleting Class 47 (9 points): Lose 76.163795 but Gain 1084.072020 Iteration 65Q (7.243670 sec): 81 clusters Score: Raw -270971.937804 + Penalty 66434.542180 = -204537.395623 nChanged 11 Deleting Class 88 (2 points): Lose 17.894115 but Gain 1021.800108 Iteration 66Q (7.276866 sec): 80 clusters Score: Raw -270983.142030 + Penalty 65415.963041 = -205567.178989 nChanged 3 Deleting Class 90 (6 points): Lose 38.138191 but Gain 1037.402973 Iteration 67Q (7.309623 sec): 79 clusters Score: Raw -270953.693878 + Penalty 64389.932722 = -206563.761157 nChanged 6 Deleting Class 159 (2 points): Lose 31.462568 but Gain 1028.819093 Iteration 68Q (7.342702 sec): 78 clusters Score: Raw -270932.838178 + Penalty 63451.267770 = -207481.570407 nChanged 4 Deleting Class 126 (6 points): Lose 61.431097 but Gain 1058.139494 Iteration 69Q (7.375511 sec): 77 clusters Score: Raw -270885.459514 + Penalty 62415.828933 = -208469.630581 nChanged 6 Deleting Class 44 (26 points): Lose 144.269663 but Gain 1121.486947 Iteration 70F (7.664273 sec): 76 clusters Score: Raw -270762.792831 + Penalty 61395.464660 = -209367.328171 nChanged 29 Deleting Class 108 (3 points): Lose 22.436569 but Gain 977.982242 Iteration 71Q (7.697054 sec): 75 clusters Score: Raw -270804.492251 + Penalty 60435.600545 = -210368.891707 nChanged 8 Deleting Class 83 (15 points): Lose 95.102361 but Gain 1049.790432 Iteration 72Q (7.728713 sec): 74 clusters Score: Raw -270741.578612 + Penalty 59446.891998 = -211294.686614 nChanged 19 Deleting Class 23 (27 points): Lose 144.035686 but Gain 1098.541114 Iteration 73Q (7.761349 sec): 73 clusters Score: Raw -270644.129981 + Penalty 58522.928254 = -212121.201727 nChanged 29 Deleting Class 104 (2 points): Lose 11.909667 but Gain 944.726752 Iteration 74Q (7.793373 sec): 72 clusters Score: Raw -270739.236469 + Penalty 57591.898462 = -213147.338007 nChanged 10 Deleting Class 35 (60 points): Lose 299.151710 but Gain 1230.543296 Iteration 75Q (7.824829 sec): 71 clusters Score: Raw -270465.392055 + Penalty 56393.712336 = -214071.679719 nChanged 61 Deleting Class 161 (5 points): Lose 48.379615 but Gain 978.508370 Iteration 76Q (7.857796 sec): 70 clusters Score: Raw -270564.708783 + Penalty 55453.182779 = -215111.526004 nChanged 11 Deleting Class 41 (3 points): Lose 19.722333 but Gain 949.018631 Iteration 77Q (7.889160 sec): 69 clusters Score: Raw -270577.023902 + Penalty 54508.457783 = -216068.566119 nChanged 12 Deleting Class 133 (5 points): Lose 18.645255 but Gain 938.732616 Iteration 78Q (7.920362 sec): 68 clusters Score: Raw -270571.339962 + Penalty 53575.728743 = -216995.611219 nChanged 10 Deleting Class 54 (6 points): Lose 42.348535 but Gain 961.012099 Iteration 79Q (7.951155 sec): 67 clusters Score: Raw -270542.068479 + Penalty 52640.291350 = -217901.777129 nChanged 10 Deleting Class 73 (11 points): Lose 60.288235 but Gain 966.292267 Iteration 80F (8.206552 sec): 66 clusters Score: Raw -270493.837390 + Penalty 51809.401254 = -218684.436137 nChanged 15 Deleting Class 69 (6 points): Lose 34.999662 but Gain 940.084773 Iteration 81Q (8.237705 sec): 65 clusters Score: Raw -270500.145321 + Penalty 50854.767954 = -219645.377367 nChanged 9 Deleting Class 42 (6 points): Lose 29.076371 but Gain 928.524519 Iteration 82Q (8.269757 sec): 64 clusters Score: Raw -270485.757876 + Penalty 49925.222216 = -220560.535660 nChanged 9 Deleting Class 164 (6 points): Lose 61.020495 but Gain 958.638205 Iteration 83Q (8.300922 sec): 63 clusters Score: Raw -270433.098620 + Penalty 48986.442863 = -221446.655757 nChanged 7 Deleting Class 111 (15 points): Lose 86.528419 but Gain 980.218544 Iteration 84Q (8.331686 sec): 62 clusters Score: Raw -270364.046292 + Penalty 48090.135622 = -222273.910670 nChanged 21 Deleting Class 50 (12 points): Lose 52.477407 but Gain 933.030002 Iteration 85Q (8.362731 sec): 61 clusters Score: Raw -270357.207555 + Penalty 47164.560297 = -223192.647258 nChanged 14 Deleting Class 116 (8 points): Lose 55.466759 but Gain 928.839332 Iteration 86Q (8.393160 sec): 60 clusters Score: Raw -270320.214571 + Penalty 46292.419785 = -224027.794786 nChanged 10 Deleting Class 101 (11 points): Lose 48.784504 but Gain 912.275730 Iteration 87Q (8.423975 sec): 59 clusters Score: Raw -270294.090029 + Penalty 45409.428219 = -224884.661810 nChanged 14 Deleting Class 156 (3 points): Lose 32.616678 but Gain 893.179126 Iteration 88Q (8.454253 sec): 58 clusters Score: Raw -270277.727170 + Penalty 44539.022634 = -225738.704537 nChanged 4 Deleting Class 10 (11 points): Lose 67.717146 but Gain 913.144777 Iteration 89Q (8.484213 sec): 57 clusters Score: Raw -270226.216523 + Penalty 43643.557890 = -226582.658633 nChanged 15 Deleting Class 95 (5 points): Lose 38.006711 but Gain 878.611391 Iteration 90F (8.700706 sec): 56 clusters Score: Raw -270213.483925 + Penalty 42815.823429 = -227397.660496 nChanged 10 Deleting Class 109 (4 points): Lose 8.221124 but Gain 825.993466 Iteration 91Q (8.729978 sec): 55 clusters Score: Raw -270222.661005 + Penalty 42008.373359 = -228214.287646 nChanged 7 Deleting Class 75 (7 points): Lose 57.442142 but Gain 874.433284 Iteration 92Q (8.759239 sec): 54 clusters Score: Raw -270176.438789 + Penalty 41153.841406 = -229022.597382 nChanged 9 Deleting Class 92 (4 points): Lose 9.277968 but Gain 819.729935 Iteration 93Q (8.788778 sec): 53 clusters Score: Raw -270186.059646 + Penalty 40351.289331 = -229834.770315 nChanged 8 Deleting Class 25 (51 points): Lose 133.654745 but Gain 935.643608 Iteration 94Q (8.817914 sec): 52 clusters Score: Raw -270066.330032 + Penalty 39438.272174 = -230628.057857 nChanged 52 Deleting Class 34 (34 points): Lose 128.456732 but Gain 929.804486 Iteration 95Q (8.847128 sec): 51 clusters Score: Raw -270004.514293 + Penalty 38526.472279 = -231478.042013 nChanged 38 Deleting Class 84 (8 points): Lose 39.223549 but Gain 839.908056 Iteration 96Q (8.876226 sec): 50 clusters Score: Raw -270023.824348 + Penalty 37703.781204 = -232320.043144 nChanged 13 Deleting Class 112 (2 points): Lose 4.640264 but Gain 803.051863 Iteration 97Q (8.904625 sec): 49 clusters Score: Raw -270036.344599 + Penalty 36887.593611 = -233148.750988 nChanged 3 Deleting Class 45 (3 points): Lose 11.799199 but Gain 809.627668 Iteration 98Q (8.932441 sec): 48 clusters Score: Raw -270028.384924 + Penalty 36078.379186 = -233950.005738 nChanged 4 Deleting Class 82 (8 points): Lose 40.975092 but Gain 838.366899 Iteration 99Q (8.960624 sec): 47 clusters Score: Raw -269991.669772 + Penalty 35261.923509 = -234729.746263 nChanged 10 Deleting Class 57 (6 points): Lose 35.373303 but Gain 828.769098 Iteration 100F (9.140785 sec): 46 clusters Score: Raw -269971.914573 + Penalty 34466.840658 = -235505.073915 nChanged 8 Deleting Class 58 (11 points): Lose 61.721082 but Gain 853.208929 Iteration 101Q (9.168298 sec): 45 clusters Score: Raw -269922.353394 + Penalty 33661.703491 = -236260.649903 nChanged 16 Deleting Class 91 (9 points): Lose 45.092922 but Gain 830.154767 Iteration 102Q (9.195842 sec): 44 clusters Score: Raw -269915.091287 + Penalty 32782.706586 = -237132.384701 nChanged 16 Deleting Class 85 (8 points): Lose 41.878182 but Gain 820.343033 Iteration 103Q (9.222961 sec): 43 clusters Score: Raw -269892.767515 + Penalty 31966.622546 = -237926.144969 nChanged 11 Deleting Class 154 (1 points): Lose 1.814246 but Gain 775.147985 Iteration 104Q (9.249921 sec): 42 clusters Score: Raw -269905.806347 + Penalty 31200.404110 = -238705.402237 nChanged 4 Deleting Class 110 (3 points): Lose 16.869169 but Gain 785.896374 Iteration 105Q (9.277378 sec): 41 clusters Score: Raw -269899.814547 + Penalty 30451.165896 = -239448.648651 nChanged 3 Deleting Class 28 (101 points): Lose 321.566580 but Gain 1075.136878 Iteration 106Q (9.304955 sec): 40 clusters Score: Raw -269584.515576 + Penalty 29417.893621 = -240166.621954 nChanged 101 Deleting Class 152 (1 points): Lose 5.292978 but Gain 757.616783 Iteration 107Q (9.332751 sec): 39 clusters Score: Raw -269750.839308 + Penalty 28681.559243 = -241069.280066 nChanged 17 Deleting Class 32 (69 points): Lose 167.780999 but Gain 907.815776 Iteration 108Q (9.359486 sec): 38 clusters Score: Raw -269595.827521 + Penalty 27800.032270 = -241795.795251 nChanged 80 Deleting Class 17 (12 points): Lose 83.070945 but Gain 822.489653 Iteration 109Q (9.386884 sec): 37 clusters Score: Raw -269607.747255 + Penalty 26995.224796 = -242612.522459 nChanged 25 Deleting Class 6 (68 points): Lose 335.351557 but Gain 1071.567422 Iteration 110F (9.530271 sec): 36 clusters Score: Raw -269303.046347 + Penalty 25960.694781 = -243342.351565 nChanged 76 Deleting Class 67 (15 points): Lose 49.599049 but Gain 768.377675 Iteration 111Q (9.557300 sec): 35 clusters Score: Raw -269425.113316 + Penalty 25210.745413 = -244214.367903 nChanged 34 Deleting Class 29 (12 points): Lose 24.833935 but Gain 744.081278 Iteration 112Q (9.583542 sec): 34 clusters Score: Raw -269431.219009 + Penalty 24475.517632 = -244955.701378 nChanged 26 Deleting Class 40 (6 points): Lose 39.799668 but Gain 748.964659 Iteration 113Q (9.610482 sec): 33 clusters Score: Raw -269418.504005 + Penalty 23744.057716 = -245674.446289 nChanged 15 Deleting Class 103 (2 points): Lose 2.349491 but Gain 703.369794 Iteration 114Q (9.635961 sec): 32 clusters Score: Raw -269429.846115 + Penalty 23050.464167 = -246379.381948 nChanged 10 Deleting Class 37 (7 points): Lose 18.843419 but Gain 707.015767 Iteration 115Q (9.661190 sec): 31 clusters Score: Raw -269416.087999 + Penalty 22384.479055 = -247031.608944 nChanged 12 Deleting Class 15 (22 points): Lose 132.525035 but Gain 813.268433 Iteration 116Q (9.686362 sec): 30 clusters Score: Raw -269296.084733 + Penalty 21674.146430 = -247621.938303 nChanged 27 Deleting Class 52 (17 points): Lose 56.755016 but Gain 730.664763 Iteration 117Q (9.711911 sec): 29 clusters Score: Raw -269299.400512 + Penalty 20975.920362 = -248323.480150 nChanged 22 Deleting Class 51 (37 points): Lose 99.567847 but Gain 759.790664 Iteration 118Q (9.737224 sec): 28 clusters Score: Raw -269235.991222 + Penalty 20210.687238 = -249025.303984 nChanged 44 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -269235.991222 + Penalty 20210.687238 = -249025.303984Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.753766 sec): 2 clusters Score: Raw -3826.178858 + Penalty 176.844783 = -3649.334075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.754189 sec): 3 clusters Score: Raw -3780.091599 + Penalty 354.037362 = -3426.054237 nChanged 31 SP:Iteration 1F (9.754600 sec): 3 clusters Score: Raw -3804.649258 + Penalty 352.787630 = -3451.861628 nChanged 6 SP:Iteration 2F (9.755009 sec): 3 clusters Score: Raw -3811.592657 + Penalty 353.242903 = -3458.349754 nChanged 5 SP:Iteration 3Q (9.755415 sec): 3 clusters Score: Raw -3815.878207 + Penalty 353.353544 = -3462.524663 nChanged 2 SP:Iteration 4Q (9.755820 sec): 3 clusters Score: Raw -3819.965786 + Penalty 353.279637 = -3466.686149 nChanged 2 SP:Iteration 5Q (9.756225 sec): 3 clusters Score: Raw -3821.581929 + Penalty 353.279637 = -3468.302291 nChanged 0 SP:Iteration 6F (9.756633 sec): 3 clusters Score: Raw -3821.581929 + Penalty 353.279637 = -3468.302291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.765600 sec): 2 clusters Score: Raw -68207.566054 + Penalty 409.690822 = -67797.875231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.769071 sec): 3 clusters Score: Raw -67080.607548 + Penalty 817.720153 = -66262.887395 nChanged 827 SP:Iteration 1F (9.772480 sec): 3 clusters Score: Raw -67603.259678 + Penalty 814.648004 = -66788.611673 nChanged 204 SP:Iteration 2F (9.775887 sec): 3 clusters Score: Raw -67710.619433 + Penalty 811.664489 = -66898.954944 nChanged 105 SP:Iteration 3F (9.779328 sec): 3 clusters Score: Raw -67805.522090 + Penalty 808.747602 = -66996.774488 nChanged 66 SP:Iteration 4Q (9.782741 sec): 3 clusters Score: Raw -67874.591892 + Penalty 808.433178 = -67066.158714 nChanged 47 SP:Iteration 5Q (9.786127 sec): 3 clusters Score: Raw -67909.226700 + Penalty 806.280296 = -67102.946404 nChanged 50 SP:Iteration 6Q (9.789475 sec): 3 clusters Score: Raw -67934.844524 + Penalty 806.249728 = -67128.594795 nChanged 42 SP:Iteration 7Q (9.792828 sec): 3 clusters Score: Raw -67951.098517 + Penalty 805.357849 = -67145.740668 nChanged 44 SP:Iteration 8Q (9.796332 sec): 3 clusters Score: Raw -67966.864555 + Penalty 806.968978 = -67159.895578 nChanged 39 SP:Iteration 9Q (9.799856 sec): 3 clusters Score: Raw -67979.503481 + Penalty 807.578891 = -67171.924590 nChanged 29 SP:Iteration 10F (9.803486 sec): 3 clusters Score: Raw -67991.460709 + Penalty 809.931094 = -67181.529615 nChanged 29 SP:Iteration 11Q (9.806692 sec): 3 clusters Score: Raw -68003.637850 + Penalty 812.707522 = -67190.930327 nChanged 33 SP:Iteration 12Q (9.809871 sec): 3 clusters Score: Raw -68019.980191 + Penalty 820.206972 = -67199.773219 nChanged 37 SP:Iteration 13Q (9.813019 sec): 3 clusters Score: Raw -68039.238539 + Penalty 824.517190 = -67214.721349 nChanged 40 SP:Iteration 14Q (9.816133 sec): 3 clusters Score: Raw -68063.334249 + Penalty 836.829477 = -67226.504772 nChanged 43 SP:Iteration 15Q (9.819209 sec): 3 clusters Score: Raw -68090.963009 + Penalty 844.924760 = -67246.038249 nChanged 42 SP:Iteration 16Q (9.822345 sec): 3 clusters Score: Raw -68123.215113 + Penalty 858.634756 = -67264.580358 nChanged 40 SP:Iteration 17Q (9.825408 sec): 3 clusters Score: Raw -68153.862742 + Penalty 876.134887 = -67277.727855 nChanged 37 SP:Iteration 18Q (9.828349 sec): 3 clusters Score: Raw -68188.576802 + Penalty 897.179458 = -67291.397344 nChanged 28 SP:Iteration 19Q (9.831215 sec): 3 clusters Score: Raw -68212.904709 + Penalty 921.519837 = -67291.384872 nChanged 16 SP:Iteration 20F (9.834624 sec): 3 clusters Score: Raw -68229.044422 + Penalty 942.884002 = -67286.160420 nChanged 9 SP:Iteration 21F (9.837989 sec): 3 clusters Score: Raw -68237.829388 + Penalty 957.116444 = -67280.712944 nChanged 7 SP:Iteration 22F (9.841348 sec): 3 clusters Score: Raw -68244.304539 + Penalty 967.909767 = -67276.394772 nChanged 5 SP:Iteration 23F (9.844728 sec): 3 clusters Score: Raw -68250.127152 + Penalty 985.061221 = -67265.065931 nChanged 3 SP:Iteration 24F (9.848085 sec): 3 clusters Score: Raw -68253.476481 + Penalty 985.061221 = -67268.415260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.851758 sec): 2 clusters Score: Raw -20492.380788 + Penalty 172.686744 = -20319.694044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.853052 sec): 3 clusters Score: Raw -20128.575505 + Penalty 346.577797 = -19781.997708 nChanged 256 SP:Iteration 1F (9.854349 sec): 3 clusters Score: Raw -20298.844580 + Penalty 348.219996 = -19950.624584 nChanged 59 SP:Iteration 2F (9.855616 sec): 3 clusters Score: Raw -20326.106943 + Penalty 349.333834 = -19976.773109 nChanged 38 SP:Iteration 3F (9.856889 sec): 3 clusters Score: Raw -20351.579716 + Penalty 351.131168 = -20000.448547 nChanged 33 SP:Iteration 4F (9.858185 sec): 3 clusters Score: Raw -20372.193374 + Penalty 351.127375 = -20021.065999 nChanged 22 SP:Iteration 5Q (9.859506 sec): 3 clusters Score: Raw -20390.475907 + Penalty 349.745561 = -20040.730346 nChanged 24 SP:Iteration 6Q (9.860751 sec): 3 clusters Score: Raw -20406.198026 + Penalty 348.246493 = -20057.951533 nChanged 11 SP:Iteration 7Q (9.861983 sec): 3 clusters Score: Raw -20416.308006 + Penalty 344.330865 = -20071.977141 nChanged 13 SP:Iteration 8Q (9.863281 sec): 3 clusters Score: Raw -20424.948712 + Penalty 344.206498 = -20080.742213 nChanged 11 SP:Iteration 9Q (9.864486 sec): 3 clusters Score: Raw -20431.957377 + Penalty 346.053021 = -20085.904357 nChanged 12 SP:Iteration 10F (9.865752 sec): 3 clusters Score: Raw -20438.949009 + Penalty 347.820514 = -20091.128495 nChanged 10 SP:Iteration 11Q (9.866937 sec): 3 clusters Score: Raw -20442.960308 + Penalty 348.386808 = -20094.573500 nChanged 4 SP:Iteration 12Q (9.868109 sec): 3 clusters Score: Raw -20443.604739 + Penalty 348.442388 = -20095.162352 nChanged 1 SP:Iteration 13Q (9.869276 sec): 3 clusters Score: Raw -20443.663462 + Penalty 348.442388 = -20095.221075 nChanged 0 SP:Iteration 14F (9.870573 sec): 3 clusters Score: Raw -20443.663462 + Penalty 348.442388 = -20095.221075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.871679 sec): 2 clusters Score: Raw -1609.746974 + Penalty 217.657833 = -1392.089141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.871994 sec): 3 clusters Score: Raw -1606.835406 + Penalty 440.814020 = -1166.021386 nChanged 6 SP:Iteration 1F (9.872304 sec): 3 clusters Score: Raw -1623.434793 + Penalty 445.734629 = -1177.700164 nChanged 2 SP:Iteration 2Q (9.872609 sec): 3 clusters Score: Raw -1630.535964 + Penalty 445.734629 = -1184.801334 nChanged 0 SP:Iteration 3F (9.872919 sec): 3 clusters Score: Raw -1630.535964 + Penalty 445.734629 = -1184.801334 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.876181 sec): 2 clusters Score: Raw -35541.836951 + Penalty 252.146137 = -35289.690814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.878043 sec): 3 clusters Score: Raw -34997.909372 + Penalty 504.116734 = -34493.792638 nChanged 418 SP:Iteration 1F (9.879858 sec): 3 clusters Score: Raw -35272.390976 + Penalty 505.083211 = -34767.307764 nChanged 112 SP:Iteration 2F (9.881664 sec): 3 clusters Score: Raw -35346.578745 + Penalty 507.842225 = -34838.736520 nChanged 70 SP:Iteration 3F (9.883468 sec): 3 clusters Score: Raw -35387.683618 + Penalty 511.906802 = -34875.776816 nChanged 53 SP:Iteration 4F (9.885275 sec): 3 clusters Score: Raw -35419.834151 + Penalty 516.616186 = -34903.217964 nChanged 44 SP:Iteration 5Q (9.887067 sec): 3 clusters Score: Raw -35449.074681 + Penalty 521.803001 = -34927.271680 nChanged 42 SP:Iteration 6Q (9.888901 sec): 3 clusters Score: Raw -35475.854580 + Penalty 526.596214 = -34949.258365 nChanged 37 SP:Iteration 7Q (9.890718 sec): 3 clusters Score: Raw -35496.280005 + Penalty 531.411641 = -34964.868364 nChanged 36 SP:Iteration 8Q (9.892492 sec): 3 clusters Score: Raw -35517.248295 + Penalty 535.951787 = -34981.296509 nChanged 39 SP:Iteration 9Q (9.894272 sec): 3 clusters Score: Raw -35543.493771 + Penalty 539.825613 = -35003.668158 nChanged 27 SP:Iteration 10F (9.896119 sec): 3 clusters Score: Raw -35557.860527 + Penalty 545.701132 = -35012.159395 nChanged 16 SP:Iteration 11Q (9.897893 sec): 3 clusters Score: Raw -35568.926685 + Penalty 551.057941 = -35017.868743 nChanged 18 SP:Iteration 12Q (9.899678 sec): 3 clusters Score: Raw -35581.641233 + Penalty 553.784625 = -35027.856608 nChanged 13 SP:Iteration 13Q (9.901559 sec): 3 clusters Score: Raw -35593.214913 + Penalty 552.546091 = -35040.668822 nChanged 6 SP:Iteration 14Q (9.903366 sec): 3 clusters Score: Raw -35597.767801 + Penalty 554.443087 = -35043.324714 nChanged 3 SP:Iteration 15Q (9.905080 sec): 3 clusters Score: Raw -35603.513084 + Penalty 554.903638 = -35048.609447 nChanged 2 SP:Iteration 16Q (9.906768 sec): 3 clusters Score: Raw -35605.190964 + Penalty 555.285599 = -35049.905365 nChanged 2 SP:Iteration 17Q (9.908442 sec): 3 clusters Score: Raw -35606.593326 + Penalty 556.084281 = -35050.509045 nChanged 1 SP:Iteration 18Q (9.910078 sec): 3 clusters Score: Raw -35606.876041 + Penalty 556.723429 = -35050.152612 nChanged 1 SP:Iteration 19F (9.911889 sec): 3 clusters Score: Raw -35607.119202 + Penalty 556.977913 = -35050.141289 nChanged 1 SP:Iteration 20F (9.913700 sec): 3 clusters Score: Raw -35607.210780 + Penalty 556.431072 = -35050.779708 nChanged 1 SP:Iteration 21Q (9.915339 sec): 3 clusters Score: Raw -35607.110563 + Penalty 556.431072 = -35050.679491 nChanged 0 SP:Iteration 22F (9.917150 sec): 3 clusters Score: Raw -35607.110563 + Penalty 556.431072 = -35050.679491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.918277 sec): 2 clusters Score: Raw -1953.496489 + Penalty 148.191292 = -1805.305197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.918639 sec): 3 clusters Score: Raw -1940.121360 + Penalty 299.446381 = -1640.674980 nChanged 11 SP:Iteration 1F (9.918954 sec): 3 clusters Score: Raw -1953.286250 + Penalty 302.802680 = -1650.483570 nChanged 8 SP:Iteration 2F (9.919270 sec): 3 clusters Score: Raw -1963.287699 + Penalty 307.389556 = -1655.898143 nChanged 3 SP:Iteration 3Q (9.919579 sec): 3 clusters Score: Raw -1964.919314 + Penalty 301.652214 = -1663.267100 nChanged 2 SP:Iteration 4Q (9.919893 sec): 3 clusters Score: Raw -1970.228026 + Penalty 301.652214 = -1668.575812 nChanged 0 SP:Iteration 5F (9.920206 sec): 3 clusters Score: Raw -1970.228026 + Penalty 301.652214 = -1668.575812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.921058 sec): 2 clusters Score: Raw -1137.999858 + Penalty 310.845988 = -827.153870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.921344 sec): 3 clusters Score: Raw -1168.650867 + Penalty 630.212614 = -538.438254 nChanged 1 SP:Iteration 1Q (9.921615 sec): 3 clusters Score: Raw -1171.233568 + Penalty 630.212614 = -541.020954 nChanged 0 SP:Iteration 2F (9.921891 sec): 3 clusters Score: Raw -1171.233568 + Penalty 630.212614 = -541.020954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.923567 sec): 2 clusters Score: Raw -12648.684965 + Penalty 512.558571 = -12136.126393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.924389 sec): 3 clusters Score: Raw -12523.339246 + Penalty 1024.979951 = -11498.359296 nChanged 76 SP:Iteration 1F (9.925158 sec): 3 clusters Score: Raw -12606.521785 + Penalty 1025.668676 = -11580.853108 nChanged 27 SP:Iteration 2F (9.925935 sec): 3 clusters Score: Raw -12631.557952 + Penalty 1027.041921 = -11604.516030 nChanged 16 SP:Iteration 3Q (9.926696 sec): 3 clusters Score: Raw -12656.179087 + Penalty 1027.236874 = -11628.942213 nChanged 9 SP:Iteration 4Q (9.927452 sec): 3 clusters Score: Raw -12666.698543 + Penalty 1028.134805 = -11638.563738 nChanged 6 SP:Iteration 5Q (9.928204 sec): 3 clusters Score: Raw -12673.532344 + Penalty 1028.010374 = -11645.521970 nChanged 4 SP:Iteration 6Q (9.928952 sec): 3 clusters Score: Raw -12676.326179 + Penalty 1028.360736 = -11647.965443 nChanged 2 SP:Iteration 7Q (9.929699 sec): 3 clusters Score: Raw -12677.012060 + Penalty 1028.498377 = -11648.513683 nChanged 2 SP:Iteration 8Q (9.930446 sec): 3 clusters Score: Raw -12679.327033 + Penalty 1028.957883 = -11650.369150 nChanged 1 SP:Iteration 9Q (9.931192 sec): 3 clusters Score: Raw -12680.789326 + Penalty 1029.361659 = -11651.427667 nChanged 2 SP:Iteration 10F (9.931958 sec): 3 clusters Score: Raw -12682.046853 + Penalty 1029.361659 = -11652.685194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.932832 sec): 2 clusters Score: Raw -332.299195 + Penalty 159.506217 = -172.792978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.933063 sec): 3 clusters Score: Raw -330.453409 + Penalty 281.217324 = -49.236085 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 14 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.944689 sec): 2 clusters Score: Raw -83220.380825 + Penalty 421.115559 = -82799.265265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.949412 sec): 3 clusters Score: Raw -81593.879104 + Penalty 850.661994 = -80743.217109 nChanged 1096 SP:Iteration 1F (9.954128 sec): 3 clusters Score: Raw -82186.508984 + Penalty 874.439796 = -81312.069188 nChanged 448 SP:Iteration 2F (9.958727 sec): 3 clusters Score: Raw -82588.508388 + Penalty 925.545791 = -81662.962597 nChanged 310 SP:Iteration 3F (9.963350 sec): 3 clusters Score: Raw -82944.479461 + Penalty 983.975528 = -81960.503934 nChanged 191 SP:Iteration 4F (9.967952 sec): 3 clusters Score: Raw -83152.751426 + Penalty 1048.640398 = -82104.111028 nChanged 76 SP:Iteration 5Q (9.972493 sec): 3 clusters Score: Raw -83244.942482 + Penalty 1104.915680 = -82140.026802 nChanged 29 SP:Iteration 6Q (9.976732 sec): 3 clusters Score: Raw -83284.344428 + Penalty 1162.581389 = -82121.763040 nChanged 14 SP:Iteration 7F (9.981364 sec): 3 clusters Score: Raw -83306.626372 + Penalty 1174.485414 = -82132.140958 nChanged 3 SP:Iteration 8Q (9.985043 sec): 3 clusters Score: Raw -83308.135819 + Penalty 1184.431071 = -82123.704748 nChanged 2 SP:Iteration 9F (9.989635 sec): 3 clusters Score: Raw -83309.921358 + Penalty 1184.431071 = -82125.490288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 16 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.992096 sec): 2 clusters Score: Raw -241.711184 + Penalty 84.146857 = -157.564327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.992335 sec): 3 clusters Score: Raw -238.123002 + Penalty 165.830369 = -72.292633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.993946 sec): 2 clusters Score: Raw -6794.005095 + Penalty 535.758284 = -6258.246811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.994472 sec): 3 clusters Score: Raw -6758.761924 + Penalty 1072.203926 = -5686.557998 nChanged 26 SP:Iteration 1F (9.994986 sec): 3 clusters Score: Raw -6798.175431 + Penalty 1072.451025 = -5725.724406 nChanged 4 SP:Iteration 2Q (9.995495 sec): 3 clusters Score: Raw -6808.526130 + Penalty 1071.868755 = -5736.657375 nChanged 4 SP:Iteration 3Q (9.996001 sec): 3 clusters Score: Raw -6814.457756 + Penalty 1071.735035 = -5742.722720 nChanged 2 SP:Iteration 4Q (9.996506 sec): 3 clusters Score: Raw -6821.509820 + Penalty 1071.640933 = -5749.868887 nChanged 4 SP:Iteration 5Q (9.997009 sec): 3 clusters Score: Raw -6828.317047 + Penalty 1071.344236 = -5756.972811 nChanged 2 SP:Iteration 6Q (9.997530 sec): 3 clusters Score: Raw -6830.965904 + Penalty 1071.344236 = -5759.621668 nChanged 0 SP:Iteration 7F (9.998045 sec): 3 clusters Score: Raw -6830.965904 + Penalty 1071.344236 = -5759.621668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.999375 sec): 2 clusters Score: Raw -3429.873211 + Penalty 608.010667 = -2821.862544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.999773 sec): 3 clusters Score: Raw -3498.939395 + Penalty 1216.003575 = -2282.935821 nChanged 5 SP:Iteration 1Q (10.000151 sec): 3 clusters Score: Raw -3513.223282 + Penalty 1216.044103 = -2297.179179 nChanged 1 SP:Iteration 2Q (10.000522 sec): 3 clusters Score: Raw -3516.079585 + Penalty 1216.044103 = -2300.035483 nChanged 0 SP:Iteration 3F (10.000911 sec): 3 clusters Score: Raw -3516.079585 + Penalty 1216.044103 = -2300.035483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 20 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.001745 sec): 2 clusters Score: Raw -446.911470 + Penalty 165.032487 = -281.878983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.001981 sec): 3 clusters Score: Raw -458.226245 + Penalty 355.991356 = -102.234890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.004408 sec): 2 clusters Score: Raw -19936.993729 + Penalty 599.358086 = -19337.635642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.005717 sec): 3 clusters Score: Raw -19672.205234 + Penalty 1206.148456 = -18466.056778 nChanged 188 SP:Iteration 1F (10.007022 sec): 3 clusters Score: Raw -19836.611812 + Penalty 1218.330531 = -18618.281281 nChanged 62 SP:Iteration 2F (10.008267 sec): 3 clusters Score: Raw -19918.339236 + Penalty 1227.961261 = -18690.377974 nChanged 41 SP:Iteration 3F (10.009489 sec): 3 clusters Score: Raw -19966.238360 + Penalty 1233.303241 = -18732.935119 nChanged 16 SP:Iteration 4Q (10.010740 sec): 3 clusters Score: Raw -19984.488015 + Penalty 1238.207911 = -18746.280105 nChanged 17 SP:Iteration 5Q (10.011969 sec): 3 clusters Score: Raw -20000.804474 + Penalty 1242.699726 = -18758.104748 nChanged 16 SP:Iteration 6Q (10.013184 sec): 3 clusters Score: Raw -20014.625289 + Penalty 1246.531277 = -18768.094012 nChanged 7 SP:Iteration 7Q (10.014374 sec): 3 clusters Score: Raw -20022.239063 + Penalty 1250.281340 = -18771.957724 nChanged 7 SP:Iteration 8Q (10.015556 sec): 3 clusters Score: Raw -20028.818236 + Penalty 1253.517700 = -18775.300535 nChanged 3 SP:Iteration 9Q (10.016737 sec): 3 clusters Score: Raw -20030.605915 + Penalty 1256.330512 = -18774.275402 nChanged 5 SP:Iteration 10F (10.017962 sec): 3 clusters Score: Raw -20034.631152 + Penalty 1260.263852 = -18774.367300 nChanged 4 SP:Iteration 11Q (10.019136 sec): 3 clusters Score: Raw -20038.260534 + Penalty 1259.389104 = -18778.871430 nChanged 2 SP:Iteration 12Q (10.020309 sec): 3 clusters Score: Raw -20038.713728 + Penalty 1259.389104 = -18779.324624 nChanged 0 SP:Iteration 13F (10.021534 sec): 3 clusters Score: Raw -20038.713728 + Penalty 1259.389104 = -18779.324624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.023490 sec): 2 clusters Score: Raw -13086.085933 + Penalty 929.079508 = -12157.006425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.024401 sec): 3 clusters Score: Raw -13031.457249 + Penalty 1857.851786 = -11173.605463 nChanged 85 SP:Iteration 1F (10.025292 sec): 3 clusters Score: Raw -13166.049514 + Penalty 1857.909383 = -11308.140131 nChanged 28 SP:Iteration 2F (10.026181 sec): 3 clusters Score: Raw -13226.501580 + Penalty 1858.433447 = -11368.068133 nChanged 14 SP:Iteration 3Q (10.027037 sec): 3 clusters Score: Raw -13246.728152 + Penalty 1858.530411 = -11388.197741 nChanged 5 SP:Iteration 4Q (10.027886 sec): 3 clusters Score: Raw -13256.954381 + Penalty 1858.450834 = -11398.503548 nChanged 3 SP:Iteration 5Q (10.028734 sec): 3 clusters Score: Raw -13262.685003 + Penalty 1858.385311 = -11404.299692 nChanged 3 SP:Iteration 6Q (10.029579 sec): 3 clusters Score: Raw -13265.469096 + Penalty 1858.403425 = -11407.065671 nChanged 1 SP:Iteration 7Q (10.030425 sec): 3 clusters Score: Raw -13266.638996 + Penalty 1858.377772 = -11408.261224 nChanged 1 SP:Iteration 8Q (10.031271 sec): 3 clusters Score: Raw -13267.918962 + Penalty 1858.356368 = -11409.562594 nChanged 1 SP:Iteration 9Q (10.032117 sec): 3 clusters Score: Raw -13270.140328 + Penalty 1858.298135 = -11411.842193 nChanged 1 SP:Iteration 10F (10.033004 sec): 3 clusters Score: Raw -13271.947899 + Penalty 1858.298135 = -11413.649764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.034727 sec): 2 clusters Score: Raw -7484.859288 + Penalty 642.213546 = -6842.645742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.035289 sec): 3 clusters Score: Raw -7489.069798 + Penalty 1284.330387 = -6204.739410 nChanged 29 SP:Iteration 1F (10.035842 sec): 3 clusters Score: Raw -7534.624322 + Penalty 1284.809833 = -6249.814489 nChanged 4 SP:Iteration 2Q (10.036381 sec): 3 clusters Score: Raw -7542.354903 + Penalty 1284.932122 = -6257.422781 nChanged 4 SP:Iteration 3Q (10.036918 sec): 3 clusters Score: Raw -7551.904940 + Penalty 1285.309805 = -6266.595134 nChanged 1 SP:Iteration 4Q (10.037454 sec): 3 clusters Score: Raw -7552.591202 + Penalty 1285.309805 = -6267.281397 nChanged 0 SP:Iteration 5F (10.038035 sec): 3 clusters Score: Raw -7552.591202 + Penalty 1285.309805 = -6267.281397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.038955 sec): 2 clusters Score: Raw -785.408221 + Penalty 179.740080 = -605.668141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.039213 sec): 3 clusters Score: Raw -796.108069 + Penalty 363.914501 = -432.193568 nChanged 2 SP:Iteration 1F (10.039467 sec): 3 clusters Score: Raw -801.674639 + Penalty 363.914501 = -437.760138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.041214 sec): 2 clusters Score: Raw -8655.434270 + Penalty 841.308790 = -7814.125480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.041829 sec): 3 clusters Score: Raw -8664.002250 + Penalty 1682.734451 = -6981.267799 nChanged 40 SP:Iteration 1F (10.042437 sec): 3 clusters Score: Raw -8744.954030 + Penalty 1682.881613 = -7062.072417 nChanged 7 SP:Iteration 2Q (10.043006 sec): 3 clusters Score: Raw -8770.436495 + Penalty 1682.860521 = -7087.575974 nChanged 3 SP:Iteration 3Q (10.043593 sec): 3 clusters Score: Raw -8780.800025 + Penalty 1682.944421 = -7097.855604 nChanged 2 SP:Iteration 4Q (10.044158 sec): 3 clusters Score: Raw -8785.761994 + Penalty 1683.078433 = -7102.683560 nChanged 1 SP:Iteration 5Q (10.044719 sec): 3 clusters Score: Raw -8790.895858 + Penalty 1683.159091 = -7107.736767 nChanged 1 SP:Iteration 6Q (10.045277 sec): 3 clusters Score: Raw -8793.242771 + Penalty 1683.159091 = -7110.083680 nChanged 0 SP:Iteration 7F (10.045863 sec): 3 clusters Score: Raw -8793.242771 + Penalty 1683.159091 = -7110.083680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 33 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.046960 sec): 2 clusters Score: Raw -2925.911854 + Penalty 499.269410 = -2426.642444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.047335 sec): 3 clusters Score: Raw -2943.500105 + Penalty 998.589096 = -1944.911009 nChanged 9 SP:Iteration 1F (10.047705 sec): 3 clusters Score: Raw -2961.255010 + Penalty 997.838912 = -1963.416098 nChanged 1 SP:Iteration 2Q (10.048065 sec): 3 clusters Score: Raw -2963.910370 + Penalty 997.838912 = -1966.071458 nChanged 0 SP:Iteration 3F (10.048434 sec): 3 clusters Score: Raw -2963.910370 + Penalty 997.838912 = -1966.071458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.049234 sec): 2 clusters Score: Raw -553.974800 + Penalty 202.591091 = -351.383709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.049484 sec): 3 clusters Score: Raw -569.894082 + Penalty 405.182182 = -164.711900 nChanged 1 SP:Iteration 1F (10.049719 sec): 3 clusters Score: Raw -574.627724 + Penalty 405.182182 = -169.445543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 38 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.050504 sec): 2 clusters Score: Raw -707.167055 + Penalty 171.520698 = -535.646358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.050755 sec): 3 clusters Score: Raw -719.681265 + Penalty 335.193553 = -384.487711 nChanged 1 SP:Iteration 1Q (10.050999 sec): 3 clusters Score: Raw -720.970707 + Penalty 335.193553 = -385.777153 nChanged 0 SP:Iteration 2F (10.051247 sec): 3 clusters Score: Raw -720.970707 + Penalty 335.193553 = -385.777153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.051990 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.052226 sec): 3 clusters Score: Raw -227.901654 + Penalty 231.768883 = 3.867229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.053018 sec): 2 clusters Score: Raw -1029.084944 + Penalty 240.995732 = -788.089212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.053275 sec): 3 clusters Score: Raw -1027.753485 + Penalty 490.360799 = -537.392685 nChanged 2 SP:Iteration 1F (10.053527 sec): 3 clusters Score: Raw -1031.535809 + Penalty 490.360799 = -541.175010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.054266 sec): 2 clusters Score: Raw -221.049687 + Penalty 123.234766 = -97.814921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.054487 sec): 3 clusters Score: Raw -218.911186 + Penalty 246.469533 = 27.558347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 64 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.055298 sec): 2 clusters Score: Raw -1432.585952 + Penalty 273.360503 = -1159.225449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.055578 sec): 3 clusters Score: Raw -1432.333266 + Penalty 558.668925 = -873.664341 nChanged 2 SP:Iteration 1F (10.055854 sec): 3 clusters Score: Raw -1436.537140 + Penalty 558.668925 = -877.868215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.056603 sec): 2 clusters Score: Raw -311.684765 + Penalty 174.693759 = -136.991006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.056831 sec): 3 clusters Score: Raw -331.849332 + Penalty 331.677253 = -0.172079 nChanged 0 Deleting Class 33 (84 points): Lose 374.054922 but Gain 1020.284947 Iteration 119Q (10.087415 sec): 27 clusters Score: Raw -268918.969098 + Penalty 19235.196130 = -249683.772969 nChanged 94 Deleting Class 13 (9 points): Lose 17.388488 but Gain 657.314909 Iteration 120F (10.195622 sec): 26 clusters Score: Raw -269093.394081 + Penalty 18587.488245 = -250505.905836 nChanged 31 Deleting Class 43 (6 points): Lose 14.501806 but Gain 653.211335 Iteration 121Q (10.220835 sec): 25 clusters Score: Raw -269107.557438 + Penalty 17888.444917 = -251219.112521 nChanged 26 Deleting Class 53 (26 points): Lose 50.321630 but Gain 669.754621 Iteration 122Q (10.244866 sec): 24 clusters Score: Raw -269077.682200 + Penalty 17215.143056 = -251862.539144 nChanged 33 Deleting Class 64 (37 points): Lose 65.066867 but Gain 685.470019 Iteration 123Q (10.268959 sec): 23 clusters Score: Raw -269054.600141 + Penalty 16540.920384 = -252513.679757 nChanged 43 Deleting Class 77 (10 points): Lose 88.819541 but Gain 686.960894 Iteration 124Q (10.293868 sec): 22 clusters Score: Raw -269010.793003 + Penalty 15451.659761 = -253559.133243 nChanged 13 Deleting Class 36 (15 points): Lose 94.023790 but Gain 672.596362 Iteration 125Q (10.318291 sec): 21 clusters Score: Raw -268954.457318 + Penalty 15193.894079 = -253760.563240 nChanged 25 Deleting Class 63 (5 points): Lose 16.116919 but Gain 568.175976 Iteration 126Q (10.341148 sec): 20 clusters Score: Raw -268998.735349 + Penalty 14617.849973 = -254380.885375 nChanged 16 Deleting Class 19 (106 points): Lose 646.378250 but Gain 1189.600163 Iteration 127Q (10.363595 sec): 19 clusters Score: Raw -268367.429351 + Penalty 13444.403480 = -254923.025870 nChanged 114 Deleting Class 20 (14 points): Lose 71.641042 but Gain 586.746367 Iteration 128Q (10.387418 sec): 18 clusters Score: Raw -268672.262857 + Penalty 12886.829559 = -255785.433298 nChanged 49 Deleting Class 18 (189 points): Lose 455.324811 but Gain 929.989160 Iteration 129Q (10.409933 sec): 17 clusters Score: Raw -268288.723494 + Penalty 12008.144829 = -256280.578665 nChanged 207 Deleting Class 11 (91 points): Lose 434.592915 but Gain 900.971810 Iteration 130F (10.478988 sec): 16 clusters Score: Raw -268181.385622 + Penalty 11144.978766 = -257036.406856 nChanged 132 Deleting Class 38 (31 points): Lose 152.276292 but Gain 631.083749 Iteration 131Q (10.501180 sec): 15 clusters Score: Raw -268318.388284 + Penalty 10658.175162 = -257660.213122 nChanged 89 Deleting Class 26 (23 points): Lose 87.989089 but Gain 497.757023 Iteration 132Q (10.524240 sec): 14 clusters Score: Raw -268362.205773 + Penalty 10195.265308 = -258166.940465 nChanged 69 Deleting Class 16 (7 points): Lose 34.812368 but Gain 398.223580 Iteration 133Q (10.546254 sec): 13 clusters Score: Raw -268408.889070 + Penalty 9799.368717 = -258609.520354 nChanged 42 Deleting Class 30 (271 points): Lose 1182.842367 but Gain 1383.188769 Iteration 134Q (10.567038 sec): 12 clusters Score: Raw -267264.040776 + Penalty 8488.994034 = -258775.046742 nChanged 288 Deleting Class 9 (70 points): Lose 150.503751 but Gain 331.466709 Iteration 135Q (10.588154 sec): 11 clusters Score: Raw -267884.865906 + Penalty 8151.086553 = -259733.779353 nChanged 111 Deleting Class 12 (309 points): Lose 724.507408 but Gain 824.725654 Iteration 136Q (10.608354 sec): 10 clusters Score: Raw -267284.970635 + Penalty 7357.295985 = -259927.674650 nChanged 337 Deleting Class 2 (112 points): Lose 273.262082 but Gain 335.810117 Iteration 137Q (10.629033 sec): 9 clusters Score: Raw -267587.967674 + Penalty 7009.339385 = -260578.628288 nChanged 171 Iteration 138Q (10.647845 sec): 9 clusters Score: Raw -267799.927576 + Penalty 7013.986821 = -260785.940755 nChanged 43 Iteration 139Q (10.666345 sec): 9 clusters Score: Raw -267815.488733 + Penalty 7021.755739 = -260793.732993 nChanged 29 Iteration 140F (10.704555 sec): 9 clusters Score: Raw -267827.137857 + Penalty 7032.904542 = -260794.233315 nChanged 23 Iteration 141Q (10.724293 sec): 9 clusters Score: Raw -267834.068356 + Penalty 7038.789278 = -260795.279078 nChanged 13 Iteration 142Q (10.743899 sec): 9 clusters Score: Raw -267837.498120 + Penalty 7041.244619 = -260796.253501 nChanged 7 Iteration 143Q (10.763225 sec): 9 clusters Score: Raw -267839.000694 + Penalty 7044.433469 = -260794.567225 nChanged 7 Iteration 144F (10.801516 sec): 9 clusters Score: Raw -267840.793590 + Penalty 7046.306707 = -260794.486883 nChanged 8 Iteration 145F (10.839871 sec): 9 clusters Score: Raw -267842.339150 + Penalty 7049.030871 = -260793.308279 nChanged 7 Iteration 146F (10.878037 sec): 9 clusters Score: Raw -267844.489047 + Penalty 7050.955370 = -260793.533677 nChanged 4 Iteration 147Q (10.897616 sec): 9 clusters Score: Raw -267845.664565 + Penalty 7051.102524 = -260794.562041 nChanged 1 Iteration 148Q (10.916987 sec): 9 clusters Score: Raw -267845.800372 + Penalty 7051.290841 = -260794.509531 nChanged 1 Iteration 149F (10.955382 sec): 9 clusters Score: Raw -267845.848033 + Penalty 7051.290841 = -260794.557192 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -267845.848033 + Penalty 7051.290841 = -260794.557192Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (2149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.980229 sec): 2 clusters Score: Raw -77917.334832 + Penalty 436.473669 = -77480.861163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.984197 sec): 3 clusters Score: Raw -76586.713300 + Penalty 875.147028 = -75711.566271 nChanged 914 SP:Iteration 1F (10.988105 sec): 3 clusters Score: Raw -77102.430236 + Penalty 880.869571 = -76221.560665 nChanged 272 SP:Iteration 2F (10.992002 sec): 3 clusters Score: Raw -77311.706648 + Penalty 889.882155 = -76421.824492 nChanged 209 SP:Iteration 3F (10.995896 sec): 3 clusters Score: Raw -77433.783144 + Penalty 898.303869 = -76535.479275 nChanged 127 SP:Iteration 4F (10.999797 sec): 3 clusters Score: Raw -77518.930555 + Penalty 909.568108 = -76609.362446 nChanged 97 SP:Iteration 5Q (11.003730 sec): 3 clusters Score: Raw -77599.191468 + Penalty 922.631708 = -76676.559760 nChanged 79 SP:Iteration 6Q (11.007634 sec): 3 clusters Score: Raw -77664.722232 + Penalty 936.225922 = -76728.496310 nChanged 65 SP:Iteration 7Q (11.011439 sec): 3 clusters Score: Raw -77728.614669 + Penalty 947.285467 = -76781.329202 nChanged 50 SP:Iteration 8Q (11.015156 sec): 3 clusters Score: Raw -77769.200476 + Penalty 959.484864 = -76809.715613 nChanged 47 SP:Iteration 9Q (11.018812 sec): 3 clusters Score: Raw -77808.334832 + Penalty 974.422051 = -76833.912782 nChanged 42 SP:Iteration 10F (11.022725 sec): 3 clusters Score: Raw -77846.727024 + Penalty 987.362058 = -76859.364966 nChanged 37 SP:Iteration 11Q (11.026502 sec): 3 clusters Score: Raw -77875.876725 + Penalty 994.962327 = -76880.914398 nChanged 28 SP:Iteration 12Q (11.030289 sec): 3 clusters Score: Raw -77892.179555 + Penalty 1001.601362 = -76890.578193 nChanged 25 SP:Iteration 13Q (11.033743 sec): 3 clusters Score: Raw -77904.662705 + Penalty 1006.335772 = -76898.326933 nChanged 17 SP:Iteration 14Q (11.037158 sec): 3 clusters Score: Raw -77915.056496 + Penalty 1013.796875 = -76901.259621 nChanged 16 SP:Iteration 15Q (11.040553 sec): 3 clusters Score: Raw -77926.962470 + Penalty 1016.818604 = -76910.143866 nChanged 14 SP:Iteration 16Q (11.043930 sec): 3 clusters Score: Raw -77932.681780 + Penalty 1020.347543 = -76912.334237 nChanged 12 SP:Iteration 17Q (11.047310 sec): 3 clusters Score: Raw -77938.317873 + Penalty 1023.939941 = -76914.377932 nChanged 15 SP:Iteration 18Q (11.050656 sec): 3 clusters Score: Raw -77948.375690 + Penalty 1030.653306 = -76917.722384 nChanged 12 SP:Iteration 19Q (11.053977 sec): 3 clusters Score: Raw -77957.232052 + Penalty 1031.834733 = -76925.397319 nChanged 6 SP:Iteration 20F (11.057855 sec): 3 clusters Score: Raw -77959.537250 + Penalty 1033.166870 = -76926.370380 nChanged 2 SP:Iteration 21Q (11.061276 sec): 3 clusters Score: Raw -77960.043467 + Penalty 1033.638821 = -76926.404645 nChanged 1 SP:Iteration 22Q (11.064608 sec): 3 clusters Score: Raw -77960.109874 + Penalty 1034.274666 = -76925.835208 nChanged 1 SP:Iteration 23F (11.068488 sec): 3 clusters Score: Raw -77960.160199 + Penalty 1034.274666 = -76925.885533 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.073063 sec): 2 clusters Score: Raw -26208.205215 + Penalty 197.476891 = -26010.728325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.074707 sec): 3 clusters Score: Raw -25732.817584 + Penalty 419.262533 = -25313.555051 nChanged 326 SP:Iteration 1F (11.076298 sec): 3 clusters Score: Raw -26042.819594 + Penalty 425.437001 = -25617.382594 nChanged 103 SP:Iteration 2F (11.077865 sec): 3 clusters Score: Raw -26128.465593 + Penalty 426.408759 = -25702.056835 nChanged 28 SP:Iteration 3Q (11.079418 sec): 3 clusters Score: Raw -26149.552335 + Penalty 429.061450 = -25720.490885 nChanged 22 SP:Iteration 4Q (11.080951 sec): 3 clusters Score: Raw -26171.839060 + Penalty 435.143895 = -25736.695164 nChanged 12 SP:Iteration 5Q (11.082467 sec): 3 clusters Score: Raw -26182.550838 + Penalty 437.324150 = -25745.226689 nChanged 8 SP:Iteration 6Q (11.083913 sec): 3 clusters Score: Raw -26190.642954 + Penalty 442.344114 = -25748.298840 nChanged 4 SP:Iteration 7Q (11.085322 sec): 3 clusters Score: Raw -26196.673369 + Penalty 431.497031 = -25765.176338 nChanged 4 SP:Iteration 8Q (11.086696 sec): 3 clusters Score: Raw -26199.618219 + Penalty 431.497031 = -25768.121189 nChanged 0 SP:Iteration 9F (11.088302 sec): 3 clusters Score: Raw -26199.618219 + Penalty 431.497031 = -25768.121189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.089843 sec): 2 clusters Score: Raw -3296.862978 + Penalty 308.145989 = -2988.716988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.090322 sec): 3 clusters Score: Raw -3277.924992 + Penalty 616.546058 = -2661.378934 nChanged 24 SP:Iteration 1F (11.090760 sec): 3 clusters Score: Raw -3318.404377 + Penalty 619.503612 = -2698.900765 nChanged 8 SP:Iteration 2F (11.091198 sec): 3 clusters Score: Raw -3328.810290 + Penalty 621.645616 = -2707.164674 nChanged 5 SP:Iteration 3Q (11.091625 sec): 3 clusters Score: Raw -3338.041426 + Penalty 622.724882 = -2715.316544 nChanged 3 SP:Iteration 4Q (11.092049 sec): 3 clusters Score: Raw -3340.496376 + Penalty 622.724882 = -2717.771494 nChanged 0 SP:Iteration 5F (11.092485 sec): 3 clusters Score: Raw -3340.496376 + Penalty 622.724882 = -2717.771494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.097189 sec): 2 clusters Score: Raw -36564.017340 + Penalty 252.787505 = -36311.229834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.099092 sec): 3 clusters Score: Raw -36031.899386 + Penalty 506.974772 = -35524.924614 nChanged 405 SP:Iteration 1F (11.100998 sec): 3 clusters Score: Raw -36296.493119 + Penalty 504.482405 = -35792.010714 nChanged 121 SP:Iteration 2F (11.102896 sec): 3 clusters Score: Raw -36411.868266 + Penalty 501.679968 = -35910.188298 nChanged 78 SP:Iteration 3F (11.104754 sec): 3 clusters Score: Raw -36468.650323 + Penalty 500.432236 = -35968.218088 nChanged 52 SP:Iteration 4F (11.106610 sec): 3 clusters Score: Raw -36502.367921 + Penalty 498.940887 = -36003.427034 nChanged 43 SP:Iteration 5Q (11.108446 sec): 3 clusters Score: Raw -36526.314975 + Penalty 497.870512 = -36028.444463 nChanged 25 SP:Iteration 6Q (11.110278 sec): 3 clusters Score: Raw -36537.772833 + Penalty 496.949995 = -36040.822838 nChanged 19 SP:Iteration 7Q (11.112114 sec): 3 clusters Score: Raw -36549.017583 + Penalty 496.219488 = -36052.798095 nChanged 21 SP:Iteration 8Q (11.113945 sec): 3 clusters Score: Raw -36559.204331 + Penalty 496.099317 = -36063.105014 nChanged 14 SP:Iteration 9Q (11.115774 sec): 3 clusters Score: Raw -36564.674469 + Penalty 495.616764 = -36069.057704 nChanged 13 SP:Iteration 10F (11.117634 sec): 3 clusters Score: Raw -36568.534771 + Penalty 495.775668 = -36072.759103 nChanged 6 SP:Iteration 11Q (11.119466 sec): 3 clusters Score: Raw -36571.217897 + Penalty 496.474125 = -36074.743772 nChanged 4 SP:Iteration 12Q (11.121299 sec): 3 clusters Score: Raw -36573.444809 + Penalty 496.488940 = -36076.955869 nChanged 4 SP:Iteration 13Q (11.123129 sec): 3 clusters Score: Raw -36574.275652 + Penalty 496.934452 = -36077.341200 nChanged 2 SP:Iteration 14Q (11.125036 sec): 3 clusters Score: Raw -36575.358475 + Penalty 497.088842 = -36078.269633 nChanged 1 SP:Iteration 15Q (11.126902 sec): 3 clusters Score: Raw -36575.724371 + Penalty 497.242376 = -36078.481995 nChanged 2 SP:Iteration 16Q (11.128797 sec): 3 clusters Score: Raw -36576.281539 + Penalty 497.292118 = -36078.989421 nChanged 2 SP:Iteration 17Q (11.130771 sec): 3 clusters Score: Raw -36576.540126 + Penalty 497.292118 = -36079.248008 nChanged 0 SP:Iteration 18F (11.132700 sec): 3 clusters Score: Raw -36576.540126 + Penalty 497.292118 = -36079.248008 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 14 (2701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.146204 sec): 2 clusters Score: Raw -87076.254478 + Penalty 442.747204 = -86633.507274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.151180 sec): 3 clusters Score: Raw -85351.948197 + Penalty 909.962173 = -84441.986024 nChanged 1155 SP:Iteration 1F (11.156016 sec): 3 clusters Score: Raw -86032.344333 + Penalty 993.336103 = -85039.008230 nChanged 548 SP:Iteration 2F (11.160833 sec): 3 clusters Score: Raw -86660.217003 + Penalty 1059.766235 = -85600.450769 nChanged 247 SP:Iteration 3F (11.165677 sec): 3 clusters Score: Raw -86896.980984 + Penalty 1092.635403 = -85804.345581 nChanged 116 SP:Iteration 4Q (11.170392 sec): 3 clusters Score: Raw -87005.492703 + Penalty 1111.318580 = -85894.174123 nChanged 60 SP:Iteration 5Q (11.174963 sec): 3 clusters Score: Raw -87057.342555 + Penalty 1121.407114 = -85935.935441 nChanged 41 SP:Iteration 6Q (11.179289 sec): 3 clusters Score: Raw -87083.023217 + Penalty 1127.058725 = -85955.964492 nChanged 23 SP:Iteration 7Q (11.183881 sec): 3 clusters Score: Raw -87094.342069 + Penalty 1132.419357 = -85961.922713 nChanged 17 SP:Iteration 8Q (11.188875 sec): 3 clusters Score: Raw -87100.745083 + Penalty 1136.713035 = -85964.032048 nChanged 13 SP:Iteration 9Q (11.193683 sec): 3 clusters Score: Raw -87105.082203 + Penalty 1137.229357 = -85967.852846 nChanged 9 SP:Iteration 10F (11.199151 sec): 3 clusters Score: Raw -87108.398391 + Penalty 1137.898163 = -85970.500228 nChanged 4 SP:Iteration 11Q (11.204029 sec): 3 clusters Score: Raw -87110.174322 + Penalty 1138.467492 = -85971.706830 nChanged 1 SP:Iteration 12Q (11.208741 sec): 3 clusters Score: Raw -87110.220074 + Penalty 1138.467492 = -85971.752582 nChanged 0 SP:Iteration 13F (11.214108 sec): 3 clusters Score: Raw -87110.220074 + Penalty 1138.467492 = -85971.752582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.218948 sec): 2 clusters Score: Raw -24401.593874 + Penalty 642.645133 = -23758.948741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.220787 sec): 3 clusters Score: Raw -24061.369360 + Penalty 1287.478703 = -22773.890657 nChanged 231 SP:Iteration 1F (11.222640 sec): 3 clusters Score: Raw -24222.310817 + Penalty 1291.883463 = -22930.427354 nChanged 72 SP:Iteration 2F (11.224453 sec): 3 clusters Score: Raw -24281.200534 + Penalty 1296.572927 = -22984.627607 nChanged 41 SP:Iteration 3F (11.226263 sec): 3 clusters Score: Raw -24320.986439 + Penalty 1302.953757 = -23018.032682 nChanged 41 SP:Iteration 4F (11.228129 sec): 3 clusters Score: Raw -24362.551595 + Penalty 1306.268204 = -23056.283391 nChanged 27 SP:Iteration 5Q (11.229922 sec): 3 clusters Score: Raw -24388.550709 + Penalty 1308.170499 = -23080.380209 nChanged 24 SP:Iteration 6Q (11.231661 sec): 3 clusters Score: Raw -24411.342886 + Penalty 1308.958869 = -23102.384017 nChanged 21 SP:Iteration 7Q (11.233271 sec): 3 clusters Score: Raw -24424.915399 + Penalty 1315.133144 = -23109.782254 nChanged 17 SP:Iteration 8Q (11.234756 sec): 3 clusters Score: Raw -24437.261635 + Penalty 1324.098769 = -23113.162866 nChanged 18 SP:Iteration 9Q (11.236302 sec): 3 clusters Score: Raw -24451.075078 + Penalty 1338.341675 = -23112.733403 nChanged 14 SP:Iteration 10F (11.237961 sec): 3 clusters Score: Raw -24461.891540 + Penalty 1353.409677 = -23108.481863 nChanged 11 SP:Iteration 11F (11.239396 sec): 3 clusters Score: Raw -24470.462871 + Penalty 1361.144413 = -23109.318459 nChanged 13 SP:Iteration 12Q (11.240830 sec): 3 clusters Score: Raw -24479.965310 + Penalty 1364.309495 = -23115.655815 nChanged 4 SP:Iteration 13Q (11.242319 sec): 3 clusters Score: Raw -24482.262506 + Penalty 1364.552499 = -23117.710008 nChanged 2 SP:Iteration 14Q (11.243785 sec): 3 clusters Score: Raw -24483.365209 + Penalty 1364.552499 = -23118.812710 nChanged 0 SP:Iteration 15F (11.245308 sec): 3 clusters Score: Raw -24483.365209 + Penalty 1364.552499 = -23118.812710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 22 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.247527 sec): 2 clusters Score: Raw -20623.491278 + Penalty 962.518075 = -19660.973203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.248884 sec): 3 clusters Score: Raw -20441.933522 + Penalty 1925.929273 = -18516.004249 nChanged 175 SP:Iteration 1F (11.250220 sec): 3 clusters Score: Raw -20624.476928 + Penalty 1925.968657 = -18698.508271 nChanged 48 SP:Iteration 2F (11.251557 sec): 3 clusters Score: Raw -20684.688301 + Penalty 1926.848138 = -18757.840163 nChanged 30 SP:Iteration 3Q (11.253221 sec): 3 clusters Score: Raw -20734.972071 + Penalty 1928.265591 = -18806.706480 nChanged 25 SP:Iteration 4Q (11.254512 sec): 3 clusters Score: Raw -20761.722430 + Penalty 1929.305179 = -18832.417251 nChanged 10 SP:Iteration 5Q (11.255825 sec): 3 clusters Score: Raw -20773.128809 + Penalty 1929.389308 = -18843.739500 nChanged 5 SP:Iteration 6Q (11.257125 sec): 3 clusters Score: Raw -20778.290935 + Penalty 1930.347358 = -18847.943576 nChanged 5 SP:Iteration 7Q (11.258429 sec): 3 clusters Score: Raw -20783.521087 + Penalty 1930.166299 = -18853.354788 nChanged 6 SP:Iteration 8Q (11.259732 sec): 3 clusters Score: Raw -20795.404007 + Penalty 1930.502270 = -18864.901737 nChanged 4 SP:Iteration 9Q (11.261031 sec): 3 clusters Score: Raw -20798.562774 + Penalty 1930.579405 = -18867.983370 nChanged 4 SP:Iteration 10F (11.262383 sec): 3 clusters Score: Raw -20803.245176 + Penalty 1930.669863 = -18872.575313 nChanged 5 SP:Iteration 11Q (11.263684 sec): 3 clusters Score: Raw -20807.810289 + Penalty 1930.542433 = -18877.267856 nChanged 2 SP:Iteration 12Q (11.264983 sec): 3 clusters Score: Raw -20809.599349 + Penalty 1930.109145 = -18879.490204 nChanged 2 SP:Iteration 13Q (11.266279 sec): 3 clusters Score: Raw -20813.401070 + Penalty 1930.254293 = -18883.146777 nChanged 3 SP:Iteration 14Q (11.267579 sec): 3 clusters Score: Raw -20816.768606 + Penalty 1930.254293 = -18886.514313 nChanged 2 SP:Iteration 15Q (11.268893 sec): 3 clusters Score: Raw -20817.596843 + Penalty 1930.368121 = -18887.228722 nChanged 1 SP:Iteration 16Q (11.270207 sec): 3 clusters Score: Raw -20818.373415 + Penalty 1930.368121 = -18888.005294 nChanged 0 SP:Iteration 17F (11.271539 sec): 3 clusters Score: Raw -20818.373415 + Penalty 1930.368121 = -18888.005294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.273892 sec): 2 clusters Score: Raw -15876.929581 + Penalty 773.014825 = -15103.914756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.274839 sec): 3 clusters Score: Raw -15768.336804 + Penalty 1546.319569 = -14222.017235 nChanged 91 SP:Iteration 1F (11.275794 sec): 3 clusters Score: Raw -15853.920874 + Penalty 1546.264874 = -14307.656000 nChanged 19 SP:Iteration 2Q (11.276725 sec): 3 clusters Score: Raw -15873.441208 + Penalty 1546.779318 = -14326.661891 nChanged 15 SP:Iteration 3Q (11.277653 sec): 3 clusters Score: Raw -15888.703606 + Penalty 1547.036622 = -14341.666984 nChanged 5 SP:Iteration 4Q (11.278575 sec): 3 clusters Score: Raw -15893.053252 + Penalty 1546.755594 = -14346.297658 nChanged 5 SP:Iteration 5Q (11.279495 sec): 3 clusters Score: Raw -15898.972286 + Penalty 1546.471357 = -14352.500929 nChanged 2 SP:Iteration 6Q (11.280414 sec): 3 clusters Score: Raw -15901.241705 + Penalty 1546.207236 = -14355.034469 nChanged 3 SP:Iteration 7Q (11.281331 sec): 3 clusters Score: Raw -15903.601735 + Penalty 1546.113474 = -14357.488261 nChanged 1 SP:Iteration 8Q (11.282248 sec): 3 clusters Score: Raw -15903.932317 + Penalty 1546.113474 = -14357.818844 nChanged 0 SP:Iteration 9F (11.283181 sec): 3 clusters Score: Raw -15903.932317 + Penalty 1546.113474 = -14357.818844 nChanged 0 Time taken for this iteration:11.048695 seconds. 300->9 Clusters: Score -260794.557192, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 150 (time per iteration =75.293607 ms) Total iterations: 934 (time per iteration =12.092121 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1062047500.000000 (time per metric unit =10.634215ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 26551187500.000000 (time per metric unit=425.368583ps) That took 11.294041 seconds. FileBase PeterP-2013-09-04_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 0.05 and 0.08 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 5139 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 5139 points ------ Starting initial clusters from distinct float masks Not enough masks (101) to generate starting clusters (300), so starting with (102) clusters instead. Assigned 102 initial classes from 101 unique masks. Deleting Class 82 (1 points): Lose 11.118167 but Gain 1370.712056 Iteration 0F (0.368688 sec): 101 clusters Score: Raw -152090.837735 + Penalty 62348.183553 = -89742.654183 nChanged 1413 Deleting Class 45 (3 points): Lose 43.951640 but Gain 1345.273381 Iteration 1F (0.558946 sec): 85 clusters Score: Raw -153891.776352 + Penalty 59205.425329 = -94686.351024 nChanged 433 Deleting Class 78 (1 points): Lose 14.953594 but Gain 1283.993673 Iteration 2F (0.737675 sec): 80 clusters Score: Raw -154483.139715 + Penalty 56902.641243 = -97580.498473 nChanged 257 Deleting Class 64 (3 points): Lose 53.432063 but Gain 1320.815757 Iteration 3F (0.913662 sec): 78 clusters Score: Raw -154697.713554 + Penalty 55731.137649 = -98966.575905 nChanged 187 Deleting Class 93 (1 points): Lose 6.957226 but Gain 1164.575769 Iteration 4Q (0.944378 sec): 77 clusters Score: Raw -154859.089292 + Penalty 54644.328688 = -100214.760604 nChanged 132 Deleting Class 73 (1 points): Lose 8.501321 but Gain 1135.217974 Iteration 5Q (0.972110 sec): 76 clusters Score: Raw -154960.498836 + Penalty 53557.674832 = -101402.824004 nChanged 113 Deleting Class 76 (4 points): Lose 56.472873 but Gain 1137.458630 Iteration 6Q (0.999094 sec): 75 clusters Score: Raw -155002.417105 + Penalty 52437.626423 = -102564.790682 nChanged 102 Deleting Class 36 (1 points): Lose 8.736174 but Gain 1082.064503 Iteration 7Q (1.024671 sec): 74 clusters Score: Raw -155090.839019 + Penalty 51424.065980 = -103666.773039 nChanged 86 Deleting Class 83 (1 points): Lose 5.001081 but Gain 1076.466337 Iteration 8Q (1.049669 sec): 73 clusters Score: Raw -155153.665629 + Penalty 50493.831729 = -104659.833900 nChanged 81 Deleting Class 97 (2 points): Lose 11.633482 but Gain 1078.272921 Iteration 9Q (1.074622 sec): 72 clusters Score: Raw -155205.049669 + Penalty 49256.313191 = -105948.736478 nChanged 62 Deleting Class 60 (6 points): Lose 55.545668 but Gain 1027.639914 Iteration 10F (1.234043 sec): 71 clusters Score: Raw -155211.956141 + Penalty 48219.807156 = -106992.148985 nChanged 61 Deleting Class 61 (2 points): Lose 11.909416 but Gain 967.296677 Iteration 11Q (1.257341 sec): 70 clusters Score: Raw -155233.418094 + Penalty 47261.626777 = -107971.791317 nChanged 62 Deleting Class 86 (2 points): Lose 5.213532 but Gain 946.113687 Iteration 12Q (1.280479 sec): 69 clusters Score: Raw -155255.384946 + Penalty 46370.657358 = -108884.727588 nChanged 48 Deleting Class 89 (2 points): Lose 11.073195 but Gain 926.523260 Iteration 13Q (1.303220 sec): 68 clusters Score: Raw -155272.033925 + Penalty 45584.259274 = -109687.774650 nChanged 51 Deleting Class 48 (2 points): Lose 13.099997 but Gain 924.769964 Iteration 14Q (1.325503 sec): 67 clusters Score: Raw -155295.740627 + Penalty 44699.282551 = -110596.458077 nChanged 60 Deleting Class 39 (14 points): Lose 77.663778 but Gain 984.755812 Iteration 15Q (1.348428 sec): 66 clusters Score: Raw -155256.020099 + Penalty 43736.869957 = -111519.150142 nChanged 66 Deleting Class 90 (1 points): Lose 12.380618 but Gain 917.539431 Iteration 16Q (1.370905 sec): 65 clusters Score: Raw -155292.290967 + Penalty 43003.294111 = -112288.996856 nChanged 54 Deleting Class 77 (1 points): Lose 4.235576 but Gain 906.258278 Iteration 17Q (1.393075 sec): 64 clusters Score: Raw -155339.236459 + Penalty 42184.367163 = -113154.869296 nChanged 47 Deleting Class 62 (5 points): Lose 25.907950 but Gain 920.024268 Iteration 18Q (1.414596 sec): 63 clusters Score: Raw -155338.576457 + Penalty 40466.532177 = -114872.044280 nChanged 48 Deleting Class 79 (3 points): Lose 23.671825 but Gain 912.132228 Iteration 19Q (1.436747 sec): 61 clusters Score: Raw -155345.447371 + Penalty 39581.741056 = -115763.706315 nChanged 54 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.05 GB. Compute initial score before splitting: Score: Raw -155345.447371 + Penalty 39581.741056 = -115763.706315Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 1 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.458583 sec): 2 clusters Score: Raw -6580.295363 + Penalty 513.637442 = -6066.657920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.459167 sec): 3 clusters Score: Raw -6541.854582 + Penalty 1024.294368 = -5517.560214 nChanged 36 SP:Iteration 1F (1.459735 sec): 3 clusters Score: Raw -6593.490062 + Penalty 1023.989520 = -5569.500542 nChanged 8 SP:Iteration 2Q (1.460312 sec): 3 clusters Score: Raw -6605.212871 + Penalty 1023.108081 = -5582.104790 nChanged 4 SP:Iteration 3Q (1.460866 sec): 3 clusters Score: Raw -6609.582964 + Penalty 1022.123258 = -5587.459706 nChanged 6 SP:Iteration 4Q (1.461418 sec): 3 clusters Score: Raw -6618.157166 + Penalty 1021.927532 = -5596.229634 nChanged 3 SP:Iteration 5Q (1.461969 sec): 3 clusters Score: Raw -6621.967527 + Penalty 1021.040854 = -5600.926673 nChanged 4 SP:Iteration 6Q (1.462517 sec): 3 clusters Score: Raw -6627.594000 + Penalty 1019.808129 = -5607.785870 nChanged 2 SP:Iteration 7Q (1.463064 sec): 3 clusters Score: Raw -6629.835287 + Penalty 1018.522602 = -5611.312685 nChanged 1 SP:Iteration 8Q (1.463610 sec): 3 clusters Score: Raw -6631.276383 + Penalty 1017.546406 = -5613.729977 nChanged 1 SP:Iteration 9Q (1.464156 sec): 3 clusters Score: Raw -6633.229740 + Penalty 1016.892312 = -5616.337428 nChanged 1 SP:Iteration 10F (1.464716 sec): 3 clusters Score: Raw -6634.824450 + Penalty 1016.892312 = -5617.932137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.465579 sec): 2 clusters Score: Raw -3141.241091 + Penalty 341.094625 = -2800.146466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.465966 sec): 3 clusters Score: Raw -3125.951173 + Penalty 682.622531 = -2443.328643 nChanged 12 SP:Iteration 1F (1.466346 sec): 3 clusters Score: Raw -3139.822769 + Penalty 682.515192 = -2457.307577 nChanged 2 SP:Iteration 2Q (1.466722 sec): 3 clusters Score: Raw -3142.665080 + Penalty 682.304904 = -2460.360176 nChanged 2 SP:Iteration 3Q (1.467097 sec): 3 clusters Score: Raw -3146.518533 + Penalty 682.621296 = -2463.897237 nChanged 1 SP:Iteration 4Q (1.467472 sec): 3 clusters Score: Raw -3148.754374 + Penalty 682.621296 = -2466.133079 nChanged 0 SP:Iteration 5F (1.467850 sec): 3 clusters Score: Raw -3148.754374 + Penalty 682.621296 = -2466.133079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.469979 sec): 2 clusters Score: Raw -12713.157490 + Penalty 616.478298 = -12096.679191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.470815 sec): 3 clusters Score: Raw -12621.981065 + Penalty 1233.888636 = -11388.092429 nChanged 87 SP:Iteration 1F (1.471636 sec): 3 clusters Score: Raw -12719.814929 + Penalty 1233.675608 = -11486.139321 nChanged 24 SP:Iteration 2F (1.472467 sec): 3 clusters Score: Raw -12751.425734 + Penalty 1233.160371 = -11518.265363 nChanged 9 SP:Iteration 3Q (1.473270 sec): 3 clusters Score: Raw -12760.413336 + Penalty 1233.457210 = -11526.956126 nChanged 6 SP:Iteration 4Q (1.474067 sec): 3 clusters Score: Raw -12765.189696 + Penalty 1233.318121 = -11531.871574 nChanged 1 SP:Iteration 5Q (1.474861 sec): 3 clusters Score: Raw -12765.551447 + Penalty 1233.318121 = -11532.233326 nChanged 0 SP:Iteration 6F (1.475672 sec): 3 clusters Score: Raw -12765.551447 + Penalty 1233.318121 = -11532.233326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 4 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.476546 sec): 2 clusters Score: Raw -5827.191382 + Penalty 623.539719 = -5203.651663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.477056 sec): 3 clusters Score: Raw -5846.465799 + Penalty 1246.719758 = -4599.746040 nChanged 24 SP:Iteration 1F (1.477559 sec): 3 clusters Score: Raw -5907.565811 + Penalty 1247.220247 = -4660.345564 nChanged 6 SP:Iteration 2Q (1.478047 sec): 3 clusters Score: Raw -5920.939812 + Penalty 1247.500402 = -4673.439409 nChanged 1 SP:Iteration 3Q (1.478533 sec): 3 clusters Score: Raw -5922.236447 + Penalty 1247.798196 = -4674.438251 nChanged 1 SP:Iteration 4Q (1.479018 sec): 3 clusters Score: Raw -5927.769772 + Penalty 1247.744978 = -4680.024794 nChanged 2 SP:Iteration 5Q (1.479506 sec): 3 clusters Score: Raw -5933.054483 + Penalty 1247.744978 = -4685.309505 nChanged 0 SP:Iteration 6F (1.480007 sec): 3 clusters Score: Raw -5933.054483 + Penalty 1247.744978 = -4685.309505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.484796 sec): 2 clusters Score: Raw -28137.366549 + Penalty 211.397022 = -27925.969527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.486627 sec): 3 clusters Score: Raw -27559.031882 + Penalty 389.650443 = -27169.381438 nChanged 370 SP:Iteration 1F (1.488420 sec): 3 clusters Score: Raw -27767.370552 + Penalty 353.026815 = -27414.343737 nChanged 127 SP:Iteration 2F (1.490208 sec): 3 clusters Score: Raw -27849.578115 + Penalty 323.803873 = -27525.774242 nChanged 107 SP:Iteration 3F (1.491988 sec): 3 clusters Score: Raw -27977.297624 + Penalty 330.030272 = -27647.267352 nChanged 99 SP:Iteration 4F (1.493775 sec): 3 clusters Score: Raw -28108.706888 + Penalty 472.277974 = -27636.428915 nChanged 26 SP:Iteration 5F (1.495586 sec): 3 clusters Score: Raw -28144.674740 + Penalty 528.832784 = -27615.841956 nChanged 1 SP:Iteration 6F (1.497389 sec): 3 clusters Score: Raw -28147.006180 + Penalty 528.832784 = -27618.173396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.499851 sec): 2 clusters Score: Raw -13730.382404 + Penalty 297.465582 = -13432.916822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.500847 sec): 3 clusters Score: Raw -13479.409975 + Penalty 594.617824 = -12884.792151 nChanged 159 SP:Iteration 1F (1.501811 sec): 3 clusters Score: Raw -13574.690829 + Penalty 599.775145 = -12974.915684 nChanged 59 SP:Iteration 2F (1.502771 sec): 3 clusters Score: Raw -13627.864678 + Penalty 606.810536 = -13021.054142 nChanged 42 SP:Iteration 3F (1.503730 sec): 3 clusters Score: Raw -13667.910985 + Penalty 608.829101 = -13059.081884 nChanged 30 SP:Iteration 4F (1.504690 sec): 3 clusters Score: Raw -13694.805556 + Penalty 610.300729 = -13084.504827 nChanged 26 SP:Iteration 5F (1.505682 sec): 3 clusters Score: Raw -13716.396163 + Penalty 613.138218 = -13103.257944 nChanged 17 SP:Iteration 6Q (1.506638 sec): 3 clusters Score: Raw -13727.763100 + Penalty 615.119443 = -13112.643658 nChanged 9 SP:Iteration 7Q (1.507594 sec): 3 clusters Score: Raw -13736.402338 + Penalty 618.898537 = -13117.503800 nChanged 11 SP:Iteration 8Q (1.508548 sec): 3 clusters Score: Raw -13745.068942 + Penalty 619.560141 = -13125.508802 nChanged 7 SP:Iteration 9Q (1.509505 sec): 3 clusters Score: Raw -13747.688257 + Penalty 619.560141 = -13128.128117 nChanged 0 SP:Iteration 10F (1.510464 sec): 3 clusters Score: Raw -13747.688257 + Penalty 619.560141 = -13128.128117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 7 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.511265 sec): 2 clusters Score: Raw -4731.083549 + Penalty 239.333050 = -4491.750499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.511720 sec): 3 clusters Score: Raw -4658.670092 + Penalty 474.811985 = -4183.858108 nChanged 34 SP:Iteration 1F (1.512165 sec): 3 clusters Score: Raw -4677.549137 + Penalty 471.954341 = -4205.594796 nChanged 17 SP:Iteration 2F (1.512608 sec): 3 clusters Score: Raw -4693.821304 + Penalty 476.070410 = -4217.750894 nChanged 12 SP:Iteration 3F (1.513053 sec): 3 clusters Score: Raw -4711.133550 + Penalty 474.466269 = -4236.667280 nChanged 12 SP:Iteration 4F (1.513507 sec): 3 clusters Score: Raw -4730.343475 + Penalty 475.051098 = -4255.292377 nChanged 6 SP:Iteration 5Q (1.513948 sec): 3 clusters Score: Raw -4739.718485 + Penalty 482.386941 = -4257.331544 nChanged 2 SP:Iteration 6Q (1.514367 sec): 3 clusters Score: Raw -4741.578256 + Penalty 482.386941 = -4259.191315 nChanged 0 SP:Iteration 7F (1.514822 sec): 3 clusters Score: Raw -4741.578256 + Penalty 482.386941 = -4259.191315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 8 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.515388 sec): 2 clusters Score: Raw -1475.648556 + Penalty 166.899637 = -1308.748920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.515684 sec): 3 clusters Score: Raw -1472.908577 + Penalty 327.519596 = -1145.388981 nChanged 7 SP:Iteration 1F (1.515973 sec): 3 clusters Score: Raw -1485.425405 + Penalty 327.489329 = -1157.936076 nChanged 1 SP:Iteration 2Q (1.516264 sec): 3 clusters Score: Raw -1485.777708 + Penalty 327.489329 = -1158.288379 nChanged 0 SP:Iteration 3F (1.516552 sec): 3 clusters Score: Raw -1485.777708 + Penalty 327.489329 = -1158.288379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 10 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.517217 sec): 2 clusters Score: Raw -3206.335880 + Penalty 578.205144 = -2628.130735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.517592 sec): 3 clusters Score: Raw -3273.766537 + Penalty 1157.003128 = -2116.763409 nChanged 4 SP:Iteration 1Q (1.517946 sec): 3 clusters Score: Raw -3288.988088 + Penalty 1156.559917 = -2132.428171 nChanged 2 SP:Iteration 2Q (1.518295 sec): 3 clusters Score: Raw -3294.772980 + Penalty 1156.476711 = -2138.296269 nChanged 1 SP:Iteration 3Q (1.518644 sec): 3 clusters Score: Raw -3299.795169 + Penalty 1156.476711 = -2143.318458 nChanged 0 SP:Iteration 4F (1.519011 sec): 3 clusters Score: Raw -3299.795169 + Penalty 1156.476711 = -2143.318458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 11 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.519465 sec): 2 clusters Score: Raw -169.527682 + Penalty 90.082860 = -79.444823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.519675 sec): 3 clusters Score: Raw -164.587968 + Penalty 189.478559 = 24.890590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 12 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.520497 sec): 2 clusters Score: Raw -4191.281431 + Penalty 123.258336 = -4068.023095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.520982 sec): 3 clusters Score: Raw -4128.526622 + Penalty 251.441554 = -3877.085068 nChanged 58 SP:Iteration 1F (1.521457 sec): 3 clusters Score: Raw -4189.023750 + Penalty 251.501637 = -3937.522113 nChanged 7 SP:Iteration 2Q (1.521918 sec): 3 clusters Score: Raw -4191.213286 + Penalty 252.501281 = -3938.712005 nChanged 3 SP:Iteration 3Q (1.522375 sec): 3 clusters Score: Raw -4192.417967 + Penalty 253.938398 = -3938.479569 nChanged 3 SP:Iteration 4F (1.522849 sec): 3 clusters Score: Raw -4194.386425 + Penalty 252.995784 = -3941.390640 nChanged 3 SP:Iteration 5Q (1.523303 sec): 3 clusters Score: Raw -4195.543473 + Penalty 254.247774 = -3941.295699 nChanged 3 SP:Iteration 6F (1.523778 sec): 3 clusters Score: Raw -4196.093316 + Penalty 254.612688 = -3941.480628 nChanged 1 SP:Iteration 7Q (1.524230 sec): 3 clusters Score: Raw -4196.445181 + Penalty 254.612688 = -3941.832493 nChanged 0 SP:Iteration 8F (1.524703 sec): 3 clusters Score: Raw -4196.445181 + Penalty 254.612688 = -3941.832493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.526188 sec): 2 clusters Score: Raw -13557.696044 + Penalty 331.761292 = -13225.934753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.527069 sec): 3 clusters Score: Raw -13363.276398 + Penalty 665.811340 = -12697.465058 nChanged 128 SP:Iteration 1F (1.527935 sec): 3 clusters Score: Raw -13455.959118 + Penalty 661.966456 = -12793.992661 nChanged 36 SP:Iteration 2F (1.528814 sec): 3 clusters Score: Raw -13486.441407 + Penalty 664.110039 = -12822.331368 nChanged 22 SP:Iteration 3F (1.529690 sec): 3 clusters Score: Raw -13500.960404 + Penalty 664.436939 = -12836.523465 nChanged 11 SP:Iteration 4Q (1.530561 sec): 3 clusters Score: Raw -13505.472545 + Penalty 662.772975 = -12842.699570 nChanged 5 SP:Iteration 5Q (1.531430 sec): 3 clusters Score: Raw -13510.073764 + Penalty 661.601173 = -12848.472591 nChanged 6 SP:Iteration 6Q (1.532300 sec): 3 clusters Score: Raw -13513.339458 + Penalty 661.005125 = -12852.334333 nChanged 3 SP:Iteration 7Q (1.533188 sec): 3 clusters Score: Raw -13513.895014 + Penalty 661.863238 = -12852.031776 nChanged 3 SP:Iteration 8F (1.534059 sec): 3 clusters Score: Raw -13515.562976 + Penalty 663.999414 = -12851.563562 nChanged 3 SP:Iteration 9F (1.534931 sec): 3 clusters Score: Raw -13516.429638 + Penalty 665.827168 = -12850.602469 nChanged 4 SP:Iteration 10F (1.535803 sec): 3 clusters Score: Raw -13518.009398 + Penalty 665.203445 = -12852.805953 nChanged 9 SP:Iteration 11Q (1.536673 sec): 3 clusters Score: Raw -13522.205984 + Penalty 666.310689 = -12855.895295 nChanged 10 SP:Iteration 12Q (1.537601 sec): 3 clusters Score: Raw -13528.660080 + Penalty 674.420754 = -12854.239326 nChanged 9 SP:Iteration 13F (1.538513 sec): 3 clusters Score: Raw -13534.365179 + Penalty 679.012750 = -12855.352429 nChanged 8 SP:Iteration 14Q (1.539424 sec): 3 clusters Score: Raw -13543.447390 + Penalty 683.947391 = -12859.499999 nChanged 9 SP:Iteration 15Q (1.540328 sec): 3 clusters Score: Raw -13554.744960 + Penalty 694.127558 = -12860.617401 nChanged 6 SP:Iteration 16Q (1.541211 sec): 3 clusters Score: Raw -13561.623118 + Penalty 702.700920 = -12858.922198 nChanged 2 SP:Iteration 17F (1.542119 sec): 3 clusters Score: Raw -13562.519245 + Penalty 703.483345 = -12859.035899 nChanged 2 SP:Iteration 18Q (1.542979 sec): 3 clusters Score: Raw -13564.885677 + Penalty 707.685066 = -12857.200611 nChanged 1 SP:Iteration 19F (1.543874 sec): 3 clusters Score: Raw -13566.271812 + Penalty 707.685066 = -12858.586746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 14 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.544529 sec): 2 clusters Score: Raw -2727.085578 + Penalty 421.102551 = -2305.983026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.544870 sec): 3 clusters Score: Raw -2764.735965 + Penalty 842.093867 = -1922.642098 nChanged 5 SP:Iteration 1F (1.545204 sec): 3 clusters Score: Raw -2789.290550 + Penalty 842.093867 = -1947.196683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 15 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.545766 sec): 2 clusters Score: Raw -1558.531786 + Penalty 296.807225 = -1261.724560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.546066 sec): 3 clusters Score: Raw -1572.158472 + Penalty 593.509606 = -978.648866 nChanged 1 SP:Iteration 1Q (1.546351 sec): 3 clusters Score: Raw -1577.651273 + Penalty 593.509606 = -984.141667 nChanged 0 SP:Iteration 2F (1.546638 sec): 3 clusters Score: Raw -1577.651273 + Penalty 593.509606 = -984.141667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 16 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.547096 sec): 2 clusters Score: Raw -216.114300 + Penalty 42.630374 = -173.483926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.547309 sec): 3 clusters Score: Raw -214.083231 + Penalty 65.520254 = -148.562977 nChanged 1 SP:Iteration 1F (1.547516 sec): 3 clusters Score: Raw -215.094905 + Penalty 65.520254 = -149.574651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 17 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.547972 sec): 2 clusters Score: Raw -225.819839 + Penalty 118.469288 = -107.350550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.548175 sec): 2 clusters Score: Raw -225.819839 + Penalty 118.469288 = -107.350550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 18 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.548719 sec): 2 clusters Score: Raw -1489.405195 + Penalty 353.777005 = -1135.628190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.549007 sec): 3 clusters Score: Raw -1523.217252 + Penalty 709.926669 = -813.290584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 19 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.553923 sec): 2 clusters Score: Raw -36750.276450 + Penalty 530.638482 = -36219.637969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.555883 sec): 3 clusters Score: Raw -36191.800778 + Penalty 1060.603612 = -35131.197166 nChanged 364 SP:Iteration 1F (1.557809 sec): 3 clusters Score: Raw -36355.217822 + Penalty 1059.679690 = -35295.538132 nChanged 97 SP:Iteration 2F (1.559740 sec): 3 clusters Score: Raw -36407.278382 + Penalty 1058.431002 = -35348.847379 nChanged 67 SP:Iteration 3F (1.561655 sec): 3 clusters Score: Raw -36454.830823 + Penalty 1060.049727 = -35394.781097 nChanged 73 SP:Iteration 4F (1.563579 sec): 3 clusters Score: Raw -36513.690816 + Penalty 1064.232838 = -35449.457978 nChanged 66 SP:Iteration 5F (1.565499 sec): 3 clusters Score: Raw -36568.444643 + Penalty 1075.755766 = -35492.688877 nChanged 63 SP:Iteration 6F (1.567481 sec): 3 clusters Score: Raw -36626.965087 + Penalty 1096.517811 = -35530.447276 nChanged 47 SP:Iteration 7Q (1.569418 sec): 3 clusters Score: Raw -36675.071557 + Penalty 1121.300410 = -35553.771146 nChanged 38 SP:Iteration 8Q (1.571271 sec): 3 clusters Score: Raw -36712.311130 + Penalty 1130.870660 = -35581.440471 nChanged 22 SP:Iteration 9Q (1.573098 sec): 3 clusters Score: Raw -36732.959221 + Penalty 1144.594688 = -35588.364533 nChanged 20 SP:Iteration 10F (1.575069 sec): 3 clusters Score: Raw -36752.408685 + Penalty 1147.998917 = -35604.409768 nChanged 11 SP:Iteration 11Q (1.576900 sec): 3 clusters Score: Raw -36762.086524 + Penalty 1151.756218 = -35610.330307 nChanged 8 SP:Iteration 12Q (1.578653 sec): 3 clusters Score: Raw -36767.628778 + Penalty 1152.422830 = -35615.205948 nChanged 3 SP:Iteration 13Q (1.580388 sec): 3 clusters Score: Raw -36770.249667 + Penalty 1159.921268 = -35610.328399 nChanged 4 SP:Iteration 14F (1.582310 sec): 3 clusters Score: Raw -36775.001000 + Penalty 1159.990943 = -35615.010057 nChanged 2 SP:Iteration 15Q (1.584038 sec): 3 clusters Score: Raw -36779.573812 + Penalty 1162.242309 = -35617.331503 nChanged 3 SP:Iteration 16Q (1.585747 sec): 3 clusters Score: Raw -36786.388789 + Penalty 1166.914954 = -35619.473835 nChanged 2 SP:Iteration 17Q (1.587476 sec): 3 clusters Score: Raw -36791.404562 + Penalty 1169.432201 = -35621.972362 nChanged 2 SP:Iteration 18Q (1.589162 sec): 3 clusters Score: Raw -36792.677248 + Penalty 1171.650018 = -35621.027230 nChanged 1 SP:Iteration 19F (1.591086 sec): 3 clusters Score: Raw -36794.361958 + Penalty 1170.631637 = -35623.730321 nChanged 2 SP:Iteration 20F (1.593008 sec): 3 clusters Score: Raw -36798.183329 + Penalty 1174.860862 = -35623.322467 nChanged 1 SP:Iteration 21F (1.594948 sec): 3 clusters Score: Raw -36798.770716 + Penalty 1174.860862 = -35623.909853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 20 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.595793 sec): 2 clusters Score: Raw -4710.562765 + Penalty 232.168149 = -4478.394616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.596254 sec): 3 clusters Score: Raw -4646.452235 + Penalty 464.167536 = -4182.284700 nChanged 45 SP:Iteration 1F (1.596701 sec): 3 clusters Score: Raw -4677.462837 + Penalty 465.173748 = -4212.289089 nChanged 9 SP:Iteration 2F (1.597149 sec): 3 clusters Score: Raw -4686.671499 + Penalty 467.054414 = -4219.617085 nChanged 9 SP:Iteration 3F (1.597592 sec): 3 clusters Score: Raw -4692.137417 + Penalty 471.083723 = -4221.053694 nChanged 5 SP:Iteration 4Q (1.598036 sec): 3 clusters Score: Raw -4694.537235 + Penalty 472.064317 = -4222.472917 nChanged 2 SP:Iteration 5Q (1.598475 sec): 3 clusters Score: Raw -4696.053083 + Penalty 473.454502 = -4222.598580 nChanged 2 SP:Iteration 6Q (1.598916 sec): 3 clusters Score: Raw -4697.728906 + Penalty 475.207790 = -4222.521116 nChanged 2 SP:Iteration 7F (1.599362 sec): 3 clusters Score: Raw -4700.366660 + Penalty 475.207790 = -4225.158870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 21 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.600421 sec): 2 clusters Score: Raw -8151.212487 + Penalty 315.706703 = -7835.505784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.601047 sec): 3 clusters Score: Raw -8039.489950 + Penalty 631.382896 = -7408.107054 nChanged 68 SP:Iteration 1F (1.601664 sec): 3 clusters Score: Raw -8099.631553 + Penalty 631.880161 = -7467.751391 nChanged 20 SP:Iteration 2F (1.602279 sec): 3 clusters Score: Raw -8127.041070 + Penalty 629.188616 = -7497.852454 nChanged 11 SP:Iteration 3Q (1.602888 sec): 3 clusters Score: Raw -8141.625961 + Penalty 631.091505 = -7510.534455 nChanged 7 SP:Iteration 4Q (1.603492 sec): 3 clusters Score: Raw -8148.504949 + Penalty 631.388085 = -7517.116864 nChanged 2 SP:Iteration 5Q (1.604092 sec): 3 clusters Score: Raw -8149.866176 + Penalty 631.921094 = -7517.945081 nChanged 1 SP:Iteration 6Q (1.604692 sec): 3 clusters Score: Raw -8150.200961 + Penalty 632.303384 = -7517.897576 nChanged 1 SP:Iteration 7F (1.605306 sec): 3 clusters Score: Raw -8150.595662 + Penalty 632.402694 = -7518.192968 nChanged 1 SP:Iteration 8Q (1.605907 sec): 3 clusters Score: Raw -8150.748612 + Penalty 632.402694 = -7518.345918 nChanged 0 SP:Iteration 9F (1.606521 sec): 3 clusters Score: Raw -8150.748612 + Penalty 632.402694 = -7518.345918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.607008 sec): 2 clusters Score: Raw -92.558079 + Penalty 40.924056 = -51.634022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.607209 sec): 2 clusters Score: Raw -92.558079 + Penalty 40.924056 = -51.634022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 23 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.607997 sec): 2 clusters Score: Raw -4830.985772 + Penalty 310.059543 = -4520.926230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.608455 sec): 3 clusters Score: Raw -4781.103819 + Penalty 621.187900 = -4159.915919 nChanged 33 SP:Iteration 1F (1.608905 sec): 3 clusters Score: Raw -4817.787219 + Penalty 625.632528 = -4192.154690 nChanged 11 SP:Iteration 2F (1.609358 sec): 3 clusters Score: Raw -4830.763166 + Penalty 621.421195 = -4209.341971 nChanged 6 SP:Iteration 3Q (1.609813 sec): 3 clusters Score: Raw -4838.287250 + Penalty 618.281406 = -4220.005844 nChanged 2 SP:Iteration 4Q (1.610268 sec): 3 clusters Score: Raw -4840.469885 + Penalty 617.734515 = -4222.735370 nChanged 1 SP:Iteration 5Q (1.610722 sec): 3 clusters Score: Raw -4843.150283 + Penalty 617.734515 = -4225.415768 nChanged 0 SP:Iteration 6F (1.611180 sec): 3 clusters Score: Raw -4843.150283 + Penalty 617.734515 = -4225.415768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.611655 sec): 2 clusters Score: Raw -491.232584 + Penalty 187.120271 = -304.112313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.611889 sec): 3 clusters Score: Raw -486.066298 + Penalty 375.422749 = -110.643549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 25 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.612336 sec): 2 clusters Score: Raw -120.661324 + Penalty 108.071258 = -12.590066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.612533 sec): 2 clusters Score: Raw -120.661324 + Penalty 108.071258 = -12.590066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613003 sec): 2 clusters Score: Raw -466.412678 + Penalty 192.812219 = -273.600459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.613236 sec): 3 clusters Score: Raw -477.223284 + Penalty 368.411958 = -108.811325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613686 sec): 2 clusters Score: Raw -150.303557 + Penalty 82.365482 = -67.938075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.613895 sec): 3 clusters Score: Raw -142.406413 + Penalty 175.055613 = 32.649200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 28 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.614702 sec): 2 clusters Score: Raw -5505.404090 + Penalty 461.934402 = -5043.469688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.615187 sec): 3 clusters Score: Raw -5484.463321 + Penalty 923.838995 = -4560.624326 nChanged 25 SP:Iteration 1F (1.615661 sec): 3 clusters Score: Raw -5526.406134 + Penalty 924.241942 = -4602.164192 nChanged 8 SP:Iteration 2F (1.616134 sec): 3 clusters Score: Raw -5540.533639 + Penalty 923.704834 = -4616.828805 nChanged 2 SP:Iteration 3Q (1.616598 sec): 3 clusters Score: Raw -5542.873598 + Penalty 923.768641 = -4619.104956 nChanged 1 SP:Iteration 4Q (1.617061 sec): 3 clusters Score: Raw -5548.500513 + Penalty 923.814558 = -4624.685955 nChanged 1 SP:Iteration 5Q (1.617522 sec): 3 clusters Score: Raw -5549.449619 + Penalty 923.978833 = -4625.470786 nChanged 3 SP:Iteration 6Q (1.617996 sec): 3 clusters Score: Raw -5555.333320 + Penalty 923.730577 = -4631.602743 nChanged 1 SP:Iteration 7Q (1.618456 sec): 3 clusters Score: Raw -5556.699804 + Penalty 923.730577 = -4632.969227 nChanged 0 SP:Iteration 8F (1.618928 sec): 3 clusters Score: Raw -5556.699804 + Penalty 923.730577 = -4632.969227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.619411 sec): 2 clusters Score: Raw -481.193015 + Penalty 186.997033 = -294.195982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.619648 sec): 3 clusters Score: Raw -493.409118 + Penalty 376.977094 = -116.432024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 30 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.620262 sec): 2 clusters Score: Raw -2490.323839 + Penalty 607.251979 = -1883.071860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.620617 sec): 3 clusters Score: Raw -2602.352414 + Penalty 1214.104874 = -1388.247540 nChanged 1 SP:Iteration 1Q (1.620944 sec): 3 clusters Score: Raw -2606.211123 + Penalty 1214.104874 = -1392.106250 nChanged 0 SP:Iteration 2F (1.621290 sec): 3 clusters Score: Raw -2606.211123 + Penalty 1214.104874 = -1392.106250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.621741 sec): 2 clusters Score: Raw -166.290772 + Penalty 95.327151 = -70.963621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.621959 sec): 3 clusters Score: Raw -164.075632 + Penalty 189.065747 = 24.990115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 32 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.622402 sec): 2 clusters Score: Raw -68.857244 + Penalty 49.344720 = -19.512524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.622597 sec): 2 clusters Score: Raw -68.857244 + Penalty 49.344720 = -19.512524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 33 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.623070 sec): 2 clusters Score: Raw -555.983102 + Penalty 251.029385 = -304.953717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.623306 sec): 3 clusters Score: Raw -557.533922 + Penalty 497.366708 = -60.167215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 34 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.623923 sec): 2 clusters Score: Raw -2198.360445 + Penalty 477.732961 = -1720.627484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.624262 sec): 3 clusters Score: Raw -2253.532258 + Penalty 952.892732 = -1300.639526 nChanged 2 SP:Iteration 1Q (1.624585 sec): 3 clusters Score: Raw -2261.516138 + Penalty 952.892732 = -1308.623405 nChanged 0 SP:Iteration 2F (1.624919 sec): 3 clusters Score: Raw -2261.516138 + Penalty 952.892732 = -1308.623405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.625365 sec): 2 clusters Score: Raw -102.982287 + Penalty 36.136311 = -66.845977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.625566 sec): 3 clusters Score: Raw -96.749863 + Penalty 36.136311 = -60.613552 nChanged 1 SP:Iteration 1F (1.625757 sec): 2 clusters Score: Raw -102.982287 + Penalty 36.136311 = -66.845977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.626209 sec): 2 clusters Score: Raw -182.613880 + Penalty 128.510923 = -54.102957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.626442 sec): 3 clusters Score: Raw -179.394405 + Penalty 257.401426 = 78.007021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 40 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.626905 sec): 2 clusters Score: Raw -341.206044 + Penalty 178.497724 = -162.708320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.627131 sec): 3 clusters Score: Raw -343.000001 + Penalty 359.123353 = 16.123352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.627582 sec): 2 clusters Score: Raw -187.317147 + Penalty 121.870454 = -65.446693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.627799 sec): 3 clusters Score: Raw -182.218335 + Penalty 234.336049 = 52.117714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.628256 sec): 2 clusters Score: Raw -279.796496 + Penalty 143.283951 = -136.512545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.628479 sec): 3 clusters Score: Raw -281.589167 + Penalty 286.567903 = 4.978735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.628925 sec): 2 clusters Score: Raw -102.712641 + Penalty 54.611876 = -48.100765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.629134 sec): 3 clusters Score: Raw -97.401171 + Penalty 102.943988 = 5.542817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.629582 sec): 2 clusters Score: Raw -117.928688 + Penalty 105.146922 = -12.781766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.629791 sec): 3 clusters Score: Raw -109.182158 + Penalty 208.688609 = 99.506450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.630240 sec): 2 clusters Score: Raw -139.728953 + Penalty 116.790360 = -22.938593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.630439 sec): 2 clusters Score: Raw -139.728953 + Penalty 116.790360 = -22.938593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.630895 sec): 2 clusters Score: Raw -317.403716 + Penalty 213.770195 = -103.633521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.631119 sec): 3 clusters Score: Raw -318.674554 + Penalty 427.170965 = 108.496410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.631572 sec): 2 clusters Score: Raw -215.783343 + Penalty 168.487130 = -47.296213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.631791 sec): 3 clusters Score: Raw -213.712121 + Penalty 333.292462 = 119.580341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.632235 sec): 2 clusters Score: Raw -109.664589 + Penalty 79.891789 = -29.772800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.632441 sec): 3 clusters Score: Raw -103.287291 + Penalty 160.829057 = 57.541766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.632886 sec): 2 clusters Score: Raw -110.647530 + Penalty 72.195741 = -38.451789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.633107 sec): 3 clusters Score: Raw -103.133581 + Penalty 146.972268 = 43.838687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 56 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.633596 sec): 2 clusters Score: Raw -780.903741 + Penalty 254.876898 = -526.026843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.633844 sec): 3 clusters Score: Raw -785.500988 + Penalty 515.572737 = -269.928250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.634291 sec): 2 clusters Score: Raw -124.474470 + Penalty 88.040524 = -36.433946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.634504 sec): 3 clusters Score: Raw -123.241219 + Penalty 160.195262 = 36.954042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.634950 sec): 2 clusters Score: Raw -120.405498 + Penalty 103.847216 = -16.558282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.635163 sec): 3 clusters Score: Raw -109.378424 + Penalty 217.244954 = 107.866530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.635605 sec): 2 clusters Score: Raw -77.371805 + Penalty 68.127495 = -9.244310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.635811 sec): 3 clusters Score: Raw -68.798189 + Penalty 136.254990 = 67.456801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.636284 sec): 2 clusters Score: Raw -706.576370 + Penalty 439.682327 = -266.894043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.636522 sec): 3 clusters Score: Raw -731.811708 + Penalty 879.176738 = 147.365031 nChanged 1 SP:Iteration 1F (1.636755 sec): 3 clusters Score: Raw -744.425571 + Penalty 879.176738 = 134.751168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.637200 sec): 2 clusters Score: Raw -115.434991 + Penalty 106.219267 = -9.215723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.637411 sec): 3 clusters Score: Raw -107.789175 + Penalty 203.674358 = 95.885183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.637854 sec): 2 clusters Score: Raw -112.991516 + Penalty 74.700585 = -38.290931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.638060 sec): 3 clusters Score: Raw -103.565654 + Penalty 74.700585 = -28.865069 nChanged 1 SP:Iteration 1F (1.638250 sec): 2 clusters Score: Raw -112.991516 + Penalty 74.700585 = -38.290931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.638692 sec): 2 clusters Score: Raw -74.166354 + Penalty 56.642867 = -17.523487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.638887 sec): 2 clusters Score: Raw -74.166354 + Penalty 56.642867 = -17.523487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.639326 sec): 2 clusters Score: Raw -31.225000 + Penalty 0.000000 = -31.225000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.639522 sec): 2 clusters Score: Raw -31.225000 + Penalty 0.000000 = -31.225000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.639976 sec): 2 clusters Score: Raw -32.465361 + Penalty 0.000000 = -32.465361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.640167 sec): 2 clusters Score: Raw -32.465361 + Penalty 0.000000 = -32.465361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.640612 sec): 2 clusters Score: Raw -70.504588 + Penalty 61.811271 = -8.693317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.640808 sec): 2 clusters Score: Raw -70.504588 + Penalty 61.811271 = -8.693317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.641249 sec): 2 clusters Score: Raw -35.374860 + Penalty 0.000000 = -35.374860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.641443 sec): 2 clusters Score: Raw -35.374860 + Penalty 0.000000 = -35.374860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.641884 sec): 2 clusters Score: Raw -72.553448 + Penalty 52.326831 = -20.226617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.642075 sec): 2 clusters Score: Raw -72.553448 + Penalty 52.326831 = -20.226617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.642510 sec): 2 clusters Score: Raw -33.399613 + Penalty 0.000000 = -33.399613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.642700 sec): 2 clusters Score: Raw -33.399613 + Penalty 0.000000 = -33.399613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 100 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.643134 sec): 2 clusters Score: Raw -34.033513 + Penalty 0.000000 = -34.033513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.643324 sec): 2 clusters Score: Raw -34.033513 + Penalty 0.000000 = -34.033513 nChanged 0 Deleting Class 96 (1 points): Lose 1.528624 but Gain 873.826938 Iteration 20F (1.782474 sec): 60 clusters Score: Raw -155375.520670 + Penalty 38724.787250 = -116650.733420 nChanged 58 Deleting Class 51 (8 points): Lose 30.981826 but Gain 878.401109 Iteration 21Q (1.804474 sec): 59 clusters Score: Raw -155372.476735 + Penalty 37771.189414 = -117601.287322 nChanged 62 Deleting Class 67 (15 points): Lose 542.300059 but Gain 1387.313895 Iteration 22Q (1.826176 sec): 58 clusters Score: Raw -154868.067917 + Penalty 37353.405637 = -117514.662280 nChanged 72 Deleting Class 66 (2 points): Lose 3.191548 but Gain 839.826158 Iteration 23F (1.954324 sec): 57 clusters Score: Raw -154929.280450 + Penalty 36375.334152 = -118553.946298 nChanged 43 Deleting Class 25 (3 points): Lose 15.793906 but Gain 840.539627 Iteration 24Q (1.975045 sec): 56 clusters Score: Raw -154933.624928 + Penalty 35557.957613 = -119375.667315 nChanged 42 Deleting Class 70 (3 points): Lose 14.696420 but Gain 826.135503 Iteration 25Q (1.995770 sec): 55 clusters Score: Raw -154940.923640 + Penalty 34867.563390 = -120073.360249 nChanged 49 Deleting Class 49 (3 points): Lose 15.090372 but Gain 817.795187 Iteration 26Q (2.016497 sec): 54 clusters Score: Raw -154967.164595 + Penalty 34132.341170 = -120834.823425 nChanged 54 Deleting Class 65 (3 points): Lose 9.646348 but Gain 807.686534 Iteration 27Q (2.036835 sec): 53 clusters Score: Raw -154998.335158 + Penalty 33343.485594 = -121654.849564 nChanged 66 Deleting Class 33 (14 points): Lose 45.470654 but Gain 812.770953 Iteration 28Q (2.057901 sec): 52 clusters Score: Raw -154989.530231 + Penalty 32042.684781 = -122946.845450 nChanged 84 Deleting Class 52 (6 points): Lose 46.421241 but Gain 803.488125 Iteration 29Q (2.078554 sec): 50 clusters Score: Raw -155010.067597 + Penalty 31392.493693 = -123617.573904 nChanged 79 Deleting Class 87 (2 points): Lose 16.218213 but Gain 761.964352 Iteration 30F (2.188735 sec): 49 clusters Score: Raw -155081.392186 + Penalty 30701.466158 = -124379.926028 nChanged 84 Deleting Class 34 (66 points): Lose 266.623705 but Gain 984.100053 Iteration 31Q (2.209595 sec): 48 clusters Score: Raw -154890.811443 + Penalty 30187.356399 = -124703.455043 nChanged 126 Deleting Class 71 (2 points): Lose 20.552000 but Gain 816.666714 Iteration 32Q (2.230208 sec): 47 clusters Score: Raw -155140.736775 + Penalty 28960.318031 = -126180.418743 nChanged 58 Deleting Class 54 (5 points): Lose 39.526371 but Gain 749.437267 Iteration 33Q (2.248861 sec): 45 clusters Score: Raw -155169.314691 + Penalty 28294.602394 = -126874.712297 nChanged 35 Deleting Class 50 (4 points): Lose 15.106025 but Gain 719.853264 Iteration 34Q (2.267348 sec): 44 clusters Score: Raw -155191.555197 + Penalty 27612.180440 = -127579.374756 nChanged 26 Deleting Class 72 (2 points): Lose 5.606412 but Gain 698.252026 Iteration 35Q (2.284835 sec): 43 clusters Score: Raw -155215.045100 + Penalty 26809.832294 = -128405.212806 nChanged 16 Deleting Class 37 (3 points): Lose 31.797980 but Gain 705.314812 Iteration 36Q (2.302463 sec): 42 clusters Score: Raw -155193.707715 + Penalty 26131.091417 = -129062.616298 nChanged 9 Deleting Class 40 (9 points): Lose 23.398771 but Gain 694.145757 Iteration 37Q (2.319649 sec): 41 clusters Score: Raw -155192.099528 + Penalty 25449.465896 = -129742.633632 nChanged 15 Deleting Class 32 (3 points): Lose 40.630811 but Gain 711.374048 Iteration 38Q (2.336537 sec): 40 clusters Score: Raw -155167.972527 + Penalty 24763.629186 = -130404.343340 nChanged 12 Deleting Class 56 (21 points): Lose 86.683646 but Gain 726.625509 Iteration 39Q (2.353537 sec): 39 clusters Score: Raw -155099.972909 + Penalty 24055.537562 = -131044.435348 nChanged 31 Deleting Class 10 (93 points): Lose 425.502912 but Gain 1102.963017 Iteration 40F (2.439536 sec): 38 clusters Score: Raw -154718.403243 + Penalty 23035.247366 = -131683.155877 nChanged 102 Deleting Class 99 (1 points): Lose 1.562467 but Gain 637.691641 Iteration 41Q (2.457564 sec): 37 clusters Score: Raw -154994.041787 + Penalty 22405.045593 = -132588.996194 nChanged 18 Deleting Class 98 (2 points): Lose 12.920994 but Gain 645.047073 Iteration 42Q (2.474419 sec): 36 clusters Score: Raw -155039.979397 + Penalty 21757.528989 = -133282.450408 nChanged 14 Deleting Class 24 (14 points): Lose 38.890707 but Gain 661.059960 Iteration 43Q (2.490696 sec): 35 clusters Score: Raw -155013.923207 + Penalty 21109.867179 = -133904.056028 nChanged 24 Deleting Class 18 (42 points): Lose 196.663974 but Gain 818.156346 Iteration 44Q (2.507023 sec): 34 clusters Score: Raw -154847.704554 + Penalty 20397.539975 = -134450.164579 nChanged 52 Deleting Class 26 (12 points): Lose 52.450229 but Gain 666.796252 Iteration 45Q (2.523438 sec): 33 clusters Score: Raw -154909.817869 + Penalty 19766.915932 = -135142.901937 nChanged 36 Deleting Class 41 (7 points): Lose 28.820809 but Gain 619.408094 Iteration 46Q (2.539560 sec): 32 clusters Score: Raw -154921.869717 + Penalty 19151.668213 = -135770.201504 nChanged 20 Deleting Class 20 (19 points): Lose 42.395939 but Gain 608.467395 Iteration 47Q (2.555309 sec): 31 clusters Score: Raw -154894.807324 + Penalty 18546.150194 = -136348.657130 nChanged 26 Deleting Class 14 (70 points): Lose 295.236997 but Gain 849.024916 Iteration 48Q (2.571487 sec): 30 clusters Score: Raw -154625.130875 + Penalty 17709.457826 = -136915.673049 nChanged 74 Deleting Class 42 (9 points): Lose 30.760517 but Gain 579.710135 Iteration 49Q (2.589201 sec): 29 clusters Score: Raw -154769.212126 + Penalty 17153.246730 = -137615.965396 nChanged 26 Deleting Class 30 (87 points): Lose 558.740432 but Gain 1219.019906 Iteration 50F (2.665485 sec): 28 clusters Score: Raw -154260.429615 + Penalty 15952.159330 = -138308.270285 nChanged 98 Deleting Class 81 (1 points): Lose 0.441458 but Gain 547.147924 Iteration 51Q (2.683127 sec): 27 clusters Score: Raw -154626.162757 + Penalty 15471.125522 = -139155.037236 nChanged 21 Deleting Class 31 (6 points): Lose 43.369601 but Gain 573.601730 Iteration 52Q (2.700099 sec): 26 clusters Score: Raw -154611.537129 + Penalty 14910.114027 = -139701.423103 nChanged 20 Deleting Class 11 (6 points): Lose 29.893668 but Gain 557.724537 Iteration 53Q (2.716850 sec): 25 clusters Score: Raw -154604.319955 + Penalty 14353.160036 = -140251.159920 nChanged 18 Deleting Class 27 (5 points): Lose 14.790241 but Gain 517.301655 Iteration 54Q (2.733503 sec): 24 clusters Score: Raw -154608.298934 + Penalty 13841.371266 = -140766.927668 nChanged 16 Deleting Class 15 (50 points): Lose 208.363747 but Gain 693.163445 Iteration 55Q (2.749587 sec): 23 clusters Score: Raw -154414.689859 + Penalty 13182.471409 = -141232.218450 nChanged 59 Deleting Class 7 (35 points): Lose 69.367717 but Gain 582.798526 Iteration 56Q (2.765782 sec): 22 clusters Score: Raw -154479.626530 + Penalty 12636.556591 = -141843.069939 nChanged 56 Deleting Class 17 (8 points): Lose 58.615829 but Gain 529.040794 Iteration 57Q (2.782380 sec): 21 clusters Score: Raw -154478.044244 + Penalty 11911.867601 = -142566.176643 nChanged 21 Deleting Class 63 (10 points): Lose 145.111825 but Gain 598.750657 Iteration 58Q (2.797912 sec): 20 clusters Score: Raw -154354.995011 + Penalty 11218.130123 = -143136.864888 nChanged 23 Deleting Class 29 (18 points): Lose 160.224656 but Gain 624.954338 Iteration 59Q (2.813591 sec): 19 clusters Score: Raw -154272.662860 + Penalty 10743.830844 = -143528.832016 nChanged 38 Deleting Class 75 (1 points): Lose 1.708906 but Gain 420.392666 Iteration 60F (2.860601 sec): 18 clusters Score: Raw -154394.525470 + Penalty 10350.162352 = -144044.363118 nChanged 23 Deleting Class 22 (4 points): Lose 36.019490 but Gain 405.226600 Iteration 61Q (2.876196 sec): 17 clusters Score: Raw -154388.883776 + Penalty 9867.646225 = -144521.237551 nChanged 12 Deleting Class 44 (1 points): Lose 3.154096 but Gain 327.068126 Iteration 62Q (2.891622 sec): 16 clusters Score: Raw -154402.903144 + Penalty 9539.827035 = -144863.076109 nChanged 8 Deleting Class 23 (154 points): Lose 305.917167 but Gain 576.848620 Iteration 63Q (2.906958 sec): 15 clusters Score: Raw -154104.219954 + Penalty 8950.909573 = -145153.310381 nChanged 159 Deleting Class 35 (2 points): Lose 3.715423 but Gain 247.757170 Iteration 64Q (2.922493 sec): 14 clusters Score: Raw -154326.336747 + Penalty 8689.316954 = -145637.019793 nChanged 31 Deleting Class 2 (130 points): Lose 427.729772 but Gain 666.474585 Iteration 65Q (2.937587 sec): 13 clusters Score: Raw -153916.970797 + Penalty 7979.273098 = -145937.697699 nChanged 153 Deleting Class 8 (7 points): Lose 68.143430 but Gain 262.788256 Iteration 66Q (2.951720 sec): 12 clusters Score: Raw -154138.347767 + Penalty 7705.472520 = -146432.875247 nChanged 38 Deleting Class 16 (3 points): Lose 10.974536 but Gain 92.881516 Iteration 67Q (2.965724 sec): 11 clusters Score: Raw -154161.592604 + Penalty 7610.798530 = -146550.794074 nChanged 21 Iteration 68Q (2.979848 sec): 11 clusters Score: Raw -154177.194347 + Penalty 7602.469491 = -146574.724856 nChanged 12 Iteration 69Q (2.994115 sec): 11 clusters Score: Raw -154182.486114 + Penalty 7597.771461 = -146584.714654 nChanged 7 Iteration 70F (3.023780 sec): 11 clusters Score: Raw -154186.117844 + Penalty 7431.271272 = -146754.846572 nChanged 5 Iteration 71Q (3.036891 sec): 11 clusters Score: Raw -154192.229984 + Penalty 7431.854543 = -146760.375441 nChanged 1 Iteration 72Q (3.049996 sec): 11 clusters Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786 nChanged 0 Iteration 73F (3.078297 sec): 11 clusters Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.05 GB. Compute initial score before splitting: Score: Raw -154192.180329 + Penalty 7431.854543 = -146760.325786Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 1 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.090436 sec): 2 clusters Score: Raw -12524.283251 + Penalty 678.299772 = -11845.983479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.091472 sec): 3 clusters Score: Raw -12418.750841 + Penalty 1356.803224 = -11061.947617 nChanged 95 SP:Iteration 1F (3.092400 sec): 3 clusters Score: Raw -12529.023478 + Penalty 1358.330225 = -11170.693253 nChanged 31 SP:Iteration 2F (3.093319 sec): 3 clusters Score: Raw -12574.282378 + Penalty 1360.839960 = -11213.442418 nChanged 16 SP:Iteration 3Q (3.094218 sec): 3 clusters Score: Raw -12597.209303 + Penalty 1365.869828 = -11231.339475 nChanged 14 SP:Iteration 4Q (3.095114 sec): 3 clusters Score: Raw -12613.773413 + Penalty 1368.862701 = -11244.910711 nChanged 10 SP:Iteration 5Q (3.095982 sec): 3 clusters Score: Raw -12628.017974 + Penalty 1373.214209 = -11254.803765 nChanged 8 SP:Iteration 6Q (3.096832 sec): 3 clusters Score: Raw -12634.460839 + Penalty 1374.609988 = -11259.850851 nChanged 3 SP:Iteration 7Q (3.097678 sec): 3 clusters Score: Raw -12638.230474 + Penalty 1378.129940 = -11260.100535 nChanged 5 SP:Iteration 8Q (3.098527 sec): 3 clusters Score: Raw -12645.100482 + Penalty 1380.774836 = -11264.325646 nChanged 6 SP:Iteration 9Q (3.099376 sec): 3 clusters Score: Raw -12652.694100 + Penalty 1382.443771 = -11270.250330 nChanged 5 SP:Iteration 10F (3.100261 sec): 3 clusters Score: Raw -12657.883966 + Penalty 1392.350396 = -11265.533570 nChanged 11 SP:Iteration 11F (3.101140 sec): 3 clusters Score: Raw -12672.655965 + Penalty 1404.440570 = -11268.215395 nChanged 12 SP:Iteration 12Q (3.101975 sec): 3 clusters Score: Raw -12690.113588 + Penalty 1413.543129 = -11276.570458 nChanged 11 SP:Iteration 13Q (3.102805 sec): 3 clusters Score: Raw -12704.896496 + Penalty 1423.203594 = -11281.692901 nChanged 8 SP:Iteration 14Q (3.103624 sec): 3 clusters Score: Raw -12718.336886 + Penalty 1436.911274 = -11281.425613 nChanged 10 SP:Iteration 15F (3.104504 sec): 3 clusters Score: Raw -12735.741569 + Penalty 1447.144278 = -11288.597290 nChanged 11 SP:Iteration 16Q (3.105304 sec): 3 clusters Score: Raw -12755.049079 + Penalty 1456.242344 = -11298.806735 nChanged 5 SP:Iteration 17Q (3.106089 sec): 3 clusters Score: Raw -12763.294746 + Penalty 1469.436301 = -11293.858445 nChanged 6 SP:Iteration 18F (3.106968 sec): 3 clusters Score: Raw -12779.713624 + Penalty 1479.221733 = -11300.491892 nChanged 4 SP:Iteration 19Q (3.107731 sec): 3 clusters Score: Raw -12789.877306 + Penalty 1479.561862 = -11310.315444 nChanged 1 SP:Iteration 20F (3.108610 sec): 3 clusters Score: Raw -12792.032260 + Penalty 1479.561862 = -11312.470398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.110095 sec): 2 clusters Score: Raw -13674.985010 + Penalty 622.382174 = -13052.602837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.110970 sec): 3 clusters Score: Raw -13554.132949 + Penalty 1245.165378 = -12308.967570 nChanged 95 SP:Iteration 1F (3.111828 sec): 3 clusters Score: Raw -13654.409830 + Penalty 1245.247210 = -12409.162620 nChanged 29 SP:Iteration 2F (3.112686 sec): 3 clusters Score: Raw -13682.716213 + Penalty 1244.749137 = -12437.967076 nChanged 21 SP:Iteration 3F (3.113543 sec): 3 clusters Score: Raw -13721.421387 + Penalty 1244.531480 = -12476.889907 nChanged 12 SP:Iteration 4Q (3.114383 sec): 3 clusters Score: Raw -13735.385013 + Penalty 1242.800823 = -12492.584190 nChanged 7 SP:Iteration 5Q (3.115222 sec): 3 clusters Score: Raw -13740.772043 + Penalty 1243.015390 = -12497.756653 nChanged 1 SP:Iteration 6Q (3.116059 sec): 3 clusters Score: Raw -13741.503404 + Penalty 1243.015390 = -12498.488015 nChanged 0 SP:Iteration 7F (3.116912 sec): 3 clusters Score: Raw -13741.503404 + Penalty 1243.015390 = -12498.488015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 4 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.117857 sec): 2 clusters Score: Raw -6705.024732 + Penalty 652.234727 = -6052.790006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.118450 sec): 3 clusters Score: Raw -6714.263832 + Penalty 1304.932906 = -5409.330926 nChanged 28 SP:Iteration 1F (3.119005 sec): 3 clusters Score: Raw -6762.160417 + Penalty 1304.091026 = -5458.069391 nChanged 5 SP:Iteration 2Q (3.119548 sec): 3 clusters Score: Raw -6776.202022 + Penalty 1303.663609 = -5472.538413 nChanged 2 SP:Iteration 3Q (3.120085 sec): 3 clusters Score: Raw -6781.044801 + Penalty 1303.663609 = -5477.381192 nChanged 0 SP:Iteration 4F (3.120637 sec): 3 clusters Score: Raw -6781.044801 + Penalty 1303.663609 = -5477.381192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (1814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.129712 sec): 2 clusters Score: Raw -55401.539833 + Penalty 305.988209 = -55095.551625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.133373 sec): 3 clusters Score: Raw -54290.652986 + Penalty 621.446649 = -53669.206338 nChanged 760 SP:Iteration 1F (3.137076 sec): 3 clusters Score: Raw -54808.543120 + Penalty 672.371151 = -54136.171969 nChanged 328 SP:Iteration 2F (3.140409 sec): 3 clusters Score: Raw -55191.536771 + Penalty 750.446895 = -54441.089876 nChanged 145 SP:Iteration 3F (3.143743 sec): 3 clusters Score: Raw -55363.342681 + Penalty 768.691957 = -54594.650724 nChanged 36 SP:Iteration 4Q (3.147142 sec): 3 clusters Score: Raw -55432.826462 + Penalty 774.984855 = -54657.841607 nChanged 7 SP:Iteration 5Q (3.149927 sec): 3 clusters Score: Raw -55438.074214 + Penalty 775.880810 = -54662.193404 nChanged 5 SP:Iteration 6Q (3.152682 sec): 3 clusters Score: Raw -55440.046952 + Penalty 777.450259 = -54662.596693 nChanged 4 SP:Iteration 7Q (3.155431 sec): 3 clusters Score: Raw -55443.617062 + Penalty 783.685308 = -54659.931754 nChanged 5 SP:Iteration 8F (3.158729 sec): 3 clusters Score: Raw -55446.157173 + Penalty 788.590770 = -54657.566403 nChanged 3 SP:Iteration 9F (3.162016 sec): 3 clusters Score: Raw -55448.310855 + Penalty 788.690346 = -54659.620508 nChanged 2 SP:Iteration 10F (3.165301 sec): 3 clusters Score: Raw -55448.752553 + Penalty 788.690346 = -54660.062207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 6 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.166799 sec): 2 clusters Score: Raw -3524.239272 + Penalty 324.274333 = -3199.964939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.167264 sec): 3 clusters Score: Raw -3491.798798 + Penalty 650.449594 = -2841.349204 nChanged 35 SP:Iteration 1F (3.167721 sec): 3 clusters Score: Raw -3549.407168 + Penalty 649.015965 = -2900.391203 nChanged 13 SP:Iteration 2F (3.168175 sec): 3 clusters Score: Raw -3584.081041 + Penalty 647.760768 = -2936.320273 nChanged 8 SP:Iteration 3F (3.168631 sec): 3 clusters Score: Raw -3599.645745 + Penalty 645.544998 = -2954.100748 nChanged 5 SP:Iteration 4Q (3.169069 sec): 3 clusters Score: Raw -3605.077421 + Penalty 644.034580 = -2961.042841 nChanged 2 SP:Iteration 5Q (3.169505 sec): 3 clusters Score: Raw -3607.068311 + Penalty 642.564752 = -2964.503559 nChanged 3 SP:Iteration 6Q (3.169944 sec): 3 clusters Score: Raw -3612.730536 + Penalty 642.464732 = -2970.265804 nChanged 1 SP:Iteration 7Q (3.170374 sec): 3 clusters Score: Raw -3613.772219 + Penalty 642.464732 = -2971.307487 nChanged 0 SP:Iteration 8F (3.170827 sec): 3 clusters Score: Raw -3613.772219 + Penalty 642.464732 = -2971.307487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 12 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172045 sec): 2 clusters Score: Raw -4591.833595 + Penalty 153.409186 = -4438.424409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.172554 sec): 3 clusters Score: Raw -4501.470214 + Penalty 308.303941 = -4193.166273 nChanged 60 SP:Iteration 1F (3.173082 sec): 3 clusters Score: Raw -4546.755436 + Penalty 316.024456 = -4230.730981 nChanged 24 SP:Iteration 2F (3.173583 sec): 3 clusters Score: Raw -4580.655757 + Penalty 325.335002 = -4255.320755 nChanged 17 SP:Iteration 3F (3.174081 sec): 3 clusters Score: Raw -4597.618554 + Penalty 319.677131 = -4277.941423 nChanged 9 SP:Iteration 4F (3.174580 sec): 3 clusters Score: Raw -4609.636240 + Penalty 324.044502 = -4285.591738 nChanged 5 SP:Iteration 5Q (3.175062 sec): 3 clusters Score: Raw -4613.588318 + Penalty 323.275957 = -4290.312361 nChanged 1 SP:Iteration 6Q (3.175540 sec): 3 clusters Score: Raw -4614.169664 + Penalty 324.133208 = -4290.036455 nChanged 1 SP:Iteration 7F (3.176043 sec): 3 clusters Score: Raw -4614.378665 + Penalty 324.133208 = -4290.245457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177889 sec): 2 clusters Score: Raw -13580.928229 + Penalty 340.820496 = -13240.107733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.178812 sec): 3 clusters Score: Raw -13396.358765 + Penalty 695.480486 = -12700.878280 nChanged 137 SP:Iteration 1F (3.179709 sec): 3 clusters Score: Raw -13507.639807 + Penalty 699.833160 = -12807.806646 nChanged 32 SP:Iteration 2F (3.180591 sec): 3 clusters Score: Raw -13527.517598 + Penalty 703.140256 = -12824.377342 nChanged 13 SP:Iteration 3Q (3.181455 sec): 3 clusters Score: Raw -13539.968706 + Penalty 709.224628 = -12830.744078 nChanged 12 SP:Iteration 4Q (3.182319 sec): 3 clusters Score: Raw -13552.027214 + Penalty 714.602840 = -12837.424374 nChanged 10 SP:Iteration 5Q (3.183181 sec): 3 clusters Score: Raw -13561.893201 + Penalty 721.329848 = -12840.563353 nChanged 9 SP:Iteration 6Q (3.184040 sec): 3 clusters Score: Raw -13573.440693 + Penalty 724.095782 = -12849.344911 nChanged 7 SP:Iteration 7Q (3.184900 sec): 3 clusters Score: Raw -13580.012237 + Penalty 724.175510 = -12855.836727 nChanged 4 SP:Iteration 8Q (3.185748 sec): 3 clusters Score: Raw -13582.688532 + Penalty 724.207127 = -12858.481405 nChanged 2 SP:Iteration 9Q (3.186591 sec): 3 clusters Score: Raw -13589.825402 + Penalty 724.084918 = -12865.740484 nChanged 1 SP:Iteration 10F (3.187456 sec): 3 clusters Score: Raw -13591.310945 + Penalty 724.084918 = -12867.226027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 19 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191603 sec): 2 clusters Score: Raw -41789.440266 + Penalty 544.310045 = -41245.130221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193805 sec): 3 clusters Score: Raw -41141.301318 + Penalty 1088.250475 = -40053.050843 nChanged 419 SP:Iteration 1F (3.196046 sec): 3 clusters Score: Raw -41341.366568 + Penalty 1088.128547 = -40253.238021 nChanged 118 SP:Iteration 2F (3.198238 sec): 3 clusters Score: Raw -41407.556048 + Penalty 1088.335751 = -40319.220297 nChanged 71 SP:Iteration 3F (3.200455 sec): 3 clusters Score: Raw -41444.310493 + Penalty 1088.309778 = -40356.000715 nChanged 55 SP:Iteration 4Q (3.202686 sec): 3 clusters Score: Raw -41477.295801 + Penalty 1088.432657 = -40388.863144 nChanged 46 SP:Iteration 5Q (3.204851 sec): 3 clusters Score: Raw -41493.628103 + Penalty 1088.524839 = -40405.103263 nChanged 23 SP:Iteration 6Q (3.207000 sec): 3 clusters Score: Raw -41500.769088 + Penalty 1088.548422 = -40412.220666 nChanged 18 SP:Iteration 7Q (3.209148 sec): 3 clusters Score: Raw -41504.480394 + Penalty 1088.571846 = -40415.908549 nChanged 10 SP:Iteration 8Q (3.211296 sec): 3 clusters Score: Raw -41506.951427 + Penalty 1088.624873 = -40418.326555 nChanged 12 SP:Iteration 9Q (3.213443 sec): 3 clusters Score: Raw -41509.675627 + Penalty 1088.709006 = -40420.966621 nChanged 12 SP:Iteration 10F (3.215600 sec): 3 clusters Score: Raw -41513.673431 + Penalty 1088.777630 = -40424.895801 nChanged 17 SP:Iteration 11Q (3.217747 sec): 3 clusters Score: Raw -41519.472197 + Penalty 1088.829910 = -40430.642287 nChanged 18 SP:Iteration 12Q (3.219925 sec): 3 clusters Score: Raw -41525.312705 + Penalty 1088.788794 = -40436.523911 nChanged 11 SP:Iteration 13Q (3.222072 sec): 3 clusters Score: Raw -41528.438388 + Penalty 1088.952324 = -40439.486063 nChanged 14 SP:Iteration 14Q (3.224227 sec): 3 clusters Score: Raw -41532.048986 + Penalty 1089.500043 = -40442.548943 nChanged 16 SP:Iteration 15Q (3.226419 sec): 3 clusters Score: Raw -41536.612852 + Penalty 1090.555093 = -40446.057760 nChanged 20 SP:Iteration 16Q (3.228587 sec): 3 clusters Score: Raw -41541.278188 + Penalty 1091.680844 = -40449.597343 nChanged 16 SP:Iteration 17Q (3.230738 sec): 3 clusters Score: Raw -41546.084026 + Penalty 1094.036357 = -40452.047669 nChanged 23 SP:Iteration 18Q (3.232887 sec): 3 clusters Score: Raw -41558.709962 + Penalty 1096.618965 = -40462.090997 nChanged 28 SP:Iteration 19Q (3.235033 sec): 3 clusters Score: Raw -41572.020449 + Penalty 1098.519546 = -40473.500902 nChanged 22 SP:Iteration 20F (3.237187 sec): 3 clusters Score: Raw -41582.921664 + Penalty 1101.787405 = -40481.134260 nChanged 31 SP:Iteration 21Q (3.239342 sec): 3 clusters Score: Raw -41601.111879 + Penalty 1106.809621 = -40494.302258 nChanged 34 SP:Iteration 22Q (3.241499 sec): 3 clusters Score: Raw -41622.268344 + Penalty 1114.350588 = -40507.917756 nChanged 42 SP:Iteration 23Q (3.243656 sec): 3 clusters Score: Raw -41646.158464 + Penalty 1121.256507 = -40524.901956 nChanged 33 SP:Iteration 24Q (3.245850 sec): 3 clusters Score: Raw -41665.560613 + Penalty 1124.680644 = -40540.879969 nChanged 31 SP:Iteration 25Q (3.248072 sec): 3 clusters Score: Raw -41687.350443 + Penalty 1129.836303 = -40557.514140 nChanged 32 SP:Iteration 26Q (3.250262 sec): 3 clusters Score: Raw -41711.559588 + Penalty 1134.061111 = -40577.498477 nChanged 22 SP:Iteration 27Q (3.252417 sec): 3 clusters Score: Raw -41728.807202 + Penalty 1137.453490 = -40591.353712 nChanged 18 SP:Iteration 28Q (3.254582 sec): 3 clusters Score: Raw -41742.495571 + Penalty 1140.286655 = -40602.208916 nChanged 11 SP:Iteration 29Q (3.256738 sec): 3 clusters Score: Raw -41750.777853 + Penalty 1142.949970 = -40607.827883 nChanged 12 SP:Iteration 30F (3.258893 sec): 3 clusters Score: Raw -41759.794255 + Penalty 1144.551244 = -40615.243011 nChanged 10 SP:Iteration 31Q (3.261054 sec): 3 clusters Score: Raw -41767.376321 + Penalty 1145.511383 = -40621.864939 nChanged 7 SP:Iteration 32Q (3.263215 sec): 3 clusters Score: Raw -41772.494958 + Penalty 1150.283523 = -40622.211435 nChanged 7 SP:Iteration 33Q (3.265372 sec): 3 clusters Score: Raw -41777.944945 + Penalty 1149.983009 = -40627.961936 nChanged 8 SP:Iteration 34Q (3.267529 sec): 3 clusters Score: Raw -41784.117488 + Penalty 1152.795241 = -40631.322247 nChanged 6 SP:Iteration 35Q (3.269683 sec): 3 clusters Score: Raw -41789.505663 + Penalty 1157.405737 = -40632.099926 nChanged 6 SP:Iteration 36Q (3.271819 sec): 3 clusters Score: Raw -41794.659028 + Penalty 1154.888798 = -40639.770230 nChanged 3 SP:Iteration 37Q (3.273988 sec): 3 clusters Score: Raw -41795.618451 + Penalty 1154.773925 = -40640.844526 nChanged 2 SP:Iteration 38Q (3.276113 sec): 3 clusters Score: Raw -41796.773334 + Penalty 1154.773925 = -40641.999409 nChanged 0 SP:Iteration 39F (3.278362 sec): 3 clusters Score: Raw -41796.773334 + Penalty 1154.773925 = -40641.999409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 21 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.280132 sec): 2 clusters Score: Raw -9139.715991 + Penalty 351.190389 = -8788.525602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.280839 sec): 3 clusters Score: Raw -9009.702621 + Penalty 705.391260 = -8304.311360 nChanged 89 SP:Iteration 1F (3.281532 sec): 3 clusters Score: Raw -9079.732330 + Penalty 716.544475 = -8363.187856 nChanged 35 SP:Iteration 2F (3.282223 sec): 3 clusters Score: Raw -9130.266097 + Penalty 736.820566 = -8393.445531 nChanged 26 SP:Iteration 3F (3.282941 sec): 3 clusters Score: Raw -9163.905366 + Penalty 751.140347 = -8412.765019 nChanged 15 SP:Iteration 4F (3.283632 sec): 3 clusters Score: Raw -9196.219458 + Penalty 757.377861 = -8438.841598 nChanged 7 SP:Iteration 5Q (3.284294 sec): 3 clusters Score: Raw -9204.813881 + Penalty 757.072453 = -8447.741428 nChanged 3 SP:Iteration 6Q (3.284948 sec): 3 clusters Score: Raw -9207.756858 + Penalty 757.900934 = -8449.855924 nChanged 1 SP:Iteration 7Q (3.285601 sec): 3 clusters Score: Raw -9207.993270 + Penalty 757.900934 = -8450.092336 nChanged 0 SP:Iteration 8F (3.286266 sec): 3 clusters Score: Raw -9207.993270 + Penalty 757.900934 = -8450.092336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 28 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287702 sec): 2 clusters Score: Raw -8650.258657 + Penalty 500.773588 = -8149.485068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.288326 sec): 3 clusters Score: Raw -8582.535706 + Penalty 997.929392 = -7584.606315 nChanged 55 SP:Iteration 1F (3.288940 sec): 3 clusters Score: Raw -8653.278305 + Penalty 996.917101 = -7656.361203 nChanged 7 SP:Iteration 2Q (3.289550 sec): 3 clusters Score: Raw -8661.825922 + Penalty 997.954722 = -7663.871199 nChanged 5 SP:Iteration 3Q (3.290161 sec): 3 clusters Score: Raw -8668.365262 + Penalty 998.802010 = -7669.563252 nChanged 2 SP:Iteration 4Q (3.290767 sec): 3 clusters Score: Raw -8670.831911 + Penalty 999.682987 = -7671.148924 nChanged 2 SP:Iteration 5Q (3.291373 sec): 3 clusters Score: Raw -8676.130815 + Penalty 1000.574848 = -7675.555967 nChanged 2 SP:Iteration 6Q (3.291979 sec): 3 clusters Score: Raw -8679.034693 + Penalty 1001.547176 = -7677.487516 nChanged 2 SP:Iteration 7Q (3.292584 sec): 3 clusters Score: Raw -8680.030298 + Penalty 1002.057522 = -7677.972776 nChanged 1 SP:Iteration 8Q (3.293190 sec): 3 clusters Score: Raw -8680.954273 + Penalty 1002.057522 = -7678.896751 nChanged 0 SP:Iteration 9F (3.293805 sec): 3 clusters Score: Raw -8680.954273 + Penalty 1002.057522 = -7678.896751 nChanged 0 Time taken for this iteration:3.153563 seconds. 300->11 Clusters: Score -146760.325786, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 74 (time per iteration =44.608230 ms) Total iterations: 482 (time per iteration =6.848566 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 336038125.000000 (time per metric unit =9.823317ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8400953125.000000 (time per metric unit=392.932677ps) That took 3.301009 seconds. FileBase PeterP-2013-09-04_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 0.22 and 0.33 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23964 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 23964 points ------ Starting initial clusters from distinct float masks Not enough masks (211) to generate starting clusters (300), so starting with (212) clusters instead. Assigned 212 initial classes from 211 unique masks. Deleting Class 190 (2 points): Lose 26.926030 but Gain 1613.559532 Iteration 0F (3.030340 sec): 211 clusters Score: Raw -1000577.165963 + Penalty 212593.580046 = -787983.585917 nChanged 3074 Deleting Class 207 (1 points): Lose 15.468184 but Gain 1600.835554 Iteration 1F (5.313839 sec): 207 clusters Score: Raw -1006566.501257 + Penalty 209623.312458 = -796943.188798 nChanged 1018 Deleting Class 145 (2 points): Lose 39.502430 but Gain 1608.426010 Iteration 2Q (5.561697 sec): 205 clusters Score: Raw -1008499.393640 + Penalty 208174.323041 = -800325.070599 nChanged 711 Deleting Class 198 (1 points): Lose 3.166987 but Gain 1509.674104 Iteration 3Q (5.774307 sec): 204 clusters Score: Raw -1009481.856521 + Penalty 206288.518195 = -803193.338326 nChanged 588 Deleting Class 201 (1 points): Lose 32.556582 but Gain 1538.924020 Iteration 4Q (5.969957 sec): 203 clusters Score: Raw -1010114.415778 + Penalty 203538.846788 = -806575.568990 nChanged 536 Deleting Class 152 (1 points): Lose 8.718886 but Gain 1504.464210 Iteration 5Q (6.157126 sec): 201 clusters Score: Raw -1010662.345474 + Penalty 202034.024101 = -808628.321372 nChanged 500 Deleting Class 103 (2 points): Lose 36.466985 but Gain 1529.376463 Iteration 6Q (6.337720 sec): 200 clusters Score: Raw -1011114.672029 + Penalty 199554.006800 = -811560.665230 nChanged 432 Deleting Class 166 (3 points): Lose 45.592744 but Gain 1515.057483 Iteration 7Q (6.509205 sec): 198 clusters Score: Raw -1011465.033417 + Penalty 198060.555970 = -813404.477447 nChanged 432 Deleting Class 196 (2 points): Lose 25.529773 but Gain 1494.494772 Iteration 8Q (6.679000 sec): 197 clusters Score: Raw -1011832.020324 + Penalty 195396.711661 = -816435.308662 nChanged 427 Deleting Class 71 (5 points): Lose 90.747046 but Gain 1559.452059 Iteration 9Q (6.846431 sec): 195 clusters Score: Raw -1012158.078796 + Penalty 193816.823877 = -818341.254919 nChanged 398 Deleting Class 127 (6 points): Lose 104.908621 but Gain 1550.216902 Iteration 10F (8.979051 sec): 194 clusters Score: Raw -1012487.272125 + Penalty 192157.099640 = -820330.172486 nChanged 325 Deleting Class 194 (1 points): Lose 16.078016 but Gain 1451.204776 Iteration 11Q (9.137128 sec): 193 clusters Score: Raw -1012767.865317 + Penalty 190651.269831 = -822116.595486 nChanged 218 Deleting Class 142 (10 points): Lose 178.933106 but Gain 1613.939076 Iteration 12Q (9.282714 sec): 192 clusters Score: Raw -1012733.519896 + Penalty 189193.578103 = -823539.941793 nChanged 187 Deleting Class 117 (6 points): Lose 109.249909 but Gain 1543.353335 Iteration 13Q (9.424524 sec): 191 clusters Score: Raw -1012768.104844 + Penalty 187859.625281 = -824908.479563 nChanged 135 Deleting Class 210 (1 points): Lose 5.064056 but Gain 1420.610223 Iteration 14Q (9.558370 sec): 190 clusters Score: Raw -1012853.757400 + Penalty 186451.711376 = -826402.046024 nChanged 101 Deleting Class 168 (2 points): Lose 32.293806 but Gain 1446.257405 Iteration 15Q (9.689177 sec): 189 clusters Score: Raw -1012877.284163 + Penalty 185102.561471 = -827774.722692 nChanged 84 Deleting Class 118 (3 points): Lose 36.252656 but Gain 1440.422848 Iteration 16Q (9.817953 sec): 188 clusters Score: Raw -1012882.552760 + Penalty 183681.710489 = -829200.842271 nChanged 76 Deleting Class 179 (1 points): Lose 3.832819 but Gain 1402.293262 Iteration 17Q (9.947765 sec): 187 clusters Score: Raw -1012932.352707 + Penalty 182300.067341 = -830632.285367 nChanged 54 Deleting Class 48 (4 points): Lose 54.118677 but Gain 1451.454429 Iteration 18Q (10.073172 sec): 186 clusters Score: Raw -1012897.254861 + Penalty 180226.266227 = -832670.988634 nChanged 48 Deleting Class 144 (2 points): Lose 27.872889 but Gain 1416.278045 Iteration 19Q (10.197328 sec): 184 clusters Score: Raw -1012904.317386 + Penalty 178858.753895 = -834045.563490 nChanged 40 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 -1012904.317386 + Penalty 178858.753895 = -834045.563490Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.283717 sec): 2 clusters Score: Raw -1309.344963 + Penalty 271.446653 = -1037.898310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.284011 sec): 3 clusters Score: Raw -1322.673296 + Penalty 534.410043 = -788.263253 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 2 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.302512 sec): 2 clusters Score: Raw -186464.552755 + Penalty 72.974954 = -186391.577801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.310650 sec): 3 clusters Score: Raw -183667.194980 + Penalty 150.376324 = -183516.818656 nChanged 2055 SP:Iteration 1F (10.318696 sec): 3 clusters Score: Raw -185127.963076 + Penalty 159.065508 = -184968.897568 nChanged 496 SP:Iteration 2F (10.326289 sec): 3 clusters Score: Raw -185503.860784 + Penalty 167.924811 = -185335.935973 nChanged 358 SP:Iteration 3F (10.333944 sec): 3 clusters Score: Raw -185796.277331 + Penalty 177.780632 = -185618.496699 nChanged 259 SP:Iteration 4F (10.341588 sec): 3 clusters Score: Raw -186049.925065 + Penalty 189.008676 = -185860.916389 nChanged 194 SP:Iteration 5Q (10.349247 sec): 3 clusters Score: Raw -186224.730905 + Penalty 198.269662 = -186026.461242 nChanged 139 SP:Iteration 6Q (10.356872 sec): 3 clusters Score: Raw -186322.103057 + Penalty 207.732968 = -186114.370089 nChanged 95 SP:Iteration 7Q (10.364449 sec): 3 clusters Score: Raw -186390.243805 + Penalty 211.142007 = -186179.101798 nChanged 78 SP:Iteration 8Q (10.371977 sec): 3 clusters Score: Raw -186443.163636 + Penalty 193.895841 = -186249.267796 nChanged 46 SP:Iteration 9Q (10.379292 sec): 3 clusters Score: Raw -186471.425653 + Penalty 188.159511 = -186283.266142 nChanged 34 SP:Iteration 10F (10.386939 sec): 3 clusters Score: Raw -186494.791968 + Penalty 183.072526 = -186311.719442 nChanged 26 SP:Iteration 11Q (10.394397 sec): 3 clusters Score: Raw -186511.047685 + Penalty 176.297075 = -186334.750610 nChanged 12 SP:Iteration 12Q (10.401687 sec): 3 clusters Score: Raw -186516.895519 + Penalty 166.428316 = -186350.467203 nChanged 10 SP:Iteration 13Q (10.408944 sec): 3 clusters Score: Raw -186520.619953 + Penalty 164.189217 = -186356.430737 nChanged 6 SP:Iteration 14Q (10.416827 sec): 3 clusters Score: Raw -186523.266844 + Penalty 166.123768 = -186357.143076 nChanged 5 SP:Iteration 15Q (10.423848 sec): 3 clusters Score: Raw -186526.517382 + Penalty 165.002624 = -186361.514758 nChanged 4 SP:Iteration 16Q (10.430850 sec): 3 clusters Score: Raw -186529.703693 + Penalty 157.452423 = -186372.251269 nChanged 2 SP:Iteration 17Q (10.437602 sec): 3 clusters Score: Raw -186531.727015 + Penalty 157.452423 = -186374.274592 nChanged 0 SP:Iteration 18F (10.445124 sec): 3 clusters Score: Raw -186531.727015 + Penalty 157.452423 = -186374.274592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.456679 sec): 2 clusters Score: Raw -93406.345309 + Penalty 123.405028 = -93282.940280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.460530 sec): 3 clusters Score: Raw -92088.068727 + Penalty 271.432826 = -91816.635901 nChanged 931 SP:Iteration 1F (10.464282 sec): 3 clusters Score: Raw -92858.196498 + Penalty 303.411040 = -92554.785458 nChanged 231 SP:Iteration 2F (10.468034 sec): 3 clusters Score: Raw -93080.388256 + Penalty 325.882908 = -92754.505348 nChanged 96 SP:Iteration 3Q (10.471678 sec): 3 clusters Score: Raw -93173.925029 + Penalty 345.248725 = -92828.676304 nChanged 64 SP:Iteration 4Q (10.475225 sec): 3 clusters Score: Raw -93244.059693 + Penalty 360.280561 = -92883.779132 nChanged 48 SP:Iteration 5Q (10.478602 sec): 3 clusters Score: Raw -93284.617767 + Penalty 372.534221 = -92912.083547 nChanged 36 SP:Iteration 6Q (10.481853 sec): 3 clusters Score: Raw -93305.511335 + Penalty 381.379816 = -92924.131520 nChanged 28 SP:Iteration 7Q (10.485036 sec): 3 clusters Score: Raw -93319.405371 + Penalty 393.076312 = -92926.329059 nChanged 24 SP:Iteration 8Q (10.488178 sec): 3 clusters Score: Raw -93332.171065 + Penalty 408.368910 = -92923.802155 nChanged 27 SP:Iteration 9F (10.491841 sec): 3 clusters Score: Raw -93347.301083 + Penalty 415.845046 = -92931.456037 nChanged 22 SP:Iteration 10F (10.495497 sec): 3 clusters Score: Raw -93358.233832 + Penalty 426.091122 = -92932.142709 nChanged 19 SP:Iteration 11Q (10.498560 sec): 3 clusters Score: Raw -93371.275232 + Penalty 442.851772 = -92928.423460 nChanged 25 SP:Iteration 12F (10.502219 sec): 3 clusters Score: Raw -93390.416693 + Penalty 461.271028 = -92929.145665 nChanged 11 SP:Iteration 13Q (10.505259 sec): 3 clusters Score: Raw -93398.862628 + Penalty 468.778040 = -92930.084588 nChanged 12 SP:Iteration 14Q (10.508303 sec): 3 clusters Score: Raw -93407.173954 + Penalty 456.040811 = -92951.133143 nChanged 6 SP:Iteration 15Q (10.511369 sec): 3 clusters Score: Raw -93411.404540 + Penalty 458.859015 = -92952.545524 nChanged 2 SP:Iteration 16Q (10.514639 sec): 3 clusters Score: Raw -93412.073324 + Penalty 450.895346 = -92961.177978 nChanged 1 SP:Iteration 17Q (10.517704 sec): 3 clusters Score: Raw -93412.451946 + Penalty 450.895346 = -92961.556600 nChanged 0 SP:Iteration 18F (10.521732 sec): 3 clusters Score: Raw -93412.451946 + Penalty 450.895346 = -92961.556600 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.534147 sec): 2 clusters Score: Raw -192948.297043 + Penalty 105.231750 = -192843.065293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.541783 sec): 3 clusters Score: Raw -190228.667556 + Penalty 200.899381 = -190027.768175 nChanged 2058 SP:Iteration 1F (10.549239 sec): 3 clusters Score: Raw -192325.944035 + Penalty 203.848201 = -192122.095834 nChanged 333 SP:Iteration 2F (10.556696 sec): 3 clusters Score: Raw -192754.642250 + Penalty 206.328035 = -192548.314215 nChanged 96 SP:Iteration 3Q (10.564161 sec): 3 clusters Score: Raw -192963.026783 + Penalty 206.943036 = -192756.083747 nChanged 37 SP:Iteration 4Q (10.571196 sec): 3 clusters Score: Raw -193003.327150 + Penalty 207.387629 = -192795.939521 nChanged 32 SP:Iteration 5Q (10.577992 sec): 3 clusters Score: Raw -193024.710986 + Penalty 207.854098 = -192816.856888 nChanged 34 SP:Iteration 6Q (10.584686 sec): 3 clusters Score: Raw -193042.277569 + Penalty 208.779513 = -192833.498056 nChanged 24 SP:Iteration 7Q (10.591280 sec): 3 clusters Score: Raw -193047.552497 + Penalty 209.079985 = -192838.472512 nChanged 13 SP:Iteration 8Q (10.597862 sec): 3 clusters Score: Raw -193048.884509 + Penalty 208.863230 = -192840.021279 nChanged 7 SP:Iteration 9Q (10.604383 sec): 3 clusters Score: Raw -193049.485017 + Penalty 208.389737 = -192841.095279 nChanged 5 SP:Iteration 10F (10.611868 sec): 3 clusters Score: Raw -193049.660469 + Penalty 208.389737 = -192841.270731 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 5 (4315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.633051 sec): 2 clusters Score: Raw -188308.638503 + Penalty 189.002584 = -188119.635919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.640964 sec): 3 clusters Score: Raw -185453.558561 + Penalty 380.150435 = -185073.408126 nChanged 1985 SP:Iteration 1F (10.648809 sec): 3 clusters Score: Raw -186534.230106 + Penalty 413.664892 = -186120.565213 nChanged 827 SP:Iteration 2F (10.656725 sec): 3 clusters Score: Raw -187198.206334 + Penalty 449.403563 = -186748.802771 nChanged 412 SP:Iteration 3F (10.664402 sec): 3 clusters Score: Raw -187520.673396 + Penalty 469.980830 = -187050.692567 nChanged 243 SP:Iteration 4F (10.672079 sec): 3 clusters Score: Raw -187729.811163 + Penalty 476.232253 = -187253.578910 nChanged 179 SP:Iteration 5Q (10.679801 sec): 3 clusters Score: Raw -187910.740960 + Penalty 475.425693 = -187435.315267 nChanged 124 SP:Iteration 6Q (10.687472 sec): 3 clusters Score: Raw -188066.648210 + Penalty 464.236681 = -187602.411529 nChanged 89 SP:Iteration 7Q (10.694410 sec): 3 clusters Score: Raw -188174.244603 + Penalty 453.384053 = -187720.860549 nChanged 62 SP:Iteration 8Q (10.701044 sec): 3 clusters Score: Raw -188221.712152 + Penalty 449.031644 = -187772.680508 nChanged 30 SP:Iteration 9Q (10.707555 sec): 3 clusters Score: Raw -188231.931072 + Penalty 446.543444 = -187785.387628 nChanged 22 SP:Iteration 10F (10.715203 sec): 3 clusters Score: Raw -188238.541507 + Penalty 444.871187 = -187793.670320 nChanged 22 SP:Iteration 11Q (10.721781 sec): 3 clusters Score: Raw -188243.563833 + Penalty 443.858410 = -187799.705423 nChanged 15 SP:Iteration 12Q (10.728761 sec): 3 clusters Score: Raw -188245.916030 + Penalty 444.300637 = -187801.615393 nChanged 17 SP:Iteration 13Q (10.735296 sec): 3 clusters Score: Raw -188248.769586 + Penalty 445.130422 = -187803.639164 nChanged 12 SP:Iteration 14Q (10.741828 sec): 3 clusters Score: Raw -188250.252540 + Penalty 444.829886 = -187805.422654 nChanged 15 SP:Iteration 15Q (10.748344 sec): 3 clusters Score: Raw -188252.307017 + Penalty 443.245748 = -187809.061269 nChanged 12 SP:Iteration 16Q (10.754852 sec): 3 clusters Score: Raw -188253.653238 + Penalty 441.834728 = -187811.818511 nChanged 10 SP:Iteration 17Q (10.761356 sec): 3 clusters Score: Raw -188254.802928 + Penalty 439.733458 = -187815.069470 nChanged 10 SP:Iteration 18Q (10.767891 sec): 3 clusters Score: Raw -188256.922135 + Penalty 438.638578 = -187818.283556 nChanged 10 SP:Iteration 19Q (10.774722 sec): 3 clusters Score: Raw -188258.565017 + Penalty 437.235884 = -187821.329133 nChanged 8 SP:Iteration 20F (10.782531 sec): 3 clusters Score: Raw -188259.689452 + Penalty 435.730659 = -187823.958793 nChanged 9 SP:Iteration 21Q (10.789010 sec): 3 clusters Score: Raw -188260.420216 + Penalty 436.272755 = -187824.147461 nChanged 5 SP:Iteration 22Q (10.795492 sec): 3 clusters Score: Raw -188260.663871 + Penalty 436.507866 = -187824.156005 nChanged 4 SP:Iteration 23Q (10.801982 sec): 3 clusters Score: Raw -188260.792090 + Penalty 436.356732 = -187824.435358 nChanged 2 SP:Iteration 24Q (10.808489 sec): 3 clusters Score: Raw -188260.921204 + Penalty 436.633414 = -187824.287790 nChanged 3 SP:Iteration 25F (10.816241 sec): 3 clusters Score: Raw -188260.983643 + Penalty 436.802133 = -187824.181509 nChanged 1 SP:Iteration 26F (10.824225 sec): 3 clusters Score: Raw -188261.000779 + Penalty 436.561003 = -187824.439776 nChanged 1 SP:Iteration 27Q (10.831114 sec): 3 clusters Score: Raw -188261.038422 + Penalty 436.414874 = -187824.623548 nChanged 1 SP:Iteration 28Q (10.837596 sec): 3 clusters Score: Raw -188261.094757 + Penalty 436.413424 = -187824.681333 nChanged 1 SP:Iteration 29Q (10.844082 sec): 3 clusters Score: Raw -188261.166159 + Penalty 436.579617 = -187824.586543 nChanged 1 SP:Iteration 30F (10.851831 sec): 3 clusters Score: Raw -188261.268154 + Penalty 436.636164 = -187824.631991 nChanged 1 SP:Iteration 31Q (10.858297 sec): 3 clusters Score: Raw -188261.294263 + Penalty 436.956059 = -187824.338204 nChanged 1 SP:Iteration 32F (10.866051 sec): 3 clusters Score: Raw -188261.301858 + Penalty 436.956059 = -187824.345799 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.875760 sec): 2 clusters Score: Raw -59486.957684 + Penalty 369.718130 = -59117.239554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.878204 sec): 3 clusters Score: Raw -58834.181262 + Penalty 740.177025 = -58094.004237 nChanged 520 SP:Iteration 1F (10.880593 sec): 3 clusters Score: Raw -59243.224229 + Penalty 737.761640 = -58505.462589 nChanged 154 SP:Iteration 2F (10.883266 sec): 3 clusters Score: Raw -59436.601033 + Penalty 728.983243 = -58707.617790 nChanged 144 SP:Iteration 3F (10.885897 sec): 3 clusters Score: Raw -59752.468085 + Penalty 727.441063 = -59025.027022 nChanged 95 SP:Iteration 4F (10.888462 sec): 3 clusters Score: Raw -60042.648110 + Penalty 730.749713 = -59311.898397 nChanged 56 SP:Iteration 5Q (10.890768 sec): 3 clusters Score: Raw -60180.557123 + Penalty 733.926851 = -59446.630272 nChanged 41 SP:Iteration 6Q (10.892943 sec): 3 clusters Score: Raw -60276.967059 + Penalty 736.337599 = -59540.629460 nChanged 25 SP:Iteration 7Q (10.895117 sec): 3 clusters Score: Raw -60323.041076 + Penalty 737.741388 = -59585.299688 nChanged 16 SP:Iteration 8Q (10.897251 sec): 3 clusters Score: Raw -60340.974167 + Penalty 738.430391 = -59602.543776 nChanged 9 SP:Iteration 9Q (10.899400 sec): 3 clusters Score: Raw -60347.660415 + Penalty 739.185115 = -59608.475300 nChanged 9 SP:Iteration 10F (10.901965 sec): 3 clusters Score: Raw -60355.785568 + Penalty 740.024333 = -59615.761236 nChanged 10 SP:Iteration 11Q (10.904036 sec): 3 clusters Score: Raw -60363.253071 + Penalty 740.907116 = -59622.345955 nChanged 10 SP:Iteration 12Q (10.906106 sec): 3 clusters Score: Raw -60371.077196 + Penalty 741.979213 = -59629.097983 nChanged 13 SP:Iteration 13Q (10.908125 sec): 3 clusters Score: Raw -60390.760833 + Penalty 743.845978 = -59646.914855 nChanged 21 SP:Iteration 14Q (10.910139 sec): 3 clusters Score: Raw -60427.186902 + Penalty 745.284203 = -59681.902699 nChanged 13 SP:Iteration 15Q (10.912149 sec): 3 clusters Score: Raw -60440.775528 + Penalty 745.930834 = -59694.844694 nChanged 8 SP:Iteration 16Q (10.914146 sec): 3 clusters Score: Raw -60445.395572 + Penalty 746.052066 = -59699.343506 nChanged 2 SP:Iteration 17Q (10.916136 sec): 3 clusters Score: Raw -60446.621975 + Penalty 746.303264 = -59700.318711 nChanged 2 SP:Iteration 18Q (10.918125 sec): 3 clusters Score: Raw -60447.312062 + Penalty 746.316089 = -59700.995973 nChanged 1 SP:Iteration 19Q (10.920154 sec): 3 clusters Score: Raw -60448.073525 + Penalty 746.461490 = -59701.612035 nChanged 1 SP:Iteration 20F (10.922624 sec): 3 clusters Score: Raw -60448.558547 + Penalty 746.486833 = -59702.071714 nChanged 2 SP:Iteration 21Q (10.924667 sec): 3 clusters Score: Raw -60449.802577 + Penalty 746.702869 = -59703.099708 nChanged 5 SP:Iteration 22Q (10.926678 sec): 3 clusters Score: Raw -60451.953510 + Penalty 746.702869 = -59705.250640 nChanged 0 SP:Iteration 23F (10.929276 sec): 3 clusters Score: Raw -60451.953510 + Penalty 746.702869 = -59705.250640 nChanged 0 Score: Raw -1032058.230198 + Penalty 179390.690568 = -852667.539630 Splitting cluster 6 changes total score from -834045.563490 to -852667.539630 So it's getting split into cluster 48. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.981414 sec): 2 clusters Score: Raw -33400.932962 + Penalty 327.146724 = -33073.786238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.983008 sec): 3 clusters Score: Raw -33023.566798 + Penalty 654.186880 = -32369.379917 nChanged 261 SP:Iteration 1F (12.984575 sec): 3 clusters Score: Raw -33167.806746 + Penalty 656.456872 = -32511.349874 nChanged 60 SP:Iteration 2F (12.986132 sec): 3 clusters Score: Raw -33224.000275 + Penalty 660.646212 = -32563.354062 nChanged 52 SP:Iteration 3F (12.987682 sec): 3 clusters Score: Raw -33253.471098 + Penalty 663.284363 = -32590.186735 nChanged 30 SP:Iteration 4Q (12.989188 sec): 3 clusters Score: Raw -33270.510028 + Penalty 666.632949 = -32603.877079 nChanged 34 SP:Iteration 5Q (12.990655 sec): 3 clusters Score: Raw -33295.671823 + Penalty 667.891394 = -32627.780429 nChanged 32 SP:Iteration 6Q (12.992154 sec): 3 clusters Score: Raw -33316.711394 + Penalty 669.223016 = -32647.488378 nChanged 18 SP:Iteration 7Q (12.993681 sec): 3 clusters Score: Raw -33326.938387 + Penalty 669.146595 = -32657.791791 nChanged 15 SP:Iteration 8Q (12.995200 sec): 3 clusters Score: Raw -33335.122676 + Penalty 668.508273 = -32666.614403 nChanged 13 SP:Iteration 9Q (12.996674 sec): 3 clusters Score: Raw -33341.640751 + Penalty 667.978778 = -32673.661973 nChanged 15 SP:Iteration 10F (12.998140 sec): 3 clusters Score: Raw -33349.947808 + Penalty 666.688838 = -32683.258969 nChanged 14 SP:Iteration 11Q (12.999568 sec): 3 clusters Score: Raw -33361.071124 + Penalty 665.850864 = -32695.220260 nChanged 11 SP:Iteration 12Q (13.000978 sec): 3 clusters Score: Raw -33367.188373 + Penalty 665.573392 = -32701.614981 nChanged 11 SP:Iteration 13Q (13.002381 sec): 3 clusters Score: Raw -33372.117648 + Penalty 663.918059 = -32708.199589 nChanged 10 SP:Iteration 14Q (13.003797 sec): 3 clusters Score: Raw -33376.472654 + Penalty 662.434361 = -32714.038293 nChanged 10 SP:Iteration 15Q (13.005187 sec): 3 clusters Score: Raw -33382.536558 + Penalty 659.981718 = -32722.554839 nChanged 12 SP:Iteration 16Q (13.006561 sec): 3 clusters Score: Raw -33390.097630 + Penalty 663.375659 = -32726.721971 nChanged 11 SP:Iteration 17Q (13.007910 sec): 3 clusters Score: Raw -33394.640362 + Penalty 659.666768 = -32734.973594 nChanged 11 SP:Iteration 18Q (13.009279 sec): 3 clusters Score: Raw -33401.548096 + Penalty 660.049173 = -32741.498923 nChanged 11 SP:Iteration 19Q (13.010712 sec): 3 clusters Score: Raw -33409.083338 + Penalty 661.456824 = -32747.626514 nChanged 6 SP:Iteration 20F (13.012168 sec): 3 clusters Score: Raw -33414.149497 + Penalty 663.313259 = -32750.836238 nChanged 5 SP:Iteration 21Q (13.013520 sec): 3 clusters Score: Raw -33417.730763 + Penalty 662.065261 = -32755.665501 nChanged 2 SP:Iteration 22Q (13.014848 sec): 3 clusters Score: Raw -33418.084084 + Penalty 660.728854 = -32757.355230 nChanged 2 SP:Iteration 23Q (13.016175 sec): 3 clusters Score: Raw -33418.850203 + Penalty 662.513916 = -32756.336287 nChanged 2 SP:Iteration 24F (13.017633 sec): 3 clusters Score: Raw -33420.628499 + Penalty 663.191586 = -32757.436913 nChanged 4 SP:Iteration 25Q (13.018947 sec): 3 clusters Score: Raw -33424.487227 + Penalty 663.736578 = -32760.750649 nChanged 4 SP:Iteration 26Q (13.020272 sec): 3 clusters Score: Raw -33428.582570 + Penalty 662.891779 = -32765.690791 nChanged 3 SP:Iteration 27Q (13.021591 sec): 3 clusters Score: Raw -33431.181304 + Penalty 660.057779 = -32771.123526 nChanged 2 SP:Iteration 28Q (13.022878 sec): 3 clusters Score: Raw -33432.957543 + Penalty 653.498748 = -32779.458795 nChanged 4 SP:Iteration 29Q (13.024162 sec): 3 clusters Score: Raw -33438.496966 + Penalty 655.737500 = -32782.759466 nChanged 2 SP:Iteration 30F (13.025625 sec): 3 clusters Score: Raw -33439.283461 + Penalty 656.614847 = -32782.668614 nChanged 1 SP:Iteration 31F (13.027100 sec): 3 clusters Score: Raw -33440.330441 + Penalty 656.254635 = -32784.075806 nChanged 1 SP:Iteration 32Q (13.028365 sec): 3 clusters Score: Raw -33440.511475 + Penalty 656.254635 = -32784.256840 nChanged 0 SP:Iteration 33F (13.029814 sec): 3 clusters Score: Raw -33440.511475 + Penalty 656.254635 = -32784.256840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.030597 sec): 2 clusters Score: Raw -1399.530394 + Penalty 252.749720 = -1146.780674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.030871 sec): 3 clusters Score: Raw -1438.438439 + Penalty 495.826232 = -942.612208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.031447 sec): 2 clusters Score: Raw -1725.985709 + Penalty 602.155355 = -1123.830354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.031739 sec): 3 clusters Score: Raw -1936.126035 + Penalty 1203.775373 = -732.350662 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.035426 sec): 2 clusters Score: Raw -48147.325658 + Penalty 171.758361 = -47975.567297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.037541 sec): 3 clusters Score: Raw -47510.733165 + Penalty 398.824333 = -47111.908833 nChanged 450 SP:Iteration 1F (13.039565 sec): 3 clusters Score: Raw -47966.051732 + Penalty 434.754055 = -47531.297677 nChanged 107 SP:Iteration 2F (13.041574 sec): 3 clusters Score: Raw -48073.359175 + Penalty 459.596343 = -47613.762831 nChanged 46 SP:Iteration 3Q (13.043584 sec): 3 clusters Score: Raw -48118.048113 + Penalty 507.184616 = -47610.863497 nChanged 21 SP:Iteration 4F (13.045560 sec): 3 clusters Score: Raw -48145.581775 + Penalty 519.250799 = -47626.330976 nChanged 8 SP:Iteration 5Q (13.047336 sec): 3 clusters Score: Raw -48153.969166 + Penalty 537.629767 = -47616.339400 nChanged 6 SP:Iteration 6F (13.049317 sec): 3 clusters Score: Raw -48160.739974 + Penalty 550.041154 = -47610.698820 nChanged 6 SP:Iteration 7F (13.051298 sec): 3 clusters Score: Raw -48165.155344 + Penalty 560.723368 = -47604.431976 nChanged 3 SP:Iteration 8F (13.053275 sec): 3 clusters Score: Raw -48166.544434 + Penalty 565.966159 = -47600.578275 nChanged 1 SP:Iteration 9F (13.055249 sec): 3 clusters Score: Raw -48167.437548 + Penalty 574.525934 = -47592.911614 nChanged 2 SP:Iteration 10F (13.057225 sec): 3 clusters Score: Raw -48169.227267 + Penalty 574.525934 = -47594.701333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.058268 sec): 2 clusters Score: Raw -9512.484146 + Penalty 628.973617 = -8883.510529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.058868 sec): 3 clusters Score: Raw -9513.566664 + Penalty 1256.762661 = -8256.804003 nChanged 22 SP:Iteration 1F (13.059413 sec): 3 clusters Score: Raw -9547.526386 + Penalty 1257.045318 = -8290.481068 nChanged 3 SP:Iteration 2Q (13.059950 sec): 3 clusters Score: Raw -9562.097730 + Penalty 1256.966758 = -8305.130972 nChanged 1 SP:Iteration 3Q (13.060482 sec): 3 clusters Score: Raw -9563.850301 + Penalty 1256.716075 = -8307.134225 nChanged 1 SP:Iteration 4Q (13.061015 sec): 3 clusters Score: Raw -9564.166208 + Penalty 1256.716075 = -8307.450133 nChanged 0 SP:Iteration 5F (13.061560 sec): 3 clusters Score: Raw -9564.166208 + Penalty 1256.716075 = -8307.450133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.062185 sec): 2 clusters Score: Raw -2488.716285 + Penalty 164.069500 = -2324.646785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.062540 sec): 3 clusters Score: Raw -2483.596536 + Penalty 329.459197 = -2154.137339 nChanged 7 SP:Iteration 1F (13.062862 sec): 3 clusters Score: Raw -2490.749758 + Penalty 328.139001 = -2162.610757 nChanged 2 SP:Iteration 2Q (13.063174 sec): 3 clusters Score: Raw -2492.631732 + Penalty 328.139001 = -2164.492731 nChanged 0 SP:Iteration 3F (13.063486 sec): 3 clusters Score: Raw -2492.631732 + Penalty 328.139001 = -2164.492731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.065597 sec): 2 clusters Score: Raw -16112.017435 + Penalty 429.452412 = -15682.565022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.066438 sec): 3 clusters Score: Raw -15983.036248 + Penalty 858.712992 = -15124.323256 nChanged 91 SP:Iteration 1F (13.067265 sec): 3 clusters Score: Raw -16039.999724 + Penalty 855.281948 = -15184.717776 nChanged 29 SP:Iteration 2F (13.068098 sec): 3 clusters Score: Raw -16062.616692 + Penalty 850.150607 = -15212.466085 nChanged 20 SP:Iteration 3F (13.068894 sec): 3 clusters Score: Raw -16080.488660 + Penalty 846.460408 = -15234.028251 nChanged 10 SP:Iteration 4Q (13.069683 sec): 3 clusters Score: Raw -16089.840076 + Penalty 845.063264 = -15244.776811 nChanged 3 SP:Iteration 5Q (13.070469 sec): 3 clusters Score: Raw -16093.027920 + Penalty 845.146937 = -15247.880983 nChanged 3 SP:Iteration 6Q (13.071260 sec): 3 clusters Score: Raw -16096.992053 + Penalty 844.194267 = -15252.797787 nChanged 5 SP:Iteration 7Q (13.072067 sec): 3 clusters Score: Raw -16099.602112 + Penalty 842.889527 = -15256.712585 nChanged 5 SP:Iteration 8Q (13.072882 sec): 3 clusters Score: Raw -16107.775842 + Penalty 839.564134 = -15268.211708 nChanged 10 SP:Iteration 9Q (13.073669 sec): 3 clusters Score: Raw -16112.800808 + Penalty 839.375076 = -15273.425733 nChanged 5 SP:Iteration 10F (13.074466 sec): 3 clusters Score: Raw -16115.591995 + Penalty 837.478211 = -15278.113785 nChanged 4 SP:Iteration 11Q (13.075251 sec): 3 clusters Score: Raw -16118.181601 + Penalty 835.473714 = -15282.707887 nChanged 7 SP:Iteration 12Q (13.076037 sec): 3 clusters Score: Raw -16123.844430 + Penalty 834.890250 = -15288.954180 nChanged 4 SP:Iteration 13Q (13.076823 sec): 3 clusters Score: Raw -16127.113695 + Penalty 832.917041 = -15294.196654 nChanged 7 SP:Iteration 14Q (13.077658 sec): 3 clusters Score: Raw -16134.539651 + Penalty 831.780803 = -15302.758848 nChanged 3 SP:Iteration 15Q (13.078444 sec): 3 clusters Score: Raw -16136.149618 + Penalty 829.121625 = -15307.027993 nChanged 5 SP:Iteration 16Q (13.079265 sec): 3 clusters Score: Raw -16140.107384 + Penalty 829.870985 = -15310.236399 nChanged 6 SP:Iteration 17Q (13.080081 sec): 3 clusters Score: Raw -16142.511244 + Penalty 830.524250 = -15311.986994 nChanged 5 SP:Iteration 18Q (13.080899 sec): 3 clusters Score: Raw -16145.266360 + Penalty 832.030010 = -15313.236350 nChanged 2 SP:Iteration 19Q (13.081720 sec): 3 clusters Score: Raw -16146.995519 + Penalty 832.972363 = -15314.023156 nChanged 2 SP:Iteration 20F (13.082554 sec): 3 clusters Score: Raw -16148.752763 + Penalty 832.697564 = -15316.055199 nChanged 2 SP:Iteration 21Q (13.083374 sec): 3 clusters Score: Raw -16150.512989 + Penalty 832.697564 = -15317.815425 nChanged 0 SP:Iteration 22F (13.084208 sec): 3 clusters Score: Raw -16150.512989 + Penalty 832.697564 = -15317.815425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.084876 sec): 2 clusters Score: Raw -1646.972314 + Penalty 214.860595 = -1432.111719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.085157 sec): 3 clusters Score: Raw -1658.695394 + Penalty 428.613779 = -1230.081615 nChanged 4 SP:Iteration 1F (13.085435 sec): 3 clusters Score: Raw -1669.362866 + Penalty 434.406908 = -1234.955959 nChanged 2 SP:Iteration 2F (13.085743 sec): 3 clusters Score: Raw -1680.919752 + Penalty 431.359862 = -1249.559890 nChanged 1 SP:Iteration 3Q (13.086011 sec): 3 clusters Score: Raw -1687.629402 + Penalty 427.815433 = -1259.813969 nChanged 1 SP:Iteration 4Q (13.086275 sec): 3 clusters Score: Raw -1691.917285 + Penalty 427.815433 = -1264.101852 nChanged 0 SP:Iteration 5F (13.086550 sec): 3 clusters Score: Raw -1691.917285 + Penalty 427.815433 = -1264.101852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 15 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.089525 sec): 2 clusters Score: Raw -24498.234465 + Penalty 445.357010 = -24052.877456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.090666 sec): 3 clusters Score: Raw -24255.332747 + Penalty 890.429544 = -23364.903203 nChanged 148 SP:Iteration 1F (13.091776 sec): 3 clusters Score: Raw -24358.269133 + Penalty 890.899416 = -23467.369716 nChanged 48 SP:Iteration 2F (13.092900 sec): 3 clusters Score: Raw -24401.043012 + Penalty 894.260737 = -23506.782275 nChanged 36 SP:Iteration 3F (13.094055 sec): 3 clusters Score: Raw -24444.207441 + Penalty 908.603130 = -23535.604312 nChanged 35 SP:Iteration 4F (13.095213 sec): 3 clusters Score: Raw -24484.821445 + Penalty 933.198041 = -23551.623405 nChanged 26 SP:Iteration 5F (13.096372 sec): 3 clusters Score: Raw -24513.574676 + Penalty 963.675331 = -23549.899345 nChanged 23 SP:Iteration 6F (13.097534 sec): 3 clusters Score: Raw -24541.358601 + Penalty 993.891977 = -23547.466624 nChanged 22 SP:Iteration 7F (13.098700 sec): 3 clusters Score: Raw -24570.636614 + Penalty 1012.812962 = -23557.823652 nChanged 13 SP:Iteration 8Q (13.099819 sec): 3 clusters Score: Raw -24587.092402 + Penalty 1025.934631 = -23561.157771 nChanged 14 SP:Iteration 9Q (13.100877 sec): 3 clusters Score: Raw -24604.216770 + Penalty 1032.544999 = -23571.671770 nChanged 6 SP:Iteration 10F (13.102050 sec): 3 clusters Score: Raw -24608.732800 + Penalty 1039.235739 = -23569.497061 nChanged 6 SP:Iteration 11F (13.103218 sec): 3 clusters Score: Raw -24613.042772 + Penalty 1041.885114 = -23571.157658 nChanged 4 SP:Iteration 12Q (13.104278 sec): 3 clusters Score: Raw -24618.569050 + Penalty 1040.284243 = -23578.284807 nChanged 1 SP:Iteration 13Q (13.105336 sec): 3 clusters Score: Raw -24619.254113 + Penalty 1040.284243 = -23578.969870 nChanged 0 SP:Iteration 14F (13.106503 sec): 3 clusters Score: Raw -24619.254113 + Penalty 1040.284243 = -23578.969870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107085 sec): 2 clusters Score: Raw -239.127161 + Penalty 123.284820 = -115.842341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.107303 sec): 3 clusters Score: Raw -241.459256 + Penalty 200.726740 = -40.732516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107834 sec): 2 clusters Score: Raw -1264.009854 + Penalty 130.218702 = -1133.791152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.108099 sec): 3 clusters Score: Raw -1277.378737 + Penalty 260.437405 = -1016.941332 nChanged 1 SP:Iteration 1Q (13.108354 sec): 3 clusters Score: Raw -1281.065212 + Penalty 260.437405 = -1020.627807 nChanged 0 SP:Iteration 2F (13.108613 sec): 3 clusters Score: Raw -1281.065212 + Penalty 260.437405 = -1020.627807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.109111 sec): 2 clusters Score: Raw -708.847889 + Penalty 71.681869 = -637.166019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.109353 sec): 3 clusters Score: Raw -706.258576 + Penalty 168.380937 = -537.877639 nChanged 4 SP:Iteration 1F (13.109620 sec): 3 clusters Score: Raw -722.598274 + Penalty 168.380937 = -554.217337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.110099 sec): 2 clusters Score: Raw -393.571566 + Penalty 173.462580 = -220.108986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.110323 sec): 3 clusters Score: Raw -385.793648 + Penalty 326.993302 = -58.800345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.110785 sec): 2 clusters Score: Raw -112.167913 + Penalty 94.436104 = -17.731808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.110994 sec): 3 clusters Score: Raw -103.276606 + Penalty 188.872209 = 85.595603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.113761 sec): 2 clusters Score: Raw -34637.884544 + Penalty 205.158667 = -34432.725876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.115367 sec): 3 clusters Score: Raw -34206.959418 + Penalty 415.895257 = -33791.064161 nChanged 322 SP:Iteration 1F (13.116940 sec): 3 clusters Score: Raw -34453.443091 + Penalty 431.551727 = -34021.891364 nChanged 117 SP:Iteration 2F (13.118513 sec): 3 clusters Score: Raw -34584.006122 + Penalty 433.340840 = -34150.665282 nChanged 45 SP:Iteration 3F (13.120126 sec): 3 clusters Score: Raw -34613.214616 + Penalty 433.133838 = -34180.080777 nChanged 23 SP:Iteration 4Q (13.121829 sec): 3 clusters Score: Raw -34629.076550 + Penalty 430.946204 = -34198.130347 nChanged 15 SP:Iteration 5Q (13.123522 sec): 3 clusters Score: Raw -34637.288466 + Penalty 434.676750 = -34202.611717 nChanged 9 SP:Iteration 6Q (13.125106 sec): 3 clusters Score: Raw -34642.854019 + Penalty 436.490156 = -34206.363862 nChanged 7 SP:Iteration 7Q (13.126672 sec): 3 clusters Score: Raw -34647.772487 + Penalty 439.750216 = -34208.022271 nChanged 7 SP:Iteration 8Q (13.128227 sec): 3 clusters Score: Raw -34653.163088 + Penalty 434.159231 = -34219.003857 nChanged 7 SP:Iteration 9Q (13.129907 sec): 3 clusters Score: Raw -34656.758710 + Penalty 440.617491 = -34216.141219 nChanged 8 SP:Iteration 10F (13.131607 sec): 3 clusters Score: Raw -34660.621877 + Penalty 447.869135 = -34212.752742 nChanged 6 SP:Iteration 11F (13.133201 sec): 3 clusters Score: Raw -34664.797121 + Penalty 452.734813 = -34212.062308 nChanged 3 SP:Iteration 12F (13.134789 sec): 3 clusters Score: Raw -34667.082201 + Penalty 454.523733 = -34212.558469 nChanged 1 SP:Iteration 13Q (13.136334 sec): 3 clusters Score: Raw -34667.579841 + Penalty 456.266093 = -34211.313748 nChanged 1 SP:Iteration 14F (13.138044 sec): 3 clusters Score: Raw -34668.809266 + Penalty 458.851290 = -34209.957976 nChanged 3 SP:Iteration 15F (13.139624 sec): 3 clusters Score: Raw -34671.002863 + Penalty 458.851290 = -34212.151573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.141840 sec): 2 clusters Score: Raw -3084.180472 + Penalty 273.459225 = -2810.721247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.142179 sec): 3 clusters Score: Raw -3081.200831 + Penalty 549.318078 = -2531.882753 nChanged 6 SP:Iteration 1F (13.142503 sec): 3 clusters Score: Raw -3086.407814 + Penalty 549.269541 = -2537.138273 nChanged 1 SP:Iteration 2Q (13.142822 sec): 3 clusters Score: Raw -3089.306896 + Penalty 550.772072 = -2538.534824 nChanged 1 SP:Iteration 3Q (13.143144 sec): 3 clusters Score: Raw -3090.314682 + Penalty 550.772072 = -2539.542610 nChanged 0 SP:Iteration 4F (13.143465 sec): 3 clusters Score: Raw -3090.314682 + Penalty 550.772072 = -2539.542610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.144043 sec): 2 clusters Score: Raw -1367.262527 + Penalty 496.317651 = -870.944876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.144309 sec): 3 clusters Score: Raw -1493.514331 + Penalty 995.777109 = -497.737222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.144826 sec): 2 clusters Score: Raw -1121.795603 + Penalty 331.472901 = -790.322702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.145077 sec): 3 clusters Score: Raw -1159.022373 + Penalty 662.774342 = -496.248031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.145593 sec): 2 clusters Score: Raw -1174.312094 + Penalty 329.203028 = -845.109066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.145846 sec): 3 clusters Score: Raw -1216.042807 + Penalty 659.546448 = -556.496359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.146637 sec): 2 clusters Score: Raw -5469.322585 + Penalty 609.328822 = -4859.993763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.147075 sec): 3 clusters Score: Raw -5533.199359 + Penalty 1219.009195 = -4314.190164 nChanged 17 SP:Iteration 1F (13.147506 sec): 3 clusters Score: Raw -5587.217075 + Penalty 1219.081345 = -4368.135729 nChanged 1 SP:Iteration 2Q (13.147916 sec): 3 clusters Score: Raw -5588.494516 + Penalty 1219.081345 = -4369.413170 nChanged 0 SP:Iteration 3F (13.148346 sec): 3 clusters Score: Raw -5588.494516 + Penalty 1219.081345 = -4369.413170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.148852 sec): 2 clusters Score: Raw -803.219650 + Penalty 209.213716 = -594.005934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.149096 sec): 3 clusters Score: Raw -814.681737 + Penalty 406.286177 = -408.395560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.149615 sec): 2 clusters Score: Raw -1209.006181 + Penalty 306.684946 = -902.321234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.149872 sec): 3 clusters Score: Raw -1259.276599 + Penalty 605.876942 = -653.399657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.150334 sec): 2 clusters Score: Raw -112.105326 + Penalty 71.990527 = -40.114800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.150530 sec): 2 clusters Score: Raw -112.105326 + Penalty 71.990527 = -40.114800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.151121 sec): 2 clusters Score: Raw -2382.845204 + Penalty 196.197638 = -2186.647566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.151426 sec): 3 clusters Score: Raw -2379.837663 + Penalty 391.475856 = -1988.361806 nChanged 9 SP:Iteration 1F (13.151733 sec): 3 clusters Score: Raw -2394.362055 + Penalty 393.567911 = -2000.794144 nChanged 2 SP:Iteration 2Q (13.152031 sec): 3 clusters Score: Raw -2397.968442 + Penalty 396.304498 = -2001.663944 nChanged 1 SP:Iteration 3Q (13.152330 sec): 3 clusters Score: Raw -2399.822913 + Penalty 396.304498 = -2003.518415 nChanged 0 SP:Iteration 4F (13.152630 sec): 3 clusters Score: Raw -2399.822913 + Penalty 396.304498 = -2003.518415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.153138 sec): 2 clusters Score: Raw -549.537181 + Penalty 262.180882 = -287.356299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.153366 sec): 3 clusters Score: Raw -550.409079 + Penalty 551.378369 = 0.969290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.154380 sec): 2 clusters Score: Raw -9929.834830 + Penalty 810.024224 = -9119.810606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.154996 sec): 3 clusters Score: Raw -9997.497522 + Penalty 1620.359040 = -8377.138483 nChanged 25 SP:Iteration 1F (13.155572 sec): 3 clusters Score: Raw -10048.393278 + Penalty 1621.107654 = -8427.285624 nChanged 8 SP:Iteration 2Q (13.156133 sec): 3 clusters Score: Raw -10078.734624 + Penalty 1621.167011 = -8457.567614 nChanged 1 SP:Iteration 3Q (13.156704 sec): 3 clusters Score: Raw -10083.521073 + Penalty 1621.117209 = -8462.403865 nChanged 1 SP:Iteration 4Q (13.157267 sec): 3 clusters Score: Raw -10084.496460 + Penalty 1621.480125 = -8463.016335 nChanged 1 SP:Iteration 5Q (13.157828 sec): 3 clusters Score: Raw -10090.733723 + Penalty 1621.480125 = -8469.253598 nChanged 0 SP:Iteration 6F (13.158427 sec): 3 clusters Score: Raw -10090.733723 + Penalty 1621.480125 = -8469.253598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.158985 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.159265 sec): 3 clusters Score: Raw -1731.225134 + Penalty 112.418072 = -1618.807063 nChanged 12 SP:Iteration 1F (13.159535 sec): 3 clusters Score: Raw -1742.234038 + Penalty 117.153807 = -1625.080232 nChanged 6 SP:Iteration 2F (13.159797 sec): 3 clusters Score: Raw -1748.420568 + Penalty 121.283412 = -1627.137156 nChanged 2 SP:Iteration 3F (13.160054 sec): 3 clusters Score: Raw -1749.325835 + Penalty 65.011910 = -1684.313925 nChanged 1 SP:Iteration 4Q (13.160296 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 SP:Iteration 5F (13.160537 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.161417 sec): 2 clusters Score: Raw -7643.043294 + Penalty 287.489059 = -7355.554234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.161921 sec): 3 clusters Score: Raw -7603.861091 + Penalty 572.132980 = -7031.728111 nChanged 35 SP:Iteration 1F (13.162418 sec): 3 clusters Score: Raw -7637.530550 + Penalty 571.025335 = -7066.505215 nChanged 12 SP:Iteration 2F (13.162913 sec): 3 clusters Score: Raw -7655.612823 + Penalty 570.380227 = -7085.232596 nChanged 6 SP:Iteration 3Q (13.163400 sec): 3 clusters Score: Raw -7658.911423 + Penalty 569.543674 = -7089.367749 nChanged 6 SP:Iteration 4Q (13.163886 sec): 3 clusters Score: Raw -7663.468832 + Penalty 568.316034 = -7095.152798 nChanged 5 SP:Iteration 5Q (13.164368 sec): 3 clusters Score: Raw -7667.740119 + Penalty 565.847679 = -7101.892440 nChanged 6 SP:Iteration 6Q (13.164842 sec): 3 clusters Score: Raw -7673.526817 + Penalty 563.487186 = -7110.039630 nChanged 4 SP:Iteration 7Q (13.165321 sec): 3 clusters Score: Raw -7677.156260 + Penalty 561.616570 = -7115.539690 nChanged 3 SP:Iteration 8Q (13.165796 sec): 3 clusters Score: Raw -7678.599329 + Penalty 562.367376 = -7116.231953 nChanged 5 SP:Iteration 9Q (13.166271 sec): 3 clusters Score: Raw -7682.825508 + Penalty 562.056927 = -7120.768581 nChanged 1 SP:Iteration 10F (13.166781 sec): 3 clusters Score: Raw -7683.034301 + Penalty 562.056927 = -7120.977374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.167396 sec): 2 clusters Score: Raw -2612.239408 + Penalty 446.620751 = -2165.618657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.167715 sec): 3 clusters Score: Raw -2681.741513 + Penalty 891.882594 = -1789.858919 nChanged 3 SP:Iteration 1F (13.168027 sec): 3 clusters Score: Raw -2695.807034 + Penalty 891.882594 = -1803.924440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.168517 sec): 2 clusters Score: Raw -527.311269 + Penalty 176.807728 = -350.503541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.168749 sec): 3 clusters Score: Raw -538.415450 + Penalty 359.797858 = -178.617593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.171300 sec): 2 clusters Score: Raw -38130.799396 + Penalty 482.034205 = -37648.765191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.172864 sec): 3 clusters Score: Raw -37790.111963 + Penalty 962.673308 = -36827.438656 nChanged 275 SP:Iteration 1F (13.174400 sec): 3 clusters Score: Raw -38007.995927 + Penalty 963.964387 = -37044.031540 nChanged 95 SP:Iteration 2F (13.176040 sec): 3 clusters Score: Raw -38130.190887 + Penalty 968.467373 = -37161.723514 nChanged 54 SP:Iteration 3F (13.177641 sec): 3 clusters Score: Raw -38183.235649 + Penalty 972.659746 = -37210.575903 nChanged 34 SP:Iteration 4Q (13.179161 sec): 3 clusters Score: Raw -38209.641963 + Penalty 977.600946 = -37232.041018 nChanged 26 SP:Iteration 5Q (13.180767 sec): 3 clusters Score: Raw -38232.781689 + Penalty 979.669818 = -37253.111871 nChanged 19 SP:Iteration 6Q (13.182343 sec): 3 clusters Score: Raw -38244.076664 + Penalty 979.772957 = -37264.303707 nChanged 8 SP:Iteration 7Q (13.183928 sec): 3 clusters Score: Raw -38249.917404 + Penalty 981.228854 = -37268.688550 nChanged 5 SP:Iteration 8Q (13.185506 sec): 3 clusters Score: Raw -38252.402719 + Penalty 981.723770 = -37270.678949 nChanged 3 SP:Iteration 9Q (13.187023 sec): 3 clusters Score: Raw -38254.742268 + Penalty 981.684402 = -37273.057866 nChanged 5 SP:Iteration 10F (13.188525 sec): 3 clusters Score: Raw -38256.941681 + Penalty 984.354002 = -37272.587679 nChanged 3 SP:Iteration 11F (13.190141 sec): 3 clusters Score: Raw -38259.955125 + Penalty 985.825819 = -37274.129306 nChanged 4 SP:Iteration 12Q (13.191724 sec): 3 clusters Score: Raw -38263.569907 + Penalty 985.042520 = -37278.527387 nChanged 1 SP:Iteration 13Q (13.193200 sec): 3 clusters Score: Raw -38264.480147 + Penalty 985.042520 = -37279.437627 nChanged 0 SP:Iteration 14F (13.194682 sec): 3 clusters Score: Raw -38264.480147 + Penalty 985.042520 = -37279.437627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.195265 sec): 2 clusters Score: Raw -1084.860272 + Penalty 310.194244 = -774.666028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.195522 sec): 3 clusters Score: Raw -1111.325917 + Penalty 620.751309 = -490.574609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.196041 sec): 2 clusters Score: Raw -930.696389 + Penalty 335.568632 = -595.127757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.196289 sec): 3 clusters Score: Raw -1015.338022 + Penalty 671.137263 = -344.200759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.197104 sec): 2 clusters Score: Raw -5513.755439 + Penalty 542.158063 = -4971.597375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.197533 sec): 3 clusters Score: Raw -5549.324519 + Penalty 1081.273977 = -4468.050542 nChanged 12 SP:Iteration 1F (13.197964 sec): 3 clusters Score: Raw -5589.352453 + Penalty 1080.661973 = -4508.690480 nChanged 4 SP:Iteration 2Q (13.198367 sec): 3 clusters Score: Raw -5603.569628 + Penalty 1080.845202 = -4522.724426 nChanged 1 SP:Iteration 3Q (13.198765 sec): 3 clusters Score: Raw -5604.678859 + Penalty 1080.845202 = -4523.833657 nChanged 0 SP:Iteration 4F (13.199184 sec): 3 clusters Score: Raw -5604.678859 + Penalty 1080.845202 = -4523.833657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 41 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.202112 sec): 2 clusters Score: Raw -24090.288889 + Penalty 350.330612 = -23739.958277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.203309 sec): 3 clusters Score: Raw -23814.288145 + Penalty 696.674274 = -23117.613871 nChanged 178 SP:Iteration 1F (13.204455 sec): 3 clusters Score: Raw -23928.480777 + Penalty 698.326957 = -23230.153821 nChanged 73 SP:Iteration 2F (13.205598 sec): 3 clusters Score: Raw -23993.993519 + Penalty 700.763478 = -23293.230041 nChanged 37 SP:Iteration 3F (13.206726 sec): 3 clusters Score: Raw -24033.338294 + Penalty 702.566652 = -23330.771642 nChanged 21 SP:Iteration 4Q (13.207830 sec): 3 clusters Score: Raw -24044.765237 + Penalty 704.793426 = -23339.971810 nChanged 13 SP:Iteration 5Q (13.208943 sec): 3 clusters Score: Raw -24050.831369 + Penalty 707.511588 = -23343.319781 nChanged 9 SP:Iteration 6Q (13.210044 sec): 3 clusters Score: Raw -24054.623387 + Penalty 710.486127 = -23344.137260 nChanged 12 SP:Iteration 7Q (13.211143 sec): 3 clusters Score: Raw -24060.314849 + Penalty 714.412986 = -23345.901863 nChanged 13 SP:Iteration 8Q (13.212238 sec): 3 clusters Score: Raw -24065.931594 + Penalty 720.394249 = -23345.537345 nChanged 9 SP:Iteration 9F (13.213367 sec): 3 clusters Score: Raw -24070.976909 + Penalty 725.692886 = -23345.284022 nChanged 11 SP:Iteration 10F (13.214494 sec): 3 clusters Score: Raw -24076.861089 + Penalty 728.661449 = -23348.199640 nChanged 14 SP:Iteration 11Q (13.215570 sec): 3 clusters Score: Raw -24086.146732 + Penalty 734.606660 = -23351.540072 nChanged 15 SP:Iteration 12Q (13.216634 sec): 3 clusters Score: Raw -24096.859546 + Penalty 742.556575 = -23354.302971 nChanged 11 SP:Iteration 13Q (13.217695 sec): 3 clusters Score: Raw -24104.213530 + Penalty 749.411505 = -23354.802025 nChanged 4 SP:Iteration 14Q (13.218720 sec): 3 clusters Score: Raw -24106.287368 + Penalty 752.100586 = -23354.186782 nChanged 5 SP:Iteration 15F (13.219834 sec): 3 clusters Score: Raw -24108.962738 + Penalty 756.295394 = -23352.667344 nChanged 4 SP:Iteration 16F (13.220947 sec): 3 clusters Score: Raw -24110.900752 + Penalty 756.059997 = -23354.840754 nChanged 2 SP:Iteration 17Q (13.221998 sec): 3 clusters Score: Raw -24112.010323 + Penalty 753.176311 = -23358.834012 nChanged 2 SP:Iteration 18Q (13.223027 sec): 3 clusters Score: Raw -24112.696668 + Penalty 753.627983 = -23359.068685 nChanged 2 SP:Iteration 19Q (13.224056 sec): 3 clusters Score: Raw -24115.807281 + Penalty 759.061254 = -23356.746027 nChanged 2 SP:Iteration 20F (13.225170 sec): 3 clusters Score: Raw -24117.409806 + Penalty 763.275329 = -23354.134477 nChanged 1 SP:Iteration 21F (13.226282 sec): 3 clusters Score: Raw -24118.029469 + Penalty 769.358015 = -23348.671454 nChanged 1 SP:Iteration 22F (13.227394 sec): 3 clusters Score: Raw -24118.301130 + Penalty 772.286151 = -23346.014978 nChanged 1 SP:Iteration 23F (13.228506 sec): 3 clusters Score: Raw -24118.563498 + Penalty 772.286151 = -23346.277347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.229790 sec): 2 clusters Score: Raw -2815.889105 + Penalty 251.489446 = -2564.399659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.230116 sec): 3 clusters Score: Raw -2803.656163 + Penalty 497.490213 = -2306.165950 nChanged 10 SP:Iteration 1F (13.230439 sec): 3 clusters Score: Raw -2813.514430 + Penalty 497.490213 = -2316.024217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.230958 sec): 2 clusters Score: Raw -999.797658 + Penalty 279.313522 = -720.484136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.231204 sec): 3 clusters Score: Raw -1029.816540 + Penalty 558.926067 = -470.890473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.231803 sec): 2 clusters Score: Raw -2375.403122 + Penalty 223.074444 = -2152.328678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.232116 sec): 3 clusters Score: Raw -2364.925575 + Penalty 453.387705 = -1911.537870 nChanged 7 SP:Iteration 1F (13.232422 sec): 3 clusters Score: Raw -2378.439008 + Penalty 453.387705 = -1925.051303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.232968 sec): 2 clusters Score: Raw -1640.981831 + Penalty 399.579703 = -1241.402128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.233240 sec): 3 clusters Score: Raw -1708.152090 + Penalty 799.957959 = -908.194131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.234200 sec): 2 clusters Score: Raw -9056.191451 + Penalty 484.846993 = -8571.344458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.234763 sec): 3 clusters Score: Raw -9018.656773 + Penalty 975.790075 = -8042.866697 nChanged 31 SP:Iteration 1F (13.235296 sec): 3 clusters Score: Raw -9059.998300 + Penalty 985.146418 = -8074.851882 nChanged 12 SP:Iteration 2F (13.235883 sec): 3 clusters Score: Raw -9080.402368 + Penalty 990.064735 = -8090.337634 nChanged 10 SP:Iteration 3F (13.236459 sec): 3 clusters Score: Raw -9098.830430 + Penalty 992.281693 = -8106.548737 nChanged 3 SP:Iteration 4Q (13.237013 sec): 3 clusters Score: Raw -9101.111508 + Penalty 993.849181 = -8107.262327 nChanged 1 SP:Iteration 5Q (13.237559 sec): 3 clusters Score: Raw -9102.131759 + Penalty 993.849181 = -8108.282578 nChanged 0 SP:Iteration 6F (13.238113 sec): 3 clusters Score: Raw -9102.131759 + Penalty 993.849181 = -8108.282578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.238695 sec): 2 clusters Score: Raw -2411.409834 + Penalty 530.218191 = -1881.191643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.238991 sec): 3 clusters Score: Raw -2529.381275 + Penalty 1055.064455 = -1474.316820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.239502 sec): 2 clusters Score: Raw -1111.105507 + Penalty 402.858463 = -708.247043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.239752 sec): 3 clusters Score: Raw -1197.454387 + Penalty 805.877389 = -391.576998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.240289 sec): 2 clusters Score: Raw -1416.917036 + Penalty 244.099189 = -1172.817846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.240565 sec): 3 clusters Score: Raw -1440.064904 + Penalty 483.077500 = -956.987403 nChanged 2 SP:Iteration 1F (13.240860 sec): 3 clusters Score: Raw -1444.664127 + Penalty 483.077500 = -961.586627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.241436 sec): 2 clusters Score: Raw -2299.246104 + Penalty 388.555889 = -1910.690215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.241729 sec): 3 clusters Score: Raw -2315.168176 + Penalty 777.064839 = -1538.103337 nChanged 2 SP:Iteration 1Q (13.242012 sec): 3 clusters Score: Raw -2322.988061 + Penalty 777.064839 = -1545.923222 nChanged 0 SP:Iteration 2F (13.242299 sec): 3 clusters Score: Raw -2322.988061 + Penalty 777.064839 = -1545.923222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.242761 sec): 2 clusters Score: Raw -107.638465 + Penalty 69.897325 = -37.741140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.242971 sec): 3 clusters Score: Raw -99.960963 + Penalty 139.794649 = 39.833686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.243654 sec): 2 clusters Score: Raw -4045.790495 + Penalty 433.898937 = -3611.891558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.244008 sec): 3 clusters Score: Raw -4065.491667 + Penalty 869.412311 = -3196.079356 nChanged 6 SP:Iteration 1F (13.244357 sec): 3 clusters Score: Raw -4076.824503 + Penalty 875.079715 = -3201.744789 nChanged 3 SP:Iteration 2Q (13.244698 sec): 3 clusters Score: Raw -4083.501787 + Penalty 875.902395 = -3207.599392 nChanged 1 SP:Iteration 3Q (13.245038 sec): 3 clusters Score: Raw -4085.895298 + Penalty 875.902395 = -3209.992902 nChanged 0 SP:Iteration 4F (13.245385 sec): 3 clusters Score: Raw -4085.895298 + Penalty 875.902395 = -3209.992902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.245871 sec): 2 clusters Score: Raw -523.695906 + Penalty 249.463236 = -274.232670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.246099 sec): 3 clusters Score: Raw -537.541757 + Penalty 500.791507 = -36.750251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.246594 sec): 2 clusters Score: Raw -771.078566 + Penalty 230.587824 = -540.490742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.246832 sec): 3 clusters Score: Raw -785.241127 + Penalty 460.322144 = -324.918983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.247402 sec): 2 clusters Score: Raw -2210.544984 + Penalty 432.285261 = -1778.259723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.247694 sec): 3 clusters Score: Raw -2291.670477 + Penalty 856.736315 = -1434.934162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.248162 sec): 2 clusters Score: Raw -226.608811 + Penalty 140.883998 = -85.724813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.248377 sec): 3 clusters Score: Raw -217.457444 + Penalty 329.522167 = 112.064723 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 (13.248872 sec): 2 clusters Score: Raw -861.238724 + Penalty 366.848760 = -494.389964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.249128 sec): 3 clusters Score: Raw -893.834933 + Penalty 733.063656 = -160.771277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.249636 sec): 2 clusters Score: Raw -970.927387 + Penalty 236.334663 = -734.592724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.249884 sec): 3 clusters Score: Raw -982.779355 + Penalty 470.361712 = -512.417643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.250357 sec): 2 clusters Score: Raw -314.513762 + Penalty 151.556322 = -162.957440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.250575 sec): 3 clusters Score: Raw -309.803562 + Penalty 299.709614 = -10.093948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.251111 sec): 2 clusters Score: Raw -1445.269526 + Penalty 357.865981 = -1087.403545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.251385 sec): 3 clusters Score: Raw -1495.777365 + Penalty 718.519302 = -777.258063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.252041 sec): 2 clusters Score: Raw -3735.633915 + Penalty 121.299810 = -3614.334105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.252357 sec): 3 clusters Score: Raw -3708.184636 + Penalty 244.130095 = -3464.054541 nChanged 12 SP:Iteration 1F (13.252669 sec): 3 clusters Score: Raw -3728.233247 + Penalty 244.588139 = -3483.645108 nChanged 5 SP:Iteration 2F (13.252980 sec): 3 clusters Score: Raw -3738.989258 + Penalty 243.933049 = -3495.056209 nChanged 3 SP:Iteration 3Q (13.253283 sec): 3 clusters Score: Raw -3743.346447 + Penalty 243.744728 = -3499.601719 nChanged 1 SP:Iteration 4Q (13.253584 sec): 3 clusters Score: Raw -3744.723364 + Penalty 243.901891 = -3500.821473 nChanged 2 SP:Iteration 5Q (13.253885 sec): 3 clusters Score: Raw -3747.517975 + Penalty 244.150527 = -3503.367448 nChanged 1 SP:Iteration 6Q (13.254183 sec): 3 clusters Score: Raw -3748.119094 + Penalty 244.150527 = -3503.968567 nChanged 0 SP:Iteration 7F (13.254491 sec): 3 clusters Score: Raw -3748.119094 + Penalty 244.150527 = -3503.968567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.254965 sec): 2 clusters Score: Raw -258.289255 + Penalty 128.179457 = -130.109798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.255181 sec): 3 clusters Score: Raw -254.826411 + Penalty 262.730516 = 7.904104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.255650 sec): 2 clusters Score: Raw -207.098641 + Penalty 98.061775 = -109.036866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.255867 sec): 3 clusters Score: Raw -202.028659 + Penalty 196.123551 = -5.905108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.256380 sec): 2 clusters Score: Raw -1141.620883 + Penalty 292.722694 = -848.898189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.256634 sec): 3 clusters Score: Raw -1164.170049 + Penalty 585.962915 = -578.207135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.257135 sec): 2 clusters Score: Raw -821.704982 + Penalty 242.111189 = -579.593793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.257398 sec): 3 clusters Score: Raw -862.669951 + Penalty 485.539767 = -377.130185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.257916 sec): 2 clusters Score: Raw -1120.707119 + Penalty 300.880570 = -819.826549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.258168 sec): 3 clusters Score: Raw -1152.834271 + Penalty 593.529043 = -559.305228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.258650 sec): 2 clusters Score: Raw -510.012285 + Penalty 191.278966 = -318.733319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.258880 sec): 3 clusters Score: Raw -521.567602 + Penalty 380.696742 = -140.870860 nChanged 1 SP:Iteration 1F (13.259105 sec): 3 clusters Score: Raw -525.294481 + Penalty 380.696742 = -144.597739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.259601 sec): 2 clusters Score: Raw -820.867495 + Penalty 323.666492 = -497.201003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.259842 sec): 3 clusters Score: Raw -867.507699 + Penalty 647.617833 = -219.889865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.260404 sec): 2 clusters Score: Raw -2146.987098 + Penalty 292.683787 = -1854.303311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.260689 sec): 3 clusters Score: Raw -2156.967396 + Penalty 584.533219 = -1572.434177 nChanged 1 SP:Iteration 1Q (13.260966 sec): 3 clusters Score: Raw -2160.245138 + Penalty 584.533219 = -1575.711919 nChanged 0 SP:Iteration 2F (13.261249 sec): 3 clusters Score: Raw -2160.245138 + Penalty 584.533219 = -1575.711919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.261745 sec): 2 clusters Score: Raw -716.962935 + Penalty 257.721239 = -459.241696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.261983 sec): 3 clusters Score: Raw -752.673188 + Penalty 515.464956 = -237.208233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.262497 sec): 2 clusters Score: Raw -1132.969575 + Penalty 300.294619 = -832.674956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.262750 sec): 3 clusters Score: Raw -1156.594670 + Penalty 592.935107 = -563.659562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.263238 sec): 2 clusters Score: Raw -637.973370 + Penalty 203.935855 = -434.037516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.263472 sec): 3 clusters Score: Raw -637.598420 + Penalty 395.556386 = -242.042034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.263943 sec): 2 clusters Score: Raw -321.452315 + Penalty 158.829094 = -162.623221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.264165 sec): 3 clusters Score: Raw -320.158292 + Penalty 317.658187 = -2.500104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.264634 sec): 2 clusters Score: Raw -263.181780 + Penalty 138.250874 = -124.930906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.264869 sec): 3 clusters Score: Raw -256.459120 + Penalty 277.211826 = 20.752706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.265346 sec): 2 clusters Score: Raw -348.210036 + Penalty 178.813231 = -169.396804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.265568 sec): 3 clusters Score: Raw -351.544545 + Penalty 377.361456 = 25.816910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.266052 sec): 2 clusters Score: Raw -574.264298 + Penalty 305.564343 = -268.699955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.266279 sec): 3 clusters Score: Raw -594.439287 + Penalty 609.288085 = 14.848798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.266764 sec): 2 clusters Score: Raw -567.131171 + Penalty 200.055334 = -367.075837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.266996 sec): 3 clusters Score: Raw -582.903792 + Penalty 402.447337 = -180.456455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.267511 sec): 2 clusters Score: Raw -1124.964829 + Penalty 273.968991 = -850.995838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.267764 sec): 3 clusters Score: Raw -1168.869621 + Penalty 547.687014 = -621.182606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.268220 sec): 2 clusters Score: Raw -51.248132 + Penalty 0.000000 = -51.248132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.268413 sec): 2 clusters Score: Raw -51.248132 + Penalty 0.000000 = -51.248132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.268880 sec): 2 clusters Score: Raw -257.023441 + Penalty 147.784610 = -109.238831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.269097 sec): 3 clusters Score: Raw -252.362448 + Penalty 294.423933 = 42.061484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.269562 sec): 2 clusters Score: Raw -210.866441 + Penalty 129.278783 = -81.587658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.269775 sec): 3 clusters Score: Raw -205.691457 + Penalty 250.726528 = 45.035070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.270250 sec): 2 clusters Score: Raw -428.099671 + Penalty 206.765195 = -221.334477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.270477 sec): 3 clusters Score: Raw -429.789303 + Penalty 418.844682 = -10.944621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.270951 sec): 2 clusters Score: Raw -378.472450 + Penalty 209.433587 = -169.038863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.271173 sec): 3 clusters Score: Raw -383.938552 + Penalty 423.545811 = 39.607260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.271675 sec): 2 clusters Score: Raw -922.384323 + Penalty 413.443149 = -508.941173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.271933 sec): 3 clusters Score: Raw -1002.977881 + Penalty 827.334820 = -175.643060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.272403 sec): 2 clusters Score: Raw -241.174341 + Penalty 186.286018 = -54.888323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.272618 sec): 3 clusters Score: Raw -229.433473 + Penalty 372.572035 = 143.138562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.273104 sec): 2 clusters Score: Raw -596.360752 + Penalty 293.327656 = -303.033095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.273335 sec): 3 clusters Score: Raw -624.793339 + Penalty 590.244556 = -34.548783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.273831 sec): 2 clusters Score: Raw -764.732317 + Penalty 201.982853 = -562.749465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.274070 sec): 3 clusters Score: Raw -778.456121 + Penalty 403.965705 = -374.490416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.274547 sec): 2 clusters Score: Raw -341.475810 + Penalty 135.860063 = -205.615747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.274770 sec): 3 clusters Score: Raw -348.541762 + Penalty 265.908963 = -82.632799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.275240 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.275439 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.275913 sec): 2 clusters Score: Raw -365.963206 + Penalty 176.609478 = -189.353728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276136 sec): 3 clusters Score: Raw -368.256380 + Penalty 360.030057 = -8.226322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.276632 sec): 2 clusters Score: Raw -740.456682 + Penalty 241.290496 = -499.166186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276873 sec): 3 clusters Score: Raw -763.372272 + Penalty 530.217828 = -233.154443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.277343 sec): 2 clusters Score: Raw -256.453285 + Penalty 151.929253 = -104.524032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.277561 sec): 3 clusters Score: Raw -255.451271 + Penalty 291.961243 = 36.509972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.278069 sec): 2 clusters Score: Raw -1060.082292 + Penalty 451.832629 = -608.249663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.278317 sec): 3 clusters Score: Raw -1182.650875 + Penalty 904.381545 = -278.269330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.278824 sec): 2 clusters Score: Raw -1069.355434 + Penalty 309.066120 = -760.289315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.279091 sec): 3 clusters Score: Raw -1099.654719 + Penalty 635.085662 = -464.569058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.279579 sec): 2 clusters Score: Raw -651.882191 + Penalty 349.381569 = -302.500622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.279810 sec): 3 clusters Score: Raw -664.651648 + Penalty 692.313792 = 27.662144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.280264 sec): 2 clusters Score: Raw -51.029086 + Penalty 0.000000 = -51.029086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.280454 sec): 2 clusters Score: Raw -51.029086 + Penalty 0.000000 = -51.029086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.280924 sec): 2 clusters Score: Raw -376.838178 + Penalty 254.925891 = -121.912287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.281145 sec): 3 clusters Score: Raw -362.786915 + Penalty 509.851783 = 147.064867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.281675 sec): 2 clusters Score: Raw -1401.369076 + Penalty 355.725622 = -1045.643454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.281937 sec): 3 clusters Score: Raw -1438.025039 + Penalty 717.676632 = -720.348408 nChanged 1 SP:Iteration 1Q (13.282187 sec): 3 clusters Score: Raw -1441.421427 + Penalty 717.676632 = -723.744795 nChanged 0 SP:Iteration 2F (13.282444 sec): 3 clusters Score: Raw -1441.421427 + Penalty 717.676632 = -723.744795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.282917 sec): 2 clusters Score: Raw -229.983785 + Penalty 152.666474 = -77.317311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.283136 sec): 3 clusters Score: Raw -217.359043 + Penalty 305.332948 = 87.973905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.283835 sec): 2 clusters Score: Raw -3933.705751 + Penalty 106.446529 = -3827.259222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.284223 sec): 3 clusters Score: Raw -3897.373517 + Penalty 208.458505 = -3688.915012 nChanged 28 SP:Iteration 1F (13.284603 sec): 3 clusters Score: Raw -3929.815657 + Penalty 204.983262 = -3724.832395 nChanged 11 SP:Iteration 2F (13.284982 sec): 3 clusters Score: Raw -3948.306832 + Penalty 198.456175 = -3749.850657 nChanged 5 SP:Iteration 3F (13.285362 sec): 3 clusters Score: Raw -3954.696315 + Penalty 209.501088 = -3745.195227 nChanged 2 SP:Iteration 4F (13.285742 sec): 3 clusters Score: Raw -3958.085015 + Penalty 213.454797 = -3744.630217 nChanged 1 SP:Iteration 5F (13.286120 sec): 3 clusters Score: Raw -3959.889154 + Penalty 222.970812 = -3736.918342 nChanged 1 SP:Iteration 6F (13.286499 sec): 3 clusters Score: Raw -3960.595711 + Penalty 222.970812 = -3737.624899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.286965 sec): 2 clusters Score: Raw -161.366546 + Penalty 109.550654 = -51.815892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287179 sec): 3 clusters Score: Raw -154.024545 + Penalty 212.323916 = 58.299371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.287660 sec): 2 clusters Score: Raw -108.567977 + Penalty 75.689312 = -32.878665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287871 sec): 3 clusters Score: Raw -101.064425 + Penalty 151.378624 = 50.314200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.288383 sec): 2 clusters Score: Raw -1078.716670 + Penalty 356.976152 = -721.740518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.288635 sec): 3 clusters Score: Raw -1151.759305 + Penalty 717.199869 = -434.559436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.289105 sec): 2 clusters Score: Raw -274.158618 + Penalty 190.076811 = -84.081807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.289324 sec): 3 clusters Score: Raw -271.002323 + Penalty 371.152378 = 100.150055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.289801 sec): 2 clusters Score: Raw -426.066151 + Penalty 196.774837 = -229.291314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.290028 sec): 3 clusters Score: Raw -427.764016 + Penalty 389.816389 = -37.947627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.290488 sec): 2 clusters Score: Raw -112.351493 + Penalty 96.149151 = -16.202343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.290699 sec): 3 clusters Score: Raw -104.328297 + Penalty 192.298301 = 87.970005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.291159 sec): 2 clusters Score: Raw -109.168892 + Penalty 69.821683 = -39.347209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.291369 sec): 3 clusters Score: Raw -100.401385 + Penalty 139.643367 = 39.241982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.291854 sec): 2 clusters Score: Raw -575.030445 + Penalty 242.953476 = -332.076969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.292085 sec): 3 clusters Score: Raw -587.815802 + Penalty 481.891518 = -105.924284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.292544 sec): 2 clusters Score: Raw -108.804324 + Penalty 83.029326 = -25.774998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.292739 sec): 2 clusters Score: Raw -108.804324 + Penalty 83.029326 = -25.774998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.293231 sec): 2 clusters Score: Raw -634.697752 + Penalty 182.300940 = -452.396812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.293468 sec): 3 clusters Score: Raw -661.074861 + Penalty 369.935423 = -291.139438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.293948 sec): 2 clusters Score: Raw -448.104725 + Penalty 196.508226 = -251.596499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.294174 sec): 3 clusters Score: Raw -462.735755 + Penalty 402.914100 = -59.821655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.294663 sec): 2 clusters Score: Raw -340.251314 + Penalty 222.706094 = -117.545220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.294881 sec): 3 clusters Score: Raw -339.664230 + Penalty 448.134294 = 108.470065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.295336 sec): 2 clusters Score: Raw -51.116464 + Penalty 0.000000 = -51.116464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.295529 sec): 2 clusters Score: Raw -51.116464 + Penalty 0.000000 = -51.116464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.296233 sec): 2 clusters Score: Raw -3484.695695 + Penalty 132.077201 = -3352.618494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.296617 sec): 3 clusters Score: Raw -3453.699646 + Penalty 264.685739 = -3189.013907 nChanged 17 SP:Iteration 1F (13.296988 sec): 3 clusters Score: Raw -3479.210104 + Penalty 266.518348 = -3212.691756 nChanged 8 SP:Iteration 2F (13.297353 sec): 3 clusters Score: Raw -3498.150581 + Penalty 272.337307 = -3225.813274 nChanged 9 SP:Iteration 3F (13.297720 sec): 3 clusters Score: Raw -3521.608967 + Penalty 274.512841 = -3247.096126 nChanged 2 SP:Iteration 4Q (13.298071 sec): 3 clusters Score: Raw -3523.888719 + Penalty 274.512841 = -3249.375878 nChanged 0 SP:Iteration 5F (13.298437 sec): 3 clusters Score: Raw -3523.888719 + Penalty 274.512841 = -3249.375878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.298900 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.299096 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.299570 sec): 2 clusters Score: Raw -367.468643 + Penalty 165.638289 = -201.830354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.299792 sec): 3 clusters Score: Raw -365.000149 + Penalty 334.407269 = -30.592880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.300249 sec): 2 clusters Score: Raw -49.207959 + Penalty 0.000000 = -49.207959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.300442 sec): 2 clusters Score: Raw -49.207959 + Penalty 0.000000 = -49.207959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.300923 sec): 2 clusters Score: Raw -521.536341 + Penalty 212.719572 = -308.816770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.301151 sec): 3 clusters Score: Raw -523.681095 + Penalty 431.061203 = -92.619892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.301626 sec): 2 clusters Score: Raw -398.979940 + Penalty 210.980498 = -187.999441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.301845 sec): 3 clusters Score: Raw -397.276503 + Penalty 414.736897 = 17.460394 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 (13.302308 sec): 2 clusters Score: Raw -163.481150 + Penalty 124.360331 = -39.120819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.302539 sec): 3 clusters Score: Raw -155.553593 + Penalty 258.685062 = 103.131470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.302996 sec): 2 clusters Score: Raw -50.093727 + Penalty 0.000000 = -50.093727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.303189 sec): 2 clusters Score: Raw -50.093727 + Penalty 0.000000 = -50.093727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.303657 sec): 2 clusters Score: Raw -259.697730 + Penalty 100.701693 = -158.996036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.303873 sec): 3 clusters Score: Raw -256.935539 + Penalty 191.394949 = -65.540590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.304392 sec): 2 clusters Score: Raw -1331.626659 + Penalty 358.470534 = -973.156125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.304645 sec): 3 clusters Score: Raw -1359.471708 + Penalty 718.601753 = -640.869955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.305102 sec): 2 clusters Score: Raw -52.587043 + Penalty 0.000000 = -52.587043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.305296 sec): 2 clusters Score: Raw -52.587043 + Penalty 0.000000 = -52.587043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.305754 sec): 2 clusters Score: Raw -104.354470 + Penalty 55.795778 = -48.558692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.305964 sec): 3 clusters Score: Raw -96.974995 + Penalty 111.591556 = 14.616561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.306430 sec): 2 clusters Score: Raw -236.404022 + Penalty 169.154048 = -67.249975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.306646 sec): 3 clusters Score: Raw -226.766789 + Penalty 301.669079 = 74.902290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.307125 sec): 2 clusters Score: Raw -470.482579 + Penalty 168.723556 = -301.759023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.307351 sec): 3 clusters Score: Raw -473.540973 + Penalty 335.182284 = -138.358688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.307817 sec): 2 clusters Score: Raw -233.762804 + Penalty 171.179882 = -62.582922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.308032 sec): 3 clusters Score: Raw -221.524389 + Penalty 355.342189 = 133.817801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.308513 sec): 2 clusters Score: Raw -413.629937 + Penalty 159.048346 = -254.581591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.308740 sec): 3 clusters Score: Raw -425.876030 + Penalty 336.617838 = -89.258192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.309196 sec): 2 clusters Score: Raw -51.672002 + Penalty 0.000000 = -51.672002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.309405 sec): 2 clusters Score: Raw -51.672002 + Penalty 0.000000 = -51.672002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.309869 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.310067 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.310532 sec): 2 clusters Score: Raw -223.561674 + Penalty 157.492957 = -66.068717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.310748 sec): 3 clusters Score: Raw -214.736169 + Penalty 309.980370 = 95.244201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.311198 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.311390 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.311855 sec): 2 clusters Score: Raw -211.272218 + Penalty 112.629891 = -98.642327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.312054 sec): 2 clusters Score: Raw -211.272218 + Penalty 112.629891 = -98.642327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.312534 sec): 2 clusters Score: Raw -515.432287 + Penalty 284.935323 = -230.496963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.312761 sec): 3 clusters Score: Raw -521.277407 + Penalty 565.870179 = 44.592772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.313243 sec): 2 clusters Score: Raw -592.190443 + Penalty 322.602124 = -269.588319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.313473 sec): 3 clusters Score: Raw -606.069477 + Penalty 646.689956 = 40.620479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 147 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.313944 sec): 2 clusters Score: Raw -333.070630 + Penalty 211.125588 = -121.945041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.314165 sec): 3 clusters Score: Raw -334.012907 + Penalty 422.251177 = 88.238270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.314626 sec): 2 clusters Score: Raw -112.303478 + Penalty 92.096188 = -20.207290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.314837 sec): 3 clusters Score: Raw -102.915306 + Penalty 184.192376 = 81.277069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.315306 sec): 2 clusters Score: Raw -274.678271 + Penalty 157.144772 = -117.533499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.315523 sec): 3 clusters Score: Raw -272.074536 + Penalty 311.278681 = 39.204145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.316000 sec): 2 clusters Score: Raw -166.549197 + Penalty 119.882225 = -46.666972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.316214 sec): 3 clusters Score: Raw -157.856911 + Penalty 239.238839 = 81.381929 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 (13.316687 sec): 2 clusters Score: Raw -323.921887 + Penalty 199.898277 = -124.023610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.316908 sec): 3 clusters Score: Raw -320.252144 + Penalty 401.840970 = 81.588826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.317380 sec): 2 clusters Score: Raw -360.333914 + Penalty 162.082337 = -198.251577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.317598 sec): 3 clusters Score: Raw -358.279799 + Penalty 293.961414 = -64.318386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.318072 sec): 2 clusters Score: Raw -359.438220 + Penalty 162.555789 = -196.882430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.318294 sec): 3 clusters Score: Raw -367.000855 + Penalty 317.461309 = -49.539545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.318848 sec): 2 clusters Score: Raw -1702.672463 + Penalty 73.461918 = -1629.210545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.319133 sec): 3 clusters Score: Raw -1703.362989 + Penalty 147.327462 = -1556.035527 nChanged 7 SP:Iteration 1F (13.319412 sec): 3 clusters Score: Raw -1711.296466 + Penalty 147.327462 = -1563.969004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.319887 sec): 2 clusters Score: Raw -417.929497 + Penalty 251.124908 = -166.804589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.320109 sec): 3 clusters Score: Raw -410.928702 + Penalty 502.354778 = 91.426077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 157 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.320602 sec): 2 clusters Score: Raw -746.162318 + Penalty 319.079728 = -427.082591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.320838 sec): 3 clusters Score: Raw -764.391895 + Penalty 635.767641 = -128.624254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.321302 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.321498 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.321970 sec): 2 clusters Score: Raw -412.509955 + Penalty 249.330370 = -163.179584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.322193 sec): 3 clusters Score: Raw -413.259546 + Penalty 502.682598 = 89.423052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 160 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.322648 sec): 2 clusters Score: Raw -50.310779 + Penalty 0.000000 = -50.310779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.322841 sec): 2 clusters Score: Raw -50.310779 + Penalty 0.000000 = -50.310779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.323327 sec): 2 clusters Score: Raw -298.059279 + Penalty 200.946297 = -97.112982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.323546 sec): 3 clusters Score: Raw -282.771329 + Penalty 404.069681 = 121.298353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.324007 sec): 2 clusters Score: Raw -108.043517 + Penalty 77.678363 = -30.365154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.324203 sec): 2 clusters Score: Raw -108.043517 + Penalty 77.678363 = -30.365154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.324667 sec): 2 clusters Score: Raw -166.936071 + Penalty 118.085855 = -48.850216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.324877 sec): 3 clusters Score: Raw -159.584895 + Penalty 213.240235 = 53.655340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.325338 sec): 2 clusters Score: Raw -112.831244 + Penalty 83.687282 = -29.143961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.325533 sec): 2 clusters Score: Raw -112.831244 + Penalty 83.687282 = -29.143961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.325987 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.326179 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.326637 sec): 2 clusters Score: Raw -104.387565 + Penalty 65.811268 = -38.576297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.326833 sec): 2 clusters Score: Raw -104.387565 + Penalty 65.811268 = -38.576297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.327287 sec): 2 clusters Score: Raw -52.080602 + Penalty 0.000000 = -52.080602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.327480 sec): 2 clusters Score: Raw -52.080602 + Penalty 0.000000 = -52.080602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.327942 sec): 2 clusters Score: Raw -178.486380 + Penalty 150.896755 = -27.589625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.328156 sec): 3 clusters Score: Raw -170.180338 + Penalty 282.220622 = 112.040284 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 (13.328616 sec): 2 clusters Score: Raw -112.387923 + Penalty 89.698279 = -22.689644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.328812 sec): 2 clusters Score: Raw -112.387923 + Penalty 89.698279 = -22.689644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.329266 sec): 2 clusters Score: Raw -51.265280 + Penalty 0.000000 = -51.265280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.329460 sec): 2 clusters Score: Raw -51.265280 + Penalty 0.000000 = -51.265280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.329934 sec): 2 clusters Score: Raw -109.458230 + Penalty 79.328599 = -30.129631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.330144 sec): 3 clusters Score: Raw -100.506352 + Penalty 158.657198 = 58.150846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.330597 sec): 2 clusters Score: Raw -50.655686 + Penalty 0.000000 = -50.655686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.330788 sec): 2 clusters Score: Raw -50.655686 + Penalty 0.000000 = -50.655686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331240 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.331435 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331892 sec): 2 clusters Score: Raw -108.425639 + Penalty 67.332526 = -41.093113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.332085 sec): 2 clusters Score: Raw -108.425639 + Penalty 67.332526 = -41.093113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.332548 sec): 2 clusters Score: Raw -208.281110 + Penalty 151.352990 = -56.928120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.332747 sec): 2 clusters Score: Raw -208.281110 + Penalty 151.352990 = -56.928120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333212 sec): 2 clusters Score: Raw -215.777800 + Penalty 129.383836 = -86.393964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.333428 sec): 3 clusters Score: Raw -210.604285 + Penalty 258.767673 = 48.163387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333889 sec): 2 clusters Score: Raw -107.983421 + Penalty 90.789765 = -17.193656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334084 sec): 2 clusters Score: Raw -107.983421 + Penalty 90.789765 = -17.193656 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 (13.334549 sec): 2 clusters Score: Raw -219.707466 + Penalty 132.830916 = -86.876550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334766 sec): 3 clusters Score: Raw -211.904437 + Penalty 265.661831 = 53.757394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335225 sec): 2 clusters Score: Raw -111.425524 + Penalty 80.567233 = -30.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.335420 sec): 2 clusters Score: Raw -111.425524 + Penalty 80.567233 = -30.858291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335875 sec): 2 clusters Score: Raw -51.075977 + Penalty 0.000000 = -51.075977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336068 sec): 2 clusters Score: Raw -51.075977 + Penalty 0.000000 = -51.075977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.336542 sec): 2 clusters Score: Raw -110.034310 + Penalty 85.757974 = -24.276336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336738 sec): 2 clusters Score: Raw -110.034310 + Penalty 85.757974 = -24.276336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337197 sec): 2 clusters Score: Raw -109.930271 + Penalty 72.315737 = -37.614534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.337393 sec): 2 clusters Score: Raw -109.930271 + Penalty 72.315737 = -37.614534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337851 sec): 2 clusters Score: Raw -113.715143 + Penalty 92.563980 = -21.151163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338045 sec): 2 clusters Score: Raw -113.715143 + Penalty 92.563980 = -21.151163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338507 sec): 2 clusters Score: Raw -179.245319 + Penalty 151.478153 = -27.767166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338705 sec): 2 clusters Score: Raw -179.245319 + Penalty 151.478153 = -27.767166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339163 sec): 2 clusters Score: Raw -112.784405 + Penalty 91.690697 = -21.093709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339359 sec): 2 clusters Score: Raw -112.784405 + Penalty 91.690697 = -21.093709 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 (13.339822 sec): 2 clusters Score: Raw -165.008179 + Penalty 109.275744 = -55.732435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340035 sec): 3 clusters Score: Raw -155.024810 + Penalty 215.035921 = 60.011110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.340491 sec): 2 clusters Score: Raw -51.445978 + Penalty 0.000000 = -51.445978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340684 sec): 2 clusters Score: Raw -51.445978 + Penalty 0.000000 = -51.445978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341148 sec): 2 clusters Score: Raw -230.157438 + Penalty 168.785638 = -61.371800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341365 sec): 3 clusters Score: Raw -220.632291 + Penalty 323.344033 = 102.711742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341824 sec): 2 clusters Score: Raw -117.396555 + Penalty 93.985087 = -23.411468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.342033 sec): 3 clusters Score: Raw -105.194133 + Penalty 187.970174 = 82.776040 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 (13.342503 sec): 2 clusters Score: Raw -245.309927 + Penalty 171.224733 = -74.085195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.342721 sec): 3 clusters Score: Raw -241.396724 + Penalty 389.331662 = 147.934938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.343202 sec): 2 clusters Score: Raw -218.779992 + Penalty 161.790341 = -56.989651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.343401 sec): 2 clusters Score: Raw -218.779992 + Penalty 161.790341 = -56.989651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.343855 sec): 2 clusters Score: Raw -51.202046 + Penalty 0.000000 = -51.202046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.344049 sec): 2 clusters Score: Raw -51.202046 + Penalty 0.000000 = -51.202046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.344504 sec): 2 clusters Score: Raw -50.803031 + Penalty 0.000000 = -50.803031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.344696 sec): 2 clusters Score: Raw -50.803031 + Penalty 0.000000 = -50.803031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.345151 sec): 2 clusters Score: Raw -49.860897 + Penalty 0.000000 = -49.860897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345344 sec): 2 clusters Score: Raw -49.860897 + Penalty 0.000000 = -49.860897 nChanged 0 Deleting Class 100 (6 points): Lose 66.378875 but Gain 1434.763564 Iteration 20F (15.375635 sec): 184 clusters Score: Raw -1013953.886411 + Penalty 177959.068233 = -835994.818178 nChanged 142 Deleting Class 192 (3 points): Lose 29.354002 but Gain 1390.438069 Iteration 21Q (15.510102 sec): 183 clusters Score: Raw -1014029.802635 + Penalty 176576.643261 = -837453.159374 nChanged 66 Deleting Class 200 (2 points): Lose 7.082462 but Gain 1367.349660 Iteration 22Q (15.638389 sec): 182 clusters Score: Raw -1014060.867819 + Penalty 175213.755896 = -838847.111923 nChanged 43 Deleting Class 110 (2 points): Lose 40.747832 but Gain 1398.833717 Iteration 23Q (15.763451 sec): 181 clusters Score: Raw -1014036.760671 + Penalty 173825.766286 = -840210.994385 nChanged 24 Deleting Class 20 (2 points): Lose 23.903518 but Gain 1373.911326 Iteration 24Q (15.886218 sec): 180 clusters Score: Raw -1014057.608624 + Penalty 172486.616647 = -841570.991977 nChanged 20 Deleting Class 173 (1 points): Lose 16.182941 but Gain 1363.004473 Iteration 25Q (16.009098 sec): 179 clusters Score: Raw -1014050.480447 + Penalty 171160.733475 = -842889.746972 nChanged 22 Deleting Class 98 (11 points): Lose 125.840062 but Gain 1469.318275 Iteration 26Q (16.130541 sec): 178 clusters Score: Raw -1013938.067214 + Penalty 169734.792443 = -844203.274771 nChanged 34 Deleting Class 170 (1 points): Lose 2.098870 but Gain 1337.297737 Iteration 27Q (16.251732 sec): 177 clusters Score: Raw -1013981.936792 + Penalty 168450.489160 = -845531.447632 nChanged 25 Deleting Class 191 (2 points): Lose 18.516471 but Gain 1346.674575 Iteration 28Q (16.372787 sec): 176 clusters Score: Raw -1013992.860665 + Penalty 167147.141011 = -846845.719654 nChanged 27 Deleting Class 146 (10 points): Lose 86.857249 but Gain 1412.855134 Iteration 29Q (16.493611 sec): 175 clusters Score: Raw -1013915.338136 + Penalty 165742.635675 = -848172.702461 nChanged 39 Deleting Class 148 (2 points): Lose 25.981072 but Gain 1339.868859 Iteration 30F (18.410574 sec): 174 clusters Score: Raw -1013906.988285 + Penalty 164419.216994 = -849487.771291 nChanged 32 Deleting Class 131 (1 points): Lose 11.980463 but Gain 1318.364758 Iteration 31Q (18.531543 sec): 173 clusters Score: Raw -1013908.945192 + Penalty 163178.472011 = -850730.473181 nChanged 30 Deleting Class 87 (4 points): Lose 54.751719 but Gain 1355.098620 Iteration 32Q (18.652113 sec): 172 clusters Score: Raw -1013876.566557 + Penalty 161864.496141 = -852012.070416 nChanged 38 Deleting Class 193 (2 points): Lose 37.615933 but Gain 1333.969538 Iteration 33Q (18.772345 sec): 171 clusters Score: Raw -1013862.200040 + Penalty 160617.800593 = -853244.399447 nChanged 39 Deleting Class 96 (20 points): Lose 235.147005 but Gain 1520.970159 Iteration 34Q (18.893098 sec): 170 clusters Score: Raw -1013662.582401 + Penalty 159361.728151 = -854300.854250 nChanged 70 Deleting Class 186 (2 points): Lose 32.266138 but Gain 1368.883054 Iteration 35Q (19.018615 sec): 169 clusters Score: Raw -1013769.189689 + Penalty 158016.903897 = -855752.285792 nChanged 80 Deleting Class 172 (2 points): Lose 22.093602 but Gain 1304.982690 Iteration 36Q (19.143082 sec): 168 clusters Score: Raw -1013812.930581 + Penalty 156735.859625 = -857077.070956 nChanged 121 Deleting Class 23 (27 points): Lose 255.071723 but Gain 1536.142349 Iteration 37Q (19.269465 sec): 167 clusters Score: Raw -1013685.994490 + Penalty 155306.138401 = -858379.856089 nChanged 177 Deleting Class 171 (3 points): Lose 104.271946 but Gain 1385.101338 Iteration 38Q (19.399835 sec): 166 clusters Score: Raw -1013863.700700 + Penalty 153914.163981 = -859949.536719 nChanged 128 Deleting Class 137 (1 points): Lose 9.421580 but Gain 1287.141903 Iteration 39Q (19.525852 sec): 165 clusters Score: Raw -1014004.454811 + Penalty 152609.912876 = -861394.541935 nChanged 74 Deleting Class 86 (16 points): Lose 186.861038 but Gain 1461.130481 Iteration 40F (21.344654 sec): 164 clusters Score: Raw -1013858.322372 + Penalty 151352.549538 = -862505.772833 nChanged 59 Deleting Class 81 (1 points): Lose 2.682419 but Gain 1265.911676 Iteration 41Q (21.464590 sec): 163 clusters Score: Raw -1013956.275194 + Penalty 150113.337494 = -863842.937700 nChanged 28 Deleting Class 204 (1 points): Lose 2.809649 but Gain 1250.537929 Iteration 42Q (21.581830 sec): 162 clusters Score: Raw -1013973.045021 + Penalty 148874.303148 = -865098.741873 nChanged 13 Deleting Class 58 (15 points): Lose 118.562727 but Gain 1366.080981 Iteration 43Q (21.698495 sec): 161 clusters Score: Raw -1013861.115048 + Penalty 147542.592263 = -866318.522785 nChanged 22 Deleting Class 156 (7 points): Lose 58.502813 but Gain 1301.406910 Iteration 44Q (21.816363 sec): 160 clusters Score: Raw -1013835.505976 + Penalty 146260.769577 = -867574.736399 nChanged 11 Deleting Class 119 (1 points): Lose 8.945850 but Gain 1245.707302 Iteration 45Q (21.935723 sec): 159 clusters Score: Raw -1013841.525408 + Penalty 145088.344277 = -868753.181131 nChanged 6 Deleting Class 182 (3 points): Lose 105.511332 but Gain 1337.339712 Iteration 46Q (22.053637 sec): 158 clusters Score: Raw -1013764.267341 + Penalty 143797.387267 = -869966.880074 nChanged 8 Deleting Class 197 (1 points): Lose 7.598855 but Gain 1238.874803 Iteration 47Q (22.172077 sec): 157 clusters Score: Raw -1013795.437809 + Penalty 142565.042269 = -871230.395540 nChanged 4 Deleting Class 161 (5 points): Lose 31.445290 but Gain 1259.075815 Iteration 48Q (22.289084 sec): 156 clusters Score: Raw -1013773.125104 + Penalty 141316.752867 = -872456.372237 nChanged 6 Deleting Class 187 (2 points): Lose 30.219086 but Gain 1247.656836 Iteration 49Q (22.406166 sec): 155 clusters Score: Raw -1013752.864063 + Penalty 140096.228171 = -873656.635891 nChanged 6 Deleting Class 143 (9 points): Lose 90.919328 but Gain 1307.729572 Iteration 50F (24.096618 sec): 154 clusters Score: Raw -1013677.397838 + Penalty 138875.232758 = -874802.165080 nChanged 13 Deleting Class 78 (10 points): Lose 122.781017 but Gain 1338.237163 Iteration 51Q (24.213981 sec): 153 clusters Score: Raw -1013581.959738 + Penalty 137574.516407 = -876007.443332 nChanged 13 Deleting Class 174 (3 points): Lose 32.431998 but Gain 1239.200309 Iteration 52Q (24.330892 sec): 152 clusters Score: Raw -1013581.537303 + Penalty 136346.468616 = -877235.068688 nChanged 7 Deleting Class 135 (4 points): Lose 44.757228 but Gain 1245.212197 Iteration 53Q (24.447043 sec): 151 clusters Score: Raw -1013566.159100 + Penalty 135124.468184 = -878441.690917 nChanged 10 Deleting Class 164 (2 points): Lose 17.778290 but Gain 1217.531217 Iteration 54Q (24.562895 sec): 150 clusters Score: Raw -1013576.771795 + Penalty 134014.058455 = -879562.713340 nChanged 7 Deleting Class 133 (4 points): Lose 43.277795 but Gain 1230.475693 Iteration 55Q (24.677955 sec): 149 clusters Score: Raw -1013553.484547 + Penalty 132893.623738 = -880659.860809 nChanged 9 Deleting Class 113 (2 points): Lose 21.711805 but Gain 1207.958883 Iteration 56Q (24.792907 sec): 148 clusters Score: Raw -1013569.876938 + Penalty 131687.325148 = -881882.551790 nChanged 9 Deleting Class 116 (6 points): Lose 73.380360 but Gain 1253.425406 Iteration 57Q (24.907946 sec): 147 clusters Score: Raw -1013506.214449 + Penalty 130453.463252 = -883052.751197 nChanged 12 Deleting Class 199 (4 points): Lose 55.062197 but Gain 1227.795772 Iteration 58Q (25.022694 sec): 146 clusters Score: Raw -1013481.312277 + Penalty 129254.852521 = -884226.459756 nChanged 9 Deleting Class 185 (2 points): Lose 11.169711 but Gain 1172.138930 Iteration 59Q (25.137626 sec): 145 clusters Score: Raw -1013497.878412 + Penalty 128120.814679 = -885377.063733 nChanged 9 Deleting Class 139 (5 points): Lose 27.638811 but Gain 1185.640799 Iteration 60F (26.719930 sec): 144 clusters Score: Raw -1013483.847970 + Penalty 126959.909737 = -886523.938232 nChanged 5 Deleting Class 88 (10 points): Lose 81.376886 but Gain 1237.996665 Iteration 61Q (26.832673 sec): 143 clusters Score: Raw -1013412.703108 + Penalty 125831.976218 = -887580.726890 nChanged 11 Deleting Class 159 (7 points): Lose 139.725785 but Gain 1292.107061 Iteration 62Q (26.945348 sec): 142 clusters Score: Raw -1013303.998841 + Penalty 124704.285350 = -888599.713491 nChanged 8 Deleting Class 102 (5 points): Lose 51.224671 but Gain 1196.441062 Iteration 63Q (27.056379 sec): 141 clusters Score: Raw -1013329.335834 + Penalty 123602.182390 = -889727.153445 nChanged 8 Deleting Class 150 (4 points): Lose 47.287576 but Gain 1181.086200 Iteration 64Q (27.167298 sec): 140 clusters Score: Raw -1013309.370327 + Penalty 122451.117323 = -890858.253004 nChanged 7 Deleting Class 126 (3 points): Lose 10.852004 but Gain 1141.519981 Iteration 65Q (27.275834 sec): 139 clusters Score: Raw -1013328.482520 + Penalty 121310.312308 = -892018.170212 nChanged 4 Deleting Class 108 (5 points): Lose 61.354051 but Gain 1190.970518 Iteration 66Q (27.384894 sec): 138 clusters Score: Raw -1013271.376384 + Penalty 120144.547478 = -893126.828906 nChanged 5 Deleting Class 203 (4 points): Lose 48.649649 but Gain 1176.909953 Iteration 67Q (27.492843 sec): 137 clusters Score: Raw -1013240.700960 + Penalty 119027.943808 = -894212.757152 nChanged 4 Deleting Class 47 (44 points): Lose 267.703483 but Gain 1392.257057 Iteration 68Q (27.600502 sec): 136 clusters Score: Raw -1012990.971894 + Penalty 117723.499583 = -895267.472311 nChanged 46 Deleting Class 175 (1 points): Lose 1.150979 but Gain 1125.479877 Iteration 69Q (27.710484 sec): 135 clusters Score: Raw -1013140.848364 + Penalty 116621.692970 = -896519.155394 nChanged 15 Deleting Class 49 (23 points): Lose 228.198802 but Gain 1352.439186 Iteration 70F (29.214813 sec): 134 clusters Score: Raw -1012984.363825 + Penalty 115481.610162 = -897502.753662 nChanged 34 Deleting Class 29 (3 points): Lose 57.147192 but Gain 1167.254150 Iteration 71Q (29.324950 sec): 133 clusters Score: Raw -1013074.408677 + Penalty 114444.715816 = -898629.692861 nChanged 15 Deleting Class 147 (6 points): Lose 79.791567 but Gain 1188.248475 Iteration 72Q (29.432611 sec): 132 clusters Score: Raw -1013043.790561 + Penalty 113298.584606 = -899745.205956 nChanged 18 Deleting Class 162 (2 points): Lose 25.586075 but Gain 1130.109965 Iteration 73Q (29.539676 sec): 131 clusters Score: Raw -1013063.111648 + Penalty 112188.372244 = -900874.739404 nChanged 13 Deleting Class 211 (1 points): Lose 3.209367 but Gain 1101.519767 Iteration 74Q (29.646205 sec): 130 clusters Score: Raw -1013090.742073 + Penalty 111085.787422 = -902004.954651 nChanged 7 Deleting Class 151 (6 points): Lose 29.430335 but Gain 1125.059375 Iteration 75Q (29.751416 sec): 129 clusters Score: Raw -1013068.145892 + Penalty 109967.301339 = -903100.844553 nChanged 10 Deleting Class 123 (2 points): Lose 47.179289 but Gain 1135.678386 Iteration 76Q (29.856090 sec): 128 clusters Score: Raw -1013030.687731 + Penalty 108828.718776 = -904201.968956 nChanged 4 Deleting Class 208 (1 points): Lose 2.037611 but Gain 1085.322537 Iteration 77Q (29.961758 sec): 127 clusters Score: Raw -1013040.059120 + Penalty 107760.019143 = -905280.039978 nChanged 4 Deleting Class 106 (2 points): Lose 19.842172 but Gain 1101.172098 Iteration 78Q (30.067096 sec): 126 clusters Score: Raw -1013031.261272 + Penalty 106687.867139 = -906343.394132 nChanged 5 Deleting Class 157 (15 points): Lose 143.534647 but Gain 1219.026818 Iteration 79Q (30.170125 sec): 125 clusters Score: Raw -1012903.028908 + Penalty 105652.061914 = -907250.966994 nChanged 16 Deleting Class 163 (4 points): Lose 40.866789 but Gain 1146.241725 Iteration 80F (31.548006 sec): 124 clusters Score: Raw -1012944.235713 + Penalty 104540.459438 = -908403.776274 nChanged 6 Deleting Class 31 (12 points): Lose 139.492489 but Gain 1213.697557 Iteration 81Q (31.651804 sec): 123 clusters Score: Raw -1012829.708458 + Penalty 103363.098481 = -909466.609977 nChanged 14 Deleting Class 180 (4 points): Lose 37.391159 but Gain 1100.985627 Iteration 82Q (31.756338 sec): 122 clusters Score: Raw -1012850.560502 + Penalty 102300.948986 = -910549.611516 nChanged 6 Deleting Class 188 (2 points): Lose 11.919442 but Gain 1052.091363 Iteration 83Q (31.859794 sec): 121 clusters Score: Raw -1012859.980509 + Penalty 101258.061351 = -911601.919157 nChanged 3 Deleting Class 125 (8 points): Lose 54.231966 but Gain 1088.989877 Iteration 84Q (31.963258 sec): 120 clusters Score: Raw -1012811.163824 + Penalty 100212.359918 = -912598.803905 nChanged 8 Deleting Class 160 (1 points): Lose 9.381955 but Gain 1043.365872 Iteration 85Q (32.065843 sec): 119 clusters Score: Raw -1012820.618228 + Penalty 99172.609272 = -913648.008956 nChanged 2 Deleting Class 54 (12 points): Lose 84.466236 but Gain 1115.842452 Iteration 86Q (32.168200 sec): 118 clusters Score: Raw -1012744.544384 + Penalty 98052.581556 = -914691.962828 nChanged 14 Deleting Class 99 (1 points): Lose 3.833535 but Gain 1029.830015 Iteration 87Q (32.271204 sec): 117 clusters Score: Raw -1012778.411422 + Penalty 97050.933950 = -915727.477472 nChanged 2 Deleting Class 202 (6 points): Lose 64.973430 but Gain 1087.007794 Iteration 88Q (32.371824 sec): 116 clusters Score: Raw -1012719.537434 + Penalty 96033.624668 = -916685.912767 nChanged 6 Deleting Class 24 (20 points): Lose 94.960729 but Gain 1115.812267 Iteration 89Q (32.472659 sec): 115 clusters Score: Raw -1012650.933056 + Penalty 94907.475264 = -917743.457792 nChanged 22 Deleting Class 195 (4 points): Lose 44.538421 but Gain 1063.719242 Iteration 90F (33.735241 sec): 114 clusters Score: Raw -1012642.005248 + Penalty 93844.318886 = -918797.686362 nChanged 9 Deleting Class 130 (27 points): Lose 135.810344 but Gain 1153.632867 Iteration 91Q (33.834797 sec): 113 clusters Score: Raw -1012520.730595 + Penalty 92724.160937 = -919796.569658 nChanged 27 Deleting Class 85 (7 points): Lose 73.187949 but Gain 1085.349596 Iteration 92Q (33.936511 sec): 112 clusters Score: Raw -1012504.279697 + Penalty 91635.289950 = -920868.989747 nChanged 13 Deleting Class 167 (3 points): Lose 36.208447 but Gain 1046.495621 Iteration 93Q (34.035866 sec): 111 clusters Score: Raw -1012506.742211 + Penalty 90595.547578 = -921911.194633 nChanged 4 Deleting Class 57 (5 points): Lose 57.897328 but Gain 1067.572856 Iteration 94Q (34.135639 sec): 110 clusters Score: Raw -1012454.856791 + Penalty 89554.759134 = -922900.097657 nChanged 5 Deleting Class 111 (2 points): Lose 12.283560 but Gain 1015.806426 Iteration 95Q (34.233795 sec): 109 clusters Score: Raw -1012453.715050 + Penalty 88544.813804 = -923908.901246 nChanged 4 Deleting Class 69 (17 points): Lose 187.300643 but Gain 1189.464082 Iteration 96Q (34.333010 sec): 108 clusters Score: Raw -1012271.497004 + Penalty 88660.579576 = -923610.917428 nChanged 18 Deleting Class 105 (5 points): Lose 61.975050 but Gain 1056.169500 Iteration 97F (35.524244 sec): 107 clusters Score: Raw -1012288.621082 + Penalty 87717.405125 = -924571.215957 nChanged 10 Deleting Class 52 (2 points): Lose 25.647548 but Gain 1016.906898 Iteration 98Q (35.622268 sec): 106 clusters Score: Raw -1012294.528040 + Penalty 86703.358922 = -925591.169118 nChanged 4 Deleting Class 101 (33 points): Lose 168.040464 but Gain 1152.334273 Iteration 99Q (35.719385 sec): 105 clusters Score: Raw -1012136.079363 + Penalty 85604.969211 = -926531.110152 nChanged 33 Deleting Class 84 (10 points): Lose 48.221376 but Gain 1019.885093 Iteration 100F (36.882315 sec): 104 clusters Score: Raw -1012154.788225 + Penalty 84620.296957 = -927534.491268 nChanged 16 Deleting Class 25 (24 points): Lose 139.703649 but Gain 1106.254522 Iteration 101Q (36.980749 sec): 103 clusters Score: Raw -1012042.681267 + Penalty 83552.140244 = -928490.541022 nChanged 28 Deleting Class 178 (2 points): Lose 16.860391 but Gain 979.592716 Iteration 102Q (37.078715 sec): 102 clusters Score: Raw -1012086.196028 + Penalty 82499.929883 = -929586.266145 nChanged 13 Deleting Class 107 (26 points): Lose 231.584099 but Gain 1193.081461 Iteration 103Q (37.175250 sec): 101 clusters Score: Raw -1011871.149462 + Penalty 81209.964999 = -930661.184463 nChanged 31 Deleting Class 128 (1 points): Lose 2.476540 but Gain 961.549474 Iteration 104Q (37.273436 sec): 100 clusters Score: Raw -1011983.542874 + Penalty 80270.291462 = -931713.251412 nChanged 6 Deleting Class 39 (25 points): Lose 204.373030 but Gain 1158.544144 Iteration 105Q (37.371021 sec): 99 clusters Score: Raw -1011791.362531 + Penalty 79169.211969 = -932622.150562 nChanged 29 Deleting Class 184 (4 points): Lose 15.301131 but Gain 966.250676 Iteration 106Q (37.467776 sec): 98 clusters Score: Raw -1011879.067589 + Penalty 78228.115276 = -933650.952314 nChanged 12 Deleting Class 38 (25 points): Lose 104.813476 but Gain 1047.170045 Iteration 107Q (37.562253 sec): 97 clusters Score: Raw -1011791.997612 + Penalty 77212.523261 = -934579.474350 nChanged 28 Deleting Class 94 (7 points): Lose 30.196946 but Gain 971.094784 Iteration 108Q (37.657739 sec): 96 clusters Score: Raw -1011811.319553 + Penalty 76279.027158 = -935532.292394 nChanged 14 Deleting Class 149 (5 points): Lose 46.477166 but Gain 984.627158 Iteration 109Q (37.751911 sec): 95 clusters Score: Raw -1011791.589554 + Penalty 75309.178973 = -936482.410582 nChanged 6 Deleting Class 45 (36 points): Lose 224.910139 but Gain 1162.474799 Iteration 110F (38.800720 sec): 94 clusters Score: Raw -1011579.373557 + Penalty 74170.308130 = -937409.065427 nChanged 37 Deleting Class 92 (9 points): Lose 58.546562 but Gain 989.851335 Iteration 111Q (38.898274 sec): 93 clusters Score: Raw -1011625.821334 + Penalty 73186.029584 = -938439.791750 nChanged 15 Deleting Class 112 (11 points): Lose 57.958005 but Gain 987.008477 Iteration 112Q (38.994035 sec): 92 clusters Score: Raw -1011591.262425 + Penalty 72249.353917 = -939341.908508 nChanged 14 Deleting Class 97 (25 points): Lose 119.892058 but Gain 1047.300529 Iteration 113Q (39.090520 sec): 91 clusters Score: Raw -1011496.515657 + Penalty 71232.338632 = -940264.177025 nChanged 28 Deleting Class 56 (45 points): Lose 270.543281 but Gain 1197.530059 Iteration 114Q (39.185379 sec): 90 clusters Score: Raw -1011269.610626 + Penalty 70131.145812 = -941138.464814 nChanged 56 Deleting Class 124 (12 points): Lose 66.206292 but Gain 991.794790 Iteration 115Q (39.281858 sec): 89 clusters Score: Raw -1011387.938241 + Penalty 69154.797886 = -942233.140356 nChanged 30 Deleting Class 83 (4 points): Lose 22.874163 but Gain 940.411434 Iteration 116Q (39.377256 sec): 88 clusters Score: Raw -1011417.721784 + Penalty 68262.576358 = -943155.145426 nChanged 17 Deleting Class 181 (4 points): Lose 36.852503 but Gain 941.175619 Iteration 117Q (39.473279 sec): 87 clusters Score: Raw -1011409.556375 + Penalty 67327.004128 = -944082.552247 nChanged 14 Deleting Class 115 (15 points): Lose 102.220512 but Gain 1004.723867 Iteration 118Q (39.567090 sec): 86 clusters Score: Raw -1011322.218165 + Penalty 66366.081695 = -944956.136469 nChanged 24 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 -1011322.218165 + Penalty 66366.081695 = -944956.136469Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.613032 sec): 2 clusters Score: Raw -1965.723770 + Penalty 346.380308 = -1619.343463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.613353 sec): 3 clusters Score: Raw -2007.945896 + Penalty 687.890354 = -1320.055543 nChanged 1 SP:Iteration 1Q (39.613650 sec): 3 clusters Score: Raw -2013.231924 + Penalty 688.493667 = -1324.738257 nChanged 1 SP:Iteration 2Q (39.613938 sec): 3 clusters Score: Raw -2016.939962 + Penalty 688.493667 = -1328.446295 nChanged 0 SP:Iteration 3F (39.614251 sec): 3 clusters Score: Raw -2016.939962 + Penalty 688.493667 = -1328.446295 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 2 (3562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.631468 sec): 2 clusters Score: Raw -156449.788881 + Penalty 74.186901 = -156375.601980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.638065 sec): 3 clusters Score: Raw -154122.326199 + Penalty 160.415464 = -153961.910735 nChanged 1680 SP:Iteration 1F (39.644497 sec): 3 clusters Score: Raw -155636.852156 + Penalty 170.669652 = -155466.182505 nChanged 399 SP:Iteration 2F (39.650862 sec): 3 clusters Score: Raw -156016.044900 + Penalty 177.531546 = -155838.513354 nChanged 227 SP:Iteration 3F (39.657207 sec): 3 clusters Score: Raw -156268.249263 + Penalty 180.443167 = -156087.806097 nChanged 100 SP:Iteration 4Q (39.663556 sec): 3 clusters Score: Raw -156545.037917 + Penalty 179.137689 = -156365.900228 nChanged 57 SP:Iteration 5Q (39.669249 sec): 3 clusters Score: Raw -156602.530355 + Penalty 176.235305 = -156426.295050 nChanged 21 SP:Iteration 6Q (39.674659 sec): 3 clusters Score: Raw -156608.685117 + Penalty 175.717906 = -156432.967211 nChanged 6 SP:Iteration 7Q (39.680039 sec): 3 clusters Score: Raw -156609.634706 + Penalty 175.726263 = -156433.908443 nChanged 5 SP:Iteration 8Q (39.685417 sec): 3 clusters Score: Raw -156610.021513 + Penalty 175.692152 = -156434.329361 nChanged 1 SP:Iteration 9Q (39.690796 sec): 3 clusters Score: Raw -156610.099617 + Penalty 175.692152 = -156434.407465 nChanged 0 SP:Iteration 10F (39.697134 sec): 3 clusters Score: Raw -156610.099617 + Penalty 175.692152 = -156434.407465 nChanged 0 Score: Raw -1029066.990053 + Penalty 66491.246836 = -962575.743218 Splitting cluster 2 changes total score from -944956.136469 to -962575.743218 So it's getting split into cluster 20. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (1917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.657533 sec): 2 clusters Score: Raw -88019.436137 + Penalty 125.501602 = -87893.934536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.661089 sec): 3 clusters Score: Raw -86810.578384 + Penalty 236.203150 = -86574.375235 nChanged 887 SP:Iteration 1F (40.664655 sec): 3 clusters Score: Raw -87498.588518 + Penalty 221.424398 = -87277.164120 nChanged 172 SP:Iteration 2F (40.668169 sec): 3 clusters Score: Raw -87774.072323 + Penalty 220.078586 = -87553.993737 nChanged 92 SP:Iteration 3Q (40.671582 sec): 3 clusters Score: Raw -87810.648891 + Penalty 218.326161 = -87592.322730 nChanged 36 SP:Iteration 4Q (40.674992 sec): 3 clusters Score: Raw -87819.308520 + Penalty 216.065261 = -87603.243258 nChanged 30 SP:Iteration 5Q (40.678287 sec): 3 clusters Score: Raw -87829.212665 + Penalty 213.735034 = -87615.477631 nChanged 35 SP:Iteration 6Q (40.681575 sec): 3 clusters Score: Raw -87841.917088 + Penalty 210.076143 = -87631.840945 nChanged 33 SP:Iteration 7Q (40.684837 sec): 3 clusters Score: Raw -87855.345181 + Penalty 206.900427 = -87648.444755 nChanged 31 SP:Iteration 8Q (40.688088 sec): 3 clusters Score: Raw -87867.438372 + Penalty 204.669850 = -87662.768522 nChanged 29 SP:Iteration 9Q (40.691271 sec): 3 clusters Score: Raw -87878.419515 + Penalty 201.504653 = -87676.914862 nChanged 34 SP:Iteration 10F (40.694747 sec): 3 clusters Score: Raw -87892.606931 + Penalty 199.175280 = -87693.431651 nChanged 31 SP:Iteration 11Q (40.697870 sec): 3 clusters Score: Raw -87905.436543 + Penalty 196.354219 = -87709.082324 nChanged 30 SP:Iteration 12Q (40.700985 sec): 3 clusters Score: Raw -87917.539695 + Penalty 194.354630 = -87723.185064 nChanged 26 SP:Iteration 13Q (40.704058 sec): 3 clusters Score: Raw -87927.560669 + Penalty 190.927681 = -87736.632988 nChanged 26 SP:Iteration 14Q (40.707097 sec): 3 clusters Score: Raw -87937.271568 + Penalty 188.065816 = -87749.205752 nChanged 22 SP:Iteration 15Q (40.710125 sec): 3 clusters Score: Raw -87943.924020 + Penalty 186.824417 = -87757.099603 nChanged 14 SP:Iteration 16Q (40.713114 sec): 3 clusters Score: Raw -87947.118934 + Penalty 185.812198 = -87761.306736 nChanged 10 SP:Iteration 17Q (40.716089 sec): 3 clusters Score: Raw -87948.882500 + Penalty 185.215489 = -87763.667011 nChanged 9 SP:Iteration 18Q (40.719100 sec): 3 clusters Score: Raw -87950.777271 + Penalty 184.552806 = -87766.224465 nChanged 12 SP:Iteration 19Q (40.722187 sec): 3 clusters Score: Raw -87953.616884 + Penalty 183.737479 = -87769.879405 nChanged 13 SP:Iteration 20F (40.725971 sec): 3 clusters Score: Raw -87957.213598 + Penalty 182.869984 = -87774.343614 nChanged 11 SP:Iteration 21Q (40.729025 sec): 3 clusters Score: Raw -87960.117795 + Penalty 182.387538 = -87777.730258 nChanged 9 SP:Iteration 22Q (40.731969 sec): 3 clusters Score: Raw -87962.354393 + Penalty 181.863239 = -87780.491154 nChanged 10 SP:Iteration 23Q (40.734881 sec): 3 clusters Score: Raw -87965.065443 + Penalty 181.545341 = -87783.520103 nChanged 10 SP:Iteration 24Q (40.737785 sec): 3 clusters Score: Raw -87968.026773 + Penalty 179.301548 = -87788.725224 nChanged 11 SP:Iteration 25Q (40.740677 sec): 3 clusters Score: Raw -87970.739593 + Penalty 179.183903 = -87791.555689 nChanged 7 SP:Iteration 26Q (40.743575 sec): 3 clusters Score: Raw -87972.052058 + Penalty 178.868323 = -87793.183735 nChanged 7 SP:Iteration 27Q (40.746452 sec): 3 clusters Score: Raw -87973.506440 + Penalty 178.695334 = -87794.811107 nChanged 5 SP:Iteration 28Q (40.749319 sec): 3 clusters Score: Raw -87974.169510 + Penalty 178.575256 = -87795.594254 nChanged 4 SP:Iteration 29Q (40.752186 sec): 3 clusters Score: Raw -87974.765027 + Penalty 178.428397 = -87796.336630 nChanged 4 SP:Iteration 30F (40.755667 sec): 3 clusters Score: Raw -87976.875868 + Penalty 178.015366 = -87798.860502 nChanged 2 SP:Iteration 31Q (40.758519 sec): 3 clusters Score: Raw -87977.178237 + Penalty 177.950861 = -87799.227375 nChanged 1 SP:Iteration 32Q (40.761371 sec): 3 clusters Score: Raw -87977.183694 + Penalty 177.947272 = -87799.236421 nChanged 1 SP:Iteration 33Q (40.764248 sec): 3 clusters Score: Raw -87977.182498 + Penalty 177.467757 = -87799.714741 nChanged 1 SP:Iteration 34Q (40.767292 sec): 3 clusters Score: Raw -87977.099560 + Penalty 177.462141 = -87799.637419 nChanged 1 SP:Iteration 35F (40.770940 sec): 3 clusters Score: Raw -87977.032735 + Penalty 177.457226 = -87799.575510 nChanged 1 SP:Iteration 36F (40.774409 sec): 3 clusters Score: Raw -87977.147563 + Penalty 177.457226 = -87799.690337 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.794870 sec): 2 clusters Score: Raw -192847.922725 + Penalty 105.359151 = -192742.563574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.802715 sec): 3 clusters Score: Raw -190162.156070 + Penalty 221.497382 = -189940.658688 nChanged 1970 SP:Iteration 1F (40.810432 sec): 3 clusters Score: Raw -191709.481449 + Penalty 227.815227 = -191481.666222 nChanged 337 SP:Iteration 2F (40.818184 sec): 3 clusters Score: Raw -191899.004174 + Penalty 236.432681 = -191662.571493 nChanged 309 SP:Iteration 3F (40.826042 sec): 3 clusters Score: Raw -192105.290769 + Penalty 242.240269 = -191863.050500 nChanged 245 SP:Iteration 4F (40.834038 sec): 3 clusters Score: Raw -192266.589511 + Penalty 250.053519 = -192016.535993 nChanged 177 SP:Iteration 5Q (40.841663 sec): 3 clusters Score: Raw -192401.687548 + Penalty 261.881629 = -192139.805919 nChanged 162 SP:Iteration 6Q (40.849179 sec): 3 clusters Score: Raw -192544.169003 + Penalty 271.713140 = -192272.455863 nChanged 134 SP:Iteration 7Q (40.856609 sec): 3 clusters Score: Raw -192662.804790 + Penalty 269.747663 = -192393.057127 nChanged 107 SP:Iteration 8Q (40.863934 sec): 3 clusters Score: Raw -192767.851890 + Penalty 244.129731 = -192523.722159 nChanged 62 SP:Iteration 9Q (40.871161 sec): 3 clusters Score: Raw -192839.263183 + Penalty 186.830265 = -192652.432918 nChanged 20 SP:Iteration 10F (40.878477 sec): 3 clusters Score: Raw -192877.382862 + Penalty 190.078779 = -192687.304082 nChanged 5 SP:Iteration 11Q (40.884655 sec): 3 clusters Score: Raw -192887.269441 + Penalty 184.458997 = -192702.810445 nChanged 4 SP:Iteration 12Q (40.890982 sec): 3 clusters Score: Raw -192889.273655 + Penalty 183.048519 = -192706.225136 nChanged 2 SP:Iteration 13Q (40.897171 sec): 3 clusters Score: Raw -192889.774052 + Penalty 182.355685 = -192707.418367 nChanged 1 SP:Iteration 14Q (40.903358 sec): 3 clusters Score: Raw -192890.138739 + Penalty 181.118677 = -192709.020062 nChanged 1 SP:Iteration 15Q (40.909584 sec): 3 clusters Score: Raw -192890.436316 + Penalty 181.118677 = -192709.317640 nChanged 0 SP:Iteration 16F (40.917208 sec): 3 clusters Score: Raw -192891.750529 + Penalty 180.702830 = -192711.047699 nChanged 1 SP:Iteration 17Q (40.923398 sec): 3 clusters Score: Raw -192892.379162 + Penalty 181.374583 = -192711.004579 nChanged 1 SP:Iteration 18F (40.931309 sec): 3 clusters Score: Raw -192892.571681 + Penalty 181.374583 = -192711.197099 nChanged 0 Memory request: 0.03 GB would take us to total of 0.25 GB. Trying to split cluster 5 (5147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.958693 sec): 2 clusters Score: Raw -223086.213372 + Penalty 173.330981 = -222912.882391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.968190 sec): 3 clusters Score: Raw -219671.416523 + Penalty 346.566281 = -219324.850241 nChanged 2382 SP:Iteration 1F (40.977435 sec): 3 clusters Score: Raw -220791.124321 + Penalty 345.011913 = -220446.112408 nChanged 732 SP:Iteration 2F (40.986648 sec): 3 clusters Score: Raw -221167.579438 + Penalty 341.160637 = -220826.418801 nChanged 429 SP:Iteration 3F (40.995882 sec): 3 clusters Score: Raw -221507.732953 + Penalty 332.226401 = -221175.506552 nChanged 451 SP:Iteration 4F (41.005057 sec): 3 clusters Score: Raw -221892.054603 + Penalty 315.740732 = -221576.313871 nChanged 461 SP:Iteration 5F (41.014189 sec): 3 clusters Score: Raw -222383.610294 + Penalty 294.097406 = -222089.512888 nChanged 359 SP:Iteration 6F (41.023299 sec): 3 clusters Score: Raw -222841.781243 + Penalty 278.182795 = -222563.598448 nChanged 183 SP:Iteration 7Q (41.032558 sec): 3 clusters Score: Raw -223261.697931 + Penalty 277.535254 = -222984.162676 nChanged 73 SP:Iteration 8Q (41.040389 sec): 3 clusters Score: Raw -223460.957358 + Penalty 278.104160 = -223182.853198 nChanged 35 SP:Iteration 9Q (41.047983 sec): 3 clusters Score: Raw -223466.677015 + Penalty 278.630470 = -223188.046546 nChanged 7 SP:Iteration 10F (41.057087 sec): 3 clusters Score: Raw -223467.044146 + Penalty 279.178319 = -223187.865827 nChanged 5 SP:Iteration 11F (41.066207 sec): 3 clusters Score: Raw -223467.238706 + Penalty 279.178319 = -223188.060387 nChanged 0 Score: Raw -1029448.018541 + Penalty 66616.144567 = -962831.873974 Splitting cluster 5 changes total score from -944956.136469 to -962831.873974 So it's getting split into cluster 23. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.040443 sec): 2 clusters Score: Raw -31415.213441 + Penalty 363.044626 = -31052.168814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.041770 sec): 3 clusters Score: Raw -31100.457106 + Penalty 733.895878 = -30366.561229 nChanged 232 SP:Iteration 1F (42.043116 sec): 3 clusters Score: Raw -31296.020571 + Penalty 748.486101 = -30547.534471 nChanged 66 SP:Iteration 2F (42.044444 sec): 3 clusters Score: Raw -31355.961758 + Penalty 767.879111 = -30588.082647 nChanged 44 SP:Iteration 3F (42.045775 sec): 3 clusters Score: Raw -31405.119185 + Penalty 792.822814 = -30612.296372 nChanged 34 SP:Iteration 4F (42.047126 sec): 3 clusters Score: Raw -31444.631867 + Penalty 818.086032 = -30626.545835 nChanged 26 SP:Iteration 5Q (42.048450 sec): 3 clusters Score: Raw -31471.357623 + Penalty 830.586689 = -30640.770934 nChanged 12 SP:Iteration 6Q (42.049760 sec): 3 clusters Score: Raw -31484.078592 + Penalty 840.769503 = -30643.309089 nChanged 7 SP:Iteration 7Q (42.051076 sec): 3 clusters Score: Raw -31489.375582 + Penalty 851.773546 = -30637.602036 nChanged 5 SP:Iteration 8F (42.052416 sec): 3 clusters Score: Raw -31493.040390 + Penalty 862.774664 = -30630.265726 nChanged 7 SP:Iteration 9F (42.053755 sec): 3 clusters Score: Raw -31497.845539 + Penalty 873.017129 = -30624.828410 nChanged 6 SP:Iteration 10F (42.055144 sec): 3 clusters Score: Raw -31503.091531 + Penalty 879.803415 = -30623.288117 nChanged 4 SP:Iteration 11F (42.056554 sec): 3 clusters Score: Raw -31506.771034 + Penalty 887.933035 = -30618.837999 nChanged 4 SP:Iteration 12F (42.057962 sec): 3 clusters Score: Raw -31508.757465 + Penalty 887.933035 = -30620.824430 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.062282 sec): 2 clusters Score: Raw -34876.650286 + Penalty 331.446109 = -34545.204178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.063772 sec): 3 clusters Score: Raw -34478.938332 + Penalty 650.729359 = -33828.208973 nChanged 278 SP:Iteration 1F (42.065283 sec): 3 clusters Score: Raw -34669.384656 + Penalty 647.646011 = -34021.738646 nChanged 91 SP:Iteration 2F (42.066770 sec): 3 clusters Score: Raw -34755.712650 + Penalty 655.041223 = -34100.671428 nChanged 56 SP:Iteration 3F (42.068245 sec): 3 clusters Score: Raw -34815.427162 + Penalty 659.542012 = -34155.885150 nChanged 48 SP:Iteration 4F (42.069705 sec): 3 clusters Score: Raw -34874.151406 + Penalty 648.914613 = -34225.236793 nChanged 24 SP:Iteration 5Q (42.071217 sec): 3 clusters Score: Raw -34894.124480 + Penalty 662.355023 = -34231.769458 nChanged 6 SP:Iteration 6Q (42.072656 sec): 3 clusters Score: Raw -34899.975483 + Penalty 659.465705 = -34240.509779 nChanged 4 SP:Iteration 7Q (42.074062 sec): 3 clusters Score: Raw -34904.988368 + Penalty 659.388170 = -34245.600198 nChanged 3 SP:Iteration 8Q (42.075463 sec): 3 clusters Score: Raw -34906.763259 + Penalty 662.278289 = -34244.484970 nChanged 1 SP:Iteration 9F (42.076952 sec): 3 clusters Score: Raw -34907.682399 + Penalty 663.452991 = -34244.229408 nChanged 1 SP:Iteration 10F (42.078439 sec): 3 clusters Score: Raw -34907.883679 + Penalty 663.452991 = -34244.430688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.080725 sec): 2 clusters Score: Raw -1385.129281 + Penalty 251.412102 = -1133.717178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.081012 sec): 3 clusters Score: Raw -1412.420319 + Penalty 501.391705 = -911.028614 nChanged 1 SP:Iteration 1Q (42.081270 sec): 3 clusters Score: Raw -1418.852732 + Penalty 501.391705 = -917.461027 nChanged 0 SP:Iteration 2F (42.081529 sec): 3 clusters Score: Raw -1418.852732 + Penalty 501.391705 = -917.461027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.082124 sec): 2 clusters Score: Raw -1759.766688 + Penalty 598.922373 = -1160.844315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.082416 sec): 3 clusters Score: Raw -1957.882724 + Penalty 1197.844746 = -760.037979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.086357 sec): 2 clusters Score: Raw -48383.005050 + Penalty 170.338177 = -48212.666873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.088464 sec): 3 clusters Score: Raw -47730.569710 + Penalty 337.885441 = -47392.684269 nChanged 459 SP:Iteration 1F (42.090501 sec): 3 clusters Score: Raw -48049.747694 + Penalty 343.669523 = -47706.078171 nChanged 145 SP:Iteration 2F (42.092519 sec): 3 clusters Score: Raw -48131.898318 + Penalty 346.435083 = -47785.463235 nChanged 60 SP:Iteration 3F (42.094532 sec): 3 clusters Score: Raw -48159.510136 + Penalty 346.714930 = -47812.795207 nChanged 33 SP:Iteration 4Q (42.096530 sec): 3 clusters Score: Raw -48170.641435 + Penalty 348.819601 = -47821.821833 nChanged 31 SP:Iteration 5Q (42.098526 sec): 3 clusters Score: Raw -48176.863990 + Penalty 350.275249 = -47826.588742 nChanged 10 SP:Iteration 6Q (42.100521 sec): 3 clusters Score: Raw -48178.055445 + Penalty 350.426307 = -47827.629138 nChanged 6 SP:Iteration 7Q (42.102517 sec): 3 clusters Score: Raw -48178.505276 + Penalty 350.888558 = -47827.616718 nChanged 4 SP:Iteration 8F (42.104531 sec): 3 clusters Score: Raw -48178.853812 + Penalty 351.513738 = -47827.340074 nChanged 3 SP:Iteration 9F (42.106544 sec): 3 clusters Score: Raw -48179.029447 + Penalty 352.213684 = -47826.815764 nChanged 3 SP:Iteration 10F (42.108555 sec): 3 clusters Score: Raw -48179.223447 + Penalty 353.153249 = -47826.070198 nChanged 4 SP:Iteration 11F (42.110590 sec): 3 clusters Score: Raw -48179.568134 + Penalty 353.655933 = -47825.912201 nChanged 2 SP:Iteration 12F (42.112607 sec): 3 clusters Score: Raw -48179.900059 + Penalty 354.557923 = -47825.342136 nChanged 4 SP:Iteration 13F (42.114620 sec): 3 clusters Score: Raw -48180.742600 + Penalty 356.394309 = -47824.348291 nChanged 9 SP:Iteration 14F (42.116633 sec): 3 clusters Score: Raw -48181.857524 + Penalty 357.276628 = -47824.580896 nChanged 4 SP:Iteration 15Q (42.118636 sec): 3 clusters Score: Raw -48182.229623 + Penalty 358.047803 = -47824.181820 nChanged 3 SP:Iteration 16F (42.120653 sec): 3 clusters Score: Raw -48182.614991 + Penalty 359.662196 = -47822.952795 nChanged 7 SP:Iteration 17F (42.122670 sec): 3 clusters Score: Raw -48183.658403 + Penalty 362.067382 = -47821.591020 nChanged 10 SP:Iteration 18F (42.124686 sec): 3 clusters Score: Raw -48185.779773 + Penalty 364.945560 = -47820.834213 nChanged 13 SP:Iteration 19F (42.126702 sec): 3 clusters Score: Raw -48189.056126 + Penalty 368.526657 = -47820.529469 nChanged 14 SP:Iteration 20F (42.128718 sec): 3 clusters Score: Raw -48192.719909 + Penalty 375.131183 = -47817.588726 nChanged 21 SP:Iteration 21F (42.130740 sec): 3 clusters Score: Raw -48201.879854 + Penalty 383.314866 = -47818.564988 nChanged 29 SP:Iteration 22Q (42.132761 sec): 3 clusters Score: Raw -48217.278875 + Penalty 393.617985 = -47823.660890 nChanged 31 SP:Iteration 23Q (42.134783 sec): 3 clusters Score: Raw -48235.259201 + Penalty 404.577891 = -47830.681311 nChanged 38 SP:Iteration 24Q (42.136829 sec): 3 clusters Score: Raw -48254.401506 + Penalty 415.760424 = -47838.641082 nChanged 28 SP:Iteration 25Q (42.138860 sec): 3 clusters Score: Raw -48272.658993 + Penalty 432.102848 = -47840.556145 nChanged 36 SP:Iteration 26Q (42.140892 sec): 3 clusters Score: Raw -48298.146206 + Penalty 446.917486 = -47851.228720 nChanged 35 SP:Iteration 27Q (42.142928 sec): 3 clusters Score: Raw -48321.826623 + Penalty 466.385953 = -47855.440671 nChanged 29 SP:Iteration 28Q (42.144956 sec): 3 clusters Score: Raw -48338.713848 + Penalty 481.559126 = -47857.154722 nChanged 23 SP:Iteration 29Q (42.147007 sec): 3 clusters Score: Raw -48351.328056 + Penalty 492.532986 = -47858.795070 nChanged 15 SP:Iteration 30F (42.149046 sec): 3 clusters Score: Raw -48357.595515 + Penalty 505.627921 = -47851.967594 nChanged 15 SP:Iteration 31F (42.151089 sec): 3 clusters Score: Raw -48367.304908 + Penalty 523.990364 = -47843.314544 nChanged 14 SP:Iteration 32F (42.153160 sec): 3 clusters Score: Raw -48379.933879 + Penalty 527.364589 = -47852.569290 nChanged 11 SP:Iteration 33Q (42.155072 sec): 3 clusters Score: Raw -48388.661815 + Penalty 532.436788 = -47856.225026 nChanged 8 SP:Iteration 34Q (42.156915 sec): 3 clusters Score: Raw -48393.724428 + Penalty 541.410433 = -47852.313996 nChanged 4 SP:Iteration 35F (42.159157 sec): 3 clusters Score: Raw -48395.688080 + Penalty 547.036974 = -47848.651106 nChanged 3 SP:Iteration 36F (42.161367 sec): 3 clusters Score: Raw -48397.249249 + Penalty 547.212551 = -47850.036697 nChanged 4 SP:Iteration 37Q (42.163164 sec): 3 clusters Score: Raw -48398.702884 + Penalty 551.125595 = -47847.577289 nChanged 2 SP:Iteration 38F (42.165208 sec): 3 clusters Score: Raw -48398.981279 + Penalty 551.981075 = -47847.000204 nChanged 1 SP:Iteration 39F (42.167250 sec): 3 clusters Score: Raw -48399.770750 + Penalty 551.916530 = -47847.854220 nChanged 2 SP:Iteration 40F (42.169301 sec): 3 clusters Score: Raw -48401.103070 + Penalty 556.296278 = -47844.806792 nChanged 1 SP:Iteration 41F (42.171342 sec): 3 clusters Score: Raw -48401.289608 + Penalty 556.296278 = -47844.993330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.172922 sec): 2 clusters Score: Raw -12572.626419 + Penalty 680.311430 = -11892.314989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.173566 sec): 3 clusters Score: Raw -12560.299026 + Penalty 1359.570530 = -11200.728496 nChanged 40 SP:Iteration 1F (42.174198 sec): 3 clusters Score: Raw -12609.630956 + Penalty 1359.104964 = -11250.525992 nChanged 4 SP:Iteration 2Q (42.174818 sec): 3 clusters Score: Raw -12616.781892 + Penalty 1359.099331 = -11257.682561 nChanged 3 SP:Iteration 3Q (42.175436 sec): 3 clusters Score: Raw -12622.432004 + Penalty 1358.752974 = -11263.679030 nChanged 2 SP:Iteration 4Q (42.176054 sec): 3 clusters Score: Raw -12623.139324 + Penalty 1358.661754 = -11264.477570 nChanged 1 SP:Iteration 5Q (42.176672 sec): 3 clusters Score: Raw -12624.182007 + Penalty 1358.808694 = -11265.373313 nChanged 1 SP:Iteration 6Q (42.177288 sec): 3 clusters Score: Raw -12624.959482 + Penalty 1358.808694 = -11266.150788 nChanged 0 SP:Iteration 7F (42.177919 sec): 3 clusters Score: Raw -12624.959482 + Penalty 1358.808694 = -11266.150788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.178559 sec): 2 clusters Score: Raw -2563.819601 + Penalty 193.076451 = -2370.743150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.178877 sec): 3 clusters Score: Raw -2557.768665 + Penalty 382.413192 = -2175.355473 nChanged 7 SP:Iteration 1F (42.179189 sec): 3 clusters Score: Raw -2569.321073 + Penalty 378.968543 = -2190.352530 nChanged 3 SP:Iteration 2Q (42.179497 sec): 3 clusters Score: Raw -2578.778207 + Penalty 377.772490 = -2201.005717 nChanged 2 SP:Iteration 3Q (42.179805 sec): 3 clusters Score: Raw -2585.739361 + Penalty 377.772490 = -2207.966871 nChanged 0 SP:Iteration 4F (42.180125 sec): 3 clusters Score: Raw -2585.739361 + Penalty 377.772490 = -2207.966871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.181679 sec): 2 clusters Score: Raw -19246.173137 + Penalty 459.776334 = -18786.396804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.182619 sec): 3 clusters Score: Raw -19062.735125 + Penalty 921.897094 = -18140.838031 nChanged 121 SP:Iteration 1F (42.183590 sec): 3 clusters Score: Raw -19156.168507 + Penalty 922.965012 = -18233.203495 nChanged 34 SP:Iteration 2F (42.184476 sec): 3 clusters Score: Raw -19186.750480 + Penalty 925.394072 = -18261.356408 nChanged 23 SP:Iteration 3F (42.185366 sec): 3 clusters Score: Raw -19222.880096 + Penalty 928.254350 = -18294.625746 nChanged 19 SP:Iteration 4Q (42.186236 sec): 3 clusters Score: Raw -19237.237784 + Penalty 927.598736 = -18309.639048 nChanged 4 SP:Iteration 5Q (42.187113 sec): 3 clusters Score: Raw -19239.313804 + Penalty 927.053211 = -18312.260593 nChanged 1 SP:Iteration 6Q (42.187978 sec): 3 clusters Score: Raw -19239.715212 + Penalty 926.700435 = -18313.014777 nChanged 1 SP:Iteration 7Q (42.188850 sec): 3 clusters Score: Raw -19240.065492 + Penalty 926.700435 = -18313.365056 nChanged 0 SP:Iteration 8F (42.189734 sec): 3 clusters Score: Raw -19240.065492 + Penalty 926.700435 = -18313.365056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.190309 sec): 2 clusters Score: Raw -1623.649701 + Penalty 236.380282 = -1387.269418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.190609 sec): 3 clusters Score: Raw -1649.158876 + Penalty 474.838171 = -1174.320704 nChanged 2 SP:Iteration 1F (42.190884 sec): 3 clusters Score: Raw -1653.946417 + Penalty 474.838171 = -1179.108246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 15 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.193166 sec): 2 clusters Score: Raw -30628.688309 + Penalty 515.160171 = -30113.528137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.194543 sec): 3 clusters Score: Raw -30308.660111 + Penalty 1031.618144 = -29277.041967 nChanged 208 SP:Iteration 1F (42.195874 sec): 3 clusters Score: Raw -30455.978974 + Penalty 1043.387624 = -29412.591349 nChanged 82 SP:Iteration 2F (42.197181 sec): 3 clusters Score: Raw -30547.299815 + Penalty 1057.859969 = -29489.439846 nChanged 53 SP:Iteration 3F (42.198466 sec): 3 clusters Score: Raw -30602.837482 + Penalty 1070.168609 = -29532.668874 nChanged 30 SP:Iteration 4Q (42.199738 sec): 3 clusters Score: Raw -30633.479961 + Penalty 1085.720173 = -29547.759788 nChanged 22 SP:Iteration 5Q (42.201015 sec): 3 clusters Score: Raw -30658.186151 + Penalty 1104.463140 = -29553.723011 nChanged 23 SP:Iteration 6Q (42.202270 sec): 3 clusters Score: Raw -30689.202345 + Penalty 1115.142677 = -29574.059668 nChanged 19 SP:Iteration 7Q (42.203506 sec): 3 clusters Score: Raw -30706.416367 + Penalty 1123.723472 = -29582.692895 nChanged 12 SP:Iteration 8Q (42.204732 sec): 3 clusters Score: Raw -30718.656236 + Penalty 1130.309250 = -29588.346986 nChanged 10 SP:Iteration 9Q (42.205946 sec): 3 clusters Score: Raw -30726.029300 + Penalty 1136.222575 = -29589.806725 nChanged 7 SP:Iteration 10F (42.207230 sec): 3 clusters Score: Raw -30730.421432 + Penalty 1136.329788 = -29594.091644 nChanged 5 SP:Iteration 11Q (42.208430 sec): 3 clusters Score: Raw -30736.042959 + Penalty 1136.728944 = -29599.314015 nChanged 4 SP:Iteration 12Q (42.209641 sec): 3 clusters Score: Raw -30738.412745 + Penalty 1139.493603 = -29598.919142 nChanged 4 SP:Iteration 13F (42.210940 sec): 3 clusters Score: Raw -30744.855800 + Penalty 1140.593718 = -29604.262082 nChanged 6 SP:Iteration 14Q (42.212130 sec): 3 clusters Score: Raw -30749.810416 + Penalty 1139.450883 = -29610.359533 nChanged 4 SP:Iteration 15Q (42.213331 sec): 3 clusters Score: Raw -30754.463638 + Penalty 1134.425365 = -29620.038274 nChanged 7 SP:Iteration 16Q (42.214520 sec): 3 clusters Score: Raw -30763.618749 + Penalty 1133.587483 = -29630.031266 nChanged 5 SP:Iteration 17Q (42.215704 sec): 3 clusters Score: Raw -30767.867256 + Penalty 1134.560717 = -29633.306539 nChanged 8 SP:Iteration 18Q (42.216884 sec): 3 clusters Score: Raw -30777.690219 + Penalty 1139.773381 = -29637.916839 nChanged 10 SP:Iteration 19Q (42.218088 sec): 3 clusters Score: Raw -30788.264417 + Penalty 1142.468836 = -29645.795581 nChanged 7 SP:Iteration 20F (42.219373 sec): 3 clusters Score: Raw -30793.613523 + Penalty 1144.742007 = -29648.871517 nChanged 3 SP:Iteration 21Q (42.220543 sec): 3 clusters Score: Raw -30795.761735 + Penalty 1145.856539 = -29649.905196 nChanged 1 SP:Iteration 22Q (42.221709 sec): 3 clusters Score: Raw -30796.623156 + Penalty 1144.538050 = -29652.085106 nChanged 1 SP:Iteration 23Q (42.222880 sec): 3 clusters Score: Raw -30796.837057 + Penalty 1144.538050 = -29652.299007 nChanged 0 SP:Iteration 24F (42.224166 sec): 3 clusters Score: Raw -30796.837057 + Penalty 1144.538050 = -29652.299007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.224662 sec): 2 clusters Score: Raw -239.127161 + Penalty 123.284820 = -115.842341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.224883 sec): 3 clusters Score: Raw -237.955202 + Penalty 249.559768 = 11.604566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.225411 sec): 2 clusters Score: Raw -1177.446903 + Penalty 119.605409 = -1057.841494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.225667 sec): 3 clusters Score: Raw -1176.193900 + Penalty 239.210818 = -936.983083 nChanged 1 SP:Iteration 1Q (42.225917 sec): 3 clusters Score: Raw -1178.423257 + Penalty 240.023743 = -938.399514 nChanged 1 SP:Iteration 2Q (42.226165 sec): 3 clusters Score: Raw -1180.272992 + Penalty 242.323285 = -937.949707 nChanged 1 SP:Iteration 3F (42.226416 sec): 3 clusters Score: Raw -1182.576443 + Penalty 242.323285 = -940.253157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.226915 sec): 2 clusters Score: Raw -792.000718 + Penalty 101.584222 = -690.416496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.227157 sec): 3 clusters Score: Raw -797.609597 + Penalty 200.126762 = -597.482835 nChanged 1 SP:Iteration 1F (42.227394 sec): 3 clusters Score: Raw -801.516841 + Penalty 200.126762 = -601.390079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.227866 sec): 2 clusters Score: Raw -450.356471 + Penalty 184.232413 = -266.124057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.228086 sec): 3 clusters Score: Raw -442.990323 + Penalty 368.464827 = -74.525497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.230418 sec): 2 clusters Score: Raw -32637.668025 + Penalty 204.875753 = -32432.792273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.231842 sec): 3 clusters Score: Raw -32276.779283 + Penalty 419.609576 = -31857.169707 nChanged 294 SP:Iteration 1F (42.233292 sec): 3 clusters Score: Raw -32535.303987 + Penalty 421.931035 = -32113.372952 nChanged 70 SP:Iteration 2F (42.234717 sec): 3 clusters Score: Raw -32578.958314 + Penalty 422.511242 = -32156.447071 nChanged 32 SP:Iteration 3Q (42.236128 sec): 3 clusters Score: Raw -32601.289705 + Penalty 424.819916 = -32176.469789 nChanged 21 SP:Iteration 4Q (42.237528 sec): 3 clusters Score: Raw -32620.091995 + Penalty 428.377882 = -32191.714114 nChanged 16 SP:Iteration 5Q (42.238961 sec): 3 clusters Score: Raw -32630.619313 + Penalty 428.933454 = -32201.685859 nChanged 12 SP:Iteration 6Q (42.240382 sec): 3 clusters Score: Raw -32638.260153 + Penalty 431.380842 = -32206.879310 nChanged 10 SP:Iteration 7Q (42.241838 sec): 3 clusters Score: Raw -32643.048467 + Penalty 432.621690 = -32210.426777 nChanged 6 SP:Iteration 8Q (42.243285 sec): 3 clusters Score: Raw -32646.046982 + Penalty 433.034871 = -32213.012111 nChanged 6 SP:Iteration 9Q (42.244703 sec): 3 clusters Score: Raw -32649.369662 + Penalty 433.741130 = -32215.628532 nChanged 4 SP:Iteration 10F (42.246117 sec): 3 clusters Score: Raw -32652.041498 + Penalty 436.651015 = -32215.390483 nChanged 5 SP:Iteration 11F (42.247518 sec): 3 clusters Score: Raw -32656.210418 + Penalty 437.248078 = -32218.962340 nChanged 6 SP:Iteration 12Q (42.248927 sec): 3 clusters Score: Raw -32657.878232 + Penalty 439.603988 = -32218.274244 nChanged 3 SP:Iteration 13F (42.250358 sec): 3 clusters Score: Raw -32658.755425 + Penalty 441.430227 = -32217.325198 nChanged 4 SP:Iteration 14F (42.251783 sec): 3 clusters Score: Raw -32659.386288 + Penalty 443.537804 = -32215.848485 nChanged 3 SP:Iteration 15F (42.253229 sec): 3 clusters Score: Raw -32660.630542 + Penalty 444.709919 = -32215.920623 nChanged 1 SP:Iteration 16Q (42.254619 sec): 3 clusters Score: Raw -32661.084590 + Penalty 445.482832 = -32215.601758 nChanged 3 SP:Iteration 17F (42.256045 sec): 3 clusters Score: Raw -32663.356423 + Penalty 446.600042 = -32216.756381 nChanged 1 SP:Iteration 18Q (42.257412 sec): 3 clusters Score: Raw -32663.597314 + Penalty 446.600042 = -32216.997272 nChanged 0 SP:Iteration 19F (42.258843 sec): 3 clusters Score: Raw -32663.597314 + Penalty 446.600042 = -32216.997272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.259655 sec): 2 clusters Score: Raw -3481.715657 + Penalty 304.060612 = -3177.655045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.260006 sec): 3 clusters Score: Raw -3483.093631 + Penalty 613.821484 = -2869.272148 nChanged 7 SP:Iteration 1F (42.260352 sec): 3 clusters Score: Raw -3498.095599 + Penalty 611.239061 = -2886.856537 nChanged 2 SP:Iteration 2Q (42.260687 sec): 3 clusters Score: Raw -3500.376520 + Penalty 609.608485 = -2890.768035 nChanged 1 SP:Iteration 3Q (42.261024 sec): 3 clusters Score: Raw -3500.998799 + Penalty 608.121223 = -2892.877575 nChanged 1 SP:Iteration 4Q (42.261358 sec): 3 clusters Score: Raw -3502.220325 + Penalty 608.121223 = -2894.099102 nChanged 0 SP:Iteration 5F (42.261699 sec): 3 clusters Score: Raw -3502.220325 + Penalty 608.121223 = -2894.099102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.264480 sec): 2 clusters Score: Raw -4881.952670 + Penalty 617.737030 = -4264.215639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.264906 sec): 3 clusters Score: Raw -4945.431068 + Penalty 1238.355526 = -3707.075542 nChanged 9 SP:Iteration 1F (42.265322 sec): 3 clusters Score: Raw -4977.921634 + Penalty 1242.398977 = -3735.522657 nChanged 5 SP:Iteration 2Q (42.265715 sec): 3 clusters Score: Raw -4994.008945 + Penalty 1242.377050 = -3751.631895 nChanged 1 SP:Iteration 3Q (42.266104 sec): 3 clusters Score: Raw -4996.447103 + Penalty 1242.377050 = -3754.070053 nChanged 0 SP:Iteration 4F (42.266520 sec): 3 clusters Score: Raw -4996.447103 + Penalty 1242.377050 = -3754.070053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.267176 sec): 2 clusters Score: Raw -1364.405008 + Penalty 282.241051 = -1082.163956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.267439 sec): 3 clusters Score: Raw -1387.497755 + Penalty 565.563403 = -821.934353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.268001 sec): 2 clusters Score: Raw -1977.779151 + Penalty 411.877484 = -1565.901667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.268315 sec): 3 clusters Score: Raw -2029.513950 + Penalty 827.646761 = -1201.867189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.268961 sec): 2 clusters Score: Raw -3052.370239 + Penalty 260.010413 = -2792.359826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.269291 sec): 3 clusters Score: Raw -3054.103023 + Penalty 519.562782 = -2534.540241 nChanged 5 SP:Iteration 1F (42.269613 sec): 3 clusters Score: Raw -3057.732039 + Penalty 520.334831 = -2537.397208 nChanged 3 SP:Iteration 2Q (42.269933 sec): 3 clusters Score: Raw -3061.282077 + Penalty 521.998535 = -2539.283542 nChanged 2 SP:Iteration 3Q (42.270253 sec): 3 clusters Score: Raw -3063.889066 + Penalty 529.289214 = -2534.599852 nChanged 4 SP:Iteration 4F (42.270576 sec): 3 clusters Score: Raw -3068.747498 + Penalty 539.921603 = -2528.825894 nChanged 4 SP:Iteration 5F (42.270897 sec): 3 clusters Score: Raw -3072.156622 + Penalty 547.150847 = -2525.005775 nChanged 2 SP:Iteration 6F (42.271218 sec): 3 clusters Score: Raw -3076.368740 + Penalty 547.150847 = -2529.217892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.272963 sec): 2 clusters Score: Raw -14111.725679 + Penalty 834.949989 = -13276.775690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.273684 sec): 3 clusters Score: Raw -14084.431892 + Penalty 1669.465013 = -12414.966879 nChanged 50 SP:Iteration 1F (42.274405 sec): 3 clusters Score: Raw -14173.445837 + Penalty 1669.475096 = -12503.970741 nChanged 15 SP:Iteration 2F (42.275110 sec): 3 clusters Score: Raw -14205.212648 + Penalty 1669.693024 = -12535.519624 nChanged 3 SP:Iteration 3Q (42.275791 sec): 3 clusters Score: Raw -14208.887581 + Penalty 1669.693024 = -12539.194557 nChanged 0 SP:Iteration 4F (42.276496 sec): 3 clusters Score: Raw -14208.887581 + Penalty 1669.693024 = -12539.194557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.277169 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.277440 sec): 3 clusters Score: Raw -1506.700268 + Penalty 166.366258 = -1340.334011 nChanged 7 SP:Iteration 1F (42.277702 sec): 3 clusters Score: Raw -1515.555236 + Penalty 186.951682 = -1328.603554 nChanged 2 SP:Iteration 2F (42.277962 sec): 3 clusters Score: Raw -1516.796959 + Penalty 221.925146 = -1294.871814 nChanged 2 SP:Iteration 3F (42.278223 sec): 3 clusters Score: Raw -1518.555977 + Penalty 266.956410 = -1251.599567 nChanged 1 SP:Iteration 4F (42.278482 sec): 3 clusters Score: Raw -1519.234041 + Penalty 165.768262 = -1353.465779 nChanged 1 SP:Iteration 5Q (42.278721 sec): 3 clusters Score: Raw -1519.802288 + Penalty 76.154012 = -1443.648277 nChanged 1 SP:Iteration 6Q (42.278950 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 SP:Iteration 7F (42.279178 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.280023 sec): 2 clusters Score: Raw -7486.736799 + Penalty 288.989550 = -7197.747249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.280512 sec): 3 clusters Score: Raw -7431.288437 + Penalty 578.124592 = -6853.163844 nChanged 31 SP:Iteration 1F (42.280993 sec): 3 clusters Score: Raw -7453.018711 + Penalty 577.736210 = -6875.282501 nChanged 3 SP:Iteration 2Q (42.281473 sec): 3 clusters Score: Raw -7457.632697 + Penalty 577.736210 = -6879.896487 nChanged 0 SP:Iteration 3F (42.281982 sec): 3 clusters Score: Raw -7457.632697 + Penalty 577.736210 = -6879.896487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.282611 sec): 2 clusters Score: Raw -2767.043078 + Penalty 468.738200 = -2298.304878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.282935 sec): 3 clusters Score: Raw -2815.760177 + Penalty 937.476401 = -1878.283777 nChanged 4 SP:Iteration 1F (42.283254 sec): 3 clusters Score: Raw -2833.019697 + Penalty 937.476401 = -1895.543296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.283741 sec): 2 clusters Score: Raw -615.284159 + Penalty 204.931118 = -410.353040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.283972 sec): 3 clusters Score: Raw -628.005793 + Penalty 395.599699 = -232.406094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.286500 sec): 2 clusters Score: Raw -38800.846083 + Penalty 487.159747 = -38313.686336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.288039 sec): 3 clusters Score: Raw -38478.751062 + Penalty 971.461890 = -37507.289172 nChanged 267 SP:Iteration 1F (42.289581 sec): 3 clusters Score: Raw -38656.690404 + Penalty 970.411013 = -37686.279391 nChanged 63 SP:Iteration 2F (42.291143 sec): 3 clusters Score: Raw -38707.944277 + Penalty 978.691576 = -37729.252701 nChanged 54 SP:Iteration 3F (42.292728 sec): 3 clusters Score: Raw -38774.722046 + Penalty 992.502554 = -37782.219492 nChanged 61 SP:Iteration 4F (42.294287 sec): 3 clusters Score: Raw -38850.594042 + Penalty 1010.218238 = -37840.375804 nChanged 33 SP:Iteration 5Q (42.295834 sec): 3 clusters Score: Raw -38893.119292 + Penalty 1037.259522 = -37855.859771 nChanged 30 SP:Iteration 6Q (42.297372 sec): 3 clusters Score: Raw -38932.427063 + Penalty 1044.700154 = -37887.726909 nChanged 10 SP:Iteration 7Q (42.298895 sec): 3 clusters Score: Raw -38945.599423 + Penalty 1049.154764 = -37896.444659 nChanged 2 SP:Iteration 8Q (42.300388 sec): 3 clusters Score: Raw -38948.501192 + Penalty 1051.238495 = -37897.262697 nChanged 2 SP:Iteration 9Q (42.301871 sec): 3 clusters Score: Raw -38949.471780 + Penalty 1053.015214 = -37896.456566 nChanged 1 SP:Iteration 10F (42.303442 sec): 3 clusters Score: Raw -38949.608291 + Penalty 1053.015214 = -37896.593077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.304223 sec): 2 clusters Score: Raw -5123.051912 + Penalty 543.392137 = -4579.659775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.304631 sec): 3 clusters Score: Raw -5167.571475 + Penalty 1089.246225 = -4078.325249 nChanged 15 SP:Iteration 1F (42.305031 sec): 3 clusters Score: Raw -5206.424719 + Penalty 1091.576598 = -4114.848121 nChanged 2 SP:Iteration 2Q (42.305412 sec): 3 clusters Score: Raw -5217.581946 + Penalty 1093.020358 = -4124.561588 nChanged 1 SP:Iteration 3Q (42.305787 sec): 3 clusters Score: Raw -5225.204628 + Penalty 1093.020358 = -4132.184270 nChanged 0 SP:Iteration 4F (42.306186 sec): 3 clusters Score: Raw -5225.204628 + Penalty 1093.020358 = -4132.184270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 41 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.308239 sec): 2 clusters Score: Raw -26947.863526 + Penalty 384.250588 = -26563.612938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.309498 sec): 3 clusters Score: Raw -26655.119200 + Penalty 767.006159 = -25888.113041 nChanged 215 SP:Iteration 1F (42.310742 sec): 3 clusters Score: Raw -26832.868179 + Penalty 761.992253 = -26070.875926 nChanged 65 SP:Iteration 2F (42.312016 sec): 3 clusters Score: Raw -26880.256525 + Penalty 760.190953 = -26120.065572 nChanged 33 SP:Iteration 3F (42.313260 sec): 3 clusters Score: Raw -26898.685794 + Penalty 761.327630 = -26137.358164 nChanged 20 SP:Iteration 4Q (42.314488 sec): 3 clusters Score: Raw -26912.231234 + Penalty 761.259425 = -26150.971809 nChanged 6 SP:Iteration 5Q (42.315696 sec): 3 clusters Score: Raw -26915.831009 + Penalty 760.078428 = -26155.752581 nChanged 6 SP:Iteration 6Q (42.316938 sec): 3 clusters Score: Raw -26918.919074 + Penalty 760.186326 = -26158.732749 nChanged 3 SP:Iteration 7Q (42.318163 sec): 3 clusters Score: Raw -26920.120258 + Penalty 760.611008 = -26159.509250 nChanged 3 SP:Iteration 8Q (42.319388 sec): 3 clusters Score: Raw -26921.640508 + Penalty 760.916594 = -26160.723914 nChanged 5 SP:Iteration 9Q (42.320615 sec): 3 clusters Score: Raw -26924.111617 + Penalty 759.937739 = -26164.173878 nChanged 4 SP:Iteration 10F (42.321855 sec): 3 clusters Score: Raw -26925.532872 + Penalty 760.654778 = -26164.878094 nChanged 3 SP:Iteration 11Q (42.323085 sec): 3 clusters Score: Raw -26926.425877 + Penalty 761.126708 = -26165.299169 nChanged 4 SP:Iteration 12Q (42.324313 sec): 3 clusters Score: Raw -26927.344110 + Penalty 762.067650 = -26165.276460 nChanged 4 SP:Iteration 13F (42.325554 sec): 3 clusters Score: Raw -26929.000382 + Penalty 762.893597 = -26166.106785 nChanged 6 SP:Iteration 14Q (42.326784 sec): 3 clusters Score: Raw -26931.958000 + Penalty 763.469787 = -26168.488213 nChanged 5 SP:Iteration 15Q (42.328011 sec): 3 clusters Score: Raw -26933.702954 + Penalty 764.319526 = -26169.383429 nChanged 3 SP:Iteration 16Q (42.329239 sec): 3 clusters Score: Raw -26935.235763 + Penalty 764.843692 = -26170.392072 nChanged 4 SP:Iteration 17Q (42.330447 sec): 3 clusters Score: Raw -26937.068803 + Penalty 765.110277 = -26171.958526 nChanged 5 SP:Iteration 18Q (42.331659 sec): 3 clusters Score: Raw -26938.227777 + Penalty 765.302259 = -26172.925519 nChanged 4 SP:Iteration 19Q (42.332909 sec): 3 clusters Score: Raw -26939.388977 + Penalty 763.858200 = -26175.530777 nChanged 4 SP:Iteration 20F (42.334154 sec): 3 clusters Score: Raw -26941.128497 + Penalty 763.852045 = -26177.276452 nChanged 4 SP:Iteration 21Q (42.335388 sec): 3 clusters Score: Raw -26942.382938 + Penalty 765.044771 = -26177.338167 nChanged 6 SP:Iteration 22Q (42.336623 sec): 3 clusters Score: Raw -26946.548115 + Penalty 766.494373 = -26180.053742 nChanged 6 SP:Iteration 23Q (42.337860 sec): 3 clusters Score: Raw -26950.355720 + Penalty 770.328086 = -26180.027634 nChanged 8 SP:Iteration 24F (42.339107 sec): 3 clusters Score: Raw -26954.200585 + Penalty 772.942576 = -26181.258008 nChanged 8 SP:Iteration 25Q (42.340346 sec): 3 clusters Score: Raw -26957.564398 + Penalty 775.142752 = -26182.421646 nChanged 8 SP:Iteration 26Q (42.341594 sec): 3 clusters Score: Raw -26962.746588 + Penalty 777.944410 = -26184.802178 nChanged 9 SP:Iteration 27Q (42.342850 sec): 3 clusters Score: Raw -26968.646814 + Penalty 776.749655 = -26191.897159 nChanged 10 SP:Iteration 28Q (42.344092 sec): 3 clusters Score: Raw -26976.550935 + Penalty 783.367728 = -26193.183207 nChanged 7 SP:Iteration 29Q (42.345338 sec): 3 clusters Score: Raw -26980.631202 + Penalty 789.888583 = -26190.742619 nChanged 4 SP:Iteration 30F (42.346590 sec): 3 clusters Score: Raw -26982.699972 + Penalty 794.501695 = -26188.198277 nChanged 3 SP:Iteration 31F (42.347843 sec): 3 clusters Score: Raw -26983.674274 + Penalty 797.289441 = -26186.384833 nChanged 2 SP:Iteration 32F (42.349093 sec): 3 clusters Score: Raw -26983.996775 + Penalty 796.163495 = -26187.833280 nChanged 1 SP:Iteration 33Q (42.350341 sec): 3 clusters Score: Raw -26984.187539 + Penalty 793.867637 = -26190.319902 nChanged 2 SP:Iteration 34Q (42.351600 sec): 3 clusters Score: Raw -26985.331729 + Penalty 793.867637 = -26191.464092 nChanged 0 SP:Iteration 35F (42.352866 sec): 3 clusters Score: Raw -26985.331729 + Penalty 793.867637 = -26191.464092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353507 sec): 2 clusters Score: Raw -2593.276972 + Penalty 266.865732 = -2326.411240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.353822 sec): 3 clusters Score: Raw -2593.344585 + Penalty 535.687565 = -2057.657020 nChanged 5 SP:Iteration 1F (42.354131 sec): 3 clusters Score: Raw -2601.638824 + Penalty 536.726813 = -2064.912011 nChanged 1 SP:Iteration 2Q (42.354430 sec): 3 clusters Score: Raw -2603.909697 + Penalty 536.726813 = -2067.182884 nChanged 0 SP:Iteration 3F (42.354734 sec): 3 clusters Score: Raw -2603.909697 + Penalty 536.726813 = -2067.182884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.355259 sec): 2 clusters Score: Raw -1103.967852 + Penalty 294.148682 = -809.819170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.355513 sec): 3 clusters Score: Raw -1137.116163 + Penalty 589.655409 = -547.460754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.356159 sec): 2 clusters Score: Raw -3201.718236 + Penalty 252.793011 = -2948.925224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.356502 sec): 3 clusters Score: Raw -3200.342786 + Penalty 547.301177 = -2653.041609 nChanged 17 SP:Iteration 1F (42.356838 sec): 3 clusters Score: Raw -3232.815490 + Penalty 572.454609 = -2660.360880 nChanged 4 SP:Iteration 2F (42.357174 sec): 3 clusters Score: Raw -3241.908470 + Penalty 579.966269 = -2661.942202 nChanged 1 SP:Iteration 3Q (42.357501 sec): 3 clusters Score: Raw -3242.695242 + Penalty 575.894261 = -2666.800981 nChanged 1 SP:Iteration 4Q (42.357822 sec): 3 clusters Score: Raw -3246.769486 + Penalty 575.894261 = -2670.875225 nChanged 0 SP:Iteration 5F (42.358156 sec): 3 clusters Score: Raw -3246.769486 + Penalty 575.894261 = -2670.875225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.359306 sec): 2 clusters Score: Raw -12571.257884 + Penalty 576.958549 = -11994.299335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.359983 sec): 3 clusters Score: Raw -12511.463243 + Penalty 1150.451504 = -11361.011739 nChanged 78 SP:Iteration 1F (42.360645 sec): 3 clusters Score: Raw -12589.985583 + Penalty 1147.565370 = -11442.420213 nChanged 12 SP:Iteration 2Q (42.361289 sec): 3 clusters Score: Raw -12608.095728 + Penalty 1148.809169 = -11459.286559 nChanged 8 SP:Iteration 3Q (42.361931 sec): 3 clusters Score: Raw -12626.338725 + Penalty 1148.848353 = -11477.490372 nChanged 6 SP:Iteration 4Q (42.362604 sec): 3 clusters Score: Raw -12638.080425 + Penalty 1150.419092 = -11487.661332 nChanged 4 SP:Iteration 5Q (42.363263 sec): 3 clusters Score: Raw -12644.764247 + Penalty 1151.454684 = -11493.309563 nChanged 3 SP:Iteration 6Q (42.363918 sec): 3 clusters Score: Raw -12647.470134 + Penalty 1151.266928 = -11496.203206 nChanged 2 SP:Iteration 7Q (42.364571 sec): 3 clusters Score: Raw -12649.233280 + Penalty 1151.266928 = -11497.966351 nChanged 0 SP:Iteration 8F (42.365247 sec): 3 clusters Score: Raw -12649.233280 + Penalty 1151.266928 = -11497.966351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 48 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.367661 sec): 2 clusters Score: Raw -32221.950191 + Penalty 323.080428 = -31898.869762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.369127 sec): 3 clusters Score: Raw -31912.019335 + Penalty 646.749278 = -31265.270057 nChanged 262 SP:Iteration 1F (42.370560 sec): 3 clusters Score: Raw -32216.649819 + Penalty 648.530450 = -31568.119369 nChanged 75 SP:Iteration 2F (42.372023 sec): 3 clusters Score: Raw -32325.100958 + Penalty 646.915047 = -31678.185911 nChanged 31 SP:Iteration 3Q (42.373415 sec): 3 clusters Score: Raw -32366.153143 + Penalty 647.408012 = -31718.745131 nChanged 27 SP:Iteration 4Q (42.374755 sec): 3 clusters Score: Raw -32394.938251 + Penalty 648.311380 = -31746.626871 nChanged 22 SP:Iteration 5Q (42.376067 sec): 3 clusters Score: Raw -32432.991548 + Penalty 644.490712 = -31788.500836 nChanged 21 SP:Iteration 6Q (42.377356 sec): 3 clusters Score: Raw -32475.519457 + Penalty 638.566828 = -31836.952628 nChanged 35 SP:Iteration 7F (42.378796 sec): 3 clusters Score: Raw -32558.033909 + Penalty 637.444787 = -31920.589122 nChanged 45 SP:Iteration 8F (42.380225 sec): 3 clusters Score: Raw -32677.588127 + Penalty 640.203881 = -32037.384246 nChanged 24 SP:Iteration 9Q (42.381454 sec): 3 clusters Score: Raw -32723.433739 + Penalty 641.495986 = -32081.937753 nChanged 8 SP:Iteration 10F (42.382884 sec): 3 clusters Score: Raw -32733.339923 + Penalty 642.003992 = -32091.335930 nChanged 3 SP:Iteration 11Q (42.384067 sec): 3 clusters Score: Raw -32735.642991 + Penalty 642.222263 = -32093.420728 nChanged 1 SP:Iteration 12Q (42.385246 sec): 3 clusters Score: Raw -32736.788669 + Penalty 642.455040 = -32094.333629 nChanged 1 SP:Iteration 13Q (42.386424 sec): 3 clusters Score: Raw -32738.542422 + Penalty 642.647117 = -32095.895306 nChanged 1 SP:Iteration 14Q (42.387600 sec): 3 clusters Score: Raw -32738.923067 + Penalty 643.057968 = -32095.865098 nChanged 2 SP:Iteration 15F (42.389023 sec): 3 clusters Score: Raw -32739.702051 + Penalty 643.057968 = -32096.644083 nChanged 0 Score: Raw -1029965.770476 + Penalty 67109.672107 = -962856.098369 Splitting cluster 48 changes total score from -944956.136469 to -962856.098369 So it's getting split into cluster 24. 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 (43.354925 sec): 2 clusters Score: Raw -1954.020383 + Penalty 312.408566 = -1641.611818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.355224 sec): 3 clusters Score: Raw -1981.816060 + Penalty 650.049986 = -1331.766074 nChanged 3 SP:Iteration 1F (43.355509 sec): 3 clusters Score: Raw -1999.509667 + Penalty 650.049986 = -1349.459681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.356113 sec): 2 clusters Score: Raw -2788.427706 + Penalty 422.574112 = -2365.853595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.356423 sec): 3 clusters Score: Raw -2802.326425 + Penalty 846.667220 = -1955.659205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.357111 sec): 2 clusters Score: Raw -4402.145169 + Penalty 459.358914 = -3942.786255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.357477 sec): 3 clusters Score: Raw -4431.000045 + Penalty 918.717829 = -3512.282216 nChanged 5 SP:Iteration 1F (43.357835 sec): 3 clusters Score: Raw -4446.189414 + Penalty 920.226169 = -3525.963245 nChanged 3 SP:Iteration 2Q (43.358184 sec): 3 clusters Score: Raw -4450.671069 + Penalty 920.226169 = -3530.444900 nChanged 0 SP:Iteration 3F (43.358542 sec): 3 clusters Score: Raw -4450.671069 + Penalty 920.226169 = -3530.444900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.359051 sec): 2 clusters Score: Raw -1128.091817 + Penalty 279.946247 = -848.145571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.359299 sec): 3 clusters Score: Raw -1148.083527 + Penalty 560.363864 = -587.719662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.359871 sec): 2 clusters Score: Raw -1610.018170 + Penalty 338.850349 = -1271.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.360142 sec): 3 clusters Score: Raw -1636.944987 + Penalty 674.075295 = -962.869692 nChanged 2 SP:Iteration 1F (43.360407 sec): 3 clusters Score: Raw -1651.237304 + Penalty 693.414307 = -957.822997 nChanged 2 SP:Iteration 2F (43.360672 sec): 3 clusters Score: Raw -1668.513909 + Penalty 693.414307 = -975.099602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361140 sec): 2 clusters Score: Raw -314.513762 + Penalty 151.556322 = -162.957440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.361359 sec): 3 clusters Score: Raw -310.616926 + Penalty 303.112645 = -7.504281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361930 sec): 2 clusters Score: Raw -2196.612608 + Penalty 439.007060 = -1757.605548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.362225 sec): 3 clusters Score: Raw -2263.249403 + Penalty 877.554589 = -1385.694814 nChanged 1 SP:Iteration 1Q (43.362501 sec): 3 clusters Score: Raw -2268.916689 + Penalty 877.554589 = -1391.362100 nChanged 0 SP:Iteration 2F (43.362794 sec): 3 clusters Score: Raw -2268.916689 + Penalty 877.554589 = -1391.362100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.363435 sec): 2 clusters Score: Raw -3780.267235 + Penalty 125.212926 = -3655.054310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.363785 sec): 3 clusters Score: Raw -3757.638158 + Penalty 250.965842 = -3506.672316 nChanged 16 SP:Iteration 1F (43.364129 sec): 3 clusters Score: Raw -3775.254850 + Penalty 251.525594 = -3523.729255 nChanged 5 SP:Iteration 2F (43.364470 sec): 3 clusters Score: Raw -3781.730944 + Penalty 251.576232 = -3530.154712 nChanged 2 SP:Iteration 3Q (43.364810 sec): 3 clusters Score: Raw -3784.042721 + Penalty 251.576232 = -3532.466488 nChanged 0 SP:Iteration 4F (43.365151 sec): 3 clusters Score: Raw -3784.042721 + Penalty 251.576232 = -3532.466488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.365619 sec): 2 clusters Score: Raw -258.289255 + Penalty 128.179457 = -130.109798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.365834 sec): 3 clusters Score: Raw -255.698748 + Penalty 253.431934 = -2.266815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.366299 sec): 2 clusters Score: Raw -262.086482 + Penalty 128.685192 = -133.401290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.366511 sec): 3 clusters Score: Raw -257.576649 + Penalty 236.474822 = -21.101826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.367038 sec): 2 clusters Score: Raw -1473.621006 + Penalty 322.413955 = -1151.207051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.367302 sec): 3 clusters Score: Raw -1499.010027 + Penalty 644.827910 = -854.182118 nChanged 1 SP:Iteration 1Q (43.367555 sec): 3 clusters Score: Raw -1502.553801 + Penalty 644.827910 = -857.725892 nChanged 0 SP:Iteration 2F (43.367815 sec): 3 clusters Score: Raw -1502.553801 + Penalty 644.827910 = -857.725892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.368338 sec): 2 clusters Score: Raw -962.450351 + Penalty 271.270882 = -691.179468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.368583 sec): 3 clusters Score: Raw -1000.323861 + Penalty 540.587651 = -459.736210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.369105 sec): 2 clusters Score: Raw -1299.798918 + Penalty 320.440546 = -979.358372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.369361 sec): 3 clusters Score: Raw -1331.799662 + Penalty 640.132251 = -691.667410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.369837 sec): 2 clusters Score: Raw -456.753731 + Penalty 185.615446 = -271.138284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.370060 sec): 3 clusters Score: Raw -465.669237 + Penalty 372.925459 = -92.743778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.370633 sec): 2 clusters Score: Raw -2372.780163 + Penalty 315.969967 = -2056.810196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.370925 sec): 3 clusters Score: Raw -2383.750007 + Penalty 634.494025 = -1749.255982 nChanged 1 SP:Iteration 1Q (43.371208 sec): 3 clusters Score: Raw -2386.381516 + Penalty 634.494025 = -1751.887491 nChanged 0 SP:Iteration 2F (43.371495 sec): 3 clusters Score: Raw -2386.381516 + Penalty 634.494025 = -1751.887491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.372008 sec): 2 clusters Score: Raw -1091.644860 + Penalty 333.579431 = -758.065428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.372259 sec): 3 clusters Score: Raw -1132.992040 + Penalty 674.709320 = -458.282721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.372775 sec): 2 clusters Score: Raw -1227.586672 + Penalty 316.299647 = -911.287024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.373026 sec): 3 clusters Score: Raw -1255.451994 + Penalty 631.372341 = -624.079653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.373507 sec): 2 clusters Score: Raw -583.634168 + Penalty 193.842279 = -389.791889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.373735 sec): 3 clusters Score: Raw -581.489184 + Penalty 386.823758 = -194.665425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.374200 sec): 2 clusters Score: Raw -321.452315 + Penalty 158.829094 = -162.623221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.374414 sec): 3 clusters Score: Raw -319.944543 + Penalty 298.681840 = -21.262703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.374870 sec): 2 clusters Score: Raw -98.598897 + Penalty 39.671788 = -58.927109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.375063 sec): 2 clusters Score: Raw -98.598897 + Penalty 39.671788 = -58.927109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.375534 sec): 2 clusters Score: Raw -394.479249 + Penalty 193.504022 = -200.975227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.375771 sec): 3 clusters Score: Raw -406.423409 + Penalty 387.008043 = -19.415366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.376253 sec): 2 clusters Score: Raw -620.485443 + Penalty 215.243352 = -405.242091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.376480 sec): 3 clusters Score: Raw -629.984013 + Penalty 436.808536 = -193.175478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.376991 sec): 2 clusters Score: Raw -1124.964829 + Penalty 273.968991 = -850.995838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.377241 sec): 3 clusters Score: Raw -1167.274953 + Penalty 549.613843 = -617.661110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.377705 sec): 2 clusters Score: Raw -257.023441 + Penalty 147.784610 = -109.238831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.377922 sec): 3 clusters Score: Raw -253.851417 + Penalty 298.629886 = 44.778469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.378434 sec): 2 clusters Score: Raw -1175.936203 + Penalty 305.137034 = -870.799169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.378688 sec): 3 clusters Score: Raw -1208.029865 + Penalty 611.289274 = -596.740591 nChanged 1 SP:Iteration 1Q (43.378930 sec): 3 clusters Score: Raw -1211.967718 + Penalty 610.092639 = -601.875080 nChanged 1 SP:Iteration 2Q (43.379171 sec): 3 clusters Score: Raw -1217.331841 + Penalty 610.092639 = -607.239202 nChanged 0 SP:Iteration 3F (43.379420 sec): 3 clusters Score: Raw -1217.331841 + Penalty 610.092639 = -607.239202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.379891 sec): 2 clusters Score: Raw -392.243560 + Penalty 158.057365 = -234.186195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.380111 sec): 3 clusters Score: Raw -397.309688 + Penalty 316.114730 = -81.194958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.380576 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.380788 sec): 3 clusters Score: Raw -257.173169 + Penalty 261.547001 = 4.373832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.381295 sec): 2 clusters Score: Raw -886.585967 + Penalty 284.686788 = -601.899179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.381538 sec): 3 clusters Score: Raw -917.097460 + Penalty 571.199159 = -345.898300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.382235 sec): 2 clusters Score: Raw -4135.009829 + Penalty 122.830431 = -4012.179398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.382618 sec): 3 clusters Score: Raw -4099.307880 + Penalty 267.351580 = -3831.956300 nChanged 25 SP:Iteration 1F (43.383000 sec): 3 clusters Score: Raw -4140.525870 + Penalty 283.914550 = -3856.611320 nChanged 11 SP:Iteration 2F (43.383375 sec): 3 clusters Score: Raw -4157.357602 + Penalty 288.962969 = -3868.394633 nChanged 3 SP:Iteration 3Q (43.383763 sec): 3 clusters Score: Raw -4161.233906 + Penalty 288.962969 = -3872.270937 nChanged 0 SP:Iteration 4F (43.384138 sec): 3 clusters Score: Raw -4161.233906 + Penalty 288.962969 = -3872.270937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384615 sec): 2 clusters Score: Raw -426.066151 + Penalty 196.774837 = -229.291314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.384836 sec): 3 clusters Score: Raw -430.137701 + Penalty 385.455152 = -44.682550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.385324 sec): 2 clusters Score: Raw -636.303115 + Penalty 181.397674 = -454.905441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.385556 sec): 3 clusters Score: Raw -654.281536 + Penalty 335.001522 = -319.280014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.386300 sec): 2 clusters Score: Raw -4228.022865 + Penalty 154.381858 = -4073.641007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.386703 sec): 3 clusters Score: Raw -4202.314777 + Penalty 307.332047 = -3894.982730 nChanged 34 SP:Iteration 1F (43.387101 sec): 3 clusters Score: Raw -4228.495268 + Penalty 308.249218 = -3920.246050 nChanged 5 SP:Iteration 2Q (43.387493 sec): 3 clusters Score: Raw -4235.361004 + Penalty 308.770856 = -3926.590147 nChanged 4 SP:Iteration 3Q (43.387887 sec): 3 clusters Score: Raw -4240.137730 + Penalty 311.600451 = -3928.537279 nChanged 4 SP:Iteration 4Q (43.388277 sec): 3 clusters Score: Raw -4243.005030 + Penalty 313.376270 = -3929.628760 nChanged 2 SP:Iteration 5Q (43.388662 sec): 3 clusters Score: Raw -4243.814731 + Penalty 314.053239 = -3929.761492 nChanged 1 SP:Iteration 6Q (43.389048 sec): 3 clusters Score: Raw -4244.160256 + Penalty 312.652839 = -3931.507417 nChanged 1 SP:Iteration 7Q (43.389435 sec): 3 clusters Score: Raw -4245.470399 + Penalty 312.652839 = -3932.817559 nChanged 0 SP:Iteration 8F (43.389830 sec): 3 clusters Score: Raw -4245.470399 + Penalty 312.652839 = -3932.817559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390291 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.390496 sec): 3 clusters Score: Raw -97.691767 + Penalty 117.114060 = 19.422293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390968 sec): 2 clusters Score: Raw -422.807907 + Penalty 181.664757 = -241.143151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391188 sec): 3 clusters Score: Raw -420.689680 + Penalty 363.329513 = -57.360167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.391653 sec): 2 clusters Score: Raw -259.697730 + Penalty 100.701693 = -158.996036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391862 sec): 3 clusters Score: Raw -255.764702 + Penalty 180.819108 = -74.945594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.392318 sec): 2 clusters Score: Raw -104.354470 + Penalty 55.795778 = -48.558692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.392524 sec): 3 clusters Score: Raw -96.974995 + Penalty 111.591556 = 14.616561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.393021 sec): 2 clusters Score: Raw -470.482579 + Penalty 168.723556 = -301.759023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.393244 sec): 3 clusters Score: Raw -474.403489 + Penalty 340.801152 = -133.602337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.393721 sec): 2 clusters Score: Raw -461.409982 + Penalty 175.989599 = -285.420383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.393947 sec): 3 clusters Score: Raw -477.391712 + Penalty 351.979197 = -125.412515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.394408 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.394617 sec): 3 clusters Score: Raw -150.794143 + Penalty 172.483373 = 21.689230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395065 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395250 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395713 sec): 2 clusters Score: Raw -269.533743 + Penalty 143.825387 = -125.708356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395928 sec): 3 clusters Score: Raw -263.422255 + Penalty 287.237290 = 23.815035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.396435 sec): 2 clusters Score: Raw -360.333914 + Penalty 162.082337 = -198.251577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.396672 sec): 3 clusters Score: Raw -365.678378 + Penalty 324.684490 = -40.993888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397171 sec): 2 clusters Score: Raw -413.508952 + Penalty 182.640888 = -230.868064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.397394 sec): 3 clusters Score: Raw -423.312240 + Penalty 374.088563 = -49.223677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397965 sec): 2 clusters Score: Raw -1909.472508 + Penalty 74.934990 = -1834.537518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.398257 sec): 3 clusters Score: Raw -1903.682000 + Penalty 171.024848 = -1732.657152 nChanged 14 SP:Iteration 1F (43.398542 sec): 3 clusters Score: Raw -1918.403440 + Penalty 174.098511 = -1744.304929 nChanged 2 SP:Iteration 2Q (43.398824 sec): 3 clusters Score: Raw -1921.015389 + Penalty 183.548761 = -1737.466628 nChanged 2 SP:Iteration 3F (43.399109 sec): 3 clusters Score: Raw -1925.739256 + Penalty 183.548761 = -1742.190495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.399566 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399773 sec): 3 clusters Score: Raw -99.188591 + Penalty 121.773434 = 22.584843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400240 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.400428 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400879 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.401068 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 Deleting Class 109 (8 points): Lose 53.864248 but Gain 954.264894 Iteration 119Q (43.720692 sec): 88 clusters Score: Raw -1012390.481548 + Penalty 66140.872692 = -946249.608855 nChanged 118 Deleting Class 73 (25 points): Lose 91.495206 but Gain 990.924544 Iteration 120F (44.685797 sec): 87 clusters Score: Raw -1012369.002794 + Penalty 65212.835600 = -947156.167195 nChanged 85 Deleting Class 82 (5 points): Lose 27.304445 but Gain 925.978883 Iteration 121Q (44.784522 sec): 86 clusters Score: Raw -1012421.210140 + Penalty 64345.655873 = -948075.554267 nChanged 55 Deleting Class 77 (8 points): Lose 41.820236 but Gain 938.402985 Iteration 122Q (44.881756 sec): 85 clusters Score: Raw -1012419.199279 + Penalty 63454.468479 = -948964.730799 nChanged 54 Deleting Class 158 (2 points): Lose 6.717051 but Gain 885.815341 Iteration 123Q (44.977398 sec): 84 clusters Score: Raw -1012444.077256 + Penalty 62577.709806 = -949866.367450 nChanged 33 Deleting Class 61 (47 points): Lose 278.560905 but Gain 1152.994275 Iteration 124Q (45.068640 sec): 83 clusters Score: Raw -1012179.154462 + Penalty 61641.728408 = -950537.426054 nChanged 69 Deleting Class 43 (21 points): Lose 101.724165 but Gain 974.302527 Iteration 125Q (45.161443 sec): 82 clusters Score: Raw -1012247.891110 + Penalty 60723.693470 = -951524.197640 nChanged 55 Deleting Class 59 (33 points): Lose 104.374037 but Gain 977.281249 Iteration 126Q (45.253716 sec): 81 clusters Score: Raw -1012230.008367 + Penalty 59845.459038 = -952384.549329 nChanged 59 Deleting Class 93 (22 points): Lose 129.005226 but Gain 1005.110567 Iteration 127Q (45.344951 sec): 80 clusters Score: Raw -1012187.592307 + Penalty 59018.172239 = -953169.420068 nChanged 51 Deleting Class 141 (5 points): Lose 30.594088 but Gain 901.171449 Iteration 128Q (45.435707 sec): 79 clusters Score: Raw -1012245.615505 + Penalty 58167.377886 = -954078.237618 nChanged 28 Deleting Class 51 (59 points): Lose 236.157490 but Gain 1098.189229 Iteration 129Q (45.525388 sec): 78 clusters Score: Raw -1012045.757905 + Penalty 57247.719901 = -954798.038004 nChanged 71 Deleting Class 89 (26 points): Lose 163.622410 but Gain 1026.051945 Iteration 130F (46.389216 sec): 77 clusters Score: Raw -1011996.653543 + Penalty 56316.433423 = -955680.220120 nChanged 54 Deleting Class 75 (6 points): Lose 35.374287 but Gain 893.915464 Iteration 131Q (46.479277 sec): 76 clusters Score: Raw -1012069.355181 + Penalty 55483.847184 = -956585.507997 nChanged 24 Deleting Class 72 (27 points): Lose 242.550782 but Gain 1098.172636 Iteration 132Q (46.568298 sec): 75 clusters Score: Raw -1011868.546292 + Penalty 54454.985808 = -957413.560484 nChanged 38 Deleting Class 121 (2 points): Lose 5.704602 but Gain 851.921701 Iteration 133Q (46.656388 sec): 74 clusters Score: Raw -1012010.048094 + Penalty 53609.236609 = -958400.811485 nChanged 13 Deleting Class 65 (30 points): Lose 111.538190 but Gain 952.266916 Iteration 134Q (46.744968 sec): 73 clusters Score: Raw -1011912.351299 + Penalty 52697.579765 = -959214.771534 nChanged 35 Deleting Class 68 (8 points): Lose 41.345542 but Gain 881.881524 Iteration 135Q (46.833230 sec): 72 clusters Score: Raw -1011929.071978 + Penalty 51839.690573 = -960089.381405 nChanged 12 Deleting Class 91 (5 points): Lose 34.315407 but Gain 873.266420 Iteration 136Q (46.921337 sec): 71 clusters Score: Raw -1011917.233310 + Penalty 50976.909131 = -960940.324179 nChanged 8 Deleting Class 154 (8 points): Lose 55.588391 but Gain 885.721924 Iteration 137Q (47.008077 sec): 70 clusters Score: Raw -1011871.989022 + Penalty 50128.672462 = -961743.316560 nChanged 11 Deleting Class 177 (1 points): Lose 21.884070 but Gain 851.764153 Iteration 138Q (47.095182 sec): 69 clusters Score: Raw -1011874.775469 + Penalty 49298.355794 = -962576.419675 nChanged 3 Deleting Class 60 (6 points): Lose 23.654145 but Gain 852.983148 Iteration 139Q (47.181077 sec): 68 clusters Score: Raw -1011864.571168 + Penalty 48446.149223 = -963418.421945 nChanged 6 Deleting Class 165 (1 points): Lose 0.930995 but Gain 829.330648 Iteration 140F (47.945690 sec): 67 clusters Score: Raw -1011870.953417 + Penalty 47622.275011 = -964248.678406 nChanged 2 Deleting Class 122 (9 points): Lose 61.811401 but Gain 889.897481 Iteration 141Q (48.031636 sec): 66 clusters Score: Raw -1011815.713176 + Penalty 46761.449465 = -965054.263711 nChanged 10 Deleting Class 19 (8 points): Lose 65.569543 but Gain 893.440070 Iteration 142Q (48.117794 sec): 65 clusters Score: Raw -1011767.707709 + Penalty 45857.691341 = -965910.016369 nChanged 8 Deleting Class 35 (58 points): Lose 327.799081 but Gain 1131.648774 Iteration 143Q (48.202375 sec): 64 clusters Score: Raw -1011452.012244 + Penalty 44766.107815 = -966685.904429 nChanged 61 Deleting Class 153 (7 points): Lose 36.567874 but Gain 839.960780 Iteration 144Q (48.287689 sec): 63 clusters Score: Raw -1011589.512424 + Penalty 42746.851110 = -968842.661314 nChanged 21 Deleting Class 67 (27 points): Lose 180.332807 but Gain 980.455432 Iteration 145Q (48.371347 sec): 62 clusters Score: Raw -1011439.056588 + Penalty 41791.692088 = -969647.364500 nChanged 35 Deleting Class 132 (2 points): Lose 14.861410 but Gain 811.749402 Iteration 146Q (48.455862 sec): 61 clusters Score: Raw -1011490.621355 + Penalty 40967.341996 = -970523.279360 nChanged 14 Deleting Class 79 (12 points): Lose 83.137486 but Gain 873.505754 Iteration 147Q (48.540961 sec): 60 clusters Score: Raw -1011422.247265 + Penalty 40120.907390 = -971301.339876 nChanged 20 Deleting Class 74 (11 points): Lose 24.932841 but Gain 815.200424 Iteration 148Q (48.623862 sec): 59 clusters Score: Raw -1011432.410096 + Penalty 39316.954747 = -972115.455349 nChanged 22 Deleting Class 64 (5 points): Lose 25.296309 but Gain 806.307031 Iteration 149Q (48.705443 sec): 58 clusters Score: Raw -1011424.666819 + Penalty 38534.991190 = -972889.675628 nChanged 17 Deleting Class 63 (5 points): Lose 24.969166 but Gain 803.138233 Iteration 150F (49.356380 sec): 57 clusters Score: Raw -1011414.250617 + Penalty 37732.379335 = -973681.871282 nChanged 15 Deleting Class 55 (26 points): Lose 111.577739 but Gain 890.120802 Iteration 151Q (49.437953 sec): 56 clusters Score: Raw -1011311.940525 + Penalty 36868.957275 = -974442.983250 nChanged 31 Deleting Class 28 (48 points): Lose 410.238848 but Gain 1181.893733 Iteration 152Q (49.519214 sec): 55 clusters Score: Raw -1010938.958107 + Penalty 35810.660017 = -975128.298090 nChanged 59 Deleting Class 36 (20 points): Lose 92.563772 but Gain 856.434497 Iteration 153Q (49.602254 sec): 54 clusters Score: Raw -1011044.271411 + Penalty 35028.837415 = -976015.433996 nChanged 42 Deleting Class 80 (22 points): Lose 138.223625 but Gain 889.147858 Iteration 154Q (49.683869 sec): 53 clusters Score: Raw -1010997.720573 + Penalty 34161.738109 = -976835.982464 nChanged 34 Deleting Class 90 (9 points): Lose 44.466934 but Gain 792.657059 Iteration 155Q (49.764253 sec): 52 clusters Score: Raw -1011003.653234 + Penalty 33358.601880 = -977645.051354 nChanged 21 Deleting Class 16 (5 points): Lose 27.009768 but Gain 772.469746 Iteration 156Q (49.843605 sec): 51 clusters Score: Raw -1010997.787954 + Penalty 32597.771920 = -978400.016034 nChanged 8 Deleting Class 138 (3 points): Lose 17.295550 but Gain 751.159736 Iteration 157Q (49.922647 sec): 50 clusters Score: Raw -1010993.209941 + Penalty 31872.918025 = -979120.291916 nChanged 12 Deleting Class 134 (10 points): Lose 60.686638 but Gain 779.864226 Iteration 158Q (50.001411 sec): 49 clusters Score: Raw -1010942.684306 + Penalty 31121.982606 = -979820.701700 nChanged 20 Deleting Class 70 (47 points): Lose 140.816663 but Gain 847.848283 Iteration 159Q (50.079922 sec): 48 clusters Score: Raw -1010825.846928 + Penalty 30304.890390 = -980520.956538 nChanged 55 Deleting Class 27 (38 points): Lose 172.945967 but Gain 879.632714 Iteration 160F (50.626450 sec): 47 clusters Score: Raw -1010725.734039 + Penalty 29487.237351 = -981238.496688 nChanged 56 Deleting Class 53 (87 points): Lose 351.868272 but Gain 1049.793268 Iteration 161Q (50.705651 sec): 46 clusters Score: Raw -1010472.740509 + Penalty 28506.390990 = -981966.349519 nChanged 117 Deleting Class 40 (127 points): Lose 495.788398 but Gain 1157.615229 Iteration 162Q (50.785508 sec): 45 clusters Score: Raw -1010213.373542 + Penalty 27477.700576 = -982735.672967 nChanged 160 Deleting Class 136 (14 points): Lose 100.749632 but Gain 742.631600 Iteration 163Q (50.865433 sec): 44 clusters Score: Raw -1010437.769756 + Penalty 26710.687431 = -983727.082325 nChanged 43 Deleting Class 114 (14 points): Lose 60.173748 but Gain 693.152813 Iteration 164Q (50.941558 sec): 43 clusters Score: Raw -1010435.575875 + Penalty 26004.376628 = -984431.199247 nChanged 34 Deleting Class 129 (5 points): Lose 8.373218 but Gain 630.969907 Iteration 165Q (51.017687 sec): 42 clusters Score: Raw -1010468.149555 + Penalty 25376.854448 = -985091.295107 nChanged 23 Deleting Class 66 (40 points): Lose 396.842629 but Gain 1000.847359 Iteration 166Q (51.092383 sec): 41 clusters Score: Raw -1010092.414869 + Penalty 24420.754819 = -985671.660050 nChanged 51 Deleting Class 9 (38 points): Lose 1011.517139 but Gain 1613.675269 Iteration 167Q (51.167122 sec): 40 clusters Score: Raw -1009273.896788 + Penalty 24493.937715 = -984779.959073 nChanged 60 Deleting Class 76 (2 points): Lose 2.895450 but Gain 577.168232 Iteration 168F (51.617933 sec): 39 clusters Score: Raw -1009450.693312 + Penalty 23959.184173 = -985491.509139 nChanged 19 Deleting Class 22 (99 points): Lose 272.887137 but Gain 842.660019 Iteration 169Q (51.692592 sec): 38 clusters Score: Raw -1009215.171629 + Penalty 23216.802277 = -985998.369352 nChanged 111 Deleting Class 50 (88 points): Lose 519.565364 but Gain 1086.785775 Iteration 170F (52.122168 sec): 37 clusters Score: Raw -1008866.401880 + Penalty 22289.681083 = -986576.720797 nChanged 104 Deleting Class 8 (33 points): Lose 175.120655 but Gain 740.986457 Iteration 171Q (52.196388 sec): 36 clusters Score: Raw -1009014.140589 + Penalty 21593.964828 = -987420.175761 nChanged 69 Deleting Class 14 (47 points): Lose 168.298794 but Gain 719.656163 Iteration 172Q (52.268758 sec): 35 clusters Score: Raw -1009010.354285 + Penalty 20911.260067 = -988099.094218 nChanged 90 Deleting Class 42 (131 points): Lose 406.699203 but Gain 902.664646 Iteration 173Q (52.341610 sec): 34 clusters Score: Raw -1008745.252638 + Penalty 20140.013315 = -988605.239323 nChanged 160 Deleting Class 18 (57 points): Lose 287.165908 but Gain 781.275824 Iteration 174Q (52.414803 sec): 33 clusters Score: Raw -1008672.076053 + Penalty 19353.077829 = -989318.998224 nChanged 99 Deleting Class 12 (64 points): Lose 199.915812 but Gain 626.881640 Iteration 175Q (52.486974 sec): 32 clusters Score: Raw -1008632.708446 + Penalty 18722.308220 = -989910.400226 nChanged 112 Deleting Class 1 (91 points): Lose 540.707325 but Gain 910.483709 Iteration 176Q (52.557573 sec): 31 clusters Score: Raw -1008247.458260 + Penalty 17964.895578 = -990282.562682 nChanged 143 Deleting Class 17 (24 points): Lose 163.419968 but Gain 608.233638 Iteration 177Q (52.628501 sec): 30 clusters Score: Raw -1008384.504704 + Penalty 17432.109780 = -990952.394924 nChanged 79 Deleting Class 30 (79 points): Lose 378.260500 but Gain 663.834219 Iteration 178Q (52.697732 sec): 29 clusters Score: Raw -1008087.862133 + Penalty 16780.317821 = -991307.544311 nChanged 116 Deleting Class 140 (1 points): Lose 7.207639 but Gain 275.476266 Iteration 179Q (52.767112 sec): 28 clusters Score: Raw -1008309.607404 + Penalty 16524.304234 = -991785.303170 nChanged 68 Deleting Class 33 (28 points): Lose 50.169437 but Gain 247.551312 Iteration 180F (53.092378 sec): 27 clusters Score: Raw -1008342.025417 + Penalty 16314.701416 = -992027.324001 nChanged 88 Deleting Class 155 (82 points): Lose 287.509484 but Gain 330.048202 Iteration 181Q (53.162654 sec): 26 clusters Score: Raw -1008134.441728 + Penalty 16010.018055 = -992124.423672 nChanged 125 Iteration 182Q (53.231432 sec): 26 clusters Score: Raw -1008296.785668 + Penalty 16033.784748 = -992263.000920 nChanged 71 Iteration 183Q (53.299976 sec): 26 clusters Score: Raw -1008326.455636 + Penalty 16026.180272 = -992300.275364 nChanged 44 Iteration 184Q (53.369088 sec): 26 clusters Score: Raw -1008339.234569 + Penalty 16025.141921 = -992314.092648 nChanged 32 Iteration 185Q (53.437882 sec): 26 clusters Score: Raw -1008348.383039 + Penalty 16030.670927 = -992317.712112 nChanged 27 Iteration 186Q (53.506433 sec): 26 clusters Score: Raw -1008356.112719 + Penalty 16033.971532 = -992322.141186 nChanged 25 Iteration 187Q (53.575413 sec): 26 clusters Score: Raw -1008363.351592 + Penalty 16040.404987 = -992322.946605 nChanged 20 Iteration 188Q (53.645084 sec): 26 clusters Score: Raw -1008369.836332 + Penalty 16041.994605 = -992327.841727 nChanged 23 Iteration 189Q (53.713633 sec): 26 clusters Score: Raw -1008376.645688 + Penalty 16044.652941 = -992331.992747 nChanged 16 Iteration 190F (54.018661 sec): 26 clusters Score: Raw -1008382.656617 + Penalty 16047.310873 = -992335.345744 nChanged 17 Iteration 191Q (54.088492 sec): 26 clusters Score: Raw -1008388.388609 + Penalty 16048.784984 = -992339.603625 nChanged 15 Iteration 192Q (54.158213 sec): 26 clusters Score: Raw -1008392.381743 + Penalty 16052.369504 = -992340.012239 nChanged 16 Iteration 193Q (54.227514 sec): 26 clusters Score: Raw -1008396.853139 + Penalty 16050.282474 = -992346.570665 nChanged 13 Iteration 194Q (54.297321 sec): 26 clusters Score: Raw -1008398.827039 + Penalty 16045.659057 = -992353.167983 nChanged 16 Iteration 195Q (54.366950 sec): 26 clusters Score: Raw -1008402.271765 + Penalty 16041.207566 = -992361.064199 nChanged 6 Iteration 196Q (54.436104 sec): 26 clusters Score: Raw -1008405.951563 + Penalty 16039.293934 = -992366.657628 nChanged 6 Iteration 197Q (54.505801 sec): 26 clusters Score: Raw -1008408.534485 + Penalty 16038.522086 = -992370.012400 nChanged 6 Iteration 198Q (54.575214 sec): 26 clusters Score: Raw -1008411.081380 + Penalty 16035.586320 = -992375.495061 nChanged 5 Iteration 199Q (54.644974 sec): 26 clusters Score: Raw -1008416.068970 + Penalty 16034.455384 = -992381.613586 nChanged 5 Iteration 200F (54.951437 sec): 26 clusters Score: Raw -1008417.990444 + Penalty 16033.467739 = -992384.522705 nChanged 6 Iteration 201Q (55.022358 sec): 26 clusters Score: Raw -1008419.210038 + Penalty 16032.754590 = -992386.455448 nChanged 6 Iteration 202Q (55.092553 sec): 26 clusters Score: Raw -1008420.134148 + Penalty 16032.317702 = -992387.816446 nChanged 4 Iteration 203Q (55.162725 sec): 26 clusters Score: Raw -1008420.952737 + Penalty 16034.319479 = -992386.633259 nChanged 4 Iteration 204F (55.469072 sec): 26 clusters Score: Raw -1008422.865996 + Penalty 16034.722548 = -992388.143448 nChanged 2 Iteration 205Q (55.538640 sec): 26 clusters Score: Raw -1008423.572841 + Penalty 16036.123637 = -992387.449205 nChanged 2 Iteration 206F (55.846327 sec): 26 clusters Score: Raw -1008424.034425 + Penalty 16037.305803 = -992386.728623 nChanged 2 Iteration 207F (56.151819 sec): 26 clusters Score: Raw -1008424.508944 + Penalty 16037.305803 = -992387.203142 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 -1008424.508944 + Penalty 16037.305803 = -992387.203142Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.200498 sec): 2 clusters Score: Raw -28251.191364 + Penalty 98.100001 = -28153.091363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.201867 sec): 3 clusters Score: Raw -27859.500580 + Penalty 209.361235 = -27650.139345 nChanged 272 SP:Iteration 1F (56.203176 sec): 3 clusters Score: Raw -28063.265957 + Penalty 212.925525 = -27850.340432 nChanged 70 SP:Iteration 2F (56.204481 sec): 3 clusters Score: Raw -28105.781441 + Penalty 228.227961 = -27877.553480 nChanged 39 SP:Iteration 3F (56.205781 sec): 3 clusters Score: Raw -28136.973093 + Penalty 249.249568 = -27887.723525 nChanged 41 SP:Iteration 4F (56.207131 sec): 3 clusters Score: Raw -28175.209376 + Penalty 285.884775 = -27889.324601 nChanged 32 SP:Iteration 5F (56.208432 sec): 3 clusters Score: Raw -28209.165271 + Penalty 312.171881 = -27896.993391 nChanged 20 SP:Iteration 6Q (56.209740 sec): 3 clusters Score: Raw -28225.934574 + Penalty 338.745277 = -27887.189297 nChanged 17 SP:Iteration 7F (56.211035 sec): 3 clusters Score: Raw -28244.408724 + Penalty 356.918969 = -27887.489755 nChanged 7 SP:Iteration 8Q (56.212325 sec): 3 clusters Score: Raw -28251.723650 + Penalty 371.271700 = -27880.451950 nChanged 5 SP:Iteration 9F (56.213626 sec): 3 clusters Score: Raw -28257.814868 + Penalty 381.271451 = -27876.543418 nChanged 3 SP:Iteration 10F (56.214939 sec): 3 clusters Score: Raw -28263.946825 + Penalty 396.361751 = -27867.585074 nChanged 2 SP:Iteration 11F (56.216236 sec): 3 clusters Score: Raw -28271.070295 + Penalty 396.248244 = -27874.822051 nChanged 1 SP:Iteration 12Q (56.217314 sec): 3 clusters Score: Raw -28273.881125 + Penalty 396.248244 = -27877.632881 nChanged 0 SP:Iteration 13F (56.218611 sec): 3 clusters Score: Raw -28273.881125 + Penalty 396.248244 = -27877.632881 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.227938 sec): 2 clusters Score: Raw -89126.890543 + Penalty 129.062789 = -88997.827754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.231532 sec): 3 clusters Score: Raw -87879.438365 + Penalty 262.470984 = -87616.967381 nChanged 919 SP:Iteration 1F (56.235060 sec): 3 clusters Score: Raw -88603.027367 + Penalty 265.573748 = -88337.453620 nChanged 231 SP:Iteration 2F (56.238582 sec): 3 clusters Score: Raw -88733.322123 + Penalty 268.838870 = -88464.483253 nChanged 140 SP:Iteration 3F (56.242103 sec): 3 clusters Score: Raw -88807.581882 + Penalty 272.789947 = -88534.791935 nChanged 98 SP:Iteration 4F (56.245641 sec): 3 clusters Score: Raw -88844.518063 + Penalty 277.153085 = -88567.364978 nChanged 61 SP:Iteration 5Q (56.249045 sec): 3 clusters Score: Raw -88862.378315 + Penalty 281.789117 = -88580.589198 nChanged 42 SP:Iteration 6Q (56.252428 sec): 3 clusters Score: Raw -88875.204256 + Penalty 286.785192 = -88588.419064 nChanged 40 SP:Iteration 7Q (56.255792 sec): 3 clusters Score: Raw -88888.643068 + Penalty 292.591546 = -88596.051522 nChanged 44 SP:Iteration 8Q (56.259162 sec): 3 clusters Score: Raw -88905.291183 + Penalty 300.125598 = -88605.165585 nChanged 51 SP:Iteration 9Q (56.262513 sec): 3 clusters Score: Raw -88926.934640 + Penalty 307.601716 = -88619.332924 nChanged 46 SP:Iteration 10F (56.266022 sec): 3 clusters Score: Raw -88947.784090 + Penalty 317.175378 = -88630.608712 nChanged 45 SP:Iteration 11Q (56.269315 sec): 3 clusters Score: Raw -88968.281326 + Penalty 328.443850 = -88639.837476 nChanged 48 SP:Iteration 12Q (56.272562 sec): 3 clusters Score: Raw -88994.438681 + Penalty 343.049691 = -88651.388990 nChanged 49 SP:Iteration 13Q (56.275787 sec): 3 clusters Score: Raw -89025.442972 + Penalty 360.186491 = -88665.256481 nChanged 52 SP:Iteration 14Q (56.278980 sec): 3 clusters Score: Raw -89051.331370 + Penalty 370.855375 = -88680.475995 nChanged 37 SP:Iteration 15Q (56.282124 sec): 3 clusters Score: Raw -89069.952343 + Penalty 381.106691 = -88688.845652 nChanged 24 SP:Iteration 16Q (56.285259 sec): 3 clusters Score: Raw -89079.568691 + Penalty 393.592267 = -88685.976424 nChanged 22 SP:Iteration 17F (56.288844 sec): 3 clusters Score: Raw -89090.341778 + Penalty 408.705750 = -88681.636028 nChanged 25 SP:Iteration 18F (56.292696 sec): 3 clusters Score: Raw -89102.059310 + Penalty 418.682380 = -88683.376931 nChanged 20 SP:Iteration 19Q (56.295794 sec): 3 clusters Score: Raw -89112.408970 + Penalty 429.886037 = -88682.522933 nChanged 22 SP:Iteration 20F (56.299310 sec): 3 clusters Score: Raw -89123.826327 + Penalty 438.814691 = -88685.011636 nChanged 18 SP:Iteration 21Q (56.302297 sec): 3 clusters Score: Raw -89132.062231 + Penalty 446.464529 = -88685.597701 nChanged 15 SP:Iteration 22Q (56.305270 sec): 3 clusters Score: Raw -89138.294703 + Penalty 455.061378 = -88683.233325 nChanged 10 SP:Iteration 23F (56.308765 sec): 3 clusters Score: Raw -89142.586200 + Penalty 459.836438 = -88682.749762 nChanged 7 SP:Iteration 24F (56.312286 sec): 3 clusters Score: Raw -89146.660642 + Penalty 466.595517 = -88680.065125 nChanged 7 SP:Iteration 25F (56.315789 sec): 3 clusters Score: Raw -89148.812602 + Penalty 471.578384 = -88677.234218 nChanged 4 SP:Iteration 26F (56.319283 sec): 3 clusters Score: Raw -89150.825328 + Penalty 481.002031 = -88669.823297 nChanged 8 SP:Iteration 27F (56.322779 sec): 3 clusters Score: Raw -89155.433311 + Penalty 487.158073 = -88668.275238 nChanged 9 SP:Iteration 28F (56.326320 sec): 3 clusters Score: Raw -89161.786198 + Penalty 490.445864 = -88671.340334 nChanged 3 SP:Iteration 29Q (56.329202 sec): 3 clusters Score: Raw -89165.205548 + Penalty 491.619213 = -88673.586335 nChanged 4 SP:Iteration 30F (56.332717 sec): 3 clusters Score: Raw -89166.305629 + Penalty 491.619213 = -88674.686416 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.352124 sec): 2 clusters Score: Raw -193664.837879 + Penalty 106.180139 = -193558.657740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.359807 sec): 3 clusters Score: Raw -190918.312763 + Penalty 228.106219 = -190690.206544 nChanged 2003 SP:Iteration 1F (56.367330 sec): 3 clusters Score: Raw -192686.388642 + Penalty 233.888639 = -192452.500003 nChanged 359 SP:Iteration 2F (56.374823 sec): 3 clusters Score: Raw -192989.513241 + Penalty 239.025977 = -192750.487263 nChanged 251 SP:Iteration 3F (56.382280 sec): 3 clusters Score: Raw -193245.805026 + Penalty 233.744076 = -193012.060950 nChanged 198 SP:Iteration 4Q (56.389827 sec): 3 clusters Score: Raw -193461.507497 + Penalty 220.734433 = -193240.773064 nChanged 123 SP:Iteration 5Q (56.397662 sec): 3 clusters Score: Raw -193590.657129 + Penalty 209.033970 = -193381.623159 nChanged 58 SP:Iteration 6Q (56.405169 sec): 3 clusters Score: Raw -193640.281968 + Penalty 205.942756 = -193434.339211 nChanged 23 SP:Iteration 7Q (56.412516 sec): 3 clusters Score: Raw -193659.087081 + Penalty 200.048454 = -193459.038627 nChanged 11 SP:Iteration 8Q (56.419189 sec): 3 clusters Score: Raw -193674.200714 + Penalty 199.988795 = -193474.211920 nChanged 6 SP:Iteration 9Q (56.425400 sec): 3 clusters Score: Raw -193679.800170 + Penalty 201.245077 = -193478.555093 nChanged 4 SP:Iteration 10F (56.432921 sec): 3 clusters Score: Raw -193682.512931 + Penalty 203.132828 = -193479.380104 nChanged 4 SP:Iteration 11Q (56.438939 sec): 3 clusters Score: Raw -193686.154943 + Penalty 206.724320 = -193479.430623 nChanged 3 SP:Iteration 12Q (56.444966 sec): 3 clusters Score: Raw -193688.097135 + Penalty 205.644462 = -193482.452673 nChanged 3 SP:Iteration 13Q (56.450932 sec): 3 clusters Score: Raw -193690.034936 + Penalty 199.642728 = -193490.392208 nChanged 4 SP:Iteration 14Q (56.456883 sec): 3 clusters Score: Raw -193694.975241 + Penalty 200.411393 = -193494.563848 nChanged 1 SP:Iteration 15Q (56.462786 sec): 3 clusters Score: Raw -193695.751796 + Penalty 202.144017 = -193493.607780 nChanged 2 SP:Iteration 16F (56.470068 sec): 3 clusters Score: Raw -193696.463114 + Penalty 202.144017 = -193494.319097 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 5 (4694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.495521 sec): 2 clusters Score: Raw -204286.039153 + Penalty 215.471536 = -204070.567617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.504234 sec): 3 clusters Score: Raw -201172.269789 + Penalty 437.158922 = -200735.110867 nChanged 2072 SP:Iteration 1F (56.512615 sec): 3 clusters Score: Raw -202138.263880 + Penalty 475.542475 = -201662.721405 nChanged 979 SP:Iteration 2F (56.521137 sec): 3 clusters Score: Raw -203066.969922 + Penalty 554.009396 = -202512.960526 nChanged 624 SP:Iteration 3F (56.529672 sec): 3 clusters Score: Raw -203683.713559 + Penalty 628.619231 = -203055.094329 nChanged 318 SP:Iteration 4F (56.538062 sec): 3 clusters Score: Raw -203984.460284 + Penalty 710.213771 = -203274.246513 nChanged 198 SP:Iteration 5Q (56.546327 sec): 3 clusters Score: Raw -204193.811223 + Penalty 774.526351 = -203419.284872 nChanged 115 SP:Iteration 6Q (56.553866 sec): 3 clusters Score: Raw -204292.200517 + Penalty 815.473550 = -203476.726967 nChanged 71 SP:Iteration 7Q (56.561054 sec): 3 clusters Score: Raw -204343.827369 + Penalty 850.618052 = -203493.209318 nChanged 44 SP:Iteration 8Q (56.568069 sec): 3 clusters Score: Raw -204370.107163 + Penalty 866.987705 = -203503.119458 nChanged 25 SP:Iteration 9Q (56.575105 sec): 3 clusters Score: Raw -204384.135507 + Penalty 869.428492 = -203514.707015 nChanged 12 SP:Iteration 10F (56.583416 sec): 3 clusters Score: Raw -204392.113999 + Penalty 872.153916 = -203519.960083 nChanged 5 SP:Iteration 11Q (56.590192 sec): 3 clusters Score: Raw -204394.316466 + Penalty 873.765429 = -203520.551037 nChanged 2 SP:Iteration 12Q (56.597114 sec): 3 clusters Score: Raw -204394.652818 + Penalty 875.257963 = -203519.394856 nChanged 2 SP:Iteration 13F (56.605524 sec): 3 clusters Score: Raw -204394.869270 + Penalty 876.460821 = -203518.408448 nChanged 1 SP:Iteration 14F (56.613834 sec): 3 clusters Score: Raw -204394.966132 + Penalty 876.460821 = -203518.505310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.621727 sec): 2 clusters Score: Raw -32917.374258 + Penalty 375.883599 = -32541.490659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.623120 sec): 3 clusters Score: Raw -32572.663221 + Penalty 763.043015 = -31809.620206 nChanged 260 SP:Iteration 1F (56.624473 sec): 3 clusters Score: Raw -32782.285271 + Penalty 780.921317 = -32001.363955 nChanged 90 SP:Iteration 2F (56.625855 sec): 3 clusters Score: Raw -32860.851659 + Penalty 802.635689 = -32058.215970 nChanged 47 SP:Iteration 3F (56.627230 sec): 3 clusters Score: Raw -32916.970453 + Penalty 826.688943 = -32090.281509 nChanged 35 SP:Iteration 4F (56.628595 sec): 3 clusters Score: Raw -32964.344813 + Penalty 856.348612 = -32107.996201 nChanged 27 SP:Iteration 5Q (56.629935 sec): 3 clusters Score: Raw -32998.379126 + Penalty 874.013986 = -32124.365140 nChanged 18 SP:Iteration 6Q (56.631277 sec): 3 clusters Score: Raw -33017.891046 + Penalty 883.161778 = -32134.729268 nChanged 10 SP:Iteration 7Q (56.632612 sec): 3 clusters Score: Raw -33025.552202 + Penalty 890.416422 = -32135.135780 nChanged 6 SP:Iteration 8Q (56.633914 sec): 3 clusters Score: Raw -33034.705730 + Penalty 900.972848 = -32133.732883 nChanged 5 SP:Iteration 9F (56.635257 sec): 3 clusters Score: Raw -33039.898934 + Penalty 908.368519 = -32131.530415 nChanged 4 SP:Iteration 10F (56.636603 sec): 3 clusters Score: Raw -33043.163531 + Penalty 910.792633 = -32132.370898 nChanged 2 SP:Iteration 11Q (56.637843 sec): 3 clusters Score: Raw -33043.776594 + Penalty 914.968747 = -32128.807847 nChanged 2 SP:Iteration 12F (56.639271 sec): 3 clusters Score: Raw -33044.386468 + Penalty 917.669626 = -32126.716841 nChanged 1 SP:Iteration 13F (56.640676 sec): 3 clusters Score: Raw -33044.869820 + Penalty 917.669626 = -32127.200194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.646466 sec): 2 clusters Score: Raw -36284.581291 + Penalty 355.708324 = -35928.872967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.648003 sec): 3 clusters Score: Raw -35866.070599 + Penalty 706.968133 = -35159.102466 nChanged 283 SP:Iteration 1F (56.649513 sec): 3 clusters Score: Raw -36047.528608 + Penalty 702.178752 = -35345.349856 nChanged 85 SP:Iteration 2F (56.651059 sec): 3 clusters Score: Raw -36097.807680 + Penalty 698.654074 = -35399.153606 nChanged 44 SP:Iteration 3F (56.652590 sec): 3 clusters Score: Raw -36124.663633 + Penalty 697.156703 = -35427.506930 nChanged 36 SP:Iteration 4Q (56.654111 sec): 3 clusters Score: Raw -36141.735240 + Penalty 695.804340 = -35445.930900 nChanged 31 SP:Iteration 5Q (56.655619 sec): 3 clusters Score: Raw -36162.057697 + Penalty 693.522606 = -35468.535091 nChanged 28 SP:Iteration 6Q (56.657170 sec): 3 clusters Score: Raw -36178.278839 + Penalty 688.062425 = -35490.216414 nChanged 24 SP:Iteration 7Q (56.658705 sec): 3 clusters Score: Raw -36194.584938 + Penalty 694.905710 = -35499.679228 nChanged 25 SP:Iteration 8Q (56.660226 sec): 3 clusters Score: Raw -36223.878124 + Penalty 714.136834 = -35509.741291 nChanged 31 SP:Iteration 9Q (56.661732 sec): 3 clusters Score: Raw -36264.975817 + Penalty 773.639873 = -35491.335943 nChanged 39 SP:Iteration 10F (56.663287 sec): 3 clusters Score: Raw -36321.999819 + Penalty 855.244589 = -35466.755229 nChanged 20 SP:Iteration 11F (56.664819 sec): 3 clusters Score: Raw -36353.386925 + Penalty 905.830504 = -35447.556420 nChanged 9 SP:Iteration 12F (56.666332 sec): 3 clusters Score: Raw -36379.198769 + Penalty 915.878254 = -35463.320515 nChanged 4 SP:Iteration 13Q (56.667622 sec): 3 clusters Score: Raw -36388.612779 + Penalty 920.347232 = -35468.265547 nChanged 2 SP:Iteration 14Q (56.668934 sec): 3 clusters Score: Raw -36393.338147 + Penalty 923.960909 = -35469.377237 nChanged 1 SP:Iteration 15Q (56.670227 sec): 3 clusters Score: Raw -36394.589970 + Penalty 925.322273 = -35469.267697 nChanged 1 SP:Iteration 16F (56.671764 sec): 3 clusters Score: Raw -36396.817972 + Penalty 925.322273 = -35471.495698 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.678408 sec): 2 clusters Score: Raw -43379.157531 + Penalty 142.692984 = -43236.464547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.680227 sec): 3 clusters Score: Raw -42791.152314 + Penalty 286.092723 = -42505.059590 nChanged 416 SP:Iteration 1F (56.682017 sec): 3 clusters Score: Raw -42960.876068 + Penalty 285.724632 = -42675.151436 nChanged 122 SP:Iteration 2F (56.683843 sec): 3 clusters Score: Raw -43027.882233 + Penalty 284.730696 = -42743.151537 nChanged 109 SP:Iteration 3F (56.685667 sec): 3 clusters Score: Raw -43099.616613 + Penalty 283.775641 = -42815.840973 nChanged 90 SP:Iteration 4F (56.687448 sec): 3 clusters Score: Raw -43181.162682 + Penalty 283.085528 = -42898.077154 nChanged 74 SP:Iteration 5F (56.689228 sec): 3 clusters Score: Raw -43263.800359 + Penalty 283.766350 = -42980.034009 nChanged 53 SP:Iteration 6F (56.691013 sec): 3 clusters Score: Raw -43306.512369 + Penalty 284.316377 = -43022.195992 nChanged 26 SP:Iteration 7Q (56.692733 sec): 3 clusters Score: Raw -43325.793140 + Penalty 284.603792 = -43041.189348 nChanged 22 SP:Iteration 8Q (56.694477 sec): 3 clusters Score: Raw -43333.633972 + Penalty 284.799772 = -43048.834200 nChanged 13 SP:Iteration 9Q (56.696183 sec): 3 clusters Score: Raw -43337.149781 + Penalty 284.944323 = -43052.205458 nChanged 6 SP:Iteration 10F (56.697986 sec): 3 clusters Score: Raw -43339.565061 + Penalty 285.221278 = -43054.343782 nChanged 11 SP:Iteration 11Q (56.699855 sec): 3 clusters Score: Raw -43343.923550 + Penalty 285.395389 = -43058.528161 nChanged 9 SP:Iteration 12Q (56.701697 sec): 3 clusters Score: Raw -43346.537674 + Penalty 285.561731 = -43060.975943 nChanged 10 SP:Iteration 13Q (56.703571 sec): 3 clusters Score: Raw -43349.138202 + Penalty 285.695307 = -43063.442896 nChanged 7 SP:Iteration 14Q (56.705297 sec): 3 clusters Score: Raw -43350.446389 + Penalty 285.816481 = -43064.629907 nChanged 6 SP:Iteration 15Q (56.706996 sec): 3 clusters Score: Raw -43351.197747 + Penalty 285.885703 = -43065.312044 nChanged 2 SP:Iteration 16Q (56.708684 sec): 3 clusters Score: Raw -43351.280162 + Penalty 285.945556 = -43065.334606 nChanged 2 SP:Iteration 17Q (56.710371 sec): 3 clusters Score: Raw -43351.394902 + Penalty 286.016037 = -43065.378865 nChanged 3 SP:Iteration 18Q (56.712056 sec): 3 clusters Score: Raw -43351.600084 + Penalty 286.067261 = -43065.532823 nChanged 3 SP:Iteration 19Q (56.713739 sec): 3 clusters Score: Raw -43351.956713 + Penalty 286.149513 = -43065.807200 nChanged 4 SP:Iteration 20F (56.715578 sec): 3 clusters Score: Raw -43352.244382 + Penalty 286.163889 = -43066.080494 nChanged 1 SP:Iteration 21Q (56.717309 sec): 3 clusters Score: Raw -43352.394048 + Penalty 286.163889 = -43066.230160 nChanged 0 SP:Iteration 22F (56.719079 sec): 3 clusters Score: Raw -43352.394048 + Penalty 286.163889 = -43066.230160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.721043 sec): 2 clusters Score: Raw -13160.126270 + Penalty 682.586801 = -12477.539469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.721700 sec): 3 clusters Score: Raw -13116.112020 + Penalty 1366.587919 = -11749.524101 nChanged 49 SP:Iteration 1F (56.722347 sec): 3 clusters Score: Raw -13184.157298 + Penalty 1366.467297 = -11817.690001 nChanged 18 SP:Iteration 2F (56.722991 sec): 3 clusters Score: Raw -13204.385183 + Penalty 1366.170226 = -11838.214957 nChanged 3 SP:Iteration 3Q (56.723621 sec): 3 clusters Score: Raw -13210.228940 + Penalty 1366.197512 = -11844.031428 nChanged 2 SP:Iteration 4Q (56.724255 sec): 3 clusters Score: Raw -13215.302229 + Penalty 1366.455869 = -11848.846359 nChanged 3 SP:Iteration 5Q (56.724880 sec): 3 clusters Score: Raw -13223.846325 + Penalty 1366.152598 = -11857.693727 nChanged 1 SP:Iteration 6Q (56.725505 sec): 3 clusters Score: Raw -13226.393727 + Penalty 1366.498696 = -11859.895032 nChanged 1 SP:Iteration 7Q (56.726127 sec): 3 clusters Score: Raw -13229.628003 + Penalty 1367.167988 = -11862.460014 nChanged 2 SP:Iteration 8Q (56.726749 sec): 3 clusters Score: Raw -13236.307121 + Penalty 1368.226430 = -11868.080692 nChanged 3 SP:Iteration 9Q (56.727369 sec): 3 clusters Score: Raw -13239.733116 + Penalty 1368.518575 = -11871.214541 nChanged 1 SP:Iteration 10F (56.728011 sec): 3 clusters Score: Raw -13241.655030 + Penalty 1368.518575 = -11873.136455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.729741 sec): 2 clusters Score: Raw -21664.872080 + Penalty 499.614973 = -21165.257107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.730734 sec): 3 clusters Score: Raw -21472.507276 + Penalty 1005.497414 = -20467.009863 nChanged 131 SP:Iteration 1F (56.731702 sec): 3 clusters Score: Raw -21595.490321 + Penalty 1011.048603 = -20584.441718 nChanged 51 SP:Iteration 2F (56.732672 sec): 3 clusters Score: Raw -21647.237326 + Penalty 1023.762296 = -20623.475030 nChanged 33 SP:Iteration 3F (56.733636 sec): 3 clusters Score: Raw -21680.493004 + Penalty 1037.247585 = -20643.245419 nChanged 24 SP:Iteration 4F (56.734609 sec): 3 clusters Score: Raw -21698.810558 + Penalty 1048.438507 = -20650.372051 nChanged 15 SP:Iteration 5Q (56.735544 sec): 3 clusters Score: Raw -21713.448393 + Penalty 1063.941190 = -20649.507203 nChanged 18 SP:Iteration 6F (56.736512 sec): 3 clusters Score: Raw -21732.716495 + Penalty 1078.766077 = -20653.950418 nChanged 11 SP:Iteration 7Q (56.737427 sec): 3 clusters Score: Raw -21743.429584 + Penalty 1079.979626 = -20663.449958 nChanged 5 SP:Iteration 8Q (56.738360 sec): 3 clusters Score: Raw -21750.293544 + Penalty 1080.417848 = -20669.875696 nChanged 1 SP:Iteration 9Q (56.739241 sec): 3 clusters Score: Raw -21753.465237 + Penalty 1079.694038 = -20673.771199 nChanged 1 SP:Iteration 10F (56.740206 sec): 3 clusters Score: Raw -21753.864150 + Penalty 1079.694038 = -20674.170112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 15 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.742768 sec): 2 clusters Score: Raw -35375.253417 + Penalty 612.279946 = -34762.973471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.744291 sec): 3 clusters Score: Raw -34993.144293 + Penalty 1221.415840 = -33771.728453 nChanged 230 SP:Iteration 1F (56.745782 sec): 3 clusters Score: Raw -35149.724481 + Penalty 1223.711589 = -33926.012893 nChanged 86 SP:Iteration 2F (56.747303 sec): 3 clusters Score: Raw -35234.141040 + Penalty 1231.484827 = -34002.656214 nChanged 68 SP:Iteration 3F (56.748800 sec): 3 clusters Score: Raw -35302.214630 + Penalty 1241.992146 = -34060.222484 nChanged 45 SP:Iteration 4F (56.750275 sec): 3 clusters Score: Raw -35350.303097 + Penalty 1261.702091 = -34088.601006 nChanged 37 SP:Iteration 5Q (56.751731 sec): 3 clusters Score: Raw -35398.852474 + Penalty 1278.827865 = -34120.024609 nChanged 24 SP:Iteration 6Q (56.753220 sec): 3 clusters Score: Raw -35426.806905 + Penalty 1286.071594 = -34140.735311 nChanged 10 SP:Iteration 7Q (56.754683 sec): 3 clusters Score: Raw -35436.455216 + Penalty 1293.762127 = -34142.693088 nChanged 8 SP:Iteration 8Q (56.756119 sec): 3 clusters Score: Raw -35444.692707 + Penalty 1301.301467 = -34143.391240 nChanged 6 SP:Iteration 9Q (56.757527 sec): 3 clusters Score: Raw -35448.617996 + Penalty 1305.573723 = -34143.044273 nChanged 5 SP:Iteration 10F (56.759029 sec): 3 clusters Score: Raw -35452.810993 + Penalty 1307.216411 = -34145.594583 nChanged 4 SP:Iteration 11Q (56.760444 sec): 3 clusters Score: Raw -35460.731646 + Penalty 1307.801748 = -34152.929898 nChanged 4 SP:Iteration 12Q (56.761843 sec): 3 clusters Score: Raw -35469.589381 + Penalty 1309.390260 = -34160.199121 nChanged 6 SP:Iteration 13Q (56.763243 sec): 3 clusters Score: Raw -35477.055678 + Penalty 1309.690074 = -34167.365604 nChanged 7 SP:Iteration 14Q (56.764624 sec): 3 clusters Score: Raw -35488.848219 + Penalty 1314.703495 = -34174.144724 nChanged 3 SP:Iteration 15Q (56.765986 sec): 3 clusters Score: Raw -35492.584022 + Penalty 1315.887158 = -34176.696864 nChanged 1 SP:Iteration 16Q (56.767329 sec): 3 clusters Score: Raw -35493.322758 + Penalty 1315.887158 = -34177.435600 nChanged 0 SP:Iteration 17F (56.768793 sec): 3 clusters Score: Raw -35493.322758 + Penalty 1315.887158 = -34177.435600 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 20 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.783493 sec): 2 clusters Score: Raw -135751.803951 + Penalty 69.015653 = -135682.788299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.789061 sec): 3 clusters Score: Raw -133810.983125 + Penalty 151.079584 = -133659.903540 nChanged 1445 SP:Iteration 1F (56.794486 sec): 3 clusters Score: Raw -135017.824510 + Penalty 160.192598 = -134857.631913 nChanged 276 SP:Iteration 2F (56.799926 sec): 3 clusters Score: Raw -135264.169087 + Penalty 169.768747 = -135094.400339 nChanged 229 SP:Iteration 3F (56.805685 sec): 3 clusters Score: Raw -135513.713892 + Penalty 172.938741 = -135340.775151 nChanged 163 SP:Iteration 4F (56.811109 sec): 3 clusters Score: Raw -135681.884859 + Penalty 181.175534 = -135500.709324 nChanged 86 SP:Iteration 5Q (56.816541 sec): 3 clusters Score: Raw -135763.182067 + Penalty 189.133020 = -135574.049047 nChanged 42 SP:Iteration 6Q (56.821969 sec): 3 clusters Score: Raw -135792.534868 + Penalty 175.134830 = -135617.400038 nChanged 16 SP:Iteration 7Q (56.827459 sec): 3 clusters Score: Raw -135801.836777 + Penalty 173.588542 = -135628.248235 nChanged 9 SP:Iteration 8Q (56.832574 sec): 3 clusters Score: Raw -135806.543815 + Penalty 180.042237 = -135626.501578 nChanged 3 SP:Iteration 9F (56.837991 sec): 3 clusters Score: Raw -135807.281213 + Penalty 182.491495 = -135624.789717 nChanged 1 SP:Iteration 10F (56.843397 sec): 3 clusters Score: Raw -135807.454562 + Penalty 187.936390 = -135619.518172 nChanged 2 SP:Iteration 11F (56.848805 sec): 3 clusters Score: Raw -135807.739770 + Penalty 187.936390 = -135619.803380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.852995 sec): 2 clusters Score: Raw -30798.782793 + Penalty 203.471006 = -30595.311787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.854394 sec): 3 clusters Score: Raw -30439.607583 + Penalty 408.929227 = -30030.678356 nChanged 282 SP:Iteration 1F (56.855762 sec): 3 clusters Score: Raw -30595.158928 + Penalty 409.362638 = -30185.796290 nChanged 89 SP:Iteration 2F (56.857157 sec): 3 clusters Score: Raw -30679.066382 + Penalty 410.679013 = -30268.387369 nChanged 81 SP:Iteration 3F (56.858532 sec): 3 clusters Score: Raw -30749.483884 + Penalty 411.677221 = -30337.806663 nChanged 34 SP:Iteration 4F (56.859899 sec): 3 clusters Score: Raw -30770.231852 + Penalty 411.309169 = -30358.922682 nChanged 16 SP:Iteration 5Q (56.861247 sec): 3 clusters Score: Raw -30778.385540 + Penalty 414.735415 = -30363.650125 nChanged 13 SP:Iteration 6Q (56.862596 sec): 3 clusters Score: Raw -30788.328035 + Penalty 412.156918 = -30376.171116 nChanged 9 SP:Iteration 7Q (56.863942 sec): 3 clusters Score: Raw -30793.364725 + Penalty 409.453057 = -30383.911668 nChanged 5 SP:Iteration 8Q (56.865293 sec): 3 clusters Score: Raw -30795.700975 + Penalty 403.921219 = -30391.779756 nChanged 7 SP:Iteration 9Q (56.866641 sec): 3 clusters Score: Raw -30799.576789 + Penalty 398.403296 = -30401.173493 nChanged 5 SP:Iteration 10F (56.867988 sec): 3 clusters Score: Raw -30802.612337 + Penalty 396.412959 = -30406.199378 nChanged 3 SP:Iteration 11Q (56.869334 sec): 3 clusters Score: Raw -30803.677338 + Penalty 396.658606 = -30407.018732 nChanged 2 SP:Iteration 12Q (56.870709 sec): 3 clusters Score: Raw -30804.052424 + Penalty 396.658606 = -30407.393818 nChanged 0 SP:Iteration 13F (56.872076 sec): 3 clusters Score: Raw -30804.052424 + Penalty 396.658606 = -30407.393818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 23 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.876138 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.877707 sec): 3 clusters Score: Raw -34965.271131 + Penalty 102.550221 = -34862.720910 nChanged 349 SP:Iteration 1F (56.879276 sec): 3 clusters Score: Raw -35248.635560 + Penalty 93.396353 = -35155.239207 nChanged 71 SP:Iteration 2F (56.880822 sec): 3 clusters Score: Raw -35329.307211 + Penalty 94.685766 = -35234.621444 nChanged 53 SP:Iteration 3F (56.882362 sec): 3 clusters Score: Raw -35396.947638 + Penalty 101.756619 = -35295.191019 nChanged 21 SP:Iteration 4Q (56.883873 sec): 3 clusters Score: Raw -35431.333464 + Penalty 103.149651 = -35328.183813 nChanged 2 SP:Iteration 5Q (56.885144 sec): 3 clusters Score: Raw -35432.628964 + Penalty 107.797619 = -35324.831346 nChanged 3 SP:Iteration 6F (56.886684 sec): 3 clusters Score: Raw -35434.222570 + Penalty 110.300997 = -35323.921573 nChanged 2 SP:Iteration 7F (56.888210 sec): 3 clusters Score: Raw -35434.620068 + Penalty 116.457467 = -35318.162601 nChanged 2 SP:Iteration 8F (56.889725 sec): 3 clusters Score: Raw -35435.231927 + Penalty 124.412647 = -35310.819280 nChanged 3 SP:Iteration 9F (56.891281 sec): 3 clusters Score: Raw -35435.825560 + Penalty 103.292913 = -35332.532647 nChanged 3 SP:Iteration 10F (56.892681 sec): 3 clusters Score: Raw -35437.350001 + Penalty 49.261723 = -35388.088279 nChanged 3 SP:Iteration 11Q (56.893883 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 SP:Iteration 12F (56.895094 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.898453 sec): 2 clusters Score: Raw -16201.177394 + Penalty 259.188190 = -15941.989204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.899256 sec): 3 clusters Score: Raw -16070.199610 + Penalty 527.933963 = -15542.265647 nChanged 107 SP:Iteration 1F (56.900043 sec): 3 clusters Score: Raw -16242.655026 + Penalty 548.851168 = -15693.803857 nChanged 40 SP:Iteration 2F (56.900838 sec): 3 clusters Score: Raw -16306.815157 + Penalty 559.325417 = -15747.489740 nChanged 13 SP:Iteration 3Q (56.901624 sec): 3 clusters Score: Raw -16318.603596 + Penalty 559.448121 = -15759.155475 nChanged 4 SP:Iteration 4Q (56.902398 sec): 3 clusters Score: Raw -16322.941824 + Penalty 560.989562 = -15761.952262 nChanged 3 SP:Iteration 5Q (56.903171 sec): 3 clusters Score: Raw -16332.604792 + Penalty 562.219590 = -15770.385202 nChanged 3 SP:Iteration 6Q (56.903943 sec): 3 clusters Score: Raw -16340.110164 + Penalty 563.330971 = -15776.779193 nChanged 1 SP:Iteration 7Q (56.904721 sec): 3 clusters Score: Raw -16340.867172 + Penalty 565.154360 = -15775.712812 nChanged 2 SP:Iteration 8F (56.905504 sec): 3 clusters Score: Raw -16347.095450 + Penalty 568.885382 = -15778.210068 nChanged 2 SP:Iteration 9Q (56.906274 sec): 3 clusters Score: Raw -16351.828496 + Penalty 567.035130 = -15784.793366 nChanged 1 SP:Iteration 10F (56.907057 sec): 3 clusters Score: Raw -16352.912502 + Penalty 567.035130 = -15785.877372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.908292 sec): 2 clusters Score: Raw -10198.375444 + Penalty 689.267584 = -9509.107860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.908959 sec): 3 clusters Score: Raw -10203.395739 + Penalty 1379.135958 = -8824.259781 nChanged 42 SP:Iteration 1F (56.909613 sec): 3 clusters Score: Raw -10259.688739 + Penalty 1378.285133 = -8881.403606 nChanged 8 SP:Iteration 2Q (56.910247 sec): 3 clusters Score: Raw -10290.740109 + Penalty 1377.127130 = -8913.612978 nChanged 8 SP:Iteration 3Q (56.910876 sec): 3 clusters Score: Raw -10306.689687 + Penalty 1376.837383 = -8929.852304 nChanged 7 SP:Iteration 4Q (56.911499 sec): 3 clusters Score: Raw -10317.840477 + Penalty 1377.180054 = -8940.660423 nChanged 7 SP:Iteration 5Q (56.912127 sec): 3 clusters Score: Raw -10333.400541 + Penalty 1377.555589 = -8955.844952 nChanged 4 SP:Iteration 6Q (56.912754 sec): 3 clusters Score: Raw -10345.233620 + Penalty 1378.535168 = -8966.698452 nChanged 5 SP:Iteration 7Q (56.913372 sec): 3 clusters Score: Raw -10359.379038 + Penalty 1378.535168 = -8980.843870 nChanged 2 SP:Iteration 8Q (56.913986 sec): 3 clusters Score: Raw -10368.986820 + Penalty 1378.227318 = -8990.759502 nChanged 1 SP:Iteration 9Q (56.914601 sec): 3 clusters Score: Raw -10373.745964 + Penalty 1377.948811 = -8995.797153 nChanged 1 SP:Iteration 10F (56.915253 sec): 3 clusters Score: Raw -10375.382724 + Penalty 1377.699103 = -8997.683621 nChanged 1 SP:Iteration 11Q (56.915867 sec): 3 clusters Score: Raw -10376.595452 + Penalty 1377.441058 = -8999.154395 nChanged 1 SP:Iteration 12Q (56.916507 sec): 3 clusters Score: Raw -10377.594692 + Penalty 1377.441058 = -9000.153635 nChanged 0 SP:Iteration 13F (56.917184 sec): 3 clusters Score: Raw -10377.594692 + Penalty 1377.441058 = -9000.153635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.919272 sec): 2 clusters Score: Raw -16121.447799 + Penalty 835.583377 = -15285.864422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.920084 sec): 3 clusters Score: Raw -16087.827396 + Penalty 1670.770701 = -14417.056695 nChanged 71 SP:Iteration 1F (56.920877 sec): 3 clusters Score: Raw -16227.208821 + Penalty 1668.161183 = -14559.047638 nChanged 24 SP:Iteration 2F (56.921670 sec): 3 clusters Score: Raw -16269.765356 + Penalty 1667.538906 = -14602.226451 nChanged 13 SP:Iteration 3Q (56.922429 sec): 3 clusters Score: Raw -16294.136593 + Penalty 1668.147252 = -14625.989341 nChanged 8 SP:Iteration 4Q (56.923187 sec): 3 clusters Score: Raw -16322.243291 + Penalty 1667.518045 = -14654.725246 nChanged 5 SP:Iteration 5Q (56.923937 sec): 3 clusters Score: Raw -16330.915830 + Penalty 1666.969172 = -14663.946658 nChanged 2 SP:Iteration 6Q (56.924690 sec): 3 clusters Score: Raw -16334.794211 + Penalty 1666.640573 = -14668.153637 nChanged 2 SP:Iteration 7Q (56.925437 sec): 3 clusters Score: Raw -16337.008325 + Penalty 1666.682767 = -14670.325558 nChanged 1 SP:Iteration 8Q (56.926184 sec): 3 clusters Score: Raw -16339.284555 + Penalty 1666.682767 = -14672.601788 nChanged 0 SP:Iteration 9F (56.926975 sec): 3 clusters Score: Raw -16339.284555 + Penalty 1666.682767 = -14672.601788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.928029 sec): 2 clusters Score: Raw -9114.468947 + Penalty 297.308297 = -8817.160650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.928584 sec): 3 clusters Score: Raw -9036.477873 + Penalty 594.523150 = -8441.954723 nChanged 60 SP:Iteration 1F (56.929131 sec): 3 clusters Score: Raw -9115.403835 + Penalty 594.995091 = -8520.408744 nChanged 19 SP:Iteration 2F (56.929676 sec): 3 clusters Score: Raw -9166.052484 + Penalty 594.519588 = -8571.532896 nChanged 12 SP:Iteration 3F (56.930220 sec): 3 clusters Score: Raw -9196.820412 + Penalty 596.162747 = -8600.657665 nChanged 6 SP:Iteration 4Q (56.930753 sec): 3 clusters Score: Raw -9206.033922 + Penalty 595.153694 = -8610.880229 nChanged 5 SP:Iteration 5Q (56.931288 sec): 3 clusters Score: Raw -9210.328486 + Penalty 593.185905 = -8617.142581 nChanged 3 SP:Iteration 6Q (56.931819 sec): 3 clusters Score: Raw -9218.036543 + Penalty 595.307102 = -8622.729442 nChanged 4 SP:Iteration 7Q (56.932347 sec): 3 clusters Score: Raw -9225.689643 + Penalty 594.608855 = -8631.080787 nChanged 3 SP:Iteration 8Q (56.932876 sec): 3 clusters Score: Raw -9230.869193 + Penalty 595.935164 = -8634.934029 nChanged 1 SP:Iteration 9Q (56.933402 sec): 3 clusters Score: Raw -9231.826286 + Penalty 596.082295 = -8635.743991 nChanged 1 SP:Iteration 10F (56.933944 sec): 3 clusters Score: Raw -9233.138542 + Penalty 596.082295 = -8637.056247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.938075 sec): 2 clusters Score: Raw -41305.246456 + Penalty 492.450260 = -40812.796196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.939683 sec): 3 clusters Score: Raw -40937.295299 + Penalty 989.294716 = -39948.000584 nChanged 260 SP:Iteration 1F (56.941301 sec): 3 clusters Score: Raw -41137.923957 + Penalty 1003.445665 = -40134.478292 nChanged 105 SP:Iteration 2F (56.942898 sec): 3 clusters Score: Raw -41257.448930 + Penalty 1020.728443 = -40236.720487 nChanged 63 SP:Iteration 3F (56.944477 sec): 3 clusters Score: Raw -41308.601297 + Penalty 1031.235473 = -40277.365823 nChanged 34 SP:Iteration 4Q (56.946036 sec): 3 clusters Score: Raw -41335.103908 + Penalty 1041.392401 = -40293.711507 nChanged 23 SP:Iteration 5Q (56.947621 sec): 3 clusters Score: Raw -41353.063183 + Penalty 1047.886766 = -40305.176417 nChanged 18 SP:Iteration 6Q (56.949228 sec): 3 clusters Score: Raw -41367.358752 + Penalty 1056.041106 = -40311.317645 nChanged 17 SP:Iteration 7Q (56.950841 sec): 3 clusters Score: Raw -41379.900353 + Penalty 1063.724089 = -40316.176264 nChanged 15 SP:Iteration 8Q (56.952400 sec): 3 clusters Score: Raw -41394.245500 + Penalty 1067.309349 = -40326.936151 nChanged 11 SP:Iteration 9Q (56.953947 sec): 3 clusters Score: Raw -41404.110087 + Penalty 1072.581052 = -40331.529034 nChanged 9 SP:Iteration 10F (56.955657 sec): 3 clusters Score: Raw -41411.246192 + Penalty 1078.469819 = -40332.776373 nChanged 7 SP:Iteration 11Q (56.957317 sec): 3 clusters Score: Raw -41416.887200 + Penalty 1083.370733 = -40333.516467 nChanged 7 SP:Iteration 12Q (56.958962 sec): 3 clusters Score: Raw -41422.779985 + Penalty 1087.606931 = -40335.173054 nChanged 7 SP:Iteration 13Q (56.960612 sec): 3 clusters Score: Raw -41426.131360 + Penalty 1089.664207 = -40336.467153 nChanged 5 SP:Iteration 14Q (56.962185 sec): 3 clusters Score: Raw -41430.300824 + Penalty 1094.143443 = -40336.157381 nChanged 7 SP:Iteration 15F (56.963780 sec): 3 clusters Score: Raw -41435.753322 + Penalty 1095.562944 = -40340.190378 nChanged 4 SP:Iteration 16Q (56.965335 sec): 3 clusters Score: Raw -41437.824323 + Penalty 1096.578602 = -40341.245722 nChanged 3 SP:Iteration 17Q (56.966882 sec): 3 clusters Score: Raw -41439.334906 + Penalty 1096.529330 = -40342.805576 nChanged 1 SP:Iteration 18Q (56.968405 sec): 3 clusters Score: Raw -41439.816758 + Penalty 1096.242056 = -40343.574702 nChanged 1 SP:Iteration 19Q (56.969922 sec): 3 clusters Score: Raw -41440.368768 + Penalty 1095.973829 = -40344.394940 nChanged 3 SP:Iteration 20F (56.971488 sec): 3 clusters Score: Raw -41442.249100 + Penalty 1094.919428 = -40347.329672 nChanged 1 SP:Iteration 21Q (56.973051 sec): 3 clusters Score: Raw -41442.313371 + Penalty 1094.919428 = -40347.393943 nChanged 0 SP:Iteration 22F (56.974647 sec): 3 clusters Score: Raw -41442.313371 + Penalty 1094.919428 = -40347.393943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 41 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.977797 sec): 2 clusters Score: Raw -30226.087248 + Penalty 422.437271 = -29803.649977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.979186 sec): 3 clusters Score: Raw -29881.889085 + Penalty 844.833432 = -29037.055653 nChanged 235 SP:Iteration 1F (56.980553 sec): 3 clusters Score: Raw -30023.319808 + Penalty 844.228281 = -29179.091527 nChanged 68 SP:Iteration 2F (56.981912 sec): 3 clusters Score: Raw -30084.878049 + Penalty 845.065561 = -29239.812488 nChanged 50 SP:Iteration 3F (56.983277 sec): 3 clusters Score: Raw -30131.484519 + Penalty 847.499678 = -29283.984841 nChanged 44 SP:Iteration 4F (56.984651 sec): 3 clusters Score: Raw -30166.388429 + Penalty 854.671337 = -29311.717092 nChanged 41 SP:Iteration 5F (56.986013 sec): 3 clusters Score: Raw -30204.711609 + Penalty 863.501598 = -29341.210010 nChanged 33 SP:Iteration 6Q (56.987370 sec): 3 clusters Score: Raw -30241.064645 + Penalty 869.744638 = -29371.320007 nChanged 23 SP:Iteration 7Q (56.988729 sec): 3 clusters Score: Raw -30274.136674 + Penalty 878.481086 = -29395.655589 nChanged 22 SP:Iteration 8Q (56.990080 sec): 3 clusters Score: Raw -30298.549526 + Penalty 886.309298 = -29412.240229 nChanged 22 SP:Iteration 9Q (56.991429 sec): 3 clusters Score: Raw -30314.484225 + Penalty 899.800071 = -29414.684154 nChanged 19 SP:Iteration 10F (56.992826 sec): 3 clusters Score: Raw -30334.111399 + Penalty 921.073546 = -29413.037853 nChanged 21 SP:Iteration 11F (56.994193 sec): 3 clusters Score: Raw -30354.294021 + Penalty 944.488544 = -29409.805477 nChanged 19 SP:Iteration 12F (56.995558 sec): 3 clusters Score: Raw -30373.186676 + Penalty 963.017803 = -29410.168873 nChanged 11 SP:Iteration 13Q (56.996915 sec): 3 clusters Score: Raw -30382.082145 + Penalty 968.794700 = -29413.287445 nChanged 2 SP:Iteration 14Q (56.998273 sec): 3 clusters Score: Raw -30382.888809 + Penalty 968.964589 = -29413.924221 nChanged 1 SP:Iteration 15Q (56.999625 sec): 3 clusters Score: Raw -30383.192408 + Penalty 967.542156 = -29415.650251 nChanged 1 SP:Iteration 16Q (57.001028 sec): 3 clusters Score: Raw -30383.861155 + Penalty 967.542156 = -29416.318999 nChanged 0 SP:Iteration 17F (57.002392 sec): 3 clusters Score: Raw -30383.861155 + Penalty 967.542156 = -29416.318999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.003499 sec): 2 clusters Score: Raw -9464.406108 + Penalty 528.296090 = -8936.110018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.004135 sec): 3 clusters Score: Raw -9417.029947 + Penalty 1055.661376 = -8361.368571 nChanged 55 SP:Iteration 1F (57.004744 sec): 3 clusters Score: Raw -9499.599722 + Penalty 1057.436724 = -8442.162998 nChanged 23 SP:Iteration 2F (57.005355 sec): 3 clusters Score: Raw -9547.874615 + Penalty 1063.299101 = -8484.575515 nChanged 11 SP:Iteration 3Q (57.005966 sec): 3 clusters Score: Raw -9566.868961 + Penalty 1065.767128 = -8501.101833 nChanged 5 SP:Iteration 4Q (57.006563 sec): 3 clusters Score: Raw -9581.784108 + Penalty 1070.381966 = -8511.402142 nChanged 5 SP:Iteration 5Q (57.007155 sec): 3 clusters Score: Raw -9594.697376 + Penalty 1073.318632 = -8521.378743 nChanged 3 SP:Iteration 6Q (57.007734 sec): 3 clusters Score: Raw -9601.997302 + Penalty 1075.277627 = -8526.719675 nChanged 3 SP:Iteration 7Q (57.008313 sec): 3 clusters Score: Raw -9605.562976 + Penalty 1075.277627 = -8530.285349 nChanged 0 SP:Iteration 8F (57.008932 sec): 3 clusters Score: Raw -9605.562976 + Penalty 1075.277627 = -8530.285349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.010102 sec): 2 clusters Score: Raw -12776.969320 + Penalty 588.868813 = -12188.100507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.010793 sec): 3 clusters Score: Raw -12719.091175 + Penalty 1174.850986 = -11544.240189 nChanged 71 SP:Iteration 1F (57.011472 sec): 3 clusters Score: Raw -12784.720063 + Penalty 1173.988333 = -11610.731730 nChanged 16 SP:Iteration 2F (57.012139 sec): 3 clusters Score: Raw -12819.444826 + Penalty 1173.247500 = -11646.197326 nChanged 8 SP:Iteration 3Q (57.012780 sec): 3 clusters Score: Raw -12836.562203 + Penalty 1174.026120 = -11662.536083 nChanged 4 SP:Iteration 4Q (57.013420 sec): 3 clusters Score: Raw -12845.130412 + Penalty 1174.790592 = -11670.339820 nChanged 2 SP:Iteration 5Q (57.014056 sec): 3 clusters Score: Raw -12849.141080 + Penalty 1174.437653 = -11674.703427 nChanged 3 SP:Iteration 6Q (57.014694 sec): 3 clusters Score: Raw -12851.212800 + Penalty 1174.970000 = -11676.242800 nChanged 1 SP:Iteration 7Q (57.015328 sec): 3 clusters Score: Raw -12851.725966 + Penalty 1174.970000 = -11676.755966 nChanged 0 SP:Iteration 8F (57.015983 sec): 3 clusters Score: Raw -12851.725966 + Penalty 1174.970000 = -11676.755966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.017745 sec): 2 clusters Score: Raw -23958.958720 + Penalty 308.749815 = -23650.208905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.018819 sec): 3 clusters Score: Raw -23737.856362 + Penalty 624.608241 = -23113.248121 nChanged 165 SP:Iteration 1F (57.019873 sec): 3 clusters Score: Raw -23857.465894 + Penalty 624.184238 = -23233.281656 nChanged 49 SP:Iteration 2F (57.020926 sec): 3 clusters Score: Raw -23923.675065 + Penalty 623.995426 = -23299.679639 nChanged 36 SP:Iteration 3F (57.021979 sec): 3 clusters Score: Raw -23973.733261 + Penalty 622.128939 = -23351.604322 nChanged 32 SP:Iteration 4F (57.023033 sec): 3 clusters Score: Raw -24047.893650 + Penalty 619.016788 = -23428.876862 nChanged 33 SP:Iteration 5F (57.024075 sec): 3 clusters Score: Raw -24103.384550 + Penalty 617.632558 = -23485.751992 nChanged 36 SP:Iteration 6F (57.025174 sec): 3 clusters Score: Raw -24163.858241 + Penalty 617.486186 = -23546.372055 nChanged 19 SP:Iteration 7Q (57.026163 sec): 3 clusters Score: Raw -24191.362520 + Penalty 617.540236 = -23573.822285 nChanged 12 SP:Iteration 8Q (57.027142 sec): 3 clusters Score: Raw -24223.290958 + Penalty 617.647305 = -23605.643654 nChanged 13 SP:Iteration 9Q (57.028117 sec): 3 clusters Score: Raw -24238.171600 + Penalty 617.847665 = -23620.323934 nChanged 5 SP:Iteration 10F (57.029168 sec): 3 clusters Score: Raw -24243.225176 + Penalty 617.857510 = -23625.367666 nChanged 5 SP:Iteration 11Q (57.030145 sec): 3 clusters Score: Raw -24245.455500 + Penalty 617.804698 = -23627.650802 nChanged 1 SP:Iteration 12Q (57.031121 sec): 3 clusters Score: Raw -24247.257381 + Penalty 617.731315 = -23629.526066 nChanged 2 SP:Iteration 13Q (57.032096 sec): 3 clusters Score: Raw -24248.784497 + Penalty 617.731315 = -23631.053182 nChanged 0 SP:Iteration 14F (57.033147 sec): 3 clusters Score: Raw -24248.784497 + Penalty 617.731315 = -23631.053182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.034022 sec): 2 clusters Score: Raw -4322.446238 + Penalty 132.370814 = -4190.075424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.034368 sec): 3 clusters Score: Raw -4304.891581 + Penalty 258.582775 = -4046.308806 nChanged 19 SP:Iteration 1F (57.034709 sec): 3 clusters Score: Raw -4344.305574 + Penalty 257.597319 = -4086.708255 nChanged 8 SP:Iteration 2F (57.035045 sec): 3 clusters Score: Raw -4360.876674 + Penalty 257.597319 = -4103.279355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.036234 sec): 2 clusters Score: Raw -4881.700717 + Penalty 203.567754 = -4678.132963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.036670 sec): 3 clusters Score: Raw -4853.529546 + Penalty 411.320215 = -4442.209331 nChanged 23 SP:Iteration 1F (57.037087 sec): 3 clusters Score: Raw -4876.141069 + Penalty 421.063841 = -4455.077228 nChanged 14 SP:Iteration 2F (57.037502 sec): 3 clusters Score: Raw -4903.865469 + Penalty 432.511488 = -4471.353981 nChanged 11 SP:Iteration 3F (57.037916 sec): 3 clusters Score: Raw -4929.384575 + Penalty 436.368218 = -4493.016357 nChanged 5 SP:Iteration 4Q (57.038339 sec): 3 clusters Score: Raw -4940.705553 + Penalty 436.140476 = -4504.565077 nChanged 3 SP:Iteration 5Q (57.038735 sec): 3 clusters Score: Raw -4951.792840 + Penalty 438.582864 = -4513.209975 nChanged 2 SP:Iteration 6Q (57.039129 sec): 3 clusters Score: Raw -4957.121024 + Penalty 442.225708 = -4514.895317 nChanged 1 SP:Iteration 7Q (57.039520 sec): 3 clusters Score: Raw -4962.092904 + Penalty 442.225708 = -4519.867196 nChanged 0 SP:Iteration 8F (57.039938 sec): 3 clusters Score: Raw -4962.092904 + Penalty 442.225708 = -4519.867196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.041194 sec): 2 clusters Score: Raw -10365.504248 + Penalty 285.488810 = -10080.015437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.041895 sec): 3 clusters Score: Raw -10275.372147 + Penalty 582.118852 = -9693.253295 nChanged 73 SP:Iteration 1F (57.042574 sec): 3 clusters Score: Raw -10360.505610 + Penalty 585.830751 = -9774.674859 nChanged 22 SP:Iteration 2F (57.043254 sec): 3 clusters Score: Raw -10395.104282 + Penalty 585.755365 = -9809.348917 nChanged 9 SP:Iteration 3Q (57.043917 sec): 3 clusters Score: Raw -10415.067050 + Penalty 584.013927 = -9831.053123 nChanged 5 SP:Iteration 4Q (57.044578 sec): 3 clusters Score: Raw -10421.952241 + Penalty 586.098426 = -9835.853815 nChanged 3 SP:Iteration 5Q (57.045234 sec): 3 clusters Score: Raw -10423.516518 + Penalty 586.968151 = -9836.548367 nChanged 1 SP:Iteration 6Q (57.045919 sec): 3 clusters Score: Raw -10423.744782 + Penalty 586.968151 = -9836.776631 nChanged 0 SP:Iteration 7F (57.046598 sec): 3 clusters Score: Raw -10423.744782 + Penalty 586.968151 = -9836.776631 nChanged 0 Time taken for this iteration:56.407524 seconds. 300->26 Clusters: Score -992387.203142, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 208 (time per iteration =274.401736 ms) Total iterations: 1797 (time per iteration =31.761581 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3929331250.000000 (time per metric unit =14.525515ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 98233281250.000000 (time per metric unit=581.020610ps) That took 57.075561 seconds. FileBase PeterP-2013-09-04_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 0.13 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13719 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 13719 points ------ Starting initial clusters from distinct float masks Not enough masks (182) to generate starting clusters (300), so starting with (183) clusters instead. Assigned 183 initial classes from 182 unique masks. Deleting Class 164 (2 points): Lose 21.251746 but Gain 1536.376072 Iteration 0F (1.505755 sec): 182 clusters Score: Raw -608125.614945 + Penalty 172705.981482 = -435419.633462 nChanged 2513 Deleting Class 176 (1 points): Lose 9.980097 but Gain 1514.886330 Iteration 1F (2.606197 sec): 170 clusters Score: Raw -613005.189867 + Penalty 171556.344191 = -441448.845676 nChanged 957 Deleting Class 160 (2 points): Lose 14.013296 but Gain 1513.161431 Iteration 2F (3.659421 sec): 169 clusters Score: Raw -615411.454243 + Penalty 168948.935879 = -446462.518364 nChanged 713 Deleting Class 69 (3 points): Lose 32.658010 but Gain 1501.504047 Iteration 3F (4.682421 sec): 167 clusters Score: Raw -617178.805763 + Penalty 167552.378579 = -449626.427184 nChanged 550 Deleting Class 159 (3 points): Lose 46.568066 but Gain 1498.414163 Iteration 4Q (4.789666 sec): 166 clusters Score: Raw -618011.494482 + Penalty 166194.605847 = -451816.888635 nChanged 428 Deleting Class 132 (5 points): Lose 55.034109 but Gain 1500.444074 Iteration 5Q (4.886215 sec): 165 clusters Score: Raw -618406.365288 + Penalty 164881.421488 = -453524.943800 nChanged 338 Deleting Class 162 (2 points): Lose 24.872649 but Gain 1459.405502 Iteration 6Q (4.974775 sec): 164 clusters Score: Raw -618726.181923 + Penalty 163802.832980 = -454923.348942 nChanged 279 Deleting Class 148 (2 points): Lose 20.717116 but Gain 1443.107673 Iteration 7Q (5.058723 sec): 163 clusters Score: Raw -618967.505090 + Penalty 161351.765826 = -457615.739264 nChanged 216 Deleting Class 182 (1 points): Lose 13.861963 but Gain 1433.690242 Iteration 8Q (5.137103 sec): 161 clusters Score: Raw -619160.671279 + Penalty 159035.065022 = -460125.606257 nChanged 175 Deleting Class 121 (1 points): Lose 1.493923 but Gain 1420.496377 Iteration 9Q (5.212734 sec): 160 clusters Score: Raw -619306.961577 + Penalty 157648.785838 = -461658.175739 nChanged 131 Deleting Class 53 (3 points): Lose 34.647730 but Gain 1452.154798 Iteration 10F (6.194558 sec): 159 clusters Score: Raw -619379.471010 + Penalty 156215.086201 = -463164.384810 nChanged 108 Deleting Class 119 (1 points): Lose 8.472824 but Gain 1424.221517 Iteration 11Q (6.265861 sec): 158 clusters Score: Raw -619456.519497 + Penalty 154889.061190 = -464567.458307 nChanged 76 Deleting Class 76 (1 points): Lose 10.054822 but Gain 1414.983780 Iteration 12Q (6.333519 sec): 157 clusters Score: Raw -619534.630650 + Penalty 153525.978683 = -466008.651967 nChanged 61 Deleting Class 146 (1 points): Lose 0.453010 but Gain 1397.492928 Iteration 13Q (6.401900 sec): 156 clusters Score: Raw -619604.161216 + Penalty 152160.692858 = -467443.468358 nChanged 57 Deleting Class 112 (4 points): Lose 54.639705 but Gain 1450.438260 Iteration 14Q (6.468883 sec): 155 clusters Score: Raw -619611.541440 + Penalty 150781.886647 = -468829.654793 nChanged 44 Deleting Class 171 (1 points): Lose 10.232028 but Gain 1405.772258 Iteration 15Q (6.534056 sec): 154 clusters Score: Raw -619662.517873 + Penalty 149385.715875 = -470276.801998 nChanged 33 Deleting Class 147 (4 points): Lose 48.357432 but Gain 1437.484663 Iteration 16Q (6.598524 sec): 153 clusters Score: Raw -619650.142282 + Penalty 148002.513115 = -471647.629167 nChanged 31 Deleting Class 99 (4 points): Lose 42.909472 but Gain 1424.234272 Iteration 17Q (6.662677 sec): 152 clusters Score: Raw -619657.491806 + Penalty 146848.174579 = -472809.317226 nChanged 22 Deleting Class 84 (3 points): Lose 32.271833 but Gain 1406.315214 Iteration 18Q (6.725831 sec): 151 clusters Score: Raw -619657.010143 + Penalty 145462.193418 = -474194.816725 nChanged 9 Deleting Class 174 (2 points): Lose 11.352197 but Gain 1380.379501 Iteration 19Q (6.788067 sec): 150 clusters Score: Raw -619660.286550 + Penalty 144084.584921 = -475575.701629 nChanged 5 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -619660.286550 + Penalty 144084.584921 = -475575.701629Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 1 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.836679 sec): 2 clusters Score: Raw -2632.939258 + Penalty 545.916460 = -2087.022799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.837001 sec): 3 clusters Score: Raw -2755.771671 + Penalty 1094.723651 = -1661.048021 nChanged 1 SP:Iteration 1Q (6.837291 sec): 3 clusters Score: Raw -2758.852756 + Penalty 1094.723651 = -1664.129105 nChanged 0 SP:Iteration 2F (6.837588 sec): 3 clusters Score: Raw -2758.852756 + Penalty 1094.723651 = -1664.129105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 2 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.845503 sec): 2 clusters Score: Raw -78300.757574 + Penalty 123.155891 = -78177.601683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.848782 sec): 3 clusters Score: Raw -77250.749283 + Penalty 255.942330 = -76994.806953 nChanged 798 SP:Iteration 1F (6.851916 sec): 3 clusters Score: Raw -77863.578487 + Penalty 264.189024 = -77599.389462 nChanged 169 SP:Iteration 2F (6.855034 sec): 3 clusters Score: Raw -78015.414722 + Penalty 266.013550 = -77749.401172 nChanged 94 SP:Iteration 3F (6.858155 sec): 3 clusters Score: Raw -78130.612242 + Penalty 264.304795 = -77866.307447 nChanged 70 SP:Iteration 4Q (6.861196 sec): 3 clusters Score: Raw -78206.205664 + Penalty 261.025530 = -77945.180134 nChanged 49 SP:Iteration 5Q (6.864083 sec): 3 clusters Score: Raw -78240.408276 + Penalty 258.149785 = -77982.258491 nChanged 39 SP:Iteration 6Q (6.866952 sec): 3 clusters Score: Raw -78265.548480 + Penalty 253.820041 = -78011.728439 nChanged 39 SP:Iteration 7Q (6.869820 sec): 3 clusters Score: Raw -78294.597682 + Penalty 238.632080 = -78055.965603 nChanged 37 SP:Iteration 8Q (6.872603 sec): 3 clusters Score: Raw -78331.366083 + Penalty 226.150099 = -78105.215983 nChanged 22 SP:Iteration 9Q (6.875318 sec): 3 clusters Score: Raw -78358.014465 + Penalty 216.513127 = -78141.501337 nChanged 10 SP:Iteration 10F (6.878523 sec): 3 clusters Score: Raw -78366.147378 + Penalty 209.977114 = -78156.170264 nChanged 11 SP:Iteration 11Q (6.881118 sec): 3 clusters Score: Raw -78378.894693 + Penalty 200.844504 = -78178.050188 nChanged 10 SP:Iteration 12Q (6.883651 sec): 3 clusters Score: Raw -78386.671873 + Penalty 198.844188 = -78187.827685 nChanged 6 SP:Iteration 13Q (6.886167 sec): 3 clusters Score: Raw -78390.040653 + Penalty 196.551498 = -78193.489155 nChanged 2 SP:Iteration 14Q (6.888704 sec): 3 clusters Score: Raw -78390.460973 + Penalty 196.551498 = -78193.909475 nChanged 0 SP:Iteration 15F (6.891763 sec): 3 clusters Score: Raw -78390.460973 + Penalty 196.551498 = -78193.909475 nChanged 0 Score: Raw -631725.094713 + Penalty 144178.495836 = -487546.598877 Splitting cluster 2 changes total score from -475575.701629 to -487546.598877 So it's getting split into cluster 53. Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 3 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.823202 sec): 2 clusters Score: Raw -32906.040038 + Penalty 290.609882 = -32615.430156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.824646 sec): 3 clusters Score: Raw -32537.559291 + Penalty 587.883788 = -31949.675503 nChanged 257 SP:Iteration 1F (7.826038 sec): 3 clusters Score: Raw -32737.619642 + Penalty 592.214946 = -32145.404696 nChanged 65 SP:Iteration 2F (7.827436 sec): 3 clusters Score: Raw -32787.109304 + Penalty 595.241316 = -32191.867988 nChanged 29 SP:Iteration 3Q (7.828846 sec): 3 clusters Score: Raw -32812.380359 + Penalty 600.765907 = -32211.614452 nChanged 23 SP:Iteration 4Q (7.830237 sec): 3 clusters Score: Raw -32829.707428 + Penalty 603.334750 = -32226.372678 nChanged 18 SP:Iteration 5Q (7.831627 sec): 3 clusters Score: Raw -32847.514140 + Penalty 610.292754 = -32237.221386 nChanged 24 SP:Iteration 6Q (7.833027 sec): 3 clusters Score: Raw -32876.014713 + Penalty 613.815196 = -32262.199517 nChanged 17 SP:Iteration 7Q (7.834369 sec): 3 clusters Score: Raw -32889.634647 + Penalty 623.165916 = -32266.468731 nChanged 12 SP:Iteration 8Q (7.835735 sec): 3 clusters Score: Raw -32898.200621 + Penalty 632.447644 = -32265.752977 nChanged 10 SP:Iteration 9F (7.837403 sec): 3 clusters Score: Raw -32906.077822 + Penalty 631.744576 = -32274.333246 nChanged 12 SP:Iteration 10F (7.838789 sec): 3 clusters Score: Raw -32917.303078 + Penalty 638.252243 = -32279.050835 nChanged 13 SP:Iteration 11Q (7.840047 sec): 3 clusters Score: Raw -32928.184850 + Penalty 647.241740 = -32280.943110 nChanged 8 SP:Iteration 12Q (7.841294 sec): 3 clusters Score: Raw -32932.670879 + Penalty 648.558238 = -32284.112641 nChanged 4 SP:Iteration 13Q (7.842562 sec): 3 clusters Score: Raw -32933.289932 + Penalty 646.408749 = -32286.881184 nChanged 3 SP:Iteration 14Q (7.843812 sec): 3 clusters Score: Raw -32934.379165 + Penalty 646.014950 = -32288.364215 nChanged 3 SP:Iteration 15Q (7.845059 sec): 3 clusters Score: Raw -32935.942968 + Penalty 649.193249 = -32286.749719 nChanged 4 SP:Iteration 16F (7.846468 sec): 3 clusters Score: Raw -32938.245410 + Penalty 643.049312 = -32295.196098 nChanged 3 SP:Iteration 17Q (7.847711 sec): 3 clusters Score: Raw -32941.937797 + Penalty 634.438269 = -32307.499528 nChanged 5 SP:Iteration 18Q (7.848958 sec): 3 clusters Score: Raw -32945.678927 + Penalty 635.389644 = -32310.289283 nChanged 5 SP:Iteration 19Q (7.850177 sec): 3 clusters Score: Raw -32950.717625 + Penalty 635.393338 = -32315.324287 nChanged 2 SP:Iteration 20F (7.851570 sec): 3 clusters Score: Raw -32952.143723 + Penalty 634.203006 = -32317.940717 nChanged 3 SP:Iteration 21Q (7.852843 sec): 3 clusters Score: Raw -32958.885665 + Penalty 636.354243 = -32322.531422 nChanged 3 SP:Iteration 22Q (7.854079 sec): 3 clusters Score: Raw -32961.164698 + Penalty 639.362859 = -32321.801839 nChanged 2 SP:Iteration 23F (7.855498 sec): 3 clusters Score: Raw -32962.215655 + Penalty 642.036082 = -32320.179572 nChanged 2 SP:Iteration 24F (7.856932 sec): 3 clusters Score: Raw -32962.785328 + Penalty 642.181029 = -32320.604298 nChanged 2 SP:Iteration 25Q (7.858157 sec): 3 clusters Score: Raw -32963.902863 + Penalty 642.181029 = -32321.721833 nChanged 0 SP:Iteration 26F (7.859570 sec): 3 clusters Score: Raw -32963.902863 + Penalty 642.181029 = -32321.721833 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.874187 sec): 2 clusters Score: Raw -151882.707317 + Penalty 217.158853 = -151665.548463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.880403 sec): 3 clusters Score: Raw -149814.838068 + Penalty 429.346097 = -149385.491971 nChanged 1467 SP:Iteration 1F (7.886393 sec): 3 clusters Score: Raw -150825.787749 + Penalty 436.359044 = -150389.428705 nChanged 301 SP:Iteration 2F (7.892737 sec): 3 clusters Score: Raw -151017.362615 + Penalty 440.584528 = -150576.778087 nChanged 175 SP:Iteration 3F (7.899027 sec): 3 clusters Score: Raw -151139.354810 + Penalty 442.559170 = -150696.795641 nChanged 127 SP:Iteration 4Q (7.905013 sec): 3 clusters Score: Raw -151216.785143 + Penalty 443.428765 = -150773.356378 nChanged 97 SP:Iteration 5Q (7.911148 sec): 3 clusters Score: Raw -151269.202642 + Penalty 443.629583 = -150825.573059 nChanged 90 SP:Iteration 6Q (7.917179 sec): 3 clusters Score: Raw -151319.008234 + Penalty 443.212388 = -150875.795845 nChanged 82 SP:Iteration 7Q (7.923481 sec): 3 clusters Score: Raw -151353.172483 + Penalty 442.373674 = -150910.798809 nChanged 71 SP:Iteration 8Q (7.929389 sec): 3 clusters Score: Raw -151383.635204 + Penalty 441.784006 = -150941.851198 nChanged 64 SP:Iteration 9Q (7.935293 sec): 3 clusters Score: Raw -151404.822325 + Penalty 440.455286 = -150964.367038 nChanged 49 SP:Iteration 10F (7.941278 sec): 3 clusters Score: Raw -151417.481599 + Penalty 439.577256 = -150977.904344 nChanged 29 SP:Iteration 11Q (7.947134 sec): 3 clusters Score: Raw -151425.915970 + Penalty 438.873811 = -150987.042159 nChanged 26 SP:Iteration 12Q (7.952981 sec): 3 clusters Score: Raw -151431.558209 + Penalty 438.496001 = -150993.062208 nChanged 22 SP:Iteration 13Q (7.958814 sec): 3 clusters Score: Raw -151435.280279 + Penalty 438.476223 = -150996.804056 nChanged 14 SP:Iteration 14Q (7.964689 sec): 3 clusters Score: Raw -151438.397265 + Penalty 438.737202 = -150999.660063 nChanged 23 SP:Iteration 15Q (7.970520 sec): 3 clusters Score: Raw -151442.863593 + Penalty 439.120391 = -151003.743202 nChanged 16 SP:Iteration 16Q (7.976388 sec): 3 clusters Score: Raw -151445.668925 + Penalty 439.579260 = -151006.089665 nChanged 19 SP:Iteration 17Q (7.982211 sec): 3 clusters Score: Raw -151448.981928 + Penalty 439.657322 = -151009.324606 nChanged 20 SP:Iteration 18Q (7.988026 sec): 3 clusters Score: Raw -151452.401946 + Penalty 439.725409 = -151012.676537 nChanged 13 SP:Iteration 19Q (7.993904 sec): 3 clusters Score: Raw -151453.849572 + Penalty 440.034664 = -151013.814909 nChanged 16 SP:Iteration 20F (8.000245 sec): 3 clusters Score: Raw -151455.684432 + Penalty 440.545845 = -151015.138587 nChanged 18 SP:Iteration 21Q (8.006074 sec): 3 clusters Score: Raw -151457.348091 + Penalty 440.612409 = -151016.735682 nChanged 12 SP:Iteration 22Q (8.011886 sec): 3 clusters Score: Raw -151458.167126 + Penalty 440.985506 = -151017.181620 nChanged 12 SP:Iteration 23Q (8.017813 sec): 3 clusters Score: Raw -151459.472956 + Penalty 441.445669 = -151018.027287 nChanged 13 SP:Iteration 24Q (8.023640 sec): 3 clusters Score: Raw -151461.145729 + Penalty 441.866153 = -151019.279576 nChanged 17 SP:Iteration 25Q (8.029436 sec): 3 clusters Score: Raw -151463.422907 + Penalty 442.421280 = -151021.001626 nChanged 15 SP:Iteration 26Q (8.035225 sec): 3 clusters Score: Raw -151464.888984 + Penalty 442.512375 = -151022.376610 nChanged 11 SP:Iteration 27Q (8.041006 sec): 3 clusters Score: Raw -151465.999443 + Penalty 443.131591 = -151022.867852 nChanged 12 SP:Iteration 28Q (8.046786 sec): 3 clusters Score: Raw -151467.659192 + Penalty 443.148247 = -151024.510945 nChanged 8 SP:Iteration 29Q (8.052565 sec): 3 clusters Score: Raw -151468.765544 + Penalty 443.713627 = -151025.051918 nChanged 13 SP:Iteration 30F (8.058617 sec): 3 clusters Score: Raw -151470.233433 + Penalty 443.724941 = -151026.508492 nChanged 16 SP:Iteration 31Q (8.064545 sec): 3 clusters Score: Raw -151473.085256 + Penalty 444.015140 = -151029.070115 nChanged 20 SP:Iteration 32Q (8.070580 sec): 3 clusters Score: Raw -151476.800235 + Penalty 444.703338 = -151032.096897 nChanged 26 SP:Iteration 33Q (8.076627 sec): 3 clusters Score: Raw -151482.298972 + Penalty 445.093648 = -151037.205325 nChanged 30 SP:Iteration 34Q (8.082474 sec): 3 clusters Score: Raw -151487.833734 + Penalty 446.054417 = -151041.779317 nChanged 29 SP:Iteration 35Q (8.088228 sec): 3 clusters Score: Raw -151493.385939 + Penalty 447.001919 = -151046.384021 nChanged 25 SP:Iteration 36Q (8.094406 sec): 3 clusters Score: Raw -151498.148912 + Penalty 448.259642 = -151049.889269 nChanged 31 SP:Iteration 37Q (8.100581 sec): 3 clusters Score: Raw -151504.150099 + Penalty 449.760038 = -151054.390061 nChanged 34 SP:Iteration 38Q (8.106418 sec): 3 clusters Score: Raw -151510.597637 + Penalty 450.752752 = -151059.844884 nChanged 34 SP:Iteration 39Q (8.112132 sec): 3 clusters Score: Raw -151519.035805 + Penalty 452.015265 = -151067.020541 nChanged 45 SP:Iteration 40F (8.118212 sec): 3 clusters Score: Raw -151531.826353 + Penalty 454.198347 = -151077.628006 nChanged 51 SP:Iteration 41Q (8.124017 sec): 3 clusters Score: Raw -151548.466959 + Penalty 454.659089 = -151093.807870 nChanged 44 SP:Iteration 42Q (8.129664 sec): 3 clusters Score: Raw -151560.684804 + Penalty 456.133128 = -151104.551677 nChanged 49 SP:Iteration 43Q (8.135289 sec): 3 clusters Score: Raw -151578.249858 + Penalty 454.068135 = -151124.181723 nChanged 48 SP:Iteration 44Q (8.140880 sec): 3 clusters Score: Raw -151594.943199 + Penalty 453.550851 = -151141.392347 nChanged 48 SP:Iteration 45Q (8.146441 sec): 3 clusters Score: Raw -151613.185030 + Penalty 449.978958 = -151163.206072 nChanged 54 SP:Iteration 46Q (8.152194 sec): 3 clusters Score: Raw -151637.690820 + Penalty 452.321508 = -151185.369312 nChanged 64 SP:Iteration 47Q (8.157667 sec): 3 clusters Score: Raw -151670.915637 + Penalty 452.831360 = -151218.084278 nChanged 68 SP:Iteration 48Q (8.163092 sec): 3 clusters Score: Raw -151707.937985 + Penalty 452.226120 = -151255.711865 nChanged 54 SP:Iteration 49Q (8.168480 sec): 3 clusters Score: Raw -151734.578527 + Penalty 455.320673 = -151279.257854 nChanged 44 SP:Iteration 50F (8.174578 sec): 3 clusters Score: Raw -151757.539826 + Penalty 461.955093 = -151295.584733 nChanged 47 SP:Iteration 51Q (8.179867 sec): 3 clusters Score: Raw -151782.857337 + Penalty 464.818535 = -151318.038802 nChanged 38 SP:Iteration 52Q (8.185065 sec): 3 clusters Score: Raw -151804.952495 + Penalty 465.896968 = -151339.055527 nChanged 33 SP:Iteration 53Q (8.190232 sec): 3 clusters Score: Raw -151824.291245 + Penalty 471.588624 = -151352.702621 nChanged 33 SP:Iteration 54Q (8.195473 sec): 3 clusters Score: Raw -151842.483822 + Penalty 479.367346 = -151363.116476 nChanged 25 SP:Iteration 55Q (8.200740 sec): 3 clusters Score: Raw -151854.595290 + Penalty 494.704388 = -151359.890902 nChanged 22 SP:Iteration 56F (8.207438 sec): 3 clusters Score: Raw -151865.056490 + Penalty 504.938983 = -151360.117507 nChanged 14 SP:Iteration 57Q (8.212461 sec): 3 clusters Score: Raw -151871.773083 + Penalty 523.968126 = -151347.804957 nChanged 15 SP:Iteration 58F (8.218620 sec): 3 clusters Score: Raw -151878.686699 + Penalty 535.124743 = -151343.561956 nChanged 8 SP:Iteration 59F (8.224867 sec): 3 clusters Score: Raw -151881.464985 + Penalty 553.637861 = -151327.827124 nChanged 7 SP:Iteration 60F (8.230981 sec): 3 clusters Score: Raw -151885.003575 + Penalty 565.649609 = -151319.353966 nChanged 6 SP:Iteration 61F (8.236691 sec): 3 clusters Score: Raw -151887.018442 + Penalty 566.886426 = -151320.132016 nChanged 2 SP:Iteration 62Q (8.241255 sec): 3 clusters Score: Raw -151887.448212 + Penalty 581.208046 = -151306.240166 nChanged 2 SP:Iteration 63F (8.246957 sec): 3 clusters Score: Raw -151888.082171 + Penalty 581.208046 = -151306.874125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.249767 sec): 2 clusters Score: Raw -278.989611 + Penalty 165.825348 = -113.164264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.250030 sec): 3 clusters Score: Raw -275.884416 + Penalty 335.099368 = 59.214952 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 6 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.254047 sec): 2 clusters Score: Raw -38154.516119 + Penalty 218.247210 = -37936.268909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.255654 sec): 3 clusters Score: Raw -37662.338936 + Penalty 440.435710 = -37221.903227 nChanged 332 SP:Iteration 1F (8.257256 sec): 3 clusters Score: Raw -37897.858555 + Penalty 435.321230 = -37462.537324 nChanged 123 SP:Iteration 2F (8.258840 sec): 3 clusters Score: Raw -37999.147538 + Penalty 432.062701 = -37567.084837 nChanged 48 SP:Iteration 3F (8.260395 sec): 3 clusters Score: Raw -38038.668038 + Penalty 433.431997 = -37605.236041 nChanged 38 SP:Iteration 4Q (8.261924 sec): 3 clusters Score: Raw -38062.194708 + Penalty 441.867059 = -37620.327649 nChanged 22 SP:Iteration 5Q (8.263418 sec): 3 clusters Score: Raw -38077.646097 + Penalty 453.525186 = -37624.120911 nChanged 21 SP:Iteration 6Q (8.264929 sec): 3 clusters Score: Raw -38090.454958 + Penalty 468.651134 = -37621.803823 nChanged 24 SP:Iteration 7F (8.266496 sec): 3 clusters Score: Raw -38105.160642 + Penalty 475.958055 = -37629.202588 nChanged 19 SP:Iteration 8Q (8.267941 sec): 3 clusters Score: Raw -38118.730262 + Penalty 483.364065 = -37635.366197 nChanged 17 SP:Iteration 9Q (8.269346 sec): 3 clusters Score: Raw -38135.653354 + Penalty 478.453064 = -37657.200290 nChanged 13 SP:Iteration 10F (8.270920 sec): 3 clusters Score: Raw -38151.802031 + Penalty 477.951105 = -37673.850926 nChanged 7 SP:Iteration 11Q (8.272272 sec): 3 clusters Score: Raw -38156.838509 + Penalty 479.064642 = -37677.773867 nChanged 3 SP:Iteration 12Q (8.273601 sec): 3 clusters Score: Raw -38158.802735 + Penalty 482.668380 = -37676.134355 nChanged 3 SP:Iteration 13F (8.275181 sec): 3 clusters Score: Raw -38160.268795 + Penalty 486.683213 = -37673.585583 nChanged 5 SP:Iteration 14F (8.276737 sec): 3 clusters Score: Raw -38163.885004 + Penalty 480.226759 = -37683.658246 nChanged 2 SP:Iteration 15Q (8.278030 sec): 3 clusters Score: Raw -38165.599963 + Penalty 482.886494 = -37682.713469 nChanged 1 SP:Iteration 16F (8.279561 sec): 3 clusters Score: Raw -38165.886221 + Penalty 485.817131 = -37680.069090 nChanged 1 SP:Iteration 17F (8.281141 sec): 3 clusters Score: Raw -38165.849638 + Penalty 485.817131 = -37680.032507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.283409 sec): 2 clusters Score: Raw -23366.796672 + Penalty 497.688717 = -22869.107954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.284460 sec): 3 clusters Score: Raw -23147.400759 + Penalty 996.642063 = -22150.758696 nChanged 138 SP:Iteration 1F (8.285497 sec): 3 clusters Score: Raw -23251.249016 + Penalty 999.863565 = -22251.385451 nChanged 36 SP:Iteration 2F (8.286534 sec): 3 clusters Score: Raw -23284.070837 + Penalty 1008.433496 = -22275.637342 nChanged 27 SP:Iteration 3F (8.287573 sec): 3 clusters Score: Raw -23304.646368 + Penalty 1015.807183 = -22288.839185 nChanged 16 SP:Iteration 4Q (8.288605 sec): 3 clusters Score: Raw -23318.859202 + Penalty 1021.831967 = -22297.027236 nChanged 15 SP:Iteration 5Q (8.289631 sec): 3 clusters Score: Raw -23335.675536 + Penalty 1025.257438 = -22310.418098 nChanged 10 SP:Iteration 6Q (8.290659 sec): 3 clusters Score: Raw -23345.472662 + Penalty 1027.944905 = -22317.527756 nChanged 7 SP:Iteration 7Q (8.291697 sec): 3 clusters Score: Raw -23350.520317 + Penalty 1028.538778 = -22321.981539 nChanged 1 SP:Iteration 8Q (8.292708 sec): 3 clusters Score: Raw -23350.670233 + Penalty 1028.538778 = -22322.131454 nChanged 0 SP:Iteration 9F (8.293748 sec): 3 clusters Score: Raw -23350.670233 + Penalty 1028.538778 = -22322.131454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294483 sec): 2 clusters Score: Raw -2688.135132 + Penalty 278.104945 = -2410.030187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.294792 sec): 3 clusters Score: Raw -2671.231781 + Penalty 555.439666 = -2115.792115 nChanged 4 SP:Iteration 1F (8.295097 sec): 3 clusters Score: Raw -2676.363616 + Penalty 558.018909 = -2118.344707 nChanged 2 SP:Iteration 2Q (8.295400 sec): 3 clusters Score: Raw -2678.566846 + Penalty 563.409896 = -2115.156950 nChanged 3 SP:Iteration 3F (8.295720 sec): 3 clusters Score: Raw -2681.347065 + Penalty 565.684495 = -2115.662571 nChanged 2 SP:Iteration 4Q (8.296020 sec): 3 clusters Score: Raw -2684.316047 + Penalty 565.635845 = -2118.680202 nChanged 1 SP:Iteration 5Q (8.296319 sec): 3 clusters Score: Raw -2684.746681 + Penalty 562.845801 = -2121.900880 nChanged 1 SP:Iteration 6Q (8.296617 sec): 3 clusters Score: Raw -2685.793135 + Penalty 567.077113 = -2118.716022 nChanged 1 SP:Iteration 7F (8.296916 sec): 3 clusters Score: Raw -2687.075361 + Penalty 567.077113 = -2119.998248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 9 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.301511 sec): 2 clusters Score: Raw -48501.176857 + Penalty 770.070900 = -47731.105958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.303428 sec): 3 clusters Score: Raw -48127.598561 + Penalty 1540.568808 = -46587.029753 nChanged 305 SP:Iteration 1F (8.305336 sec): 3 clusters Score: Raw -48354.709248 + Penalty 1542.090228 = -46812.619020 nChanged 57 SP:Iteration 2F (8.307242 sec): 3 clusters Score: Raw -48398.511917 + Penalty 1545.870446 = -46852.641471 nChanged 48 SP:Iteration 3F (8.309019 sec): 3 clusters Score: Raw -48434.946066 + Penalty 1549.387750 = -46885.558316 nChanged 30 SP:Iteration 4Q (8.310783 sec): 3 clusters Score: Raw -48456.588551 + Penalty 1552.968546 = -46903.620005 nChanged 26 SP:Iteration 5Q (8.312555 sec): 3 clusters Score: Raw -48472.283659 + Penalty 1556.785073 = -46915.498586 nChanged 22 SP:Iteration 6Q (8.314321 sec): 3 clusters Score: Raw -48487.509359 + Penalty 1562.962767 = -46924.546592 nChanged 21 SP:Iteration 7Q (8.316090 sec): 3 clusters Score: Raw -48502.540685 + Penalty 1567.357455 = -46935.183230 nChanged 22 SP:Iteration 8Q (8.317859 sec): 3 clusters Score: Raw -48516.710707 + Penalty 1571.788283 = -46944.922424 nChanged 21 SP:Iteration 9Q (8.319638 sec): 3 clusters Score: Raw -48533.498913 + Penalty 1575.019017 = -46958.479896 nChanged 24 SP:Iteration 10F (8.321490 sec): 3 clusters Score: Raw -48551.981200 + Penalty 1576.552424 = -46975.428776 nChanged 10 SP:Iteration 11Q (8.323305 sec): 3 clusters Score: Raw -48556.074789 + Penalty 1576.786896 = -46979.287893 nChanged 6 SP:Iteration 12Q (8.325077 sec): 3 clusters Score: Raw -48559.423168 + Penalty 1576.818863 = -46982.604305 nChanged 3 SP:Iteration 13Q (8.326846 sec): 3 clusters Score: Raw -48561.139878 + Penalty 1577.085062 = -46984.054816 nChanged 2 SP:Iteration 14Q (8.328621 sec): 3 clusters Score: Raw -48562.965911 + Penalty 1577.645508 = -46985.320402 nChanged 3 SP:Iteration 15Q (8.330404 sec): 3 clusters Score: Raw -48564.709771 + Penalty 1577.645508 = -46987.064263 nChanged 0 SP:Iteration 16F (8.332199 sec): 3 clusters Score: Raw -48564.709771 + Penalty 1577.645508 = -46987.064263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.334103 sec): 2 clusters Score: Raw -2245.887759 + Penalty 218.964347 = -2026.923412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.334399 sec): 3 clusters Score: Raw -2229.656590 + Penalty 440.725436 = -1788.931153 nChanged 4 SP:Iteration 1F (8.334692 sec): 3 clusters Score: Raw -2236.236304 + Penalty 441.253633 = -1794.982670 nChanged 3 SP:Iteration 2F (8.335008 sec): 3 clusters Score: Raw -2239.746329 + Penalty 439.887969 = -1799.858360 nChanged 2 SP:Iteration 3Q (8.335293 sec): 3 clusters Score: Raw -2241.964032 + Penalty 446.970206 = -1794.993825 nChanged 1 SP:Iteration 4F (8.335579 sec): 3 clusters Score: Raw -2244.313738 + Penalty 446.970206 = -1797.343531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.336050 sec): 2 clusters Score: Raw -398.926756 + Penalty 168.048326 = -230.878430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.336271 sec): 3 clusters Score: Raw -397.149431 + Penalty 317.108782 = -80.040650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.337020 sec): 2 clusters Score: Raw -2455.467471 + Penalty 663.766516 = -1791.700955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.337348 sec): 3 clusters Score: Raw -2696.012453 + Penalty 1328.114886 = -1367.897567 nChanged 2 SP:Iteration 1Q (8.337647 sec): 3 clusters Score: Raw -2717.997942 + Penalty 1327.994251 = -1390.003691 nChanged 1 SP:Iteration 2Q (8.337941 sec): 3 clusters Score: Raw -2798.160739 + Penalty 1328.114886 = -1470.045854 nChanged 1 SP:Iteration 3Q (8.338236 sec): 3 clusters Score: Raw -2816.521472 + Penalty 1328.114886 = -1488.406586 nChanged 0 SP:Iteration 4F (8.338556 sec): 3 clusters Score: Raw -2816.521472 + Penalty 1328.114886 = -1488.406586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (2415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.349343 sec): 2 clusters Score: Raw -109177.178615 + Penalty 204.736601 = -108972.442014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.353910 sec): 3 clusters Score: Raw -107619.365867 + Penalty 507.242597 = -107112.123270 nChanged 1047 SP:Iteration 1F (8.358396 sec): 3 clusters Score: Raw -108650.075559 + Penalty 624.280717 = -108025.794842 nChanged 317 SP:Iteration 2F (8.362756 sec): 3 clusters Score: Raw -109009.031270 + Penalty 691.450073 = -108317.581197 nChanged 114 SP:Iteration 3Q (8.366888 sec): 3 clusters Score: Raw -109134.861188 + Penalty 688.249919 = -108446.611269 nChanged 32 SP:Iteration 4Q (8.370498 sec): 3 clusters Score: Raw -109176.156017 + Penalty 702.343548 = -108473.812468 nChanged 5 SP:Iteration 5Q (8.373926 sec): 3 clusters Score: Raw -109182.912680 + Penalty 702.343548 = -108480.569131 nChanged 0 SP:Iteration 6F (8.378219 sec): 3 clusters Score: Raw -109182.912680 + Penalty 702.343548 = -108480.569131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.381579 sec): 2 clusters Score: Raw -17239.150506 + Penalty 874.807629 = -16364.342877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.382414 sec): 3 clusters Score: Raw -17202.196839 + Penalty 1749.549704 = -15452.647136 nChanged 76 SP:Iteration 1F (8.383235 sec): 3 clusters Score: Raw -17305.796195 + Penalty 1749.625373 = -15556.170822 nChanged 8 SP:Iteration 2Q (8.384034 sec): 3 clusters Score: Raw -17313.782256 + Penalty 1749.641284 = -15564.140972 nChanged 1 SP:Iteration 3Q (8.384829 sec): 3 clusters Score: Raw -17315.421874 + Penalty 1749.631299 = -15565.790575 nChanged 1 SP:Iteration 4Q (8.385625 sec): 3 clusters Score: Raw -17316.986121 + Penalty 1749.668109 = -15567.318012 nChanged 3 SP:Iteration 5Q (8.386420 sec): 3 clusters Score: Raw -17322.667068 + Penalty 1749.706641 = -15572.960427 nChanged 5 SP:Iteration 6Q (8.387217 sec): 3 clusters Score: Raw -17332.409228 + Penalty 1749.682446 = -15582.726782 nChanged 7 SP:Iteration 7Q (8.388016 sec): 3 clusters Score: Raw -17343.548936 + Penalty 1749.717435 = -15593.831501 nChanged 3 SP:Iteration 8Q (8.388842 sec): 3 clusters Score: Raw -17354.264440 + Penalty 1749.846011 = -15604.418429 nChanged 2 SP:Iteration 9Q (8.389637 sec): 3 clusters Score: Raw -17357.114739 + Penalty 1749.926511 = -15607.188227 nChanged 2 SP:Iteration 10F (8.390457 sec): 3 clusters Score: Raw -17362.619732 + Penalty 1750.139868 = -15612.479865 nChanged 3 SP:Iteration 11Q (8.391251 sec): 3 clusters Score: Raw -17368.294493 + Penalty 1750.103384 = -15618.191110 nChanged 3 SP:Iteration 12Q (8.392040 sec): 3 clusters Score: Raw -17373.517088 + Penalty 1750.232719 = -15623.284369 nChanged 2 SP:Iteration 13Q (8.392828 sec): 3 clusters Score: Raw -17375.719302 + Penalty 1750.232719 = -15625.486583 nChanged 0 SP:Iteration 14F (8.393647 sec): 3 clusters Score: Raw -17375.719302 + Penalty 1750.232719 = -15625.486583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.395945 sec): 2 clusters Score: Raw -18621.016731 + Penalty 54.136958 = -18566.879773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.396875 sec): 3 clusters Score: Raw -18397.861985 + Penalty 108.439480 = -18289.422505 nChanged 175 SP:Iteration 1F (8.397794 sec): 3 clusters Score: Raw -18522.540556 + Penalty 108.863653 = -18413.676904 nChanged 36 SP:Iteration 2F (8.398712 sec): 3 clusters Score: Raw -18558.090712 + Penalty 109.068801 = -18449.021911 nChanged 25 SP:Iteration 3F (8.399629 sec): 3 clusters Score: Raw -18579.591523 + Penalty 109.535632 = -18470.055891 nChanged 14 SP:Iteration 4Q (8.400537 sec): 3 clusters Score: Raw -18584.418360 + Penalty 108.965545 = -18475.452814 nChanged 7 SP:Iteration 5Q (8.401465 sec): 3 clusters Score: Raw -18586.110631 + Penalty 109.151926 = -18476.958704 nChanged 3 SP:Iteration 6Q (8.402369 sec): 3 clusters Score: Raw -18587.085646 + Penalty 109.279627 = -18477.806019 nChanged 3 SP:Iteration 7Q (8.403272 sec): 3 clusters Score: Raw -18588.678691 + Penalty 109.404446 = -18479.274244 nChanged 4 SP:Iteration 8Q (8.404174 sec): 3 clusters Score: Raw -18589.608249 + Penalty 109.512261 = -18480.095988 nChanged 2 SP:Iteration 9Q (8.405094 sec): 3 clusters Score: Raw -18589.911439 + Penalty 109.599129 = -18480.312310 nChanged 1 SP:Iteration 10F (8.406059 sec): 3 clusters Score: Raw -18589.920495 + Penalty 109.599129 = -18480.321365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.406607 sec): 2 clusters Score: Raw -1178.345544 + Penalty 283.423530 = -894.922014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.406861 sec): 3 clusters Score: Raw -1193.418449 + Penalty 553.219707 = -640.198741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.407406 sec): 2 clusters Score: Raw -1847.130536 + Penalty 235.842438 = -1611.288097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.407684 sec): 3 clusters Score: Raw -1877.582346 + Penalty 476.789928 = -1400.792418 nChanged 1 SP:Iteration 1Q (8.407950 sec): 3 clusters Score: Raw -1880.526781 + Penalty 476.789928 = -1403.736853 nChanged 0 SP:Iteration 2F (8.408220 sec): 3 clusters Score: Raw -1880.526781 + Penalty 476.789928 = -1403.736853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.408671 sec): 2 clusters Score: Raw -103.366640 + Penalty 53.198134 = -50.168506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.408879 sec): 3 clusters Score: Raw -97.295423 + Penalty 106.396268 = 9.100845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.409367 sec): 2 clusters Score: Raw -819.241775 + Penalty 197.347891 = -621.893884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.409633 sec): 3 clusters Score: Raw -837.051176 + Penalty 399.781955 = -437.269221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.410455 sec): 2 clusters Score: Raw -6823.414270 + Penalty 682.766540 = -6140.647730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.410939 sec): 3 clusters Score: Raw -6859.585307 + Penalty 1366.802024 = -5492.783284 nChanged 14 SP:Iteration 1F (8.411416 sec): 3 clusters Score: Raw -6912.164819 + Penalty 1366.520466 = -5545.644353 nChanged 5 SP:Iteration 2Q (8.411869 sec): 3 clusters Score: Raw -6927.933469 + Penalty 1366.970240 = -5560.963229 nChanged 4 SP:Iteration 3Q (8.412318 sec): 3 clusters Score: Raw -6947.309093 + Penalty 1366.970240 = -5580.338852 nChanged 0 SP:Iteration 4F (8.412791 sec): 3 clusters Score: Raw -6947.309093 + Penalty 1366.970240 = -5580.338852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.413259 sec): 2 clusters Score: Raw -389.408952 + Penalty 175.720798 = -213.688155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.413478 sec): 3 clusters Score: Raw -383.377097 + Penalty 301.752093 = -81.625004 nChanged 1 SP:Iteration 1F (8.413689 sec): 3 clusters Score: Raw -386.198411 + Penalty 301.752093 = -84.446317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.414150 sec): 2 clusters Score: Raw -363.639048 + Penalty 142.999187 = -220.639861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.414370 sec): 3 clusters Score: Raw -365.039834 + Penalty 287.654601 = -77.385233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.414914 sec): 2 clusters Score: Raw -1718.622844 + Penalty 230.436513 = -1488.186332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.415193 sec): 3 clusters Score: Raw -1741.393977 + Penalty 457.455933 = -1283.938044 nChanged 3 SP:Iteration 1F (8.415466 sec): 3 clusters Score: Raw -1751.852583 + Penalty 464.504240 = -1287.348343 nChanged 2 SP:Iteration 2F (8.415739 sec): 3 clusters Score: Raw -1754.796162 + Penalty 464.504240 = -1290.291922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.416319 sec): 2 clusters Score: Raw -2587.386685 + Penalty 611.201436 = -1976.185249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.416619 sec): 3 clusters Score: Raw -2754.148155 + Penalty 1222.052527 = -1532.095628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.417083 sec): 2 clusters Score: Raw -368.417548 + Penalty 178.011037 = -190.406512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.417301 sec): 3 clusters Score: Raw -363.569763 + Penalty 178.011037 = -185.558727 nChanged 1 SP:Iteration 1F (8.417498 sec): 2 clusters Score: Raw -368.417548 + Penalty 178.011037 = -190.406512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.418750 sec): 2 clusters Score: Raw -19227.337322 + Penalty 828.230802 = -18399.106519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.419540 sec): 3 clusters Score: Raw -19186.576051 + Penalty 1657.361195 = -17529.214857 nChanged 61 SP:Iteration 1F (8.420343 sec): 3 clusters Score: Raw -19283.197583 + Penalty 1657.428164 = -17625.769418 nChanged 13 SP:Iteration 2Q (8.421146 sec): 3 clusters Score: Raw -19318.280838 + Penalty 1657.465537 = -17660.815301 nChanged 6 SP:Iteration 3Q (8.421925 sec): 3 clusters Score: Raw -19330.821850 + Penalty 1657.187565 = -17673.634285 nChanged 2 SP:Iteration 4Q (8.422711 sec): 3 clusters Score: Raw -19333.780040 + Penalty 1657.187565 = -17676.592475 nChanged 0 SP:Iteration 5F (8.423518 sec): 3 clusters Score: Raw -19333.780040 + Penalty 1657.187565 = -17676.592475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.423991 sec): 2 clusters Score: Raw -355.457223 + Penalty 111.624838 = -243.832386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.424211 sec): 3 clusters Score: Raw -351.020377 + Penalty 223.400658 = -127.619719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.425205 sec): 2 clusters Score: Raw -11085.630055 + Penalty 400.146030 = -10685.484025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.425812 sec): 3 clusters Score: Raw -11008.011151 + Penalty 828.934573 = -10179.076578 nChanged 46 SP:Iteration 1F (8.426404 sec): 3 clusters Score: Raw -11048.924116 + Penalty 847.922193 = -10201.001924 nChanged 15 SP:Iteration 2F (8.426988 sec): 3 clusters Score: Raw -11070.935760 + Penalty 861.405218 = -10209.530542 nChanged 12 SP:Iteration 3F (8.427572 sec): 3 clusters Score: Raw -11085.596171 + Penalty 870.279678 = -10215.316493 nChanged 5 SP:Iteration 4Q (8.428147 sec): 3 clusters Score: Raw -11092.559206 + Penalty 873.769395 = -10218.789811 nChanged 1 SP:Iteration 5Q (8.428713 sec): 3 clusters Score: Raw -11093.040619 + Penalty 873.769395 = -10219.271224 nChanged 0 SP:Iteration 6F (8.429297 sec): 3 clusters Score: Raw -11093.040619 + Penalty 873.769395 = -10219.271224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.430023 sec): 2 clusters Score: Raw -5028.905915 + Penalty 513.658659 = -4515.247255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.430428 sec): 3 clusters Score: Raw -5069.469916 + Penalty 1027.537450 = -4041.932466 nChanged 2 SP:Iteration 1Q (8.430820 sec): 3 clusters Score: Raw -5080.761992 + Penalty 1027.117291 = -4053.644700 nChanged 3 SP:Iteration 2Q (8.431212 sec): 3 clusters Score: Raw -5089.220997 + Penalty 1027.187742 = -4062.033255 nChanged 1 SP:Iteration 3Q (8.431600 sec): 3 clusters Score: Raw -5093.908750 + Penalty 1027.187742 = -4066.721007 nChanged 0 SP:Iteration 4F (8.431996 sec): 3 clusters Score: Raw -5093.908750 + Penalty 1027.187742 = -4066.721007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.432667 sec): 2 clusters Score: Raw -4399.114884 + Penalty 680.798197 = -3718.316687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.433024 sec): 3 clusters Score: Raw -4516.858461 + Penalty 1361.151031 = -3155.707430 nChanged 2 SP:Iteration 1Q (8.433358 sec): 3 clusters Score: Raw -4526.259267 + Penalty 1361.517729 = -3164.741539 nChanged 1 SP:Iteration 2Q (8.433690 sec): 3 clusters Score: Raw -4529.394844 + Penalty 1361.517729 = -3167.877115 nChanged 0 SP:Iteration 3F (8.434063 sec): 3 clusters Score: Raw -4529.394844 + Penalty 1361.517729 = -3167.877115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.434546 sec): 2 clusters Score: Raw -720.598680 + Penalty 287.698327 = -432.900353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.434780 sec): 3 clusters Score: Raw -750.591904 + Penalty 580.909259 = -169.682645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.435844 sec): 2 clusters Score: Raw -12277.878452 + Penalty 532.369916 = -11745.508536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.436478 sec): 3 clusters Score: Raw -12197.136705 + Penalty 1060.323551 = -11136.813154 nChanged 49 SP:Iteration 1F (8.437104 sec): 3 clusters Score: Raw -12253.213426 + Penalty 1060.249615 = -11192.963812 nChanged 18 SP:Iteration 2F (8.437710 sec): 3 clusters Score: Raw -12273.570919 + Penalty 1057.256545 = -11216.314374 nChanged 10 SP:Iteration 3Q (8.438313 sec): 3 clusters Score: Raw -12285.425368 + Penalty 1056.646781 = -11228.778587 nChanged 6 SP:Iteration 4Q (8.438915 sec): 3 clusters Score: Raw -12294.914747 + Penalty 1056.235690 = -11238.679057 nChanged 6 SP:Iteration 5Q (8.439514 sec): 3 clusters Score: Raw -12299.106280 + Penalty 1054.805373 = -11244.300907 nChanged 1 SP:Iteration 6Q (8.440109 sec): 3 clusters Score: Raw -12300.541085 + Penalty 1054.805373 = -11245.735711 nChanged 0 SP:Iteration 7F (8.440720 sec): 3 clusters Score: Raw -12300.541085 + Penalty 1054.805373 = -11245.735711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.441230 sec): 2 clusters Score: Raw -797.977511 + Penalty 201.009813 = -596.967698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.441475 sec): 3 clusters Score: Raw -821.704206 + Penalty 403.567571 = -418.136635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.441947 sec): 2 clusters Score: Raw -480.287347 + Penalty 248.870503 = -231.416844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.442170 sec): 3 clusters Score: Raw -475.179670 + Penalty 502.966787 = 27.787117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.442660 sec): 2 clusters Score: Raw -863.525966 + Penalty 297.540990 = -565.984976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.442899 sec): 3 clusters Score: Raw -905.261904 + Penalty 592.737124 = -312.524780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.443611 sec): 2 clusters Score: Raw -5342.092212 + Penalty 353.496954 = -4988.595258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.444020 sec): 3 clusters Score: Raw -5305.904011 + Penalty 706.851721 = -4599.052290 nChanged 17 SP:Iteration 1F (8.444421 sec): 3 clusters Score: Raw -5330.274434 + Penalty 709.567352 = -4620.707082 nChanged 11 SP:Iteration 2F (8.444823 sec): 3 clusters Score: Raw -5344.698924 + Penalty 711.460158 = -4633.238766 nChanged 5 SP:Iteration 3Q (8.445222 sec): 3 clusters Score: Raw -5347.681361 + Penalty 711.071178 = -4636.610183 nChanged 1 SP:Iteration 4Q (8.445622 sec): 3 clusters Score: Raw -5348.390760 + Penalty 711.071178 = -4637.319581 nChanged 0 SP:Iteration 5F (8.446022 sec): 3 clusters Score: Raw -5348.390760 + Penalty 711.071178 = -4637.319581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.446683 sec): 2 clusters Score: Raw -3547.589204 + Penalty 239.498533 = -3308.090671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.447038 sec): 3 clusters Score: Raw -3534.373596 + Penalty 490.981431 = -3043.392165 nChanged 15 SP:Iteration 1F (8.447394 sec): 3 clusters Score: Raw -3556.154626 + Penalty 498.983114 = -3057.171512 nChanged 4 SP:Iteration 2F (8.447770 sec): 3 clusters Score: Raw -3563.987270 + Penalty 498.983114 = -3065.004156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.448327 sec): 2 clusters Score: Raw -2458.574185 + Penalty 418.067876 = -2040.506309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.448620 sec): 3 clusters Score: Raw -2516.190034 + Penalty 840.104997 = -1676.085036 nChanged 3 SP:Iteration 1F (8.448906 sec): 3 clusters Score: Raw -2529.455703 + Penalty 840.104997 = -1689.350706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.449374 sec): 2 clusters Score: Raw -432.027831 + Penalty 181.003205 = -251.024626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.449596 sec): 3 clusters Score: Raw -427.247053 + Penalty 364.435043 = -62.812009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.450151 sec): 2 clusters Score: Raw -2475.988195 + Penalty 407.633671 = -2068.354524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.450441 sec): 3 clusters Score: Raw -2514.282493 + Penalty 815.078554 = -1699.203939 nChanged 1 SP:Iteration 1Q (8.450722 sec): 3 clusters Score: Raw -2519.428105 + Penalty 815.078554 = -1704.349551 nChanged 0 SP:Iteration 2F (8.451007 sec): 3 clusters Score: Raw -2519.428105 + Penalty 815.078554 = -1704.349551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.451490 sec): 2 clusters Score: Raw -724.087396 + Penalty 251.085189 = -473.002207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.451723 sec): 3 clusters Score: Raw -738.001266 + Penalty 499.621234 = -238.380032 nChanged 1 SP:Iteration 1F (8.451953 sec): 3 clusters Score: Raw -740.139380 + Penalty 499.621234 = -240.518146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.452465 sec): 2 clusters Score: Raw -1394.471469 + Penalty 306.646939 = -1087.824531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.452724 sec): 3 clusters Score: Raw -1401.672833 + Penalty 609.786440 = -791.886393 nChanged 2 SP:Iteration 1F (8.452976 sec): 3 clusters Score: Raw -1405.682884 + Penalty 613.123977 = -792.558906 nChanged 1 SP:Iteration 2Q (8.453223 sec): 3 clusters Score: Raw -1406.348181 + Penalty 613.123977 = -793.224203 nChanged 0 SP:Iteration 3F (8.453477 sec): 3 clusters Score: Raw -1406.348181 + Penalty 613.123977 = -793.224203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.454137 sec): 2 clusters Score: Raw -4700.279450 + Penalty 608.412764 = -4091.866687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.454500 sec): 3 clusters Score: Raw -4750.691893 + Penalty 1216.262851 = -3534.429042 nChanged 2 SP:Iteration 1Q (8.454848 sec): 3 clusters Score: Raw -4765.785772 + Penalty 1216.262851 = -3549.522922 nChanged 0 SP:Iteration 2F (8.455203 sec): 3 clusters Score: Raw -4765.785772 + Penalty 1216.262851 = -3549.522922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.455675 sec): 2 clusters Score: Raw -542.513007 + Penalty 228.412586 = -314.100421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.455901 sec): 3 clusters Score: Raw -543.606403 + Penalty 454.401920 = -89.204483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.456418 sec): 2 clusters Score: Raw -1074.456593 + Penalty 236.977075 = -837.479518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.456666 sec): 3 clusters Score: Raw -1082.518599 + Penalty 473.455306 = -609.063293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.457233 sec): 2 clusters Score: Raw -2673.089588 + Penalty 545.813089 = -2127.276500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.457528 sec): 3 clusters Score: Raw -2765.132125 + Penalty 1091.592423 = -1673.539703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.457990 sec): 2 clusters Score: Raw -359.938491 + Penalty 233.342274 = -126.596217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.458209 sec): 3 clusters Score: Raw -351.570059 + Penalty 466.684547 = 115.114488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.458660 sec): 2 clusters Score: Raw -146.292354 + Penalty 58.617736 = -87.674618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.458870 sec): 3 clusters Score: Raw -142.320173 + Penalty 131.652554 = -10.667619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.459325 sec): 2 clusters Score: Raw -226.912717 + Penalty 163.279332 = -63.633385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.459539 sec): 3 clusters Score: Raw -220.425448 + Penalty 326.558665 = 106.133217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.460005 sec): 2 clusters Score: Raw -451.644437 + Penalty 173.917042 = -277.727395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.460229 sec): 3 clusters Score: Raw -454.891089 + Penalty 341.970050 = -112.921038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.460743 sec): 2 clusters Score: Raw -1685.085423 + Penalty 435.688903 = -1249.396521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.461003 sec): 3 clusters Score: Raw -1702.489981 + Penalty 873.452960 = -829.037021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.461646 sec): 2 clusters Score: Raw -3907.991349 + Penalty 420.800154 = -3487.191195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.461995 sec): 3 clusters Score: Raw -3948.502505 + Penalty 848.719308 = -3099.783198 nChanged 8 SP:Iteration 1F (8.462337 sec): 3 clusters Score: Raw -3977.065293 + Penalty 850.738756 = -3126.326537 nChanged 2 SP:Iteration 2Q (8.462663 sec): 3 clusters Score: Raw -3981.261084 + Penalty 850.738756 = -3130.522329 nChanged 0 SP:Iteration 3F (8.463004 sec): 3 clusters Score: Raw -3981.261084 + Penalty 850.738756 = -3130.522329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.463473 sec): 2 clusters Score: Raw -426.361710 + Penalty 100.936935 = -325.424775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.463698 sec): 3 clusters Score: Raw -425.562142 + Penalty 213.240493 = -212.321649 nChanged 1 SP:Iteration 1F (8.463919 sec): 3 clusters Score: Raw -429.248076 + Penalty 213.240493 = -216.007584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.464460 sec): 2 clusters Score: Raw -1783.405824 + Penalty 434.986108 = -1348.419716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.464726 sec): 3 clusters Score: Raw -1844.503027 + Penalty 871.594569 = -972.908459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.465189 sec): 2 clusters Score: Raw -384.065252 + Penalty 198.371449 = -185.693803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.465409 sec): 3 clusters Score: Raw -377.612251 + Penalty 394.170891 = 16.558640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.466004 sec): 2 clusters Score: Raw -3199.302674 + Penalty 345.117464 = -2854.185210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.466325 sec): 3 clusters Score: Raw -3196.265478 + Penalty 693.482678 = -2502.782800 nChanged 6 SP:Iteration 1F (8.466639 sec): 3 clusters Score: Raw -3208.675817 + Penalty 697.772046 = -2510.903771 nChanged 3 SP:Iteration 2Q (8.466950 sec): 3 clusters Score: Raw -3214.116171 + Penalty 697.772046 = -2516.344125 nChanged 0 SP:Iteration 3F (8.467262 sec): 3 clusters Score: Raw -3214.116171 + Penalty 697.772046 = -2516.344125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.467726 sec): 2 clusters Score: Raw -374.871275 + Penalty 209.937557 = -164.933718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.467947 sec): 3 clusters Score: Raw -380.843624 + Penalty 417.853157 = 37.009533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.468540 sec): 2 clusters Score: Raw -3011.885199 + Penalty 312.753117 = -2699.132082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.468856 sec): 3 clusters Score: Raw -3026.741890 + Penalty 628.201569 = -2398.540321 nChanged 4 SP:Iteration 1F (8.469163 sec): 3 clusters Score: Raw -3036.320856 + Penalty 630.228769 = -2406.092087 nChanged 2 SP:Iteration 2Q (8.469468 sec): 3 clusters Score: Raw -3038.672528 + Penalty 630.228769 = -2408.443759 nChanged 0 SP:Iteration 3F (8.469777 sec): 3 clusters Score: Raw -3038.672528 + Penalty 630.228769 = -2408.443759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.470249 sec): 2 clusters Score: Raw -561.949570 + Penalty 255.407753 = -306.541817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.470475 sec): 3 clusters Score: Raw -568.547907 + Penalty 499.043752 = -69.504154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.470959 sec): 2 clusters Score: Raw -883.805973 + Penalty 266.041341 = -617.764631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.471199 sec): 3 clusters Score: Raw -906.897461 + Penalty 534.072406 = -372.825055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.471650 sec): 2 clusters Score: Raw -108.912037 + Penalty 78.707570 = -30.204467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.471844 sec): 2 clusters Score: Raw -108.912037 + Penalty 78.707570 = -30.204467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 63 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.472376 sec): 2 clusters Score: Raw -1604.330421 + Penalty 395.045772 = -1209.284649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.472636 sec): 3 clusters Score: Raw -1656.260005 + Penalty 788.543609 = -867.716397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.473085 sec): 2 clusters Score: Raw -101.479872 + Penalty 45.280475 = -56.199397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.473279 sec): 2 clusters Score: Raw -101.479872 + Penalty 45.280475 = -56.199397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.473732 sec): 2 clusters Score: Raw -179.969006 + Penalty 145.687237 = -34.281769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.473942 sec): 3 clusters Score: Raw -168.489625 + Penalty 289.062724 = 120.573098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.474393 sec): 2 clusters Score: Raw -165.895140 + Penalty 103.123593 = -62.771547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.474603 sec): 3 clusters Score: Raw -156.588806 + Penalty 217.850946 = 61.262140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.475095 sec): 2 clusters Score: Raw -1080.687633 + Penalty 307.859583 = -772.828050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.475336 sec): 3 clusters Score: Raw -1077.306784 + Penalty 619.630146 = -457.676638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.475788 sec): 2 clusters Score: Raw -169.930164 + Penalty 125.015874 = -44.914290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.475998 sec): 3 clusters Score: Raw -160.954251 + Penalty 242.774131 = 81.819879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.476521 sec): 2 clusters Score: Raw -1846.289432 + Penalty 427.155527 = -1419.133905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.476787 sec): 3 clusters Score: Raw -1866.638884 + Penalty 856.280992 = -1010.357892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 71 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.477263 sec): 2 clusters Score: Raw -737.799723 + Penalty 251.810500 = -485.989223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.477495 sec): 3 clusters Score: Raw -737.601211 + Penalty 501.191964 = -236.409247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.477940 sec): 2 clusters Score: Raw -51.829264 + Penalty 0.000000 = -51.829264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.478131 sec): 2 clusters Score: Raw -51.829264 + Penalty 0.000000 = -51.829264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.478573 sec): 2 clusters Score: Raw -52.398293 + Penalty 0.000000 = -52.398293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.478764 sec): 2 clusters Score: Raw -52.398293 + Penalty 0.000000 = -52.398293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.479232 sec): 2 clusters Score: Raw -171.969632 + Penalty 111.807394 = -60.162238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.479427 sec): 2 clusters Score: Raw -171.969632 + Penalty 111.807394 = -60.162238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.479876 sec): 2 clusters Score: Raw -112.299661 + Penalty 76.937933 = -35.361728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.480069 sec): 2 clusters Score: Raw -112.299661 + Penalty 76.937933 = -35.361728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.480574 sec): 2 clusters Score: Raw -1482.131791 + Penalty 468.382307 = -1013.749485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.480830 sec): 3 clusters Score: Raw -1508.185265 + Penalty 937.712874 = -570.472391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.481323 sec): 2 clusters Score: Raw -999.356065 + Penalty 338.093518 = -661.262547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.481565 sec): 3 clusters Score: Raw -1019.896479 + Penalty 676.792434 = -343.104044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.482016 sec): 2 clusters Score: Raw -174.768752 + Penalty 152.186541 = -22.582211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.482227 sec): 3 clusters Score: Raw -166.414810 + Penalty 298.238822 = 131.824012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.482684 sec): 2 clusters Score: Raw -262.546897 + Penalty 144.980914 = -117.565982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.482899 sec): 3 clusters Score: Raw -259.684231 + Penalty 287.120705 = 27.436474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.483348 sec): 2 clusters Score: Raw -114.978633 + Penalty 85.011551 = -29.967082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.483541 sec): 2 clusters Score: Raw -114.978633 + Penalty 85.011551 = -29.967082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.483992 sec): 2 clusters Score: Raw -171.423712 + Penalty 122.220139 = -49.203573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.484202 sec): 3 clusters Score: Raw -161.316967 + Penalty 250.261600 = 88.944633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.484664 sec): 2 clusters Score: Raw -409.305315 + Penalty 209.752763 = -199.552552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.484884 sec): 3 clusters Score: Raw -397.261658 + Penalty 415.634533 = 18.372876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.485351 sec): 2 clusters Score: Raw -536.101282 + Penalty 249.137217 = -286.964065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.485576 sec): 3 clusters Score: Raw -527.958892 + Penalty 500.924246 = -27.034646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.486072 sec): 2 clusters Score: Raw -857.759174 + Penalty 316.758440 = -541.000734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.486310 sec): 3 clusters Score: Raw -875.581088 + Penalty 632.163255 = -243.417833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.486843 sec): 2 clusters Score: Raw -1704.336808 + Penalty 289.832653 = -1414.504154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.487113 sec): 3 clusters Score: Raw -1743.276029 + Penalty 579.767616 = -1163.508413 nChanged 2 SP:Iteration 1F (8.487379 sec): 3 clusters Score: Raw -1748.368255 + Penalty 579.767616 = -1168.600639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.487847 sec): 2 clusters Score: Raw -451.390930 + Penalty 149.386215 = -302.004715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.488068 sec): 3 clusters Score: Raw -449.839848 + Penalty 285.252480 = -164.587367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.488521 sec): 2 clusters Score: Raw -241.654816 + Penalty 185.823464 = -55.831352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.488734 sec): 3 clusters Score: Raw -229.044809 + Penalty 383.261473 = 154.216664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.489182 sec): 2 clusters Score: Raw -107.052776 + Penalty 75.593270 = -31.459505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.489374 sec): 2 clusters Score: Raw -107.052776 + Penalty 75.593270 = -31.459505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.489835 sec): 2 clusters Score: Raw -263.537410 + Penalty 139.440482 = -124.096928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.490052 sec): 3 clusters Score: Raw -261.781818 + Penalty 270.022563 = 8.240745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.490496 sec): 2 clusters Score: Raw -50.464515 + Penalty 0.000000 = -50.464515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.490687 sec): 2 clusters Score: Raw -50.464515 + Penalty 0.000000 = -50.464515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.491138 sec): 2 clusters Score: Raw -106.594835 + Penalty 62.323059 = -44.271775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.491333 sec): 2 clusters Score: Raw -106.594835 + Penalty 62.323059 = -44.271775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.491788 sec): 2 clusters Score: Raw -280.580868 + Penalty 132.504882 = -148.075986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.492001 sec): 3 clusters Score: Raw -270.565790 + Penalty 269.842654 = -0.723136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.492456 sec): 2 clusters Score: Raw -301.225999 + Penalty 201.053097 = -100.172902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.492686 sec): 3 clusters Score: Raw -290.722783 + Penalty 393.826346 = 103.103563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.493137 sec): 2 clusters Score: Raw -164.515428 + Penalty 115.694085 = -48.821343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.493348 sec): 3 clusters Score: Raw -157.737817 + Penalty 229.649447 = 71.911631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.493806 sec): 2 clusters Score: Raw -310.215154 + Penalty 154.523441 = -155.691714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.494022 sec): 3 clusters Score: Raw -309.377791 + Penalty 310.822026 = 1.444235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.494543 sec): 2 clusters Score: Raw -1304.015796 + Penalty 155.028483 = -1148.987313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.494805 sec): 3 clusters Score: Raw -1306.984682 + Penalty 310.212266 = -996.772416 nChanged 2 SP:Iteration 1F (8.495064 sec): 3 clusters Score: Raw -1309.709018 + Penalty 308.620329 = -1001.088688 nChanged 1 SP:Iteration 2Q (8.495320 sec): 3 clusters Score: Raw -1313.000459 + Penalty 307.038578 = -1005.961881 nChanged 1 SP:Iteration 3Q (8.495575 sec): 3 clusters Score: Raw -1315.340872 + Penalty 305.317634 = -1010.023239 nChanged 1 SP:Iteration 4Q (8.495830 sec): 3 clusters Score: Raw -1316.497817 + Penalty 305.317634 = -1011.180183 nChanged 0 SP:Iteration 5F (8.496088 sec): 3 clusters Score: Raw -1316.497817 + Penalty 305.317634 = -1011.180183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.496542 sec): 2 clusters Score: Raw -207.101029 + Penalty 91.217683 = -115.883346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.496752 sec): 3 clusters Score: Raw -201.206794 + Penalty 174.201220 = -27.005574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.497205 sec): 2 clusters Score: Raw -161.601929 + Penalty 91.883467 = -69.718462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.497415 sec): 3 clusters Score: Raw -153.181019 + Penalty 200.451801 = 47.270782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.497889 sec): 2 clusters Score: Raw -722.963613 + Penalty 351.554602 = -371.409011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.498120 sec): 3 clusters Score: Raw -742.018545 + Penalty 705.275305 = -36.743241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.498582 sec): 2 clusters Score: Raw -409.114974 + Penalty 205.717524 = -203.397450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.498801 sec): 3 clusters Score: Raw -399.280972 + Penalty 416.915727 = 17.634755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.499249 sec): 2 clusters Score: Raw -103.568141 + Penalty 56.198978 = -47.369163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.499443 sec): 2 clusters Score: Raw -103.568141 + Penalty 56.198978 = -47.369163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.499917 sec): 2 clusters Score: Raw -434.580034 + Penalty 289.241093 = -145.338941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.500138 sec): 3 clusters Score: Raw -425.603079 + Penalty 580.464870 = 154.861790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.500595 sec): 2 clusters Score: Raw -355.172276 + Penalty 213.276044 = -141.896232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.500813 sec): 3 clusters Score: Raw -343.994191 + Penalty 420.513559 = 76.519369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.501261 sec): 2 clusters Score: Raw -108.013711 + Penalty 69.789631 = -38.224079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.501469 sec): 3 clusters Score: Raw -100.151916 + Penalty 139.579263 = 39.427346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.501911 sec): 2 clusters Score: Raw -48.045758 + Penalty 0.000000 = -48.045758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.502100 sec): 2 clusters Score: Raw -48.045758 + Penalty 0.000000 = -48.045758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.502567 sec): 2 clusters Score: Raw -511.496835 + Penalty 238.127010 = -273.369825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.502790 sec): 3 clusters Score: Raw -503.744180 + Penalty 488.485591 = -15.258589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.503247 sec): 2 clusters Score: Raw -275.479386 + Penalty 168.044592 = -107.434794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.503463 sec): 3 clusters Score: Raw -270.696440 + Penalty 331.238417 = 60.541977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.503919 sec): 2 clusters Score: Raw -279.419687 + Penalty 157.239671 = -122.180016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.504132 sec): 3 clusters Score: Raw -275.898412 + Penalty 273.774761 = -2.123651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.504575 sec): 2 clusters Score: Raw -53.185209 + Penalty 0.000000 = -53.185209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.504766 sec): 2 clusters Score: Raw -53.185209 + Penalty 0.000000 = -53.185209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.505208 sec): 2 clusters Score: Raw -51.863343 + Penalty 0.000000 = -51.863343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.505399 sec): 2 clusters Score: Raw -51.863343 + Penalty 0.000000 = -51.863343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.505845 sec): 2 clusters Score: Raw -110.637038 + Penalty 75.376262 = -35.260776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.506039 sec): 2 clusters Score: Raw -110.637038 + Penalty 75.376262 = -35.260776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.506497 sec): 2 clusters Score: Raw -111.629728 + Penalty 88.626213 = -23.003515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.506691 sec): 2 clusters Score: Raw -111.629728 + Penalty 88.626213 = -23.003515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.507147 sec): 2 clusters Score: Raw -339.123501 + Penalty 150.647806 = -188.475695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.507366 sec): 3 clusters Score: Raw -330.904649 + Penalty 301.295613 = -29.609036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.507824 sec): 2 clusters Score: Raw -280.679694 + Penalty 173.905838 = -106.773857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.508042 sec): 3 clusters Score: Raw -275.166132 + Penalty 350.411959 = 75.245827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.508492 sec): 2 clusters Score: Raw -105.387391 + Penalty 73.326611 = -32.060780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.508685 sec): 2 clusters Score: Raw -105.387391 + Penalty 73.326611 = -32.060780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.509132 sec): 2 clusters Score: Raw -107.361623 + Penalty 69.824961 = -37.536662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.509339 sec): 3 clusters Score: Raw -100.146879 + Penalty 139.649923 = 39.503043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.509786 sec): 2 clusters Score: Raw -116.227193 + Penalty 94.275058 = -21.952134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.509979 sec): 2 clusters Score: Raw -116.227193 + Penalty 94.275058 = -21.952134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 130 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.510439 sec): 2 clusters Score: Raw -421.619631 + Penalty 250.345209 = -171.274422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.510658 sec): 3 clusters Score: Raw -413.149551 + Penalty 501.203640 = 88.054089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.511112 sec): 2 clusters Score: Raw -213.043398 + Penalty 124.135711 = -88.907687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.511310 sec): 2 clusters Score: Raw -213.043398 + Penalty 124.135711 = -88.907687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.511760 sec): 2 clusters Score: Raw -163.749615 + Penalty 131.281185 = -32.468430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.511970 sec): 3 clusters Score: Raw -158.592121 + Penalty 259.468620 = 100.876499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.512418 sec): 2 clusters Score: Raw -119.430464 + Penalty 99.893804 = -19.536660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.512611 sec): 2 clusters Score: Raw -119.430464 + Penalty 99.893804 = -19.536660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.513081 sec): 2 clusters Score: Raw -284.567656 + Penalty 156.581878 = -127.985778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.513298 sec): 3 clusters Score: Raw -278.038549 + Penalty 308.391869 = 30.353319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.513741 sec): 2 clusters Score: Raw -52.768841 + Penalty 0.000000 = -52.768841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.513933 sec): 2 clusters Score: Raw -52.768841 + Penalty 0.000000 = -52.768841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.514380 sec): 2 clusters Score: Raw -112.653541 + Penalty 87.182862 = -25.470679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.514589 sec): 3 clusters Score: Raw -103.728190 + Penalty 174.365723 = 70.637533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.515032 sec): 2 clusters Score: Raw -52.177091 + Penalty 0.000000 = -52.177091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.515222 sec): 2 clusters Score: Raw -52.177091 + Penalty 0.000000 = -52.177091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.515663 sec): 2 clusters Score: Raw -49.704447 + Penalty 0.000000 = -49.704447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.515855 sec): 2 clusters Score: Raw -49.704447 + Penalty 0.000000 = -49.704447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.516306 sec): 2 clusters Score: Raw -249.453876 + Penalty 189.369737 = -60.084139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.516520 sec): 3 clusters Score: Raw -233.819269 + Penalty 378.739474 = 144.920204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.516971 sec): 2 clusters Score: Raw -165.877355 + Penalty 101.625837 = -64.251518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.517182 sec): 3 clusters Score: Raw -157.169558 + Penalty 209.801726 = 52.632168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.517624 sec): 2 clusters Score: Raw -49.822206 + Penalty 0.000000 = -49.822206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.517815 sec): 2 clusters Score: Raw -49.822206 + Penalty 0.000000 = -49.822206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.518269 sec): 2 clusters Score: Raw -298.054568 + Penalty 193.505886 = -104.548682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.518486 sec): 3 clusters Score: Raw -287.115850 + Penalty 394.071923 = 106.956073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.518938 sec): 2 clusters Score: Raw -176.709894 + Penalty 135.578752 = -41.131142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.519133 sec): 2 clusters Score: Raw -176.709894 + Penalty 135.578752 = -41.131142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.519598 sec): 2 clusters Score: Raw -237.074516 + Penalty 176.483108 = -60.591408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.519812 sec): 3 clusters Score: Raw -226.725591 + Penalty 352.966216 = 126.240625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.520274 sec): 2 clusters Score: Raw -422.401478 + Penalty 246.713573 = -175.687905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.520493 sec): 3 clusters Score: Raw -411.411675 + Penalty 516.433000 = 105.021325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.520951 sec): 2 clusters Score: Raw -270.787591 + Penalty 154.115604 = -116.671987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.521170 sec): 3 clusters Score: Raw -266.916648 + Penalty 308.336134 = 41.419486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.521614 sec): 2 clusters Score: Raw -49.453501 + Penalty 0.000000 = -49.453501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.521805 sec): 2 clusters Score: Raw -49.453501 + Penalty 0.000000 = -49.453501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.522256 sec): 2 clusters Score: Raw -162.245834 + Penalty 129.490128 = -32.755707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.522451 sec): 2 clusters Score: Raw -162.245834 + Penalty 129.490128 = -32.755707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.522909 sec): 2 clusters Score: Raw -332.329819 + Penalty 188.191940 = -144.137879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.523125 sec): 3 clusters Score: Raw -330.836897 + Penalty 372.362641 = 41.525744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.523572 sec): 2 clusters Score: Raw -116.280821 + Penalty 96.774741 = -19.506080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.523780 sec): 3 clusters Score: Raw -105.652067 + Penalty 193.549482 = 87.897415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.524223 sec): 2 clusters Score: Raw -52.866856 + Penalty 0.000000 = -52.866856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.524414 sec): 2 clusters Score: Raw -52.866856 + Penalty 0.000000 = -52.866856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.524870 sec): 2 clusters Score: Raw -278.545611 + Penalty 153.671997 = -124.873614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.525082 sec): 3 clusters Score: Raw -279.823517 + Penalty 261.694990 = -18.128526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.525535 sec): 2 clusters Score: Raw -245.662755 + Penalty 197.587117 = -48.075639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.525749 sec): 3 clusters Score: Raw -234.232386 + Penalty 387.102353 = 152.869966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.526204 sec): 2 clusters Score: Raw -51.466721 + Penalty 0.000000 = -51.466721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.526395 sec): 2 clusters Score: Raw -51.466721 + Penalty 0.000000 = -51.466721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.526835 sec): 2 clusters Score: Raw -49.817528 + Penalty 0.000000 = -49.817528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.527024 sec): 2 clusters Score: Raw -49.817528 + Penalty 0.000000 = -49.817528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 167 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.527482 sec): 2 clusters Score: Raw -353.983703 + Penalty 233.473677 = -120.510026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.527699 sec): 3 clusters Score: Raw -345.799123 + Penalty 465.421256 = 119.622133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.528141 sec): 2 clusters Score: Raw -51.469461 + Penalty 0.000000 = -51.469461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.528329 sec): 2 clusters Score: Raw -51.469461 + Penalty 0.000000 = -51.469461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.528772 sec): 2 clusters Score: Raw -52.392706 + Penalty 0.000000 = -52.392706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.528962 sec): 2 clusters Score: Raw -52.392706 + Penalty 0.000000 = -52.392706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 170 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.529421 sec): 2 clusters Score: Raw -292.179235 + Penalty 91.738788 = -200.440446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.529637 sec): 3 clusters Score: Raw -289.065697 + Penalty 144.416916 = -144.648781 nChanged 1 SP:Iteration 1F (8.529843 sec): 3 clusters Score: Raw -290.393434 + Penalty 144.416916 = -145.976519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.530294 sec): 2 clusters Score: Raw -143.294184 + Penalty 72.430972 = -70.863212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.530504 sec): 3 clusters Score: Raw -140.960016 + Penalty 154.194879 = 13.234863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.530956 sec): 2 clusters Score: Raw -225.594403 + Penalty 147.599948 = -77.994455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.531171 sec): 3 clusters Score: Raw -218.626606 + Penalty 339.880178 = 121.253572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.531615 sec): 2 clusters Score: Raw -52.707506 + Penalty 0.000000 = -52.707506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.531805 sec): 2 clusters Score: Raw -52.707506 + Penalty 0.000000 = -52.707506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.532248 sec): 2 clusters Score: Raw -50.598410 + Penalty 0.000000 = -50.598410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.532439 sec): 2 clusters Score: Raw -50.598410 + Penalty 0.000000 = -50.598410 nChanged 0 Deleting Class 108 (7 points): Lose 75.384376 but Gain 1416.029400 Iteration 20F (9.465349 sec): 150 clusters Score: Raw -619699.034170 + Penalty 142768.130241 = -476930.903930 nChanged 17 Deleting Class 136 (1 points): Lose 5.658380 but Gain 1333.749021 Iteration 21Q (9.527722 sec): 149 clusters Score: Raw -619713.711728 + Penalty 141435.309766 = -478278.401962 nChanged 6 Deleting Class 134 (2 points): Lose 53.299472 but Gain 1372.929226 Iteration 22Q (9.589442 sec): 148 clusters Score: Raw -619673.657720 + Penalty 140146.271316 = -479527.386404 nChanged 16 Deleting Class 156 (2 points): Lose 18.713089 but Gain 1330.061175 Iteration 23Q (9.652112 sec): 147 clusters Score: Raw -619701.986235 + Penalty 138812.347598 = -480889.638637 nChanged 11 Deleting Class 161 (4 points): Lose 47.477114 but Gain 1357.807573 Iteration 24Q (9.713192 sec): 146 clusters Score: Raw -619670.854026 + Penalty 137585.779687 = -482085.074338 nChanged 12 Deleting Class 140 (4 points): Lose 17.433720 but Gain 1301.338198 Iteration 25Q (9.776560 sec): 145 clusters Score: Raw -619706.992133 + Penalty 136286.515533 = -483420.476600 nChanged 7 Deleting Class 129 (2 points): Lose 17.779639 but Gain 1295.705815 Iteration 26Q (9.838642 sec): 144 clusters Score: Raw -619699.240798 + Penalty 135041.759727 = -484657.481071 nChanged 5 Deleting Class 116 (1 points): Lose 0.170099 but Gain 1254.247281 Iteration 27Q (9.899573 sec): 143 clusters Score: Raw -619722.500601 + Penalty 133794.024059 = -485928.476542 nChanged 4 Deleting Class 138 (1 points): Lose 21.114284 but Gain 1273.287301 Iteration 28Q (9.960939 sec): 142 clusters Score: Raw -619705.552707 + Penalty 132521.052060 = -487184.500647 nChanged 2 Deleting Class 90 (4 points): Lose 36.929695 but Gain 1276.968411 Iteration 29Q (10.021615 sec): 141 clusters Score: Raw -619673.716211 + Penalty 131271.500425 = -488402.215787 nChanged 5 Deleting Class 80 (3 points): Lose 84.845134 but Gain 1319.674584 Iteration 30F (10.882014 sec): 140 clusters Score: Raw -619604.011245 + Penalty 129949.755902 = -489654.255343 nChanged 4 Deleting Class 104 (12 points): Lose 123.361481 but Gain 1347.776154 Iteration 31Q (10.942044 sec): 139 clusters Score: Raw -619507.594410 + Penalty 128726.423951 = -490781.170459 nChanged 13 Deleting Class 180 (1 points): Lose 9.510200 but Gain 1228.710348 Iteration 32Q (11.002639 sec): 138 clusters Score: Raw -619554.243917 + Penalty 127496.174928 = -492058.068989 nChanged 5 Deleting Class 65 (3 points): Lose 49.333383 but Gain 1263.316336 Iteration 33Q (11.062433 sec): 137 clusters Score: Raw -619510.917561 + Penalty 126247.686049 = -493263.231512 nChanged 3 Deleting Class 169 (1 points): Lose 1.623797 but Gain 1211.278662 Iteration 34Q (11.122662 sec): 136 clusters Score: Raw -619524.809527 + Penalty 125043.471792 = -494481.337735 nChanged 6 Deleting Class 122 (2 points): Lose 20.398650 but Gain 1218.068720 Iteration 35Q (11.182961 sec): 135 clusters Score: Raw -619513.533172 + Penalty 123880.384808 = -495633.148364 nChanged 5 Deleting Class 167 (7 points): Lose 69.357711 but Gain 1268.545796 Iteration 36Q (11.241947 sec): 134 clusters Score: Raw -619475.556888 + Penalty 122936.368806 = -496539.188082 nChanged 7 Deleting Class 163 (2 points): Lose 20.854519 but Gain 1264.155529 Iteration 37Q (11.302159 sec): 133 clusters Score: Raw -619497.468331 + Penalty 121715.962642 = -497781.505690 nChanged 2 Deleting Class 78 (24 points): Lose 206.853762 but Gain 1404.023222 Iteration 38Q (11.361515 sec): 132 clusters Score: Raw -619309.770357 + Penalty 120399.895932 = -498909.874425 nChanged 24 Deleting Class 157 (1 points): Lose 2.489763 but Gain 1193.403817 Iteration 39Q (11.421651 sec): 131 clusters Score: Raw -619391.127486 + Penalty 119222.434406 = -500168.693080 nChanged 2 Deleting Class 137 (2 points): Lose 17.477495 but Gain 1198.231460 Iteration 40F (12.221181 sec): 130 clusters Score: Raw -619382.556397 + Penalty 118031.976959 = -501350.579438 nChanged 3 Deleting Class 130 (7 points): Lose 47.813751 but Gain 1225.607925 Iteration 41Q (12.279691 sec): 129 clusters Score: Raw -619340.058939 + Penalty 116824.919557 = -502515.139382 nChanged 7 Deleting Class 149 (7 points): Lose 97.149147 but Gain 1273.342533 Iteration 42Q (12.339048 sec): 128 clusters Score: Raw -619259.260728 + Penalty 115737.147039 = -503522.113689 nChanged 11 Deleting Class 24 (50 points): Lose 325.512566 but Gain 1496.788049 Iteration 43Q (12.397816 sec): 127 clusters Score: Raw -619015.458050 + Penalty 114553.162212 = -504462.295837 nChanged 50 Deleting Class 145 (4 points): Lose 41.258559 but Gain 1268.761575 Iteration 44Q (12.458793 sec): 126 clusters Score: Raw -619188.160426 + Penalty 113338.976862 = -505849.183564 nChanged 14 Deleting Class 47 (7 points): Lose 90.912752 but Gain 1252.037612 Iteration 45Q (12.517378 sec): 125 clusters Score: Raw -619140.559213 + Penalty 112156.426182 = -506984.133031 nChanged 9 Deleting Class 82 (2 points): Lose 12.110892 but Gain 1168.389212 Iteration 46Q (12.575254 sec): 124 clusters Score: Raw -619170.234774 + Penalty 110991.466217 = -508178.768557 nChanged 5 Deleting Class 150 (8 points): Lose 60.682126 but Gain 1208.195223 Iteration 47Q (12.633073 sec): 123 clusters Score: Raw -619116.311566 + Penalty 109791.176214 = -509325.135353 nChanged 11 Deleting Class 74 (1 points): Lose 1.333322 but Gain 1143.304701 Iteration 48Q (12.690477 sec): 122 clusters Score: Raw -619128.865770 + Penalty 108688.175948 = -510440.689822 nChanged 5 Deleting Class 49 (5 points): Lose 54.935183 but Gain 1181.934415 Iteration 49Q (12.749068 sec): 121 clusters Score: Raw -619088.537800 + Penalty 107527.609523 = -511560.928277 nChanged 9 Deleting Class 46 (53 points): Lose 241.257369 but Gain 1359.895036 Iteration 50F (13.491389 sec): 120 clusters Score: Raw -618861.540690 + Penalty 106307.430870 = -512554.109820 nChanged 59 Deleting Class 97 (6 points): Lose 56.960893 but Gain 1174.485219 Iteration 51Q (13.551141 sec): 119 clusters Score: Raw -618985.174422 + Penalty 105177.477767 = -513807.696656 nChanged 12 Deleting Class 144 (5 points): Lose 39.683135 but Gain 1145.394283 Iteration 52Q (13.607927 sec): 118 clusters Score: Raw -618971.712260 + Penalty 104044.013174 = -514927.699086 nChanged 8 Deleting Class 133 (3 points): Lose 36.692328 but Gain 1138.395303 Iteration 53Q (13.664585 sec): 117 clusters Score: Raw -618949.122285 + Penalty 102926.571892 = -516022.550393 nChanged 4 Deleting Class 154 (5 points): Lose 68.674435 but Gain 1166.995678 Iteration 54Q (13.721363 sec): 116 clusters Score: Raw -618894.633593 + Penalty 101850.771455 = -517043.862138 nChanged 5 Deleting Class 34 (8 points): Lose 44.784448 but Gain 1140.149414 Iteration 55Q (13.777592 sec): 115 clusters Score: Raw -618889.359998 + Penalty 100739.274408 = -518150.085590 nChanged 12 Deleting Class 109 (6 points): Lose 41.512770 but Gain 1133.959198 Iteration 56Q (13.834723 sec): 114 clusters Score: Raw -618863.508552 + Penalty 99619.806821 = -519243.701731 nChanged 11 Deleting Class 94 (1 points): Lose 7.762669 but Gain 1090.687396 Iteration 57Q (13.891120 sec): 113 clusters Score: Raw -618872.942787 + Penalty 98608.290531 = -520264.652256 nChanged 6 Deleting Class 68 (4 points): Lose 40.112236 but Gain 1119.355690 Iteration 58Q (13.946853 sec): 112 clusters Score: Raw -618848.970924 + Penalty 97509.445638 = -521339.525286 nChanged 8 Deleting Class 62 (2 points): Lose 6.431242 but Gain 1081.747998 Iteration 59Q (14.003190 sec): 111 clusters Score: Raw -618865.925848 + Penalty 96450.480777 = -522415.445071 nChanged 9 Deleting Class 72 (1 points): Lose 0.402882 but Gain 1065.613510 Iteration 60F (14.681395 sec): 110 clusters Score: Raw -618889.808064 + Penalty 95385.682302 = -523504.125762 nChanged 6 Deleting Class 87 (20 points): Lose 102.198017 but Gain 1158.053850 Iteration 61Q (14.736499 sec): 109 clusters Score: Raw -618801.073386 + Penalty 94357.029246 = -524444.044140 nChanged 22 Deleting Class 77 (2 points): Lose 4.158462 but Gain 1057.426316 Iteration 62Q (14.794270 sec): 108 clusters Score: Raw -618852.736764 + Penalty 93324.486568 = -525528.250195 nChanged 6 Deleting Class 51 (40 points): Lose 236.638860 but Gain 1284.641181 Iteration 63Q (14.849135 sec): 107 clusters Score: Raw -618626.795070 + Penalty 92365.272165 = -526261.522905 nChanged 42 Deleting Class 143 (2 points): Lose 33.647082 but Gain 1107.267933 Iteration 64Q (14.905828 sec): 106 clusters Score: Raw -618737.772458 + Penalty 91278.578134 = -527459.194324 nChanged 10 Deleting Class 83 (3 points): Lose 12.774659 but Gain 1059.823098 Iteration 65Q (14.960880 sec): 105 clusters Score: Raw -618762.224844 + Penalty 90203.111177 = -528559.113667 nChanged 8 Deleting Class 79 (17 points): Lose 83.606958 but Gain 1127.206224 Iteration 66Q (15.015395 sec): 104 clusters Score: Raw -618689.646943 + Penalty 89119.924325 = -529569.722618 nChanged 20 Deleting Class 70 (42 points): Lose 173.577310 but Gain 1212.049085 Iteration 67Q (15.070278 sec): 103 clusters Score: Raw -618554.210080 + Penalty 88137.359460 = -530416.850620 nChanged 56 Deleting Class 120 (2 points): Lose 5.955586 but Gain 1035.962878 Iteration 68Q (15.126148 sec): 102 clusters Score: Raw -618650.475360 + Penalty 87090.353437 = -531560.121923 nChanged 14 Deleting Class 55 (37 points): Lose 201.851318 but Gain 1229.382688 Iteration 69Q (15.181352 sec): 101 clusters Score: Raw -618463.858238 + Penalty 85946.526547 = -532517.331691 nChanged 45 Deleting Class 91 (2 points): Lose 13.195949 but Gain 1038.945417 Iteration 70F (15.804385 sec): 100 clusters Score: Raw -618556.540876 + Penalty 84927.638826 = -533628.902050 nChanged 10 Deleting Class 113 (10 points): Lose 38.288368 but Gain 1061.242709 Iteration 71Q (15.858666 sec): 99 clusters Score: Raw -618532.541506 + Penalty 83893.303831 = -534639.237675 nChanged 12 Deleting Class 86 (9 points): Lose 61.818582 but Gain 1080.187680 Iteration 72Q (15.912385 sec): 98 clusters Score: Raw -618490.053549 + Penalty 82813.952688 = -535676.100862 nChanged 12 Deleting Class 1 (54 points): Lose 316.060256 but Gain 1321.802043 Iteration 73Q (15.965986 sec): 97 clusters Score: Raw -618193.379198 + Penalty 81691.225400 = -536502.153798 nChanged 60 Deleting Class 85 (7 points): Lose 22.166537 but Gain 1026.880640 Iteration 74Q (16.021340 sec): 96 clusters Score: Raw -618385.931774 + Penalty 80705.707703 = -537680.224072 nChanged 18 Deleting Class 118 (1 points): Lose 6.295965 but Gain 1006.173067 Iteration 75Q (16.075145 sec): 95 clusters Score: Raw -618418.485492 + Penalty 79715.292218 = -538703.193274 nChanged 3 Deleting Class 60 (10 points): Lose 59.874342 but Gain 1056.704231 Iteration 76Q (16.128074 sec): 94 clusters Score: Raw -618365.034030 + Penalty 78674.421625 = -539690.612405 nChanged 12 Deleting Class 98 (3 points): Lose 8.850887 but Gain 1003.232893 Iteration 77Q (16.180396 sec): 93 clusters Score: Raw -618373.565411 + Penalty 77676.788410 = -540696.777001 nChanged 7 Deleting Class 125 (5 points): Lose 37.649925 but Gain 1029.378260 Iteration 78Q (16.233349 sec): 92 clusters Score: Raw -618345.034152 + Penalty 76664.420448 = -541680.613704 nChanged 8 Deleting Class 56 (8 points): Lose 70.086945 but Gain 1058.616449 Iteration 79Q (16.286051 sec): 91 clusters Score: Raw -618297.791504 + Penalty 75667.195121 = -542630.596383 nChanged 13 Deleting Class 126 (2 points): Lose 21.181572 but Gain 1007.792704 Iteration 80F (16.850319 sec): 90 clusters Score: Raw -618326.214120 + Penalty 74665.828331 = -543660.385789 nChanged 6 Deleting Class 151 (7 points): Lose 31.487973 but Gain 1013.088754 Iteration 81Q (16.901627 sec): 89 clusters Score: Raw -618303.930427 + Penalty 73639.584402 = -544664.346025 nChanged 13 Deleting Class 58 (7 points): Lose 47.570281 but Gain 1027.785333 Iteration 82Q (16.953810 sec): 88 clusters Score: Raw -618279.279601 + Penalty 72622.800261 = -545656.479340 nChanged 14 Deleting Class 114 (5 points): Lose 34.023594 but Gain 1011.602711 Iteration 83Q (17.005270 sec): 87 clusters Score: Raw -618262.269841 + Penalty 71666.030157 = -546596.239684 nChanged 12 Deleting Class 168 (1 points): Lose 12.927454 but Gain 981.629045 Iteration 84Q (17.056722 sec): 86 clusters Score: Raw -618268.599864 + Penalty 70690.285518 = -547578.314345 nChanged 11 Deleting Class 175 (4 points): Lose 45.884841 but Gain 1014.298554 Iteration 85Q (17.107522 sec): 85 clusters Score: Raw -618234.745026 + Penalty 69690.654642 = -548544.090384 nChanged 8 Deleting Class 31 (17 points): Lose 118.387929 but Gain 1086.036389 Iteration 86Q (17.158500 sec): 84 clusters Score: Raw -618132.704865 + Penalty 68669.256701 = -549463.448165 nChanged 22 Deleting Class 115 (6 points): Lose 18.300129 but Gain 976.689967 Iteration 87Q (17.210225 sec): 83 clusters Score: Raw -618156.542385 + Penalty 67696.404011 = -550460.138374 nChanged 11 Deleting Class 43 (105 points): Lose 415.285211 but Gain 1371.883104 Iteration 88Q (17.262390 sec): 82 clusters Score: Raw -617750.715665 + Penalty 66493.459961 = -551257.255704 nChanged 113 Deleting Class 135 (6 points): Lose 21.336147 but Gain 975.953601 Iteration 89Q (17.317204 sec): 81 clusters Score: Raw -617939.279409 + Penalty 65530.846450 = -552408.432959 nChanged 37 Deleting Class 105 (7 points): Lose 53.610615 but Gain 1007.125435 Iteration 90F (17.821636 sec): 80 clusters Score: Raw -617910.767036 + Penalty 64539.373911 = -553371.393125 nChanged 28 Deleting Class 67 (17 points): Lose 63.806523 but Gain 1020.045460 Iteration 91Q (17.872952 sec): 79 clusters Score: Raw -617879.155917 + Penalty 63557.795985 = -554321.359931 nChanged 41 Deleting Class 71 (14 points): Lose 74.958105 but Gain 1028.103832 Iteration 92Q (17.923427 sec): 78 clusters Score: Raw -617838.498836 + Penalty 62713.951548 = -555124.547288 nChanged 36 Deleting Class 153 (2 points): Lose 27.459034 but Gain 1124.812252 Iteration 93Q (17.974116 sec): 77 clusters Score: Raw -617862.014481 + Penalty 61592.651242 = -556269.363239 nChanged 21 Deleting Class 110 (2 points): Lose 14.679181 but Gain 959.180856 Iteration 94Q (18.023969 sec): 76 clusters Score: Raw -617866.062426 + Penalty 60627.988349 = -557238.074076 nChanged 20 Deleting Class 5 (6 points): Lose 38.707401 but Gain 982.816154 Iteration 95Q (18.073857 sec): 75 clusters Score: Raw -617840.489178 + Penalty 59626.296165 = -558214.193014 nChanged 28 Deleting Class 25 (12 points): Lose 61.017070 but Gain 1004.768180 Iteration 96Q (18.123529 sec): 74 clusters Score: Raw -617802.127200 + Penalty 58782.959035 = -559019.168165 nChanged 30 Deleting Class 75 (3 points): Lose 25.980400 but Gain 969.529733 Iteration 97Q (18.173508 sec): 73 clusters Score: Raw -617815.999932 + Penalty 57795.062416 = -560020.937516 nChanged 15 Deleting Class 155 (6 points): Lose 65.112054 but Gain 1000.590488 Iteration 98Q (18.222244 sec): 72 clusters Score: Raw -617771.747868 + Penalty 56902.309734 = -560869.438134 nChanged 12 Deleting Class 42 (32 points): Lose 100.045054 but Gain 1027.544394 Iteration 99Q (18.272857 sec): 71 clusters Score: Raw -617725.675736 + Penalty 55946.829542 = -561778.846194 nChanged 37 Deleting Class 35 (26 points): Lose 191.492106 but Gain 1112.074727 Iteration 100F (18.709463 sec): 70 clusters Score: Raw -617611.826691 + Penalty 54981.894509 = -562629.932182 nChanged 40 Deleting Class 41 (20 points): Lose 103.135401 but Gain 1021.240693 Iteration 101Q (18.758416 sec): 69 clusters Score: Raw -617628.325827 + Penalty 54016.625191 = -563611.700636 nChanged 36 Deleting Class 181 (1 points): Lose 12.252841 but Gain 901.229202 Iteration 102Q (18.806409 sec): 68 clusters Score: Raw -617671.235558 + Penalty 53121.184119 = -564550.051439 nChanged 17 Deleting Class 38 (57 points): Lose 237.161508 but Gain 1119.425950 Iteration 103Q (18.853837 sec): 67 clusters Score: Raw -617446.114415 + Penalty 52100.564545 = -565345.549869 nChanged 69 Deleting Class 50 (12 points): Lose 59.317866 but Gain 940.958083 Iteration 104Q (18.902594 sec): 66 clusters Score: Raw -617543.995442 + Penalty 51229.052384 = -566314.943058 nChanged 29 Deleting Class 66 (3 points): Lose 14.119182 but Gain 894.228779 Iteration 105Q (18.950652 sec): 65 clusters Score: Raw -617577.448355 + Penalty 50325.281896 = -567252.166458 nChanged 19 Deleting Class 44 (9 points): Lose 37.158341 but Gain 916.892578 Iteration 106Q (18.998019 sec): 64 clusters Score: Raw -617564.383300 + Penalty 49452.114820 = -568112.268481 nChanged 19 Deleting Class 142 (3 points): Lose 7.291670 but Gain 881.241097 Iteration 107Q (19.044821 sec): 63 clusters Score: Raw -617578.187339 + Penalty 48537.453178 = -569040.734161 nChanged 8 Deleting Class 93 (6 points): Lose 32.017780 but Gain 892.595020 Iteration 108Q (19.090732 sec): 62 clusters Score: Raw -617574.594675 + Penalty 47632.843457 = -569941.751218 nChanged 19 Deleting Class 21 (8 points): Lose 31.654984 but Gain 881.368169 Iteration 109Q (19.137075 sec): 61 clusters Score: Raw -617577.156803 + Penalty 46786.202277 = -570790.954525 nChanged 19 Deleting Class 63 (38 points): Lose 289.414839 but Gain 1143.510225 Iteration 110F (19.520216 sec): 60 clusters Score: Raw -617315.463714 + Penalty 45677.091456 = -571638.372259 nChanged 44 Deleting Class 95 (2 points): Lose 7.503078 but Gain 856.561128 Iteration 111Q (19.566943 sec): 59 clusters Score: Raw -617452.140064 + Penalty 44823.581076 = -572628.558988 nChanged 10 Deleting Class 158 (5 points): Lose 65.006405 but Gain 909.610711 Iteration 112Q (19.612978 sec): 58 clusters Score: Raw -617410.270541 + Penalty 43910.377839 = -573499.892702 nChanged 8 Deleting Class 16 (21 points): Lose 70.391273 but Gain 910.855020 Iteration 113Q (19.658415 sec): 57 clusters Score: Raw -617360.415118 + Penalty 43007.580871 = -574352.834247 nChanged 26 Deleting Class 81 (5 points): Lose 20.587877 but Gain 858.166715 Iteration 114Q (19.704039 sec): 56 clusters Score: Raw -617388.525198 + Penalty 42171.232469 = -575217.292729 nChanged 7 Deleting Class 11 (9 points): Lose 63.134593 but Gain 899.767087 Iteration 115Q (19.748614 sec): 55 clusters Score: Raw -617338.723495 + Penalty 41340.430563 = -575998.292931 nChanged 11 Deleting Class 39 (10 points): Lose 44.411844 but Gain 880.880776 Iteration 116Q (19.793493 sec): 54 clusters Score: Raw -617334.877305 + Penalty 40477.523710 = -576857.353595 nChanged 12 Deleting Class 131 (6 points): Lose 80.772250 but Gain 909.056342 Iteration 117Q (19.838092 sec): 53 clusters Score: Raw -617281.828054 + Penalty 39617.603817 = -577664.224237 nChanged 13 Deleting Class 128 (4 points): Lose 58.068631 but Gain 869.154012 Iteration 118Q (19.882476 sec): 52 clusters Score: Raw -617253.075656 + Penalty 38782.791303 = -578470.284354 nChanged 5 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -617253.075656 + Penalty 38782.791303 = -578470.284354Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.907627 sec): 2 clusters Score: Raw -2310.267248 + Penalty 36.670381 = -2273.596866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.907905 sec): 3 clusters Score: Raw -2284.377949 + Penalty 73.065382 = -2211.312567 nChanged 17 SP:Iteration 1F (19.908171 sec): 3 clusters Score: Raw -2313.306752 + Penalty 72.722142 = -2240.584609 nChanged 4 SP:Iteration 2F (19.908438 sec): 3 clusters Score: Raw -2318.710679 + Penalty 72.864741 = -2245.845938 nChanged 1 SP:Iteration 3Q (19.908699 sec): 3 clusters Score: Raw -2320.090376 + Penalty 73.193994 = -2246.896382 nChanged 1 SP:Iteration 4Q (19.908959 sec): 3 clusters Score: Raw -2320.573435 + Penalty 73.193994 = -2247.379441 nChanged 0 SP:Iteration 5F (19.909226 sec): 3 clusters Score: Raw -2320.573435 + Penalty 73.193994 = -2247.379441 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 3 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.912901 sec): 2 clusters Score: Raw -35537.794076 + Penalty 314.826721 = -35222.967354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.914370 sec): 3 clusters Score: Raw -35137.010883 + Penalty 627.400343 = -34509.610540 nChanged 264 SP:Iteration 1F (19.915806 sec): 3 clusters Score: Raw -35296.468747 + Penalty 628.213947 = -34668.254800 nChanged 79 SP:Iteration 2F (19.917238 sec): 3 clusters Score: Raw -35351.510379 + Penalty 633.249383 = -34718.260996 nChanged 57 SP:Iteration 3F (19.918670 sec): 3 clusters Score: Raw -35396.197016 + Penalty 640.866541 = -34755.330475 nChanged 56 SP:Iteration 4F (19.920135 sec): 3 clusters Score: Raw -35450.951113 + Penalty 646.977955 = -34803.973158 nChanged 46 SP:Iteration 5F (19.921566 sec): 3 clusters Score: Raw -35485.803248 + Penalty 650.325502 = -34835.477746 nChanged 29 SP:Iteration 6Q (19.923005 sec): 3 clusters Score: Raw -35510.031864 + Penalty 653.161722 = -34856.870142 nChanged 15 SP:Iteration 7Q (19.924415 sec): 3 clusters Score: Raw -35519.797158 + Penalty 655.922768 = -34863.874389 nChanged 16 SP:Iteration 8Q (19.925825 sec): 3 clusters Score: Raw -35529.438654 + Penalty 658.889115 = -34870.549539 nChanged 18 SP:Iteration 9Q (19.927227 sec): 3 clusters Score: Raw -35538.754971 + Penalty 660.327272 = -34878.427699 nChanged 12 SP:Iteration 10F (19.928665 sec): 3 clusters Score: Raw -35544.697216 + Penalty 660.702675 = -34883.994541 nChanged 4 SP:Iteration 11Q (19.930069 sec): 3 clusters Score: Raw -35545.553865 + Penalty 661.861762 = -34883.692103 nChanged 3 SP:Iteration 12F (19.931499 sec): 3 clusters Score: Raw -35546.034186 + Penalty 663.276238 = -34882.757948 nChanged 3 SP:Iteration 13F (19.932942 sec): 3 clusters Score: Raw -35546.732235 + Penalty 664.277918 = -34882.454317 nChanged 4 SP:Iteration 14F (19.934369 sec): 3 clusters Score: Raw -35548.896351 + Penalty 664.788155 = -34884.108196 nChanged 5 SP:Iteration 15Q (19.935768 sec): 3 clusters Score: Raw -35551.222190 + Penalty 666.284326 = -34884.937864 nChanged 6 SP:Iteration 16Q (19.937146 sec): 3 clusters Score: Raw -35553.664416 + Penalty 667.651303 = -34886.013113 nChanged 3 SP:Iteration 17Q (19.938550 sec): 3 clusters Score: Raw -35554.460075 + Penalty 668.561844 = -34885.898230 nChanged 2 SP:Iteration 18F (19.939977 sec): 3 clusters Score: Raw -35554.682011 + Penalty 667.992013 = -34886.689998 nChanged 1 SP:Iteration 19Q (19.941380 sec): 3 clusters Score: Raw -35554.767040 + Penalty 667.821672 = -34886.945368 nChanged 2 SP:Iteration 20F (19.942828 sec): 3 clusters Score: Raw -35555.043125 + Penalty 666.960751 = -34888.082373 nChanged 1 SP:Iteration 21Q (19.944220 sec): 3 clusters Score: Raw -35556.101116 + Penalty 667.351349 = -34888.749767 nChanged 2 SP:Iteration 22Q (19.945613 sec): 3 clusters Score: Raw -35556.643018 + Penalty 667.034541 = -34889.608477 nChanged 1 SP:Iteration 23Q (19.947012 sec): 3 clusters Score: Raw -35558.316500 + Penalty 668.142248 = -34890.174253 nChanged 3 SP:Iteration 24Q (19.948404 sec): 3 clusters Score: Raw -35559.674794 + Penalty 668.419965 = -34891.254829 nChanged 4 SP:Iteration 25Q (19.949787 sec): 3 clusters Score: Raw -35560.654073 + Penalty 669.069948 = -34891.584125 nChanged 2 SP:Iteration 26Q (19.951154 sec): 3 clusters Score: Raw -35560.824811 + Penalty 668.376797 = -34892.448014 nChanged 1 SP:Iteration 27Q (19.952553 sec): 3 clusters Score: Raw -35561.177217 + Penalty 668.376797 = -34892.800421 nChanged 0 SP:Iteration 28F (19.953981 sec): 3 clusters Score: Raw -35561.177217 + Penalty 668.376797 = -34892.800421 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.968522 sec): 2 clusters Score: Raw -153476.302512 + Penalty 218.317363 = -153257.985148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.974480 sec): 3 clusters Score: Raw -151381.630745 + Penalty 428.520580 = -150953.110165 nChanged 1494 SP:Iteration 1F (19.980578 sec): 3 clusters Score: Raw -152539.646497 + Penalty 428.595328 = -152111.051169 nChanged 296 SP:Iteration 2F (19.986371 sec): 3 clusters Score: Raw -152808.663205 + Penalty 433.615117 = -152375.048087 nChanged 165 SP:Iteration 3F (19.992143 sec): 3 clusters Score: Raw -152941.903956 + Penalty 438.053723 = -152503.850233 nChanged 110 SP:Iteration 4Q (19.997695 sec): 3 clusters Score: Raw -152998.607612 + Penalty 440.536072 = -152558.071540 nChanged 83 SP:Iteration 5Q (20.003107 sec): 3 clusters Score: Raw -153033.765337 + Penalty 444.299569 = -152589.465769 nChanged 85 SP:Iteration 6Q (20.008624 sec): 3 clusters Score: Raw -153074.995480 + Penalty 451.910516 = -152623.084964 nChanged 91 SP:Iteration 7Q (20.013929 sec): 3 clusters Score: Raw -153126.218516 + Penalty 461.484075 = -152664.734440 nChanged 94 SP:Iteration 8Q (20.019318 sec): 3 clusters Score: Raw -153187.883875 + Penalty 471.270547 = -152716.613328 nChanged 90 SP:Iteration 9Q (20.024501 sec): 3 clusters Score: Raw -153264.463552 + Penalty 489.488572 = -152774.974980 nChanged 80 SP:Iteration 10F (20.030296 sec): 3 clusters Score: Raw -153328.331064 + Penalty 503.471895 = -152824.859168 nChanged 66 SP:Iteration 11Q (20.035238 sec): 3 clusters Score: Raw -153387.672148 + Penalty 522.873762 = -152864.798386 nChanged 49 SP:Iteration 12Q (20.040055 sec): 3 clusters Score: Raw -153429.211966 + Penalty 544.126028 = -152885.085938 nChanged 35 SP:Iteration 13Q (20.044768 sec): 3 clusters Score: Raw -153460.866983 + Penalty 554.464707 = -152906.402276 nChanged 22 SP:Iteration 14Q (20.049394 sec): 3 clusters Score: Raw -153476.658439 + Penalty 571.409442 = -152905.248996 nChanged 13 SP:Iteration 15F (20.055148 sec): 3 clusters Score: Raw -153485.653393 + Penalty 582.019409 = -152903.633984 nChanged 8 SP:Iteration 16F (20.061213 sec): 3 clusters Score: Raw -153491.419330 + Penalty 600.778799 = -152890.640531 nChanged 7 SP:Iteration 17F (20.067074 sec): 3 clusters Score: Raw -153495.821951 + Penalty 627.832785 = -152867.989166 nChanged 7 SP:Iteration 18F (20.072897 sec): 3 clusters Score: Raw -153501.480363 + Penalty 639.266956 = -152862.213407 nChanged 3 SP:Iteration 19F (20.078762 sec): 3 clusters Score: Raw -153502.729179 + Penalty 639.266956 = -152863.462223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 6 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.084590 sec): 2 clusters Score: Raw -38424.158366 + Penalty 222.807006 = -38201.351360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.086152 sec): 3 clusters Score: Raw -37978.761129 + Penalty 422.337599 = -37556.423529 nChanged 321 SP:Iteration 1F (20.087682 sec): 3 clusters Score: Raw -38245.300595 + Penalty 418.396641 = -37826.903954 nChanged 56 SP:Iteration 2F (20.089243 sec): 3 clusters Score: Raw -38289.769252 + Penalty 423.128988 = -37866.640264 nChanged 51 SP:Iteration 3F (20.090801 sec): 3 clusters Score: Raw -38334.251179 + Penalty 433.178291 = -37901.072888 nChanged 35 SP:Iteration 4Q (20.092285 sec): 3 clusters Score: Raw -38364.505220 + Penalty 438.323708 = -37926.181512 nChanged 22 SP:Iteration 5Q (20.093740 sec): 3 clusters Score: Raw -38377.588454 + Penalty 443.090459 = -37934.497996 nChanged 17 SP:Iteration 6Q (20.095150 sec): 3 clusters Score: Raw -38386.531411 + Penalty 446.031905 = -37940.499505 nChanged 20 SP:Iteration 7Q (20.096614 sec): 3 clusters Score: Raw -38399.756883 + Penalty 448.443402 = -37951.313480 nChanged 13 SP:Iteration 8Q (20.098005 sec): 3 clusters Score: Raw -38406.277585 + Penalty 449.137680 = -37957.139905 nChanged 8 SP:Iteration 9Q (20.099380 sec): 3 clusters Score: Raw -38412.101041 + Penalty 437.324800 = -37974.776241 nChanged 10 SP:Iteration 10F (20.100951 sec): 3 clusters Score: Raw -38418.418315 + Penalty 429.516316 = -37988.901999 nChanged 6 SP:Iteration 11Q (20.102279 sec): 3 clusters Score: Raw -38421.548187 + Penalty 430.879721 = -37990.668466 nChanged 3 SP:Iteration 12Q (20.103594 sec): 3 clusters Score: Raw -38423.537372 + Penalty 431.685641 = -37991.851731 nChanged 2 SP:Iteration 13Q (20.104912 sec): 3 clusters Score: Raw -38423.959485 + Penalty 434.006810 = -37989.952675 nChanged 2 SP:Iteration 14F (20.106466 sec): 3 clusters Score: Raw -38424.636833 + Penalty 438.470068 = -37986.166764 nChanged 4 SP:Iteration 15F (20.108006 sec): 3 clusters Score: Raw -38425.398225 + Penalty 441.547054 = -37983.851171 nChanged 2 SP:Iteration 16F (20.109531 sec): 3 clusters Score: Raw -38426.026971 + Penalty 441.547054 = -37984.479917 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 7 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.112098 sec): 2 clusters Score: Raw -28701.290819 + Penalty 630.783402 = -28070.507417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.113296 sec): 3 clusters Score: Raw -28443.732901 + Penalty 1270.156859 = -27173.576043 nChanged 157 SP:Iteration 1F (20.114474 sec): 3 clusters Score: Raw -28584.231877 + Penalty 1280.406171 = -27303.825705 nChanged 69 SP:Iteration 2F (20.115651 sec): 3 clusters Score: Raw -28670.754643 + Penalty 1291.248422 = -27379.506221 nChanged 34 SP:Iteration 3F (20.116824 sec): 3 clusters Score: Raw -28714.984472 + Penalty 1299.604686 = -27415.379785 nChanged 28 SP:Iteration 4Q (20.117979 sec): 3 clusters Score: Raw -28761.998895 + Penalty 1308.318616 = -27453.680279 nChanged 19 SP:Iteration 5Q (20.119116 sec): 3 clusters Score: Raw -28788.070871 + Penalty 1311.759292 = -27476.311579 nChanged 10 SP:Iteration 6Q (20.120229 sec): 3 clusters Score: Raw -28793.372342 + Penalty 1316.145390 = -27477.226952 nChanged 8 SP:Iteration 7Q (20.121341 sec): 3 clusters Score: Raw -28799.161395 + Penalty 1317.990670 = -27481.170725 nChanged 4 SP:Iteration 8Q (20.122448 sec): 3 clusters Score: Raw -28806.117952 + Penalty 1319.278378 = -27486.839574 nChanged 4 SP:Iteration 9Q (20.123549 sec): 3 clusters Score: Raw -28812.553932 + Penalty 1322.345550 = -27490.208382 nChanged 5 SP:Iteration 10F (20.124718 sec): 3 clusters Score: Raw -28816.457939 + Penalty 1327.220779 = -27489.237160 nChanged 6 SP:Iteration 11F (20.125891 sec): 3 clusters Score: Raw -28822.848387 + Penalty 1333.642360 = -27489.206027 nChanged 5 SP:Iteration 12F (20.127059 sec): 3 clusters Score: Raw -28827.370560 + Penalty 1338.355881 = -27489.014678 nChanged 4 SP:Iteration 13F (20.128209 sec): 3 clusters Score: Raw -28831.662189 + Penalty 1341.160376 = -27490.501813 nChanged 3 SP:Iteration 14Q (20.129286 sec): 3 clusters Score: Raw -28834.541779 + Penalty 1342.407726 = -27492.134053 nChanged 1 SP:Iteration 15Q (20.130410 sec): 3 clusters Score: Raw -28835.273976 + Penalty 1343.777066 = -27491.496910 nChanged 1 SP:Iteration 16F (20.131581 sec): 3 clusters Score: Raw -28835.421206 + Penalty 1343.777066 = -27491.644140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.132393 sec): 2 clusters Score: Raw -3238.200819 + Penalty 370.759060 = -2867.441759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.132727 sec): 3 clusters Score: Raw -3253.862861 + Penalty 749.595999 = -2504.266863 nChanged 7 SP:Iteration 1F (20.133057 sec): 3 clusters Score: Raw -3268.420217 + Penalty 762.307393 = -2506.112823 nChanged 3 SP:Iteration 2Q (20.133380 sec): 3 clusters Score: Raw -3273.830431 + Penalty 777.015198 = -2496.815233 nChanged 4 SP:Iteration 3F (20.133709 sec): 3 clusters Score: Raw -3280.887294 + Penalty 777.015198 = -2503.872096 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 9 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.138389 sec): 2 clusters Score: Raw -49392.410590 + Penalty 775.871505 = -48616.539086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.140151 sec): 3 clusters Score: Raw -49001.778411 + Penalty 1552.005830 = -47449.772581 nChanged 295 SP:Iteration 1F (20.141882 sec): 3 clusters Score: Raw -49200.728453 + Penalty 1553.664026 = -47647.064427 nChanged 77 SP:Iteration 2F (20.143609 sec): 3 clusters Score: Raw -49270.703143 + Penalty 1555.480545 = -47715.222598 nChanged 57 SP:Iteration 3F (20.145375 sec): 3 clusters Score: Raw -49326.095914 + Penalty 1557.699534 = -47768.396380 nChanged 47 SP:Iteration 4F (20.147139 sec): 3 clusters Score: Raw -49367.889771 + Penalty 1557.504464 = -47810.385307 nChanged 32 SP:Iteration 5Q (20.148842 sec): 3 clusters Score: Raw -49392.416173 + Penalty 1557.489024 = -47834.927149 nChanged 23 SP:Iteration 6Q (20.150582 sec): 3 clusters Score: Raw -49410.828413 + Penalty 1559.503271 = -47851.325142 nChanged 26 SP:Iteration 7Q (20.152292 sec): 3 clusters Score: Raw -49426.706469 + Penalty 1560.181820 = -47866.524649 nChanged 16 SP:Iteration 8Q (20.154000 sec): 3 clusters Score: Raw -49436.021197 + Penalty 1559.650040 = -47876.371157 nChanged 18 SP:Iteration 9Q (20.155710 sec): 3 clusters Score: Raw -49445.601961 + Penalty 1560.110267 = -47885.491695 nChanged 8 SP:Iteration 10F (20.157437 sec): 3 clusters Score: Raw -49451.672725 + Penalty 1560.768226 = -47890.904499 nChanged 12 SP:Iteration 11Q (20.159151 sec): 3 clusters Score: Raw -49459.024590 + Penalty 1560.721886 = -47898.302704 nChanged 7 SP:Iteration 12Q (20.160862 sec): 3 clusters Score: Raw -49462.361708 + Penalty 1559.766749 = -47902.594959 nChanged 6 SP:Iteration 13Q (20.162598 sec): 3 clusters Score: Raw -49467.048106 + Penalty 1559.571076 = -47907.477030 nChanged 3 SP:Iteration 14Q (20.164311 sec): 3 clusters Score: Raw -49469.246610 + Penalty 1559.682930 = -47909.563679 nChanged 3 SP:Iteration 15Q (20.166030 sec): 3 clusters Score: Raw -49473.792566 + Penalty 1559.699096 = -47914.093469 nChanged 5 SP:Iteration 16Q (20.167744 sec): 3 clusters Score: Raw -49475.998131 + Penalty 1560.671245 = -47915.326886 nChanged 5 SP:Iteration 17Q (20.169459 sec): 3 clusters Score: Raw -49477.683017 + Penalty 1561.824159 = -47915.858858 nChanged 2 SP:Iteration 18Q (20.171172 sec): 3 clusters Score: Raw -49478.292831 + Penalty 1561.873590 = -47916.419242 nChanged 1 SP:Iteration 19Q (20.172886 sec): 3 clusters Score: Raw -49478.523693 + Penalty 1561.873590 = -47916.650103 nChanged 0 SP:Iteration 20F (20.174613 sec): 3 clusters Score: Raw -49478.523693 + Penalty 1561.873590 = -47916.650103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.176463 sec): 2 clusters Score: Raw -2053.965187 + Penalty 227.460985 = -1826.504202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.176758 sec): 3 clusters Score: Raw -2050.062239 + Penalty 459.681364 = -1590.380875 nChanged 2 SP:Iteration 1Q (20.177039 sec): 3 clusters Score: Raw -2052.803173 + Penalty 459.681364 = -1593.121809 nChanged 0 SP:Iteration 2F (20.177324 sec): 3 clusters Score: Raw -2052.803173 + Penalty 459.681364 = -1593.121809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.177930 sec): 2 clusters Score: Raw -2335.548594 + Penalty 652.791496 = -1682.757099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.178250 sec): 3 clusters Score: Raw -2533.548768 + Penalty 1305.744206 = -1227.804562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (2532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.189490 sec): 2 clusters Score: Raw -114343.384999 + Penalty 223.317736 = -114120.067262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.194143 sec): 3 clusters Score: Raw -112706.940428 + Penalty 402.189561 = -112304.750867 nChanged 1137 SP:Iteration 1F (20.198736 sec): 3 clusters Score: Raw -113571.429706 + Penalty 370.169449 = -113201.260257 nChanged 324 SP:Iteration 2F (20.203260 sec): 3 clusters Score: Raw -113834.626893 + Penalty 355.545422 = -113479.081471 nChanged 182 SP:Iteration 3F (20.207805 sec): 3 clusters Score: Raw -113999.807303 + Penalty 348.567171 = -113651.240132 nChanged 109 SP:Iteration 4Q (20.212300 sec): 3 clusters Score: Raw -114079.921655 + Penalty 341.617140 = -113738.304515 nChanged 82 SP:Iteration 5Q (20.216662 sec): 3 clusters Score: Raw -114145.980683 + Penalty 334.810265 = -113811.170418 nChanged 52 SP:Iteration 6Q (20.220604 sec): 3 clusters Score: Raw -114197.168617 + Penalty 323.750104 = -113873.418513 nChanged 38 SP:Iteration 7Q (20.224450 sec): 3 clusters Score: Raw -114265.237734 + Penalty 318.697117 = -113946.540618 nChanged 16 SP:Iteration 8Q (20.228294 sec): 3 clusters Score: Raw -114286.990702 + Penalty 310.251697 = -113976.739005 nChanged 15 SP:Iteration 9Q (20.232004 sec): 3 clusters Score: Raw -114296.848697 + Penalty 305.768342 = -113991.080356 nChanged 14 SP:Iteration 10F (20.236511 sec): 3 clusters Score: Raw -114303.645007 + Penalty 305.972581 = -113997.672426 nChanged 17 SP:Iteration 11Q (20.240161 sec): 3 clusters Score: Raw -114310.964184 + Penalty 306.822548 = -114004.141636 nChanged 8 SP:Iteration 12Q (20.243805 sec): 3 clusters Score: Raw -114312.641152 + Penalty 307.252326 = -114005.388826 nChanged 2 SP:Iteration 13Q (20.247441 sec): 3 clusters Score: Raw -114312.914762 + Penalty 307.495062 = -114005.419700 nChanged 2 SP:Iteration 14Q (20.251077 sec): 3 clusters Score: Raw -114313.153222 + Penalty 308.304343 = -114004.848879 nChanged 3 SP:Iteration 15F (20.255585 sec): 3 clusters Score: Raw -114313.477106 + Penalty 309.180474 = -114004.296633 nChanged 3 SP:Iteration 16F (20.260092 sec): 3 clusters Score: Raw -114313.834521 + Penalty 309.486766 = -114004.347755 nChanged 1 SP:Iteration 17Q (20.263846 sec): 3 clusters Score: Raw -114313.903717 + Penalty 309.486766 = -114004.416951 nChanged 0 SP:Iteration 18F (20.268536 sec): 3 clusters Score: Raw -114313.903717 + Penalty 309.486766 = -114004.416951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.271680 sec): 2 clusters Score: Raw -17838.221821 + Penalty 874.043793 = -16964.178027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.272574 sec): 3 clusters Score: Raw -17796.291058 + Penalty 1749.004087 = -16047.286971 nChanged 79 SP:Iteration 1F (20.273432 sec): 3 clusters Score: Raw -17901.445687 + Penalty 1748.471899 = -16152.973788 nChanged 22 SP:Iteration 2F (20.274287 sec): 3 clusters Score: Raw -17939.853970 + Penalty 1748.314994 = -16191.538976 nChanged 8 SP:Iteration 3Q (20.275117 sec): 3 clusters Score: Raw -17954.768775 + Penalty 1748.193936 = -16206.574839 nChanged 6 SP:Iteration 4Q (20.275978 sec): 3 clusters Score: Raw -17964.218249 + Penalty 1748.129993 = -16216.088256 nChanged 5 SP:Iteration 5Q (20.276801 sec): 3 clusters Score: Raw -17972.534523 + Penalty 1747.964225 = -16224.570298 nChanged 2 SP:Iteration 6Q (20.277620 sec): 3 clusters Score: Raw -17974.618719 + Penalty 1747.878060 = -16226.740659 nChanged 1 SP:Iteration 7Q (20.278438 sec): 3 clusters Score: Raw -17974.956969 + Penalty 1747.878060 = -16227.078909 nChanged 0 SP:Iteration 8F (20.279291 sec): 3 clusters Score: Raw -17974.956969 + Penalty 1747.878060 = -16227.078909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.280660 sec): 2 clusters Score: Raw -18669.463874 + Penalty 54.365499 = -18615.098375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.281568 sec): 3 clusters Score: Raw -18435.658651 + Penalty 112.958624 = -18322.700026 nChanged 172 SP:Iteration 1F (20.282461 sec): 3 clusters Score: Raw -18550.323886 + Penalty 115.806017 = -18434.517869 nChanged 30 SP:Iteration 2F (20.283351 sec): 3 clusters Score: Raw -18578.614346 + Penalty 117.839625 = -18460.774720 nChanged 28 SP:Iteration 3F (20.284279 sec): 3 clusters Score: Raw -18617.368057 + Penalty 117.846656 = -18499.521401 nChanged 23 SP:Iteration 4F (20.285210 sec): 3 clusters Score: Raw -18643.836680 + Penalty 119.098082 = -18524.738598 nChanged 9 SP:Iteration 5Q (20.286104 sec): 3 clusters Score: Raw -18647.857182 + Penalty 118.939714 = -18528.917468 nChanged 8 SP:Iteration 6Q (20.286977 sec): 3 clusters Score: Raw -18651.696378 + Penalty 118.482286 = -18533.214092 nChanged 5 SP:Iteration 7Q (20.287841 sec): 3 clusters Score: Raw -18655.511957 + Penalty 117.527920 = -18537.984037 nChanged 4 SP:Iteration 8Q (20.288733 sec): 3 clusters Score: Raw -18658.110612 + Penalty 119.264975 = -18538.845637 nChanged 3 SP:Iteration 9Q (20.289569 sec): 3 clusters Score: Raw -18658.610579 + Penalty 119.936863 = -18538.673716 nChanged 3 SP:Iteration 10F (20.290480 sec): 3 clusters Score: Raw -18659.163637 + Penalty 121.229992 = -18537.933645 nChanged 4 SP:Iteration 11F (20.291369 sec): 3 clusters Score: Raw -18661.395751 + Penalty 124.144771 = -18537.250979 nChanged 7 SP:Iteration 12F (20.292259 sec): 3 clusters Score: Raw -18666.312082 + Penalty 117.986009 = -18548.326072 nChanged 7 SP:Iteration 13Q (20.293084 sec): 3 clusters Score: Raw -18671.526679 + Penalty 114.656673 = -18556.870006 nChanged 3 SP:Iteration 14Q (20.293870 sec): 3 clusters Score: Raw -18672.570589 + Penalty 115.583574 = -18556.987015 nChanged 1 SP:Iteration 15Q (20.294654 sec): 3 clusters Score: Raw -18672.879666 + Penalty 116.856695 = -18556.022971 nChanged 1 SP:Iteration 16F (20.295514 sec): 3 clusters Score: Raw -18672.787146 + Penalty 116.856695 = -18555.930451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.296100 sec): 2 clusters Score: Raw -2135.332689 + Penalty 292.633411 = -1842.699278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.296390 sec): 3 clusters Score: Raw -2155.217863 + Penalty 563.488703 = -1591.729160 nChanged 1 SP:Iteration 1Q (20.296672 sec): 3 clusters Score: Raw -2159.487254 + Penalty 572.335245 = -1587.152010 nChanged 2 SP:Iteration 2F (20.296955 sec): 3 clusters Score: Raw -2163.855982 + Penalty 572.335245 = -1591.520737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.297406 sec): 2 clusters Score: Raw -103.366640 + Penalty 53.198134 = -50.168506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.297599 sec): 2 clusters Score: Raw -103.366640 + Penalty 53.198134 = -50.168506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.298086 sec): 2 clusters Score: Raw -768.714542 + Penalty 192.033396 = -576.681146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.298324 sec): 3 clusters Score: Raw -790.254727 + Penalty 386.740317 = -403.514410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.299523 sec): 2 clusters Score: Raw -7833.988039 + Penalty 718.609685 = -7115.378353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.300027 sec): 3 clusters Score: Raw -7855.753452 + Penalty 1437.297320 = -6418.456132 nChanged 17 SP:Iteration 1F (20.300521 sec): 3 clusters Score: Raw -7894.311503 + Penalty 1437.370357 = -6456.941146 nChanged 2 SP:Iteration 2Q (20.300998 sec): 3 clusters Score: Raw -7898.920127 + Penalty 1437.370357 = -6461.549770 nChanged 0 SP:Iteration 3F (20.301491 sec): 3 clusters Score: Raw -7898.920127 + Penalty 1437.370357 = -6461.549770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.302001 sec): 2 clusters Score: Raw -465.980518 + Penalty 167.533838 = -298.446679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.302225 sec): 3 clusters Score: Raw -475.875788 + Penalty 338.440396 = -137.435391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.302804 sec): 2 clusters Score: Raw -2150.780839 + Penalty 255.242329 = -1895.538511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.303104 sec): 3 clusters Score: Raw -2185.911715 + Penalty 538.626711 = -1647.285004 nChanged 5 SP:Iteration 1F (20.303421 sec): 3 clusters Score: Raw -2198.996539 + Penalty 544.924595 = -1654.071944 nChanged 2 SP:Iteration 2Q (20.303704 sec): 3 clusters Score: Raw -2203.094216 + Penalty 544.924595 = -1658.169620 nChanged 0 SP:Iteration 3F (20.303994 sec): 3 clusters Score: Raw -2203.094216 + Penalty 544.924595 = -1658.169620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.305938 sec): 2 clusters Score: Raw -19895.599026 + Penalty 838.442880 = -19057.156146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.306741 sec): 3 clusters Score: Raw -19836.631515 + Penalty 1677.325891 = -18159.305623 nChanged 63 SP:Iteration 1F (20.307524 sec): 3 clusters Score: Raw -19933.803176 + Penalty 1677.842456 = -18255.960720 nChanged 14 SP:Iteration 2Q (20.308293 sec): 3 clusters Score: Raw -19959.027496 + Penalty 1677.742209 = -18281.285287 nChanged 12 SP:Iteration 3Q (20.309059 sec): 3 clusters Score: Raw -19981.666093 + Penalty 1677.879797 = -18303.786296 nChanged 6 SP:Iteration 4Q (20.309819 sec): 3 clusters Score: Raw -19989.084259 + Penalty 1677.806139 = -18311.278120 nChanged 1 SP:Iteration 5Q (20.310580 sec): 3 clusters Score: Raw -19989.669699 + Penalty 1677.806139 = -18311.863560 nChanged 0 SP:Iteration 6F (20.311359 sec): 3 clusters Score: Raw -19989.669699 + Penalty 1677.806139 = -18311.863560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.311892 sec): 2 clusters Score: Raw -409.364111 + Penalty 148.946284 = -260.417828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.312110 sec): 3 clusters Score: Raw -405.860601 + Penalty 220.562791 = -185.297810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.313219 sec): 2 clusters Score: Raw -13070.638874 + Penalty 446.371017 = -12624.267857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.313855 sec): 3 clusters Score: Raw -12980.109465 + Penalty 896.865221 = -12083.244243 nChanged 55 SP:Iteration 1F (20.314490 sec): 3 clusters Score: Raw -13040.417407 + Penalty 904.674070 = -12135.743337 nChanged 23 SP:Iteration 2F (20.315121 sec): 3 clusters Score: Raw -13076.171985 + Penalty 910.579734 = -12165.592251 nChanged 15 SP:Iteration 3F (20.315753 sec): 3 clusters Score: Raw -13097.414329 + Penalty 915.249023 = -12182.165306 nChanged 6 SP:Iteration 4Q (20.316378 sec): 3 clusters Score: Raw -13107.730437 + Penalty 916.651474 = -12191.078963 nChanged 3 SP:Iteration 5Q (20.316989 sec): 3 clusters Score: Raw -13108.989981 + Penalty 918.302518 = -12190.687462 nChanged 1 SP:Iteration 6F (20.317617 sec): 3 clusters Score: Raw -13109.569422 + Penalty 921.458359 = -12188.111063 nChanged 3 SP:Iteration 7F (20.318247 sec): 3 clusters Score: Raw -13114.849691 + Penalty 921.458359 = -12193.391332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318903 sec): 2 clusters Score: Raw -3655.525959 + Penalty 492.428766 = -3163.097194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.319258 sec): 3 clusters Score: Raw -3713.141333 + Penalty 985.431554 = -2727.709779 nChanged 4 SP:Iteration 1F (20.319613 sec): 3 clusters Score: Raw -3729.293582 + Penalty 985.431554 = -2743.862028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.320554 sec): 2 clusters Score: Raw -9319.101798 + Penalty 775.468769 = -8543.633029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.321123 sec): 3 clusters Score: Raw -9373.101289 + Penalty 1551.199496 = -7821.901793 nChanged 27 SP:Iteration 1F (20.321654 sec): 3 clusters Score: Raw -9438.700268 + Penalty 1551.371838 = -7887.328430 nChanged 4 SP:Iteration 2Q (20.322162 sec): 3 clusters Score: Raw -9447.654872 + Penalty 1551.298647 = -7896.356226 nChanged 1 SP:Iteration 3Q (20.322669 sec): 3 clusters Score: Raw -9449.359106 + Penalty 1551.298647 = -7898.060459 nChanged 0 SP:Iteration 4F (20.323200 sec): 3 clusters Score: Raw -9449.359106 + Penalty 1551.298647 = -7898.060459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.324464 sec): 2 clusters Score: Raw -17033.984808 + Penalty 613.033141 = -16420.951667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.325230 sec): 3 clusters Score: Raw -16921.929460 + Penalty 1225.208826 = -15696.720633 nChanged 66 SP:Iteration 1F (20.325989 sec): 3 clusters Score: Raw -16982.942945 + Penalty 1229.993099 = -15752.949846 nChanged 28 SP:Iteration 2F (20.326745 sec): 3 clusters Score: Raw -17015.724457 + Penalty 1247.855539 = -15767.868918 nChanged 29 SP:Iteration 3F (20.327497 sec): 3 clusters Score: Raw -17068.650941 + Penalty 1270.044926 = -15798.606015 nChanged 24 SP:Iteration 4F (20.328248 sec): 3 clusters Score: Raw -17100.896585 + Penalty 1286.956218 = -15813.940368 nChanged 14 SP:Iteration 5Q (20.328978 sec): 3 clusters Score: Raw -17117.983055 + Penalty 1291.308954 = -15826.674101 nChanged 5 SP:Iteration 6Q (20.329696 sec): 3 clusters Score: Raw -17123.033798 + Penalty 1301.400527 = -15821.633271 nChanged 5 SP:Iteration 7F (20.330449 sec): 3 clusters Score: Raw -17135.954769 + Penalty 1312.311493 = -15823.643276 nChanged 7 SP:Iteration 8Q (20.331157 sec): 3 clusters Score: Raw -17148.115712 + Penalty 1317.883940 = -15830.231772 nChanged 3 SP:Iteration 9Q (20.331855 sec): 3 clusters Score: Raw -17152.987682 + Penalty 1321.489812 = -15831.497870 nChanged 1 SP:Iteration 10F (20.332606 sec): 3 clusters Score: Raw -17154.960127 + Penalty 1322.959323 = -15832.000803 nChanged 1 SP:Iteration 11Q (20.333300 sec): 3 clusters Score: Raw -17156.216989 + Penalty 1322.959323 = -15833.257666 nChanged 0 SP:Iteration 12F (20.334053 sec): 3 clusters Score: Raw -17156.216989 + Penalty 1322.959323 = -15833.257666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.334579 sec): 2 clusters Score: Raw -1104.753319 + Penalty 285.224313 = -819.529006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334837 sec): 3 clusters Score: Raw -1130.479961 + Penalty 567.537322 = -562.942639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335754 sec): 2 clusters Score: Raw -9037.967047 + Penalty 478.124633 = -8559.842414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336293 sec): 3 clusters Score: Raw -8981.003760 + Penalty 957.191315 = -8023.812445 nChanged 39 SP:Iteration 1F (20.336802 sec): 3 clusters Score: Raw -9020.238433 + Penalty 959.944075 = -8060.294358 nChanged 9 SP:Iteration 2Q (20.337313 sec): 3 clusters Score: Raw -9033.205111 + Penalty 961.363750 = -8071.841361 nChanged 7 SP:Iteration 3Q (20.337824 sec): 3 clusters Score: Raw -9040.273651 + Penalty 963.610521 = -8076.663130 nChanged 6 SP:Iteration 4Q (20.338331 sec): 3 clusters Score: Raw -9046.910104 + Penalty 967.373902 = -8079.536201 nChanged 4 SP:Iteration 5Q (20.338840 sec): 3 clusters Score: Raw -9051.737091 + Penalty 967.871881 = -8083.865210 nChanged 4 SP:Iteration 6Q (20.339345 sec): 3 clusters Score: Raw -9061.295911 + Penalty 969.495265 = -8091.800646 nChanged 3 SP:Iteration 7Q (20.339846 sec): 3 clusters Score: Raw -9064.175428 + Penalty 972.563526 = -8091.611903 nChanged 4 SP:Iteration 8F (20.340387 sec): 3 clusters Score: Raw -9066.962833 + Penalty 973.239313 = -8093.723520 nChanged 1 SP:Iteration 9Q (20.340887 sec): 3 clusters Score: Raw -9067.196484 + Penalty 973.239313 = -8093.957171 nChanged 0 SP:Iteration 10F (20.341401 sec): 3 clusters Score: Raw -9067.196484 + Penalty 973.239313 = -8093.957171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.342197 sec): 2 clusters Score: Raw -5878.165545 + Penalty 376.117552 = -5502.047993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.342640 sec): 3 clusters Score: Raw -5851.953957 + Penalty 752.235103 = -5099.718854 nChanged 14 SP:Iteration 1F (20.343077 sec): 3 clusters Score: Raw -5866.245229 + Penalty 757.919563 = -5108.325666 nChanged 8 SP:Iteration 2F (20.343511 sec): 3 clusters Score: Raw -5880.001909 + Penalty 769.674336 = -5110.327573 nChanged 8 SP:Iteration 3F (20.343945 sec): 3 clusters Score: Raw -5897.290093 + Penalty 780.863875 = -5116.426219 nChanged 9 SP:Iteration 4F (20.344379 sec): 3 clusters Score: Raw -5908.177118 + Penalty 791.032716 = -5117.144402 nChanged 4 SP:Iteration 5Q (20.344799 sec): 3 clusters Score: Raw -5913.088103 + Penalty 794.361572 = -5118.726531 nChanged 1 SP:Iteration 6Q (20.345217 sec): 3 clusters Score: Raw -5913.638353 + Penalty 798.732865 = -5114.905489 nChanged 1 SP:Iteration 7F (20.345651 sec): 3 clusters Score: Raw -5914.701815 + Penalty 798.732865 = -5115.968951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.346426 sec): 2 clusters Score: Raw -6254.858761 + Penalty 574.325037 = -5680.533724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.346840 sec): 3 clusters Score: Raw -6284.968785 + Penalty 1145.243275 = -5139.725511 nChanged 12 SP:Iteration 1F (20.347246 sec): 3 clusters Score: Raw -6314.413375 + Penalty 1144.806742 = -5169.606634 nChanged 2 SP:Iteration 2Q (20.347640 sec): 3 clusters Score: Raw -6319.592026 + Penalty 1143.150352 = -5176.441675 nChanged 1 SP:Iteration 3Q (20.348033 sec): 3 clusters Score: Raw -6321.970460 + Penalty 1143.150352 = -5178.820108 nChanged 0 SP:Iteration 4F (20.348439 sec): 3 clusters Score: Raw -6321.970460 + Penalty 1143.150352 = -5178.820108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.348975 sec): 2 clusters Score: Raw -1596.019807 + Penalty 253.677286 = -1342.342521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.349244 sec): 3 clusters Score: Raw -1600.687838 + Penalty 509.865314 = -1090.822525 nChanged 1 SP:Iteration 1Q (20.349508 sec): 3 clusters Score: Raw -1603.368704 + Penalty 514.324122 = -1089.044582 nChanged 1 SP:Iteration 2F (20.349772 sec): 3 clusters Score: Raw -1604.794732 + Penalty 514.324122 = -1090.470609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.350238 sec): 2 clusters Score: Raw -330.670051 + Penalty 128.471822 = -202.198229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.350458 sec): 3 clusters Score: Raw -328.619475 + Penalty 239.960210 = -88.659265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.351109 sec): 2 clusters Score: Raw -4043.652959 + Penalty 426.991046 = -3616.661913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.351468 sec): 3 clusters Score: Raw -4087.295667 + Penalty 853.781569 = -3233.514098 nChanged 5 SP:Iteration 1F (20.351821 sec): 3 clusters Score: Raw -4102.063005 + Penalty 853.982092 = -3248.080913 nChanged 1 SP:Iteration 2Q (20.352182 sec): 3 clusters Score: Raw -4103.555766 + Penalty 853.982092 = -3249.573674 nChanged 0 SP:Iteration 3F (20.352533 sec): 3 clusters Score: Raw -4103.555766 + Penalty 853.982092 = -3249.573674 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 53 (1668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.357978 sec): 2 clusters Score: Raw -76653.372242 + Penalty 126.933637 = -76526.438605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.361395 sec): 3 clusters Score: Raw -75598.906172 + Penalty 254.178775 = -75344.727397 nChanged 719 SP:Iteration 1F (20.364927 sec): 3 clusters Score: Raw -76059.266444 + Penalty 255.378852 = -75803.887592 nChanged 205 SP:Iteration 2F (20.368160 sec): 3 clusters Score: Raw -76260.101385 + Penalty 257.505170 = -76002.596214 nChanged 124 SP:Iteration 3F (20.371396 sec): 3 clusters Score: Raw -76353.653011 + Penalty 259.131123 = -76094.521888 nChanged 61 SP:Iteration 4Q (20.374608 sec): 3 clusters Score: Raw -76374.222526 + Penalty 260.852193 = -76113.370333 nChanged 34 SP:Iteration 5Q (20.377799 sec): 3 clusters Score: Raw -76380.425826 + Penalty 262.542858 = -76117.882968 nChanged 26 SP:Iteration 6Q (20.380983 sec): 3 clusters Score: Raw -76384.392555 + Penalty 263.571308 = -76120.821247 nChanged 18 SP:Iteration 7Q (20.384205 sec): 3 clusters Score: Raw -76386.732790 + Penalty 264.964111 = -76121.768680 nChanged 17 SP:Iteration 8Q (20.387526 sec): 3 clusters Score: Raw -76388.661875 + Penalty 265.971850 = -76122.690025 nChanged 11 SP:Iteration 9Q (20.390867 sec): 3 clusters Score: Raw -76389.786872 + Penalty 266.517432 = -76123.269440 nChanged 5 SP:Iteration 10F (20.394123 sec): 3 clusters Score: Raw -76391.673753 + Penalty 267.495336 = -76124.178417 nChanged 9 SP:Iteration 11Q (20.397321 sec): 3 clusters Score: Raw -76393.523180 + Penalty 268.767824 = -76124.755356 nChanged 11 SP:Iteration 12Q (20.400552 sec): 3 clusters Score: Raw -76395.518294 + Penalty 270.093105 = -76125.425189 nChanged 12 SP:Iteration 13Q (20.403751 sec): 3 clusters Score: Raw -76396.783532 + Penalty 270.815384 = -76125.968148 nChanged 6 SP:Iteration 14Q (20.407006 sec): 3 clusters Score: Raw -76397.579669 + Penalty 272.028084 = -76125.551585 nChanged 10 SP:Iteration 15F (20.410363 sec): 3 clusters Score: Raw -76399.158783 + Penalty 274.011217 = -76125.147566 nChanged 20 SP:Iteration 16F (20.413652 sec): 3 clusters Score: Raw -76404.821800 + Penalty 277.541857 = -76127.279943 nChanged 31 SP:Iteration 17Q (20.416863 sec): 3 clusters Score: Raw -76414.563035 + Penalty 281.208413 = -76133.354622 nChanged 29 SP:Iteration 18Q (20.420090 sec): 3 clusters Score: Raw -76425.505635 + Penalty 286.239154 = -76139.266481 nChanged 33 SP:Iteration 19Q (20.423375 sec): 3 clusters Score: Raw -76441.690098 + Penalty 291.557565 = -76150.132533 nChanged 36 SP:Iteration 20F (20.426723 sec): 3 clusters Score: Raw -76458.193657 + Penalty 297.959527 = -76160.234130 nChanged 37 SP:Iteration 21Q (20.429927 sec): 3 clusters Score: Raw -76474.989713 + Penalty 305.355687 = -76169.634026 nChanged 40 SP:Iteration 22Q (20.433148 sec): 3 clusters Score: Raw -76492.057000 + Penalty 314.244415 = -76177.812585 nChanged 40 SP:Iteration 23Q (20.436421 sec): 3 clusters Score: Raw -76509.883556 + Penalty 322.939135 = -76186.944421 nChanged 36 SP:Iteration 24Q (20.439592 sec): 3 clusters Score: Raw -76525.922563 + Penalty 333.074666 = -76192.847897 nChanged 42 SP:Iteration 25Q (20.442735 sec): 3 clusters Score: Raw -76545.298853 + Penalty 342.290808 = -76203.008045 nChanged 35 SP:Iteration 26Q (20.445890 sec): 3 clusters Score: Raw -76561.292654 + Penalty 356.582360 = -76204.710294 nChanged 36 SP:Iteration 27Q (20.448974 sec): 3 clusters Score: Raw -76584.571227 + Penalty 377.525958 = -76207.045268 nChanged 38 SP:Iteration 28Q (20.452021 sec): 3 clusters Score: Raw -76611.083110 + Penalty 389.771274 = -76221.311835 nChanged 25 SP:Iteration 29Q (20.455006 sec): 3 clusters Score: Raw -76625.820994 + Penalty 400.680778 = -76225.140216 nChanged 21 SP:Iteration 30F (20.458421 sec): 3 clusters Score: Raw -76637.803934 + Penalty 411.193301 = -76226.610634 nChanged 17 SP:Iteration 31Q (20.461328 sec): 3 clusters Score: Raw -76647.310002 + Penalty 414.623255 = -76232.686746 nChanged 13 SP:Iteration 32Q (20.464209 sec): 3 clusters Score: Raw -76655.770615 + Penalty 414.937653 = -76240.832962 nChanged 6 SP:Iteration 33Q (20.467067 sec): 3 clusters Score: Raw -76660.585536 + Penalty 416.383531 = -76244.202004 nChanged 3 SP:Iteration 34Q (20.469907 sec): 3 clusters Score: Raw -76661.554381 + Penalty 414.360829 = -76247.193552 nChanged 1 SP:Iteration 35Q (20.472823 sec): 3 clusters Score: Raw -76661.866926 + Penalty 414.154203 = -76247.712723 nChanged 1 SP:Iteration 36Q (20.475721 sec): 3 clusters Score: Raw -76661.910638 + Penalty 414.154203 = -76247.756435 nChanged 0 SP:Iteration 37F (20.479104 sec): 3 clusters Score: Raw -76661.910638 + Penalty 414.154203 = -76247.756435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.480932 sec): 2 clusters Score: Raw -375.314636 + Penalty 93.968077 = -281.346559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.481166 sec): 3 clusters Score: Raw -376.933819 + Penalty 187.936154 = -188.997665 nChanged 1 SP:Iteration 1F (20.481389 sec): 3 clusters Score: Raw -382.692287 + Penalty 187.936154 = -194.756133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.482049 sec): 2 clusters Score: Raw -3841.983505 + Penalty 380.952578 = -3461.030927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.482401 sec): 3 clusters Score: Raw -3847.827562 + Penalty 763.944261 = -3083.883300 nChanged 4 SP:Iteration 1F (20.482744 sec): 3 clusters Score: Raw -3860.633842 + Penalty 766.735475 = -3093.898368 nChanged 2 SP:Iteration 2Q (20.483074 sec): 3 clusters Score: Raw -3864.180463 + Penalty 767.973921 = -3096.206542 nChanged 1 SP:Iteration 3Q (20.483407 sec): 3 clusters Score: Raw -3864.749056 + Penalty 767.973921 = -3096.775135 nChanged 0 SP:Iteration 4F (20.483743 sec): 3 clusters Score: Raw -3864.749056 + Penalty 767.973921 = -3096.775135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.484340 sec): 2 clusters Score: Raw -2854.034034 + Penalty 329.602377 = -2524.431657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.484655 sec): 3 clusters Score: Raw -2860.446081 + Penalty 676.895338 = -2183.550743 nChanged 4 SP:Iteration 1F (20.484963 sec): 3 clusters Score: Raw -2864.534991 + Penalty 693.825916 = -2170.709075 nChanged 3 SP:Iteration 2F (20.485268 sec): 3 clusters Score: Raw -2870.276316 + Penalty 702.536882 = -2167.739434 nChanged 1 SP:Iteration 3F (20.485574 sec): 3 clusters Score: Raw -2874.553951 + Penalty 702.536882 = -2172.017070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.486116 sec): 2 clusters Score: Raw -1336.678098 + Penalty 312.101143 = -1024.576955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.486370 sec): 3 clusters Score: Raw -1360.531981 + Penalty 624.467552 = -736.064430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.486820 sec): 2 clusters Score: Raw -101.479872 + Penalty 45.280475 = -56.199397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.487012 sec): 2 clusters Score: Raw -101.479872 + Penalty 45.280475 = -56.199397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.487693 sec): 2 clusters Score: Raw -3558.562529 + Penalty 420.027240 = -3138.535289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.488044 sec): 3 clusters Score: Raw -3581.939686 + Penalty 845.869096 = -2736.070591 nChanged 10 SP:Iteration 1F (20.488389 sec): 3 clusters Score: Raw -3608.521610 + Penalty 849.033555 = -2759.488056 nChanged 1 SP:Iteration 2Q (20.488718 sec): 3 clusters Score: Raw -3610.787305 + Penalty 849.033555 = -2761.753751 nChanged 0 SP:Iteration 3F (20.489065 sec): 3 clusters Score: Raw -3610.787305 + Penalty 849.033555 = -2761.753751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.489539 sec): 2 clusters Score: Raw -445.467285 + Penalty 137.431759 = -308.035526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.489760 sec): 3 clusters Score: Raw -456.623947 + Penalty 272.561944 = -184.062003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.490218 sec): 2 clusters Score: Raw -280.580868 + Penalty 132.504882 = -148.075986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.490432 sec): 3 clusters Score: Raw -270.678253 + Penalty 262.477777 = -8.200476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.490894 sec): 2 clusters Score: Raw -310.215154 + Penalty 154.523441 = -155.691714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.491113 sec): 3 clusters Score: Raw -310.806623 + Penalty 294.954888 = -15.851735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.491663 sec): 2 clusters Score: Raw -1683.215276 + Penalty 208.033134 = -1475.182142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.491947 sec): 3 clusters Score: Raw -1711.075805 + Penalty 427.317539 = -1283.758266 nChanged 2 SP:Iteration 1Q (20.492225 sec): 3 clusters Score: Raw -1713.360290 + Penalty 427.317539 = -1286.042751 nChanged 0 SP:Iteration 2F (20.492502 sec): 3 clusters Score: Raw -1713.360290 + Penalty 427.317539 = -1286.042751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.492958 sec): 2 clusters Score: Raw -207.101029 + Penalty 91.217683 = -115.883346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.493154 sec): 2 clusters Score: Raw -207.101029 + Penalty 91.217683 = -115.883346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.493603 sec): 2 clusters Score: Raw -161.601929 + Penalty 91.883467 = -69.718462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.493813 sec): 3 clusters Score: Raw -153.181019 + Penalty 200.451801 = 47.270782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.494261 sec): 2 clusters Score: Raw -103.568141 + Penalty 56.198978 = -47.369163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.494454 sec): 2 clusters Score: Raw -103.568141 + Penalty 56.198978 = -47.369163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.494894 sec): 2 clusters Score: Raw -48.045758 + Penalty 0.000000 = -48.045758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.495099 sec): 2 clusters Score: Raw -48.045758 + Penalty 0.000000 = -48.045758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.495560 sec): 2 clusters Score: Raw -339.123501 + Penalty 150.647806 = -188.475695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.495781 sec): 3 clusters Score: Raw -328.807173 + Penalty 298.524543 = -30.282629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.496230 sec): 2 clusters Score: Raw -101.938073 + Penalty 54.679451 = -47.258622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.496437 sec): 3 clusters Score: Raw -96.997545 + Penalty 109.358901 = 12.361356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.496878 sec): 2 clusters Score: Raw -49.817528 + Penalty 0.000000 = -49.817528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.497066 sec): 2 clusters Score: Raw -49.817528 + Penalty 0.000000 = -49.817528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 170 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.497542 sec): 2 clusters Score: Raw -540.265054 + Penalty 189.561141 = -350.703913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.497773 sec): 3 clusters Score: Raw -544.082296 + Penalty 371.188798 = -172.893499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.498224 sec): 2 clusters Score: Raw -143.294184 + Penalty 72.430972 = -70.863212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.498433 sec): 3 clusters Score: Raw -142.796343 + Penalty 130.694600 = -12.101744 nChanged 0 Deleting Class 100 (6 points): Lose 24.160330 but Gain 821.579738 Iteration 119Q (20.548622 sec): 51 clusters Score: Raw -617249.298655 + Penalty 37962.576315 = -579286.722340 nChanged 7 Deleting Class 103 (3 points): Lose 1.928627 but Gain 796.760841 Iteration 120F (20.871755 sec): 50 clusters Score: Raw -617255.224518 + Penalty 37166.435709 = -580088.788809 nChanged 3 Deleting Class 61 (24 points): Lose 142.925257 but Gain 935.554667 Iteration 121Q (20.915625 sec): 49 clusters Score: Raw -617116.348481 + Penalty 36269.679873 = -580846.668607 nChanged 24 Deleting Class 123 (6 points): Lose 30.248318 but Gain 800.973528 Iteration 122Q (20.959619 sec): 48 clusters Score: Raw -617155.818355 + Penalty 35480.583255 = -581675.235100 nChanged 12 Deleting Class 106 (2 points): Lose 5.880963 but Gain 772.392439 Iteration 123Q (21.002594 sec): 47 clusters Score: Raw -617174.293403 + Penalty 34717.922828 = -582456.370575 nChanged 5 Deleting Class 96 (5 points): Lose 22.149687 but Gain 784.318954 Iteration 124Q (21.045783 sec): 46 clusters Score: Raw -617159.155125 + Penalty 33930.196042 = -583228.959084 nChanged 5 Deleting Class 166 (1 points): Lose 8.760919 but Gain 765.031076 Iteration 125Q (21.088885 sec): 45 clusters Score: Raw -617157.774751 + Penalty 33166.615316 = -583991.159434 nChanged 3 Deleting Class 29 (77 points): Lose 338.659885 but Gain 1079.961095 Iteration 126Q (21.131409 sec): 44 clusters Score: Raw -616822.534898 + Penalty 32193.641176 = -584628.893722 nChanged 77 Deleting Class 18 (2 points): Lose 3.973457 but Gain 731.149178 Iteration 127Q (21.174679 sec): 43 clusters Score: Raw -617081.130239 + Penalty 31492.661010 = -585588.469229 nChanged 24 Deleting Class 139 (2 points): Lose 41.423523 but Gain 751.508228 Iteration 128Q (21.217225 sec): 42 clusters Score: Raw -617058.032998 + Penalty 30775.067217 = -586282.965781 nChanged 21 Deleting Class 33 (25 points): Lose 139.115291 but Gain 844.145635 Iteration 129Q (21.259202 sec): 41 clusters Score: Raw -616972.038997 + Penalty 29966.534843 = -587005.504153 nChanged 45 Deleting Class 22 (9 points): Lose 31.029118 but Gain 726.378782 Iteration 130F (21.516993 sec): 40 clusters Score: Raw -617048.152998 + Penalty 29306.249119 = -587741.903879 nChanged 40 Deleting Class 8 (58 points): Lose 172.606257 but Gain 873.937277 Iteration 131Q (21.558429 sec): 39 clusters Score: Raw -616917.489391 + Penalty 28482.877077 = -588434.612314 nChanged 82 Deleting Class 57 (76 points): Lose 177.230970 but Gain 857.664362 Iteration 132Q (21.600285 sec): 38 clusters Score: Raw -616848.027195 + Penalty 27608.792543 = -589239.234653 nChanged 96 Deleting Class 40 (129 points): Lose 501.251845 but Gain 1156.833977 Iteration 133Q (21.642816 sec): 37 clusters Score: Raw -616480.764185 + Penalty 26522.568119 = -589958.196066 nChanged 149 Deleting Class 170 (12 points): Lose 106.503648 but Gain 756.096273 Iteration 134Q (21.684796 sec): 36 clusters Score: Raw -616694.237632 + Penalty 25795.642932 = -590898.594699 nChanged 37 Deleting Class 59 (61 points): Lose 148.341200 but Gain 797.216161 Iteration 135Q (21.725539 sec): 35 clusters Score: Raw -616595.651554 + Penalty 25032.325446 = -591563.326108 nChanged 81 Deleting Class 27 (8 points): Lose 35.431392 but Gain 682.366999 Iteration 136Q (21.765763 sec): 34 clusters Score: Raw -616669.683972 + Penalty 24355.686083 = -592313.997889 nChanged 26 Deleting Class 64 (2 points): Lose 3.921220 but Gain 622.329760 Iteration 137Q (21.805172 sec): 33 clusters Score: Raw -616699.372119 + Penalty 23744.886198 = -592954.485920 nChanged 15 Deleting Class 19 (24 points): Lose 110.602664 but Gain 725.477706 Iteration 138Q (21.844538 sec): 32 clusters Score: Raw -616605.939833 + Penalty 23021.160233 = -593584.779601 nChanged 35 Deleting Class 172 (3 points): Lose 20.941950 but Gain 628.079939 Iteration 139Q (21.883368 sec): 31 clusters Score: Raw -616653.429661 + Penalty 22396.961480 = -594256.468181 nChanged 15 Deleting Class 102 (4 points): Lose 35.036625 but Gain 626.842794 Iteration 140F (22.080768 sec): 30 clusters Score: Raw -616640.289010 + Penalty 21788.847167 = -594851.441843 nChanged 12 Deleting Class 10 (50 points): Lose 119.362010 but Gain 707.422625 Iteration 141Q (22.119706 sec): 29 clusters Score: Raw -616536.991286 + Penalty 21101.194875 = -595435.796411 nChanged 50 Deleting Class 52 (78 points): Lose 357.910275 but Gain 933.674057 Iteration 142Q (22.158930 sec): 28 clusters Score: Raw -616244.570606 + Penalty 20192.517175 = -596052.053431 nChanged 91 Deleting Class 48 (11 points): Lose 98.934478 but Gain 674.073200 Iteration 143Q (22.199461 sec): 27 clusters Score: Raw -616336.462485 + Penalty 19525.799629 = -596810.662856 nChanged 40 Deleting Class 20 (149 points): Lose 760.036263 but Gain 1335.309107 Iteration 144Q (22.237796 sec): 26 clusters Score: Raw -615658.790765 + Penalty 18315.577347 = -597343.213418 nChanged 170 Deleting Class 111 (1 points): Lose 4.625176 but Gain 525.567073 Iteration 145Q (22.277550 sec): 25 clusters Score: Raw -616131.235184 + Penalty 17836.000288 = -598295.234895 nChanged 38 Deleting Class 17 (52 points): Lose 282.314617 but Gain 803.180729 Iteration 146Q (22.315756 sec): 24 clusters Score: Raw -615907.025688 + Penalty 17078.683752 = -598828.341935 nChanged 72 Deleting Class 45 (39 points): Lose 154.127377 but Gain 666.916612 Iteration 147Q (22.353567 sec): 23 clusters Score: Raw -615879.544438 + Penalty 16426.955984 = -599452.588454 nChanged 60 Deleting Class 89 (10 points): Lose 105.931734 but Gain 572.885753 Iteration 148Q (22.390345 sec): 22 clusters Score: Raw -615862.438950 + Penalty 15855.682124 = -600006.756826 nChanged 32 Deleting Class 54 (8 points): Lose 79.720048 but Gain 430.495566 Iteration 149Q (22.426289 sec): 21 clusters Score: Raw -615847.531600 + Penalty 15420.188466 = -600427.343134 nChanged 19 Deleting Class 88 (80 points): Lose 595.714538 but Gain 936.574324 Iteration 150F (22.565065 sec): 20 clusters Score: Raw -615289.489024 + Penalty 14468.432464 = -600821.056560 nChanged 98 Deleting Class 32 (321 points): Lose 770.810114 but Gain 1013.814940 Iteration 151Q (22.601873 sec): 19 clusters Score: Raw -614763.345896 + Penalty 13529.486719 = -601233.859177 nChanged 350 Deleting Class 12 (61 points): Lose 1325.847590 but Gain 1500.861636 Iteration 152Q (22.640000 sec): 18 clusters Score: Raw -614003.065310 + Penalty 13603.019786 = -600400.045524 nChanged 136 Deleting Class 23 (138 points): Lose 854.680571 but Gain 883.460531 Iteration 153F (22.758398 sec): 17 clusters Score: Raw -613650.222217 + Penalty 12712.985522 = -600937.236695 nChanged 195 Iteration 154Q (22.794674 sec): 17 clusters Score: Raw -614182.537362 + Penalty 12727.033076 = -601455.504286 nChanged 61 Iteration 155Q (22.829913 sec): 17 clusters Score: Raw -614232.745467 + Penalty 12748.635844 = -601484.109623 nChanged 30 Iteration 156Q (22.865122 sec): 17 clusters Score: Raw -614257.978981 + Penalty 12747.465501 = -601510.513480 nChanged 22 Iteration 157Q (22.899833 sec): 17 clusters Score: Raw -614270.467369 + Penalty 12748.882797 = -601521.584572 nChanged 15 Iteration 158Q (22.934505 sec): 17 clusters Score: Raw -614278.584102 + Penalty 12749.564640 = -601529.019461 nChanged 7 Iteration 159Q (22.969751 sec): 17 clusters Score: Raw -614283.573793 + Penalty 12745.077157 = -601538.496636 nChanged 4 Iteration 160F (23.081192 sec): 17 clusters Score: Raw -614286.939682 + Penalty 12744.912378 = -601542.027304 nChanged 2 Iteration 161Q (23.116128 sec): 17 clusters Score: Raw -614287.873525 + Penalty 12744.938146 = -601542.935379 nChanged 1 Iteration 162Q (23.151202 sec): 17 clusters Score: Raw -614287.884329 + Penalty 12744.711508 = -601543.172822 nChanged 2 Iteration 163Q (23.186658 sec): 17 clusters Score: Raw -614287.907781 + Penalty 12744.711508 = -601543.196274 nChanged 0 Iteration 164F (23.298364 sec): 17 clusters Score: Raw -614287.907781 + Penalty 12744.711508 = -601543.196274 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -614287.907781 + Penalty 12744.711508 = -601543.196274Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.323647 sec): 2 clusters Score: Raw -2336.427696 + Penalty 39.661477 = -2296.766219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.323929 sec): 3 clusters Score: Raw -2314.609430 + Penalty 78.402782 = -2236.206648 nChanged 20 SP:Iteration 1F (23.324201 sec): 3 clusters Score: Raw -2334.289065 + Penalty 77.807406 = -2256.481659 nChanged 2 SP:Iteration 2Q (23.324465 sec): 3 clusters Score: Raw -2336.860125 + Penalty 78.032107 = -2258.828018 nChanged 1 SP:Iteration 3Q (23.324723 sec): 3 clusters Score: Raw -2338.580710 + Penalty 78.020870 = -2260.559841 nChanged 1 SP:Iteration 4Q (23.324981 sec): 3 clusters Score: Raw -2339.350034 + Penalty 78.020870 = -2261.329164 nChanged 0 SP:Iteration 5F (23.325242 sec): 3 clusters Score: Raw -2339.350034 + Penalty 78.020870 = -2261.329164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 3 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.329199 sec): 2 clusters Score: Raw -36072.715260 + Penalty 319.998242 = -35752.717018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.330663 sec): 3 clusters Score: Raw -35660.642429 + Penalty 639.620849 = -35021.021580 nChanged 274 SP:Iteration 1F (23.332134 sec): 3 clusters Score: Raw -35853.394106 + Penalty 643.777116 = -35209.616990 nChanged 95 SP:Iteration 2F (23.333584 sec): 3 clusters Score: Raw -35939.964541 + Penalty 658.886930 = -35281.077611 nChanged 65 SP:Iteration 3F (23.335028 sec): 3 clusters Score: Raw -36007.153071 + Penalty 661.991059 = -35345.162012 nChanged 37 SP:Iteration 4F (23.336453 sec): 3 clusters Score: Raw -36049.712614 + Penalty 669.627570 = -35380.085044 nChanged 22 SP:Iteration 5Q (23.337796 sec): 3 clusters Score: Raw -36069.483706 + Penalty 678.059316 = -35391.424390 nChanged 14 SP:Iteration 6Q (23.339148 sec): 3 clusters Score: Raw -36086.549802 + Penalty 679.811942 = -35406.737860 nChanged 8 SP:Iteration 7Q (23.340432 sec): 3 clusters Score: Raw -36095.475510 + Penalty 681.875452 = -35413.600058 nChanged 7 SP:Iteration 8Q (23.341719 sec): 3 clusters Score: Raw -36101.946406 + Penalty 681.008385 = -35420.938021 nChanged 3 SP:Iteration 9Q (23.342996 sec): 3 clusters Score: Raw -36105.606349 + Penalty 682.351900 = -35423.254449 nChanged 3 SP:Iteration 10F (23.344450 sec): 3 clusters Score: Raw -36112.962901 + Penalty 684.491926 = -35428.470974 nChanged 1 SP:Iteration 11Q (23.345680 sec): 3 clusters Score: Raw -36113.934354 + Penalty 683.862543 = -35430.071810 nChanged 2 SP:Iteration 12Q (23.346915 sec): 3 clusters Score: Raw -36115.091155 + Penalty 679.510902 = -35435.580253 nChanged 1 SP:Iteration 13Q (23.348184 sec): 3 clusters Score: Raw -36117.193738 + Penalty 679.510902 = -35437.682835 nChanged 0 SP:Iteration 14F (23.349637 sec): 3 clusters Score: Raw -36117.193738 + Penalty 679.510902 = -35437.682835 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.365122 sec): 2 clusters Score: Raw -157408.831445 + Penalty 225.107243 = -157183.724202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.371176 sec): 3 clusters Score: Raw -155279.530828 + Penalty 496.841514 = -154782.689314 nChanged 1525 SP:Iteration 1F (23.377076 sec): 3 clusters Score: Raw -156421.510060 + Penalty 527.826675 = -155893.683385 nChanged 375 SP:Iteration 2F (23.382997 sec): 3 clusters Score: Raw -156714.407094 + Penalty 565.504967 = -156148.902126 nChanged 267 SP:Iteration 3F (23.388898 sec): 3 clusters Score: Raw -156954.737153 + Penalty 615.996553 = -156338.740600 nChanged 217 SP:Iteration 4F (23.394773 sec): 3 clusters Score: Raw -157171.910033 + Penalty 645.948680 = -156525.961352 nChanged 139 SP:Iteration 5Q (23.400227 sec): 3 clusters Score: Raw -157322.954405 + Penalty 660.794124 = -156662.160282 nChanged 64 SP:Iteration 6Q (23.405257 sec): 3 clusters Score: Raw -157399.199264 + Penalty 679.076531 = -156720.122733 nChanged 28 SP:Iteration 7Q (23.410006 sec): 3 clusters Score: Raw -157427.468789 + Penalty 698.130493 = -156729.338296 nChanged 10 SP:Iteration 8Q (23.414654 sec): 3 clusters Score: Raw -157435.991230 + Penalty 715.463052 = -156720.528178 nChanged 4 SP:Iteration 9F (23.420526 sec): 3 clusters Score: Raw -157438.997330 + Penalty 725.448527 = -156713.548803 nChanged 3 SP:Iteration 10F (23.426394 sec): 3 clusters Score: Raw -157439.812409 + Penalty 725.448527 = -156714.363882 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 6 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.432881 sec): 2 clusters Score: Raw -38715.598406 + Penalty 224.808827 = -38490.789579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.434495 sec): 3 clusters Score: Raw -38253.051795 + Penalty 501.443378 = -37751.608417 nChanged 342 SP:Iteration 1F (23.436069 sec): 3 clusters Score: Raw -38571.491186 + Penalty 535.120976 = -38036.370210 nChanged 80 SP:Iteration 2F (23.437613 sec): 3 clusters Score: Raw -38643.938439 + Penalty 560.017949 = -38083.920490 nChanged 45 SP:Iteration 3F (23.439159 sec): 3 clusters Score: Raw -38689.120408 + Penalty 571.788519 = -38117.331889 nChanged 26 SP:Iteration 4Q (23.440638 sec): 3 clusters Score: Raw -38722.457821 + Penalty 590.111870 = -38132.345952 nChanged 18 SP:Iteration 5Q (23.442080 sec): 3 clusters Score: Raw -38737.909037 + Penalty 590.162376 = -38147.746661 nChanged 9 SP:Iteration 6Q (23.443461 sec): 3 clusters Score: Raw -38744.426695 + Penalty 594.640056 = -38149.786639 nChanged 4 SP:Iteration 7Q (23.444812 sec): 3 clusters Score: Raw -38749.150093 + Penalty 602.356704 = -38146.793388 nChanged 5 SP:Iteration 8F (23.446434 sec): 3 clusters Score: Raw -38756.075581 + Penalty 609.624724 = -38146.450857 nChanged 5 SP:Iteration 9F (23.448002 sec): 3 clusters Score: Raw -38759.700862 + Penalty 611.917441 = -38147.783420 nChanged 3 SP:Iteration 10F (23.449549 sec): 3 clusters Score: Raw -38760.036840 + Penalty 611.917441 = -38148.119399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 7 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.454440 sec): 2 clusters Score: Raw -45794.282766 + Penalty 728.391623 = -45065.891143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.456247 sec): 3 clusters Score: Raw -45368.516380 + Penalty 1467.537179 = -43900.979201 nChanged 303 SP:Iteration 1F (23.458057 sec): 3 clusters Score: Raw -45579.860745 + Penalty 1485.256823 = -44094.603922 nChanged 81 SP:Iteration 2F (23.459929 sec): 3 clusters Score: Raw -45676.670505 + Penalty 1508.734657 = -44167.935848 nChanged 73 SP:Iteration 3F (23.461790 sec): 3 clusters Score: Raw -45783.904326 + Penalty 1536.540228 = -44247.364098 nChanged 64 SP:Iteration 4F (23.463560 sec): 3 clusters Score: Raw -45863.870205 + Penalty 1573.001082 = -44290.869123 nChanged 44 SP:Iteration 5Q (23.465255 sec): 3 clusters Score: Raw -45924.757848 + Penalty 1602.249882 = -44322.507966 nChanged 25 SP:Iteration 6Q (23.466920 sec): 3 clusters Score: Raw -45959.163819 + Penalty 1613.616249 = -44345.547570 nChanged 14 SP:Iteration 7Q (23.468591 sec): 3 clusters Score: Raw -45975.502590 + Penalty 1619.367708 = -44356.134882 nChanged 7 SP:Iteration 8Q (23.470217 sec): 3 clusters Score: Raw -45984.574218 + Penalty 1621.779203 = -44362.795015 nChanged 3 SP:Iteration 9Q (23.471790 sec): 3 clusters Score: Raw -45987.774945 + Penalty 1624.477761 = -44363.297184 nChanged 2 SP:Iteration 10F (23.473517 sec): 3 clusters Score: Raw -45988.582919 + Penalty 1624.477761 = -44364.105158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 9 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.480150 sec): 2 clusters Score: Raw -54837.150813 + Penalty 785.612165 = -54051.538648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.482150 sec): 3 clusters Score: Raw -54379.140105 + Penalty 1573.841251 = -52805.298854 nChanged 327 SP:Iteration 1F (23.484147 sec): 3 clusters Score: Raw -54611.500570 + Penalty 1577.202538 = -53034.298032 nChanged 105 SP:Iteration 2F (23.486147 sec): 3 clusters Score: Raw -54713.199248 + Penalty 1580.685291 = -53132.513957 nChanged 74 SP:Iteration 3F (23.488135 sec): 3 clusters Score: Raw -54805.654586 + Penalty 1581.830994 = -53223.823592 nChanged 76 SP:Iteration 4F (23.490130 sec): 3 clusters Score: Raw -54922.047920 + Penalty 1575.536075 = -53346.511845 nChanged 60 SP:Iteration 5F (23.492122 sec): 3 clusters Score: Raw -54991.668563 + Penalty 1567.691084 = -53423.977479 nChanged 49 SP:Iteration 6Q (23.494053 sec): 3 clusters Score: Raw -55041.726000 + Penalty 1564.712840 = -53477.013160 nChanged 34 SP:Iteration 7Q (23.495981 sec): 3 clusters Score: Raw -55073.132077 + Penalty 1561.902045 = -53511.230031 nChanged 18 SP:Iteration 8Q (23.497907 sec): 3 clusters Score: Raw -55086.791698 + Penalty 1560.919052 = -53525.872646 nChanged 10 SP:Iteration 9Q (23.499833 sec): 3 clusters Score: Raw -55094.412550 + Penalty 1561.121285 = -53533.291265 nChanged 4 SP:Iteration 10F (23.501781 sec): 3 clusters Score: Raw -55096.817987 + Penalty 1560.223436 = -53536.594550 nChanged 2 SP:Iteration 11Q (23.503704 sec): 3 clusters Score: Raw -55097.613912 + Penalty 1559.408690 = -53538.205221 nChanged 1 SP:Iteration 12Q (23.505628 sec): 3 clusters Score: Raw -55097.804264 + Penalty 1559.408690 = -53538.395574 nChanged 0 SP:Iteration 13F (23.507574 sec): 3 clusters Score: Raw -55097.804264 + Penalty 1559.408690 = -53538.395574 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (2718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.520599 sec): 2 clusters Score: Raw -122386.095706 + Penalty 246.838359 = -122139.257347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.525624 sec): 3 clusters Score: Raw -120612.171799 + Penalty 483.672364 = -120128.499435 nChanged 1170 SP:Iteration 1F (23.530525 sec): 3 clusters Score: Raw -121183.380005 + Penalty 469.532147 = -120713.847859 nChanged 334 SP:Iteration 2F (23.535409 sec): 3 clusters Score: Raw -121407.229968 + Penalty 450.104070 = -120957.125898 nChanged 292 SP:Iteration 3F (23.540289 sec): 3 clusters Score: Raw -121730.010686 + Penalty 447.537755 = -121282.472931 nChanged 328 SP:Iteration 4F (23.545150 sec): 3 clusters Score: Raw -122116.232543 + Penalty 482.358655 = -121633.873887 nChanged 208 SP:Iteration 5F (23.550011 sec): 3 clusters Score: Raw -122345.583355 + Penalty 506.648622 = -121838.934733 nChanged 64 SP:Iteration 6Q (23.554700 sec): 3 clusters Score: Raw -122425.428809 + Penalty 505.981153 = -121919.447655 nChanged 14 SP:Iteration 7Q (23.559037 sec): 3 clusters Score: Raw -122449.897002 + Penalty 499.401187 = -121950.495815 nChanged 4 SP:Iteration 8Q (23.563236 sec): 3 clusters Score: Raw -122452.022995 + Penalty 501.145624 = -121950.877371 nChanged 3 SP:Iteration 9Q (23.567191 sec): 3 clusters Score: Raw -122453.419803 + Penalty 505.781195 = -121947.638608 nChanged 3 SP:Iteration 10F (23.572061 sec): 3 clusters Score: Raw -122455.004903 + Penalty 510.128265 = -121944.876638 nChanged 2 SP:Iteration 11F (23.576921 sec): 3 clusters Score: Raw -122455.200187 + Penalty 510.128265 = -121945.071922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.581176 sec): 2 clusters Score: Raw -20918.323857 + Penalty 866.591224 = -20051.732633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.582168 sec): 3 clusters Score: Raw -20861.956304 + Penalty 1731.734675 = -19130.221629 nChanged 97 SP:Iteration 1F (23.583152 sec): 3 clusters Score: Raw -21012.956790 + Penalty 1728.326654 = -19284.630135 nChanged 40 SP:Iteration 2F (23.584133 sec): 3 clusters Score: Raw -21076.241890 + Penalty 1728.828011 = -19347.413879 nChanged 18 SP:Iteration 3Q (23.585081 sec): 3 clusters Score: Raw -21093.605574 + Penalty 1728.988432 = -19364.617142 nChanged 5 SP:Iteration 4Q (23.586027 sec): 3 clusters Score: Raw -21103.696507 + Penalty 1728.687298 = -19375.009209 nChanged 3 SP:Iteration 5Q (23.586973 sec): 3 clusters Score: Raw -21113.180124 + Penalty 1727.713224 = -19385.466900 nChanged 3 SP:Iteration 6Q (23.587915 sec): 3 clusters Score: Raw -21117.342833 + Penalty 1727.034980 = -19390.307854 nChanged 2 SP:Iteration 7Q (23.588856 sec): 3 clusters Score: Raw -21120.667243 + Penalty 1725.570364 = -19395.096879 nChanged 4 SP:Iteration 8Q (23.589802 sec): 3 clusters Score: Raw -21124.678700 + Penalty 1724.992326 = -19399.686374 nChanged 2 SP:Iteration 9Q (23.590745 sec): 3 clusters Score: Raw -21125.985124 + Penalty 1725.242462 = -19400.742662 nChanged 2 SP:Iteration 10F (23.591723 sec): 3 clusters Score: Raw -21128.955810 + Penalty 1724.898306 = -19404.057504 nChanged 1 SP:Iteration 11Q (23.592667 sec): 3 clusters Score: Raw -21130.292646 + Penalty 1724.898306 = -19405.394340 nChanged 0 SP:Iteration 12F (23.593650 sec): 3 clusters Score: Raw -21130.292646 + Penalty 1724.898306 = -19405.394340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.595070 sec): 2 clusters Score: Raw -18792.397229 + Penalty 54.981928 = -18737.415302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.595983 sec): 3 clusters Score: Raw -18563.212036 + Penalty 131.984916 = -18431.227120 nChanged 169 SP:Iteration 1F (23.596884 sec): 3 clusters Score: Raw -18756.149265 + Penalty 138.819556 = -18617.329709 nChanged 21 SP:Iteration 2F (23.597781 sec): 3 clusters Score: Raw -18780.338614 + Penalty 148.670274 = -18631.668340 nChanged 12 SP:Iteration 3Q (23.598712 sec): 3 clusters Score: Raw -18795.371188 + Penalty 142.453290 = -18652.917898 nChanged 5 SP:Iteration 4Q (23.599519 sec): 3 clusters Score: Raw -18800.722145 + Penalty 140.019678 = -18660.702468 nChanged 1 SP:Iteration 5Q (23.600290 sec): 3 clusters Score: Raw -18802.462685 + Penalty 140.019678 = -18662.443007 nChanged 0 SP:Iteration 6F (23.601195 sec): 3 clusters Score: Raw -18802.462685 + Penalty 140.019678 = -18662.443007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.602594 sec): 2 clusters Score: Raw -22519.055716 + Penalty 862.939585 = -21656.116131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.603474 sec): 3 clusters Score: Raw -22457.103268 + Penalty 1724.665077 = -20732.438190 nChanged 77 SP:Iteration 1F (23.604340 sec): 3 clusters Score: Raw -22558.399442 + Penalty 1724.746325 = -20833.653117 nChanged 19 SP:Iteration 2Q (23.605187 sec): 3 clusters Score: Raw -22590.274880 + Penalty 1724.926499 = -20865.348380 nChanged 13 SP:Iteration 3Q (23.606027 sec): 3 clusters Score: Raw -22607.938331 + Penalty 1725.069014 = -20882.869317 nChanged 2 SP:Iteration 4Q (23.606865 sec): 3 clusters Score: Raw -22612.219940 + Penalty 1725.069014 = -20887.150927 nChanged 0 SP:Iteration 5F (23.607726 sec): 3 clusters Score: Raw -22612.219940 + Penalty 1725.069014 = -20887.150927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.608854 sec): 2 clusters Score: Raw -13596.305825 + Penalty 462.601195 = -13133.704630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.609521 sec): 3 clusters Score: Raw -13509.596994 + Penalty 928.086908 = -12581.510086 nChanged 67 SP:Iteration 1F (23.610175 sec): 3 clusters Score: Raw -13569.518778 + Penalty 928.847849 = -12640.670929 nChanged 23 SP:Iteration 2F (23.610826 sec): 3 clusters Score: Raw -13595.191381 + Penalty 941.493712 = -12653.697669 nChanged 13 SP:Iteration 3F (23.611477 sec): 3 clusters Score: Raw -13612.667264 + Penalty 979.374810 = -12633.292453 nChanged 16 SP:Iteration 4F (23.612126 sec): 3 clusters Score: Raw -13639.203901 + Penalty 1014.014173 = -12625.189728 nChanged 12 SP:Iteration 5F (23.612774 sec): 3 clusters Score: Raw -13659.819420 + Penalty 1026.193036 = -12633.626384 nChanged 4 SP:Iteration 6Q (23.613384 sec): 3 clusters Score: Raw -13665.804702 + Penalty 1025.164549 = -12640.640153 nChanged 1 SP:Iteration 7Q (23.613985 sec): 3 clusters Score: Raw -13666.518432 + Penalty 1028.480023 = -12638.038408 nChanged 1 SP:Iteration 8F (23.614635 sec): 3 clusters Score: Raw -13667.968733 + Penalty 1028.480023 = -12639.488710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.615682 sec): 2 clusters Score: Raw -11926.549718 + Penalty 816.839988 = -11109.709730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.616308 sec): 3 clusters Score: Raw -11956.656098 + Penalty 1634.325270 = -10322.330828 nChanged 41 SP:Iteration 1F (23.616925 sec): 3 clusters Score: Raw -12072.590335 + Penalty 1636.049360 = -10436.540975 nChanged 9 SP:Iteration 2Q (23.617518 sec): 3 clusters Score: Raw -12087.382686 + Penalty 1636.862506 = -10450.520180 nChanged 5 SP:Iteration 3Q (23.618108 sec): 3 clusters Score: Raw -12102.512099 + Penalty 1638.152328 = -10464.359772 nChanged 3 SP:Iteration 4Q (23.618696 sec): 3 clusters Score: Raw -12105.958101 + Penalty 1638.435031 = -10467.523070 nChanged 1 SP:Iteration 5Q (23.619285 sec): 3 clusters Score: Raw -12106.768932 + Penalty 1638.540818 = -10468.228114 nChanged 2 SP:Iteration 6Q (23.619870 sec): 3 clusters Score: Raw -12109.065272 + Penalty 1638.540818 = -10470.524454 nChanged 0 SP:Iteration 7F (23.620511 sec): 3 clusters Score: Raw -12109.065272 + Penalty 1638.540818 = -10470.524454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.621865 sec): 2 clusters Score: Raw -18273.752527 + Penalty 601.358475 = -17672.394052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.622700 sec): 3 clusters Score: Raw -18135.571271 + Penalty 1200.724576 = -16934.846694 nChanged 82 SP:Iteration 1F (23.623522 sec): 3 clusters Score: Raw -18190.637001 + Penalty 1200.702322 = -16989.934680 nChanged 28 SP:Iteration 2F (23.624341 sec): 3 clusters Score: Raw -18215.882214 + Penalty 1200.948492 = -17014.933722 nChanged 14 SP:Iteration 3Q (23.625155 sec): 3 clusters Score: Raw -18229.170868 + Penalty 1201.035533 = -17028.135335 nChanged 13 SP:Iteration 4Q (23.625967 sec): 3 clusters Score: Raw -18242.956481 + Penalty 1200.834541 = -17042.121940 nChanged 12 SP:Iteration 5Q (23.626780 sec): 3 clusters Score: Raw -18257.759550 + Penalty 1198.810474 = -17058.949076 nChanged 13 SP:Iteration 6Q (23.627589 sec): 3 clusters Score: Raw -18268.039361 + Penalty 1199.571996 = -17068.467364 nChanged 12 SP:Iteration 7Q (23.628397 sec): 3 clusters Score: Raw -18280.762427 + Penalty 1203.107909 = -17077.654517 nChanged 9 SP:Iteration 8Q (23.629204 sec): 3 clusters Score: Raw -18296.404868 + Penalty 1208.331725 = -17088.073142 nChanged 14 SP:Iteration 9Q (23.630006 sec): 3 clusters Score: Raw -18311.876592 + Penalty 1214.315074 = -17097.561518 nChanged 14 SP:Iteration 10F (23.630824 sec): 3 clusters Score: Raw -18332.977372 + Penalty 1219.494184 = -17113.483188 nChanged 9 SP:Iteration 11Q (23.631615 sec): 3 clusters Score: Raw -18343.886092 + Penalty 1219.875852 = -17124.010240 nChanged 4 SP:Iteration 12Q (23.632402 sec): 3 clusters Score: Raw -18350.492437 + Penalty 1221.142118 = -17129.350319 nChanged 3 SP:Iteration 13Q (23.633185 sec): 3 clusters Score: Raw -18354.174371 + Penalty 1223.849625 = -17130.324746 nChanged 3 SP:Iteration 14Q (23.633966 sec): 3 clusters Score: Raw -18355.827317 + Penalty 1224.708051 = -17131.119266 nChanged 1 SP:Iteration 15Q (23.634745 sec): 3 clusters Score: Raw -18356.420536 + Penalty 1224.708051 = -17131.712485 nChanged 0 SP:Iteration 16F (23.635563 sec): 3 clusters Score: Raw -18356.420536 + Penalty 1224.708051 = -17131.712485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.636641 sec): 2 clusters Score: Raw -10259.043766 + Penalty 496.883073 = -9762.160693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.637284 sec): 3 clusters Score: Raw -10178.949331 + Penalty 995.075087 = -9183.874245 nChanged 50 SP:Iteration 1F (23.637909 sec): 3 clusters Score: Raw -10232.556129 + Penalty 1009.621080 = -9222.935049 nChanged 23 SP:Iteration 2F (23.638533 sec): 3 clusters Score: Raw -10268.038395 + Penalty 1040.099358 = -9227.939037 nChanged 21 SP:Iteration 3F (23.639161 sec): 3 clusters Score: Raw -10302.131965 + Penalty 1081.907722 = -9220.224243 nChanged 12 SP:Iteration 4F (23.639783 sec): 3 clusters Score: Raw -10327.348191 + Penalty 1101.727635 = -9225.620556 nChanged 5 SP:Iteration 5Q (23.640379 sec): 3 clusters Score: Raw -10342.158518 + Penalty 1108.522749 = -9233.635769 nChanged 4 SP:Iteration 6Q (23.640955 sec): 3 clusters Score: Raw -10350.541380 + Penalty 1113.718586 = -9236.822794 nChanged 1 SP:Iteration 7Q (23.641520 sec): 3 clusters Score: Raw -10351.958438 + Penalty 1113.718586 = -9238.239852 nChanged 0 SP:Iteration 8F (23.642141 sec): 3 clusters Score: Raw -10351.958438 + Penalty 1113.718586 = -9238.239852 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 53 (1702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.647620 sec): 2 clusters Score: Raw -78111.199503 + Penalty 135.002152 = -77976.197351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.650789 sec): 3 clusters Score: Raw -77054.827529 + Penalty 273.659244 = -76781.168285 nChanged 765 SP:Iteration 1F (23.653968 sec): 3 clusters Score: Raw -77693.386235 + Penalty 271.492424 = -77421.893811 nChanged 179 SP:Iteration 2F (23.657042 sec): 3 clusters Score: Raw -77823.669789 + Penalty 281.302045 = -77542.367744 nChanged 117 SP:Iteration 3F (23.660151 sec): 3 clusters Score: Raw -77922.115371 + Penalty 298.260285 = -77623.855086 nChanged 80 SP:Iteration 4Q (23.663314 sec): 3 clusters Score: Raw -78004.454151 + Penalty 338.867992 = -77665.586159 nChanged 65 SP:Iteration 5Q (23.666521 sec): 3 clusters Score: Raw -78088.132309 + Penalty 414.311405 = -77673.820904 nChanged 43 SP:Iteration 6Q (23.669372 sec): 3 clusters Score: Raw -78154.526066 + Penalty 502.614019 = -77651.912047 nChanged 17 SP:Iteration 7F (23.672430 sec): 3 clusters Score: Raw -78188.519214 + Penalty 584.823100 = -77603.696114 nChanged 11 SP:Iteration 8F (23.675485 sec): 3 clusters Score: Raw -78219.746393 + Penalty 620.104735 = -77599.641658 nChanged 7 SP:Iteration 9F (23.678540 sec): 3 clusters Score: Raw -78239.740919 + Penalty 620.104735 = -77619.636184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.680713 sec): 2 clusters Score: Raw -5170.824844 + Penalty 325.885262 = -4844.939582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.681187 sec): 3 clusters Score: Raw -5158.604977 + Penalty 653.662464 = -4504.942513 nChanged 28 SP:Iteration 1F (23.681630 sec): 3 clusters Score: Raw -5209.484929 + Penalty 657.060483 = -4552.424447 nChanged 6 SP:Iteration 2Q (23.682063 sec): 3 clusters Score: Raw -5219.944808 + Penalty 660.709732 = -4559.235077 nChanged 3 SP:Iteration 3Q (23.682493 sec): 3 clusters Score: Raw -5223.376029 + Penalty 661.755551 = -4561.620478 nChanged 2 SP:Iteration 4Q (23.682920 sec): 3 clusters Score: Raw -5227.858124 + Penalty 661.844871 = -4566.013253 nChanged 1 SP:Iteration 5Q (23.683347 sec): 3 clusters Score: Raw -5229.111406 + Penalty 662.050909 = -4567.060497 nChanged 1 SP:Iteration 6Q (23.683775 sec): 3 clusters Score: Raw -5230.452404 + Penalty 663.494620 = -4566.957784 nChanged 1 SP:Iteration 7F (23.684217 sec): 3 clusters Score: Raw -5233.397253 + Penalty 663.494620 = -4569.902633 nChanged 0 Time taken for this iteration:23.312520 seconds. 300->17 Clusters: Score -601543.196274, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 165 (time per iteration =143.636497 ms) Total iterations: 1274 (time per iteration =18.602843 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1903878750.000000 (time per metric unit =12.448283ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 47596968750.000000 (time per metric unit=497.931331ps) That took 23.700022 seconds. FileBase PeterP-2013-09-04_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 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 25944 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 25944 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 167 (3 points): Lose 14.317788 but Gain 1650.094476 Iteration 0F (3.274478 sec): 209 clusters Score: Raw -1154516.914296 + Penalty 212669.757371 = -941847.156925 nChanged 5154 Deleting Class 178 (2 points): Lose 51.145276 but Gain 1602.552301 Iteration 1F (5.701427 sec): 203 clusters Score: Raw -1165171.763983 + Penalty 208761.255914 = -956410.508069 nChanged 1867 Deleting Class 189 (1 points): Lose 10.965102 but Gain 1530.904850 Iteration 2F (8.124061 sec): 201 clusters Score: Raw -1168903.856920 + Penalty 207444.196632 = -961459.660287 nChanged 1344 Deleting Class 195 (1 points): Lose 1.122067 but Gain 1487.711248 Iteration 3F (10.516323 sec): 200 clusters Score: Raw -1170939.187804 + Penalty 205888.713920 = -965050.473883 nChanged 1072 Deleting Class 201 (2 points): Lose 18.082859 but Gain 1483.903700 Iteration 4Q (10.799245 sec): 199 clusters Score: Raw -1172288.722875 + Penalty 203277.948783 = -969010.774093 nChanged 992 Deleting Class 186 (1 points): Lose 7.247551 but Gain 1472.758198 Iteration 5Q (11.065965 sec): 197 clusters Score: Raw -1173463.644374 + Penalty 202047.264346 = -971416.380028 nChanged 903 Deleting Class 177 (2 points): Lose 16.267481 but Gain 1480.215024 Iteration 6Q (11.317853 sec): 196 clusters Score: Raw -1174385.696999 + Penalty 200788.532320 = -973597.164680 nChanged 790 Deleting Class 132 (4 points): Lose 94.127670 but Gain 1555.673914 Iteration 7Q (11.554228 sec): 195 clusters Score: Raw -1175012.876073 + Penalty 199491.179527 = -975521.696546 nChanged 646 Deleting Class 161 (1 points): Lose 4.701029 but Gain 1460.267135 Iteration 8Q (11.771292 sec): 194 clusters Score: Raw -1175525.782395 + Penalty 198174.547131 = -977351.235263 nChanged 558 Deleting Class 40 (2 points): Lose 34.824024 but Gain 1484.862625 Iteration 9Q (11.976941 sec): 193 clusters Score: Raw -1175843.670576 + Penalty 196748.550063 = -979095.120513 nChanged 478 Deleting Class 120 (5 points): Lose 187.244247 but Gain 1626.226621 Iteration 10F (14.270036 sec): 192 clusters Score: Raw -1175985.124474 + Penalty 195234.149341 = -980750.975133 nChanged 366 Deleting Class 159 (2 points): Lose 28.175785 but Gain 1459.188361 Iteration 11Q (14.455587 sec): 191 clusters Score: Raw -1176309.795576 + Penalty 193861.113175 = -982448.682401 nChanged 345 Deleting Class 193 (3 points): Lose 42.035397 but Gain 1465.039162 Iteration 12Q (14.638455 sec): 190 clusters Score: Raw -1176530.577486 + Penalty 192441.336804 = -984089.240683 nChanged 274 Deleting Class 45 (1 points): Lose 20.057551 but Gain 1432.316202 Iteration 13Q (14.814239 sec): 189 clusters Score: Raw -1176683.119483 + Penalty 191168.115367 = -985515.004116 nChanged 209 Deleting Class 181 (2 points): Lose 20.212971 but Gain 1431.311348 Iteration 14Q (14.982483 sec): 188 clusters Score: Raw -1176805.257368 + Penalty 189726.559662 = -987078.697707 nChanged 177 Deleting Class 142 (2 points): Lose 17.827010 but Gain 1424.350366 Iteration 15Q (15.146010 sec): 187 clusters Score: Raw -1176866.955928 + Penalty 188226.667118 = -988640.288811 nChanged 144 Deleting Class 16 (18 points): Lose 183.501039 but Gain 1580.412311 Iteration 16Q (15.305439 sec): 186 clusters Score: Raw -1176741.920813 + Penalty 186801.413844 = -989940.506970 nChanged 136 Deleting Class 93 (3 points): Lose 48.961825 but Gain 1442.679755 Iteration 17Q (15.461888 sec): 185 clusters Score: Raw -1176818.658573 + Penalty 185407.566496 = -991411.092077 nChanged 112 Deleting Class 179 (3 points): Lose 26.481341 but Gain 1418.206342 Iteration 18Q (15.615409 sec): 184 clusters Score: Raw -1176860.496338 + Penalty 184053.954731 = -992806.541607 nChanged 106 Deleting Class 77 (5 points): Lose 79.732690 but Gain 1467.320945 Iteration 19Q (15.768571 sec): 183 clusters Score: Raw -1176851.149322 + Penalty 182649.990626 = -994201.158696 nChanged 102 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1176851.149322 + Penalty 182649.990626 = -994201.158696Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.861061 sec): 2 clusters Score: Raw -20403.019300 + Penalty 373.120969 = -20029.898331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.862030 sec): 3 clusters Score: Raw -20222.907737 + Penalty 751.008785 = -19471.898952 nChanged 155 SP:Iteration 1F (15.863025 sec): 3 clusters Score: Raw -20412.809805 + Penalty 767.089372 = -19645.720432 nChanged 62 SP:Iteration 2F (15.863997 sec): 3 clusters Score: Raw -20519.852007 + Penalty 776.380752 = -19743.471255 nChanged 32 SP:Iteration 3F (15.864970 sec): 3 clusters Score: Raw -20651.259959 + Penalty 780.400621 = -19870.859338 nChanged 36 SP:Iteration 4F (15.865943 sec): 3 clusters Score: Raw -20782.903433 + Penalty 781.259972 = -20001.643461 nChanged 27 SP:Iteration 5F (15.866914 sec): 3 clusters Score: Raw -20852.185902 + Penalty 780.165573 = -20072.020329 nChanged 22 SP:Iteration 6F (15.867885 sec): 3 clusters Score: Raw -20921.813880 + Penalty 778.909079 = -20142.904802 nChanged 13 SP:Iteration 7Q (15.868782 sec): 3 clusters Score: Raw -21020.424315 + Penalty 779.316987 = -20241.107328 nChanged 7 SP:Iteration 8Q (15.869661 sec): 3 clusters Score: Raw -21039.253977 + Penalty 779.100845 = -20260.153131 nChanged 2 SP:Iteration 9Q (15.870537 sec): 3 clusters Score: Raw -21040.880549 + Penalty 779.948113 = -20260.932436 nChanged 1 SP:Iteration 10F (15.871508 sec): 3 clusters Score: Raw -21042.903631 + Penalty 783.002977 = -20259.900654 nChanged 3 SP:Iteration 11F (15.872499 sec): 3 clusters Score: Raw -21047.132140 + Penalty 783.444754 = -20263.687385 nChanged 1 SP:Iteration 12Q (15.873377 sec): 3 clusters Score: Raw -21048.701400 + Penalty 784.632723 = -20264.068677 nChanged 1 SP:Iteration 13Q (15.874254 sec): 3 clusters Score: Raw -21050.657650 + Penalty 785.431629 = -20265.226021 nChanged 1 SP:Iteration 14Q (15.875129 sec): 3 clusters Score: Raw -21051.160005 + Penalty 785.431629 = -20265.728376 nChanged 0 SP:Iteration 15F (15.876101 sec): 3 clusters Score: Raw -21051.160005 + Penalty 785.431629 = -20265.728376 nChanged 0 Score: Raw -1198893.430591 + Penalty 183341.875965 = -1015551.554626 Splitting cluster 1 changes total score from -994201.158696 to -1015551.554626 So it's getting split into cluster 16. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.052038 sec): 2 clusters Score: Raw -78889.769783 + Penalty 343.066315 = -78546.703468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.055657 sec): 3 clusters Score: Raw -77942.857120 + Penalty 682.891036 = -77259.966084 nChanged 649 SP:Iteration 1F (18.059023 sec): 3 clusters Score: Raw -78326.418094 + Penalty 677.714329 = -77648.703765 nChanged 198 SP:Iteration 2F (18.062414 sec): 3 clusters Score: Raw -78449.900795 + Penalty 676.735033 = -77773.165762 nChanged 106 SP:Iteration 3F (18.065637 sec): 3 clusters Score: Raw -78506.182641 + Penalty 677.066138 = -77829.116503 nChanged 71 SP:Iteration 4Q (18.068633 sec): 3 clusters Score: Raw -78549.665132 + Penalty 678.969442 = -77870.695690 nChanged 57 SP:Iteration 5Q (18.071641 sec): 3 clusters Score: Raw -78578.321648 + Penalty 682.415546 = -77895.906102 nChanged 49 SP:Iteration 6Q (18.074635 sec): 3 clusters Score: Raw -78603.059835 + Penalty 685.398319 = -77917.661516 nChanged 53 SP:Iteration 7Q (18.077581 sec): 3 clusters Score: Raw -78635.768425 + Penalty 686.740082 = -77949.028343 nChanged 41 SP:Iteration 8Q (18.080555 sec): 3 clusters Score: Raw -78656.234102 + Penalty 687.762258 = -77968.471845 nChanged 35 SP:Iteration 9Q (18.083442 sec): 3 clusters Score: Raw -78673.801981 + Penalty 687.737521 = -77986.064460 nChanged 31 SP:Iteration 10F (18.086428 sec): 3 clusters Score: Raw -78687.911464 + Penalty 689.616716 = -77998.294749 nChanged 34 SP:Iteration 11Q (18.089268 sec): 3 clusters Score: Raw -78703.090013 + Penalty 687.426860 = -78015.663153 nChanged 32 SP:Iteration 12Q (18.092103 sec): 3 clusters Score: Raw -78713.714335 + Penalty 685.870538 = -78027.843797 nChanged 17 SP:Iteration 13Q (18.094889 sec): 3 clusters Score: Raw -78720.737943 + Penalty 686.666567 = -78034.071376 nChanged 23 SP:Iteration 14Q (18.097672 sec): 3 clusters Score: Raw -78731.757303 + Penalty 682.691749 = -78049.065553 nChanged 27 SP:Iteration 15Q (18.100415 sec): 3 clusters Score: Raw -78745.389550 + Penalty 685.990523 = -78059.399027 nChanged 26 SP:Iteration 16Q (18.103149 sec): 3 clusters Score: Raw -78757.679214 + Penalty 686.126503 = -78071.552711 nChanged 37 SP:Iteration 17Q (18.105846 sec): 3 clusters Score: Raw -78778.486940 + Penalty 691.935024 = -78086.551915 nChanged 30 SP:Iteration 18Q (18.108523 sec): 3 clusters Score: Raw -78798.039299 + Penalty 699.551383 = -78098.487916 nChanged 32 SP:Iteration 19Q (18.111164 sec): 3 clusters Score: Raw -78823.011521 + Penalty 706.572646 = -78116.438874 nChanged 29 SP:Iteration 20F (18.114077 sec): 3 clusters Score: Raw -78846.183794 + Penalty 722.293750 = -78123.890044 nChanged 21 SP:Iteration 21Q (18.116648 sec): 3 clusters Score: Raw -78860.456694 + Penalty 726.731063 = -78133.725630 nChanged 12 SP:Iteration 22Q (18.119162 sec): 3 clusters Score: Raw -78865.802809 + Penalty 738.981609 = -78126.821201 nChanged 10 SP:Iteration 23F (18.122139 sec): 3 clusters Score: Raw -78872.755062 + Penalty 731.247551 = -78141.507511 nChanged 10 SP:Iteration 24Q (18.124594 sec): 3 clusters Score: Raw -78882.989634 + Penalty 729.005339 = -78153.984296 nChanged 4 SP:Iteration 25Q (18.127019 sec): 3 clusters Score: Raw -78886.041922 + Penalty 718.814038 = -78167.227885 nChanged 3 SP:Iteration 26Q (18.129503 sec): 3 clusters Score: Raw -78890.993204 + Penalty 721.070428 = -78169.922776 nChanged 4 SP:Iteration 27Q (18.132076 sec): 3 clusters Score: Raw -78892.867261 + Penalty 724.850784 = -78168.016477 nChanged 1 SP:Iteration 28F (18.135058 sec): 3 clusters Score: Raw -78893.258071 + Penalty 727.174014 = -78166.084057 nChanged 1 SP:Iteration 29F (18.137971 sec): 3 clusters Score: Raw -78893.415531 + Penalty 732.508434 = -78160.907097 nChanged 2 SP:Iteration 30F (18.140874 sec): 3 clusters Score: Raw -78894.372977 + Penalty 738.620658 = -78155.752319 nChanged 2 SP:Iteration 31F (18.143804 sec): 3 clusters Score: Raw -78896.071081 + Penalty 742.186959 = -78153.884123 nChanged 1 SP:Iteration 32F (18.146788 sec): 3 clusters Score: Raw -78897.620683 + Penalty 746.830112 = -78150.790570 nChanged 1 SP:Iteration 33F (18.149740 sec): 3 clusters Score: Raw -78897.964327 + Penalty 746.830112 = -78151.134214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.159518 sec): 2 clusters Score: Raw -100313.304345 + Penalty 74.822854 = -100238.481491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.163498 sec): 3 clusters Score: Raw -98917.575802 + Penalty 167.270958 = -98750.304844 nChanged 985 SP:Iteration 1F (18.167356 sec): 3 clusters Score: Raw -100121.028626 + Penalty 178.283283 = -99942.745343 nChanged 255 SP:Iteration 2F (18.171195 sec): 3 clusters Score: Raw -100651.464353 + Penalty 187.950313 = -100463.514040 nChanged 136 SP:Iteration 3F (18.175025 sec): 3 clusters Score: Raw -100847.339756 + Penalty 193.744681 = -100653.595076 nChanged 43 SP:Iteration 4Q (18.178725 sec): 3 clusters Score: Raw -100916.092719 + Penalty 199.015200 = -100717.077519 nChanged 30 SP:Iteration 5Q (18.182215 sec): 3 clusters Score: Raw -100969.356543 + Penalty 203.058773 = -100766.297770 nChanged 21 SP:Iteration 6Q (18.185559 sec): 3 clusters Score: Raw -100999.572684 + Penalty 205.575673 = -100793.997011 nChanged 15 SP:Iteration 7Q (18.188754 sec): 3 clusters Score: Raw -101020.039519 + Penalty 207.610113 = -100812.429406 nChanged 12 SP:Iteration 8Q (18.191897 sec): 3 clusters Score: Raw -101030.993878 + Penalty 208.573469 = -100822.420409 nChanged 5 SP:Iteration 9Q (18.195004 sec): 3 clusters Score: Raw -101032.491636 + Penalty 208.984242 = -100823.507394 nChanged 3 SP:Iteration 10F (18.198805 sec): 3 clusters Score: Raw -101033.311744 + Penalty 209.227988 = -100824.083756 nChanged 1 SP:Iteration 11Q (18.201901 sec): 3 clusters Score: Raw -101033.586194 + Penalty 209.342999 = -100824.243196 nChanged 1 SP:Iteration 12Q (18.205021 sec): 3 clusters Score: Raw -101033.933232 + Penalty 209.260598 = -100824.672633 nChanged 1 SP:Iteration 13Q (18.208118 sec): 3 clusters Score: Raw -101034.004013 + Penalty 209.260598 = -100824.743414 nChanged 0 SP:Iteration 14F (18.212052 sec): 3 clusters Score: Raw -101034.004013 + Penalty 209.260598 = -100824.743414 nChanged 0 Score: Raw -1199614.136130 + Penalty 183520.517722 = -1016093.618407 Splitting cluster 3 changes total score from -994201.158696 to -1016093.618407 So it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.413220 sec): 2 clusters Score: Raw -23728.487143 + Penalty 602.464861 = -23126.022282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.414234 sec): 3 clusters Score: Raw -23576.161880 + Penalty 1208.259085 = -22367.902795 nChanged 120 SP:Iteration 1F (20.415272 sec): 3 clusters Score: Raw -23693.096680 + Penalty 1215.996561 = -22477.100119 nChanged 38 SP:Iteration 2F (20.416291 sec): 3 clusters Score: Raw -23734.911481 + Penalty 1218.775942 = -22516.135539 nChanged 12 SP:Iteration 3Q (20.417296 sec): 3 clusters Score: Raw -23745.650708 + Penalty 1219.325271 = -22526.325437 nChanged 7 SP:Iteration 4Q (20.418305 sec): 3 clusters Score: Raw -23750.517255 + Penalty 1218.628041 = -22531.889213 nChanged 2 SP:Iteration 5Q (20.419310 sec): 3 clusters Score: Raw -23751.458717 + Penalty 1219.619514 = -22531.839203 nChanged 1 SP:Iteration 6F (20.420323 sec): 3 clusters Score: Raw -23751.881915 + Penalty 1220.424014 = -22531.457902 nChanged 1 SP:Iteration 7F (20.421348 sec): 3 clusters Score: Raw -23752.880471 + Penalty 1221.465359 = -22531.415112 nChanged 1 SP:Iteration 8F (20.422367 sec): 3 clusters Score: Raw -23753.309408 + Penalty 1222.830342 = -22530.479066 nChanged 1 SP:Iteration 9F (20.423385 sec): 3 clusters Score: Raw -23753.659706 + Penalty 1222.723325 = -22530.936381 nChanged 1 SP:Iteration 10F (20.424406 sec): 3 clusters Score: Raw -23754.179069 + Penalty 1222.723325 = -22531.455744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.425580 sec): 2 clusters Score: Raw -3092.135371 + Penalty 281.988792 = -2810.146579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.425915 sec): 3 clusters Score: Raw -3099.868989 + Penalty 563.559670 = -2536.309319 nChanged 11 SP:Iteration 1F (20.426244 sec): 3 clusters Score: Raw -3124.295244 + Penalty 563.752981 = -2560.542263 nChanged 2 SP:Iteration 2Q (20.426562 sec): 3 clusters Score: Raw -3127.844826 + Penalty 563.752981 = -2564.091845 nChanged 0 SP:Iteration 3F (20.426889 sec): 3 clusters Score: Raw -3127.844826 + Penalty 563.752981 = -2564.091845 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (6499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.456780 sec): 2 clusters Score: Raw -302987.581303 + Penalty 150.317921 = -302837.263382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.469315 sec): 3 clusters Score: Raw -298670.019744 + Penalty 340.085681 = -298329.934063 nChanged 3013 SP:Iteration 1F (20.482142 sec): 3 clusters Score: Raw -301197.847403 + Penalty 365.775514 = -300832.071889 nChanged 1044 SP:Iteration 2F (20.495386 sec): 3 clusters Score: Raw -302403.439123 + Penalty 359.753943 = -302043.685180 nChanged 360 SP:Iteration 3F (20.508347 sec): 3 clusters Score: Raw -302821.538985 + Penalty 332.398758 = -302489.140227 nChanged 106 SP:Iteration 4Q (20.519417 sec): 3 clusters Score: Raw -302945.187388 + Penalty 356.781015 = -302588.406373 nChanged 43 SP:Iteration 5Q (20.530118 sec): 3 clusters Score: Raw -302990.750735 + Penalty 264.673017 = -302726.077718 nChanged 23 SP:Iteration 6Q (20.540747 sec): 3 clusters Score: Raw -303015.606563 + Penalty 256.552206 = -302759.054356 nChanged 6 SP:Iteration 7Q (20.551240 sec): 3 clusters Score: Raw -303021.405538 + Penalty 258.576954 = -302762.828585 nChanged 4 SP:Iteration 8Q (20.561786 sec): 3 clusters Score: Raw -303024.069956 + Penalty 246.971981 = -302777.097976 nChanged 2 SP:Iteration 9Q (20.572233 sec): 3 clusters Score: Raw -303025.169448 + Penalty 246.971981 = -302778.197467 nChanged 0 SP:Iteration 10F (20.584284 sec): 3 clusters Score: Raw -303025.169448 + Penalty 246.971981 = -302778.197467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.589576 sec): 2 clusters Score: Raw -8846.101251 + Penalty 299.160098 = -8546.941154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.590128 sec): 3 clusters Score: Raw -8784.088007 + Penalty 619.483233 = -8164.604775 nChanged 42 SP:Iteration 1F (20.590659 sec): 3 clusters Score: Raw -8827.899070 + Penalty 626.114869 = -8201.784201 nChanged 10 SP:Iteration 2F (20.591186 sec): 3 clusters Score: Raw -8843.507494 + Penalty 629.963859 = -8213.543635 nChanged 3 SP:Iteration 3Q (20.591698 sec): 3 clusters Score: Raw -8847.470243 + Penalty 629.963859 = -8217.506385 nChanged 0 SP:Iteration 4F (20.592225 sec): 3 clusters Score: Raw -8847.470243 + Penalty 629.963859 = -8217.506385 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.604148 sec): 2 clusters Score: Raw -159771.854125 + Penalty 123.622943 = -159648.231182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.610571 sec): 3 clusters Score: Raw -157585.130294 + Penalty 247.181136 = -157337.949157 nChanged 1552 SP:Iteration 1F (20.616905 sec): 3 clusters Score: Raw -158710.812136 + Penalty 247.317863 = -158463.494273 nChanged 348 SP:Iteration 2F (20.623216 sec): 3 clusters Score: Raw -158999.890516 + Penalty 248.126853 = -158751.763663 nChanged 227 SP:Iteration 3F (20.629496 sec): 3 clusters Score: Raw -159180.412540 + Penalty 249.130569 = -158931.281970 nChanged 160 SP:Iteration 4Q (20.635802 sec): 3 clusters Score: Raw -159245.974435 + Penalty 249.986324 = -158995.988111 nChanged 75 SP:Iteration 5Q (20.642605 sec): 3 clusters Score: Raw -159265.697612 + Penalty 250.838081 = -159014.859532 nChanged 49 SP:Iteration 6Q (20.648865 sec): 3 clusters Score: Raw -159275.124251 + Penalty 251.676555 = -159023.447696 nChanged 37 SP:Iteration 7Q (20.655014 sec): 3 clusters Score: Raw -159280.582925 + Penalty 252.272611 = -159028.310313 nChanged 30 SP:Iteration 8Q (20.661146 sec): 3 clusters Score: Raw -159284.418994 + Penalty 252.987968 = -159031.431026 nChanged 25 SP:Iteration 9Q (20.667314 sec): 3 clusters Score: Raw -159287.346522 + Penalty 253.645098 = -159033.701425 nChanged 23 SP:Iteration 10F (20.673628 sec): 3 clusters Score: Raw -159290.311033 + Penalty 254.549156 = -159035.761876 nChanged 27 SP:Iteration 11Q (20.679900 sec): 3 clusters Score: Raw -159294.018545 + Penalty 255.357883 = -159038.660662 nChanged 22 SP:Iteration 12Q (20.686123 sec): 3 clusters Score: Raw -159297.079565 + Penalty 256.167455 = -159040.912110 nChanged 27 SP:Iteration 13Q (20.692475 sec): 3 clusters Score: Raw -159300.095022 + Penalty 257.049627 = -159043.045395 nChanged 22 SP:Iteration 14Q (20.698933 sec): 3 clusters Score: Raw -159302.009357 + Penalty 257.783407 = -159044.225950 nChanged 17 SP:Iteration 15Q (20.705301 sec): 3 clusters Score: Raw -159303.550664 + Penalty 258.499244 = -159045.051420 nChanged 17 SP:Iteration 16Q (20.711492 sec): 3 clusters Score: Raw -159304.764618 + Penalty 258.996114 = -159045.768504 nChanged 13 SP:Iteration 17Q (20.717548 sec): 3 clusters Score: Raw -159305.727759 + Penalty 259.910337 = -159045.817421 nChanged 20 SP:Iteration 18Q (20.723623 sec): 3 clusters Score: Raw -159308.559751 + Penalty 261.234603 = -159047.325148 nChanged 32 SP:Iteration 19Q (20.729654 sec): 3 clusters Score: Raw -159315.472251 + Penalty 263.052666 = -159052.419585 nChanged 41 SP:Iteration 20F (20.735853 sec): 3 clusters Score: Raw -159326.149246 + Penalty 265.233029 = -159060.916217 nChanged 43 SP:Iteration 21Q (20.741861 sec): 3 clusters Score: Raw -159338.401612 + Penalty 268.653527 = -159069.748085 nChanged 57 SP:Iteration 22Q (20.747831 sec): 3 clusters Score: Raw -159356.739894 + Penalty 272.164270 = -159084.575624 nChanged 62 SP:Iteration 23Q (20.753747 sec): 3 clusters Score: Raw -159380.504857 + Penalty 275.728666 = -159104.776191 nChanged 68 SP:Iteration 24Q (20.759615 sec): 3 clusters Score: Raw -159407.620405 + Penalty 279.480560 = -159128.139846 nChanged 57 SP:Iteration 25Q (20.765407 sec): 3 clusters Score: Raw -159429.079467 + Penalty 282.715116 = -159146.364351 nChanged 56 SP:Iteration 26Q (20.771157 sec): 3 clusters Score: Raw -159444.975671 + Penalty 286.336699 = -159158.638972 nChanged 45 SP:Iteration 27Q (20.776877 sec): 3 clusters Score: Raw -159457.686772 + Penalty 289.765790 = -159167.920983 nChanged 48 SP:Iteration 28Q (20.782515 sec): 3 clusters Score: Raw -159470.366669 + Penalty 292.997554 = -159177.369116 nChanged 43 SP:Iteration 29Q (20.788205 sec): 3 clusters Score: Raw -159480.987351 + Penalty 296.107880 = -159184.879471 nChanged 48 SP:Iteration 30F (20.794774 sec): 3 clusters Score: Raw -159496.637826 + Penalty 301.717053 = -159194.920773 nChanged 57 SP:Iteration 31Q (20.800339 sec): 3 clusters Score: Raw -159517.103165 + Penalty 308.752002 = -159208.351163 nChanged 60 SP:Iteration 32Q (20.805819 sec): 3 clusters Score: Raw -159543.831851 + Penalty 318.203768 = -159225.628082 nChanged 70 SP:Iteration 33Q (20.811216 sec): 3 clusters Score: Raw -159580.452919 + Penalty 326.630044 = -159253.822875 nChanged 72 SP:Iteration 34Q (20.816536 sec): 3 clusters Score: Raw -159618.039298 + Penalty 336.428104 = -159281.611194 nChanged 53 SP:Iteration 35Q (20.821755 sec): 3 clusters Score: Raw -159641.815610 + Penalty 345.267411 = -159296.548199 nChanged 35 SP:Iteration 36Q (20.826911 sec): 3 clusters Score: Raw -159655.353262 + Penalty 353.185772 = -159302.167490 nChanged 36 SP:Iteration 37Q (20.832055 sec): 3 clusters Score: Raw -159672.780731 + Penalty 366.922800 = -159305.857931 nChanged 47 SP:Iteration 38Q (20.837123 sec): 3 clusters Score: Raw -159696.029653 + Penalty 377.592623 = -159318.437030 nChanged 32 SP:Iteration 39Q (20.842160 sec): 3 clusters Score: Raw -159712.361713 + Penalty 381.734109 = -159330.627604 nChanged 32 SP:Iteration 40F (20.848073 sec): 3 clusters Score: Raw -159733.257083 + Penalty 391.005993 = -159342.251090 nChanged 31 SP:Iteration 41Q (20.853048 sec): 3 clusters Score: Raw -159752.474692 + Penalty 396.645345 = -159355.829347 nChanged 19 SP:Iteration 42Q (20.857869 sec): 3 clusters Score: Raw -159763.724459 + Penalty 394.657594 = -159369.066865 nChanged 16 SP:Iteration 43Q (20.862645 sec): 3 clusters Score: Raw -159773.678652 + Penalty 392.614286 = -159381.064366 nChanged 7 SP:Iteration 44Q (20.867400 sec): 3 clusters Score: Raw -159778.760072 + Penalty 385.244752 = -159393.515320 nChanged 6 SP:Iteration 45Q (20.872155 sec): 3 clusters Score: Raw -159782.969640 + Penalty 391.483921 = -159391.485719 nChanged 7 SP:Iteration 46F (20.878072 sec): 3 clusters Score: Raw -159785.480099 + Penalty 393.610324 = -159391.869774 nChanged 7 SP:Iteration 47Q (20.882760 sec): 3 clusters Score: Raw -159787.559431 + Penalty 396.726367 = -159390.833064 nChanged 2 SP:Iteration 48F (20.888675 sec): 3 clusters Score: Raw -159789.564189 + Penalty 398.986442 = -159390.577747 nChanged 2 SP:Iteration 49F (20.894719 sec): 3 clusters Score: Raw -159790.901720 + Penalty 400.231382 = -159390.670339 nChanged 1 SP:Iteration 50F (20.901061 sec): 3 clusters Score: Raw -159791.531372 + Penalty 400.231382 = -159391.299990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.905809 sec): 2 clusters Score: Raw -18151.244963 + Penalty 697.344068 = -17453.900894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.906716 sec): 3 clusters Score: Raw -18074.955542 + Penalty 1396.203246 = -16678.752296 nChanged 86 SP:Iteration 1F (20.907597 sec): 3 clusters Score: Raw -18182.139250 + Penalty 1398.458967 = -16783.680283 nChanged 25 SP:Iteration 2F (20.908482 sec): 3 clusters Score: Raw -18208.690607 + Penalty 1398.445994 = -16810.244612 nChanged 16 SP:Iteration 3Q (20.909339 sec): 3 clusters Score: Raw -18228.251957 + Penalty 1398.172958 = -16830.078999 nChanged 2 SP:Iteration 4Q (20.910197 sec): 3 clusters Score: Raw -18229.676818 + Penalty 1398.172958 = -16831.503860 nChanged 0 SP:Iteration 5F (20.911076 sec): 3 clusters Score: Raw -18229.676818 + Penalty 1398.172958 = -16831.503860 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.916341 sec): 2 clusters Score: Raw -67586.174592 + Penalty 139.010884 = -67447.163708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.919161 sec): 3 clusters Score: Raw -66704.248398 + Penalty 303.482966 = -66400.765432 nChanged 659 SP:Iteration 1F (20.922014 sec): 3 clusters Score: Raw -67334.817868 + Penalty 322.016214 = -67012.801654 nChanged 184 SP:Iteration 2F (20.924897 sec): 3 clusters Score: Raw -67500.672554 + Penalty 326.911508 = -67173.761045 nChanged 65 SP:Iteration 3Q (20.927808 sec): 3 clusters Score: Raw -67549.303147 + Penalty 333.057765 = -67216.245382 nChanged 35 SP:Iteration 4Q (20.930722 sec): 3 clusters Score: Raw -67572.063489 + Penalty 337.788705 = -67234.274784 nChanged 20 SP:Iteration 5Q (20.933637 sec): 3 clusters Score: Raw -67585.330917 + Penalty 338.493298 = -67246.837619 nChanged 17 SP:Iteration 6Q (20.936449 sec): 3 clusters Score: Raw -67596.208540 + Penalty 338.125911 = -67258.082629 nChanged 16 SP:Iteration 7Q (20.939239 sec): 3 clusters Score: Raw -67607.008550 + Penalty 333.518576 = -67273.489975 nChanged 7 SP:Iteration 8Q (20.942055 sec): 3 clusters Score: Raw -67611.056246 + Penalty 329.710920 = -67281.345325 nChanged 3 SP:Iteration 9Q (20.944775 sec): 3 clusters Score: Raw -67612.018944 + Penalty 327.636580 = -67284.382364 nChanged 1 SP:Iteration 10F (20.947697 sec): 3 clusters Score: Raw -67612.175373 + Penalty 327.636580 = -67284.538793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.949906 sec): 2 clusters Score: Raw -8105.561999 + Penalty 567.438464 = -7538.123535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.950430 sec): 3 clusters Score: Raw -8105.172848 + Penalty 1136.208635 = -6968.964212 nChanged 20 SP:Iteration 1F (20.950932 sec): 3 clusters Score: Raw -8132.940133 + Penalty 1136.100734 = -6996.839398 nChanged 3 SP:Iteration 2Q (20.951421 sec): 3 clusters Score: Raw -8138.265639 + Penalty 1136.049594 = -7002.216045 nChanged 3 SP:Iteration 3Q (20.951908 sec): 3 clusters Score: Raw -8148.090790 + Penalty 1136.926616 = -7011.164174 nChanged 2 SP:Iteration 4Q (20.952392 sec): 3 clusters Score: Raw -8152.037893 + Penalty 1135.925558 = -7016.112335 nChanged 3 SP:Iteration 5Q (20.952875 sec): 3 clusters Score: Raw -8161.320121 + Penalty 1136.483825 = -7024.836296 nChanged 1 SP:Iteration 6Q (20.953358 sec): 3 clusters Score: Raw -8162.223403 + Penalty 1136.483825 = -7025.739578 nChanged 0 SP:Iteration 7F (20.953854 sec): 3 clusters Score: Raw -8162.223403 + Penalty 1136.483825 = -7025.739578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.954434 sec): 2 clusters Score: Raw -1796.120882 + Penalty 602.571483 = -1193.549399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.954728 sec): 3 clusters Score: Raw -2033.871382 + Penalty 1205.134256 = -828.737126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.959984 sec): 2 clusters Score: Raw -54717.925946 + Penalty 633.876932 = -54084.049014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.962035 sec): 3 clusters Score: Raw -54311.408815 + Penalty 1300.020830 = -53011.387985 nChanged 376 SP:Iteration 1F (20.964091 sec): 3 clusters Score: Raw -54962.455730 + Penalty 1312.172806 = -53650.282924 nChanged 122 SP:Iteration 2F (20.966166 sec): 3 clusters Score: Raw -55219.952932 + Penalty 1300.603737 = -53919.349195 nChanged 74 SP:Iteration 3F (20.968238 sec): 3 clusters Score: Raw -55365.225709 + Penalty 1289.618907 = -54075.606801 nChanged 35 SP:Iteration 4Q (20.970266 sec): 3 clusters Score: Raw -55417.182575 + Penalty 1284.103878 = -54133.078697 nChanged 20 SP:Iteration 5Q (20.972277 sec): 3 clusters Score: Raw -55435.571114 + Penalty 1281.400756 = -54154.170358 nChanged 14 SP:Iteration 6Q (20.974280 sec): 3 clusters Score: Raw -55445.299112 + Penalty 1280.922461 = -54164.376651 nChanged 8 SP:Iteration 7Q (20.976282 sec): 3 clusters Score: Raw -55450.937410 + Penalty 1279.049565 = -54171.887846 nChanged 4 SP:Iteration 8Q (20.978279 sec): 3 clusters Score: Raw -55455.362351 + Penalty 1278.497365 = -54176.864986 nChanged 2 SP:Iteration 9Q (20.980275 sec): 3 clusters Score: Raw -55457.794677 + Penalty 1277.857810 = -54179.936867 nChanged 1 SP:Iteration 10F (20.982341 sec): 3 clusters Score: Raw -55458.187733 + Penalty 1277.857810 = -54180.329923 nChanged 0 Score: Raw -1200354.402525 + Penalty 184467.899103 = -1015886.503422 Splitting cluster 13 changes total score from -994201.158696 to -1015886.503422 So it's getting split into cluster 45. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208985 sec): 2 clusters Score: Raw -135245.162594 + Penalty 411.776817 = -134833.385776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214333 sec): 3 clusters Score: Raw -133603.267991 + Penalty 831.637310 = -132771.630681 nChanged 1130 SP:Iteration 1F (23.219499 sec): 3 clusters Score: Raw -134527.431223 + Penalty 845.500263 = -133681.930960 nChanged 408 SP:Iteration 2F (23.224595 sec): 3 clusters Score: Raw -134877.105800 + Penalty 853.012020 = -134024.093780 nChanged 207 SP:Iteration 3F (23.229726 sec): 3 clusters Score: Raw -135004.082600 + Penalty 853.329865 = -134150.752735 nChanged 97 SP:Iteration 4Q (23.234914 sec): 3 clusters Score: Raw -135063.134309 + Penalty 852.613049 = -134210.521260 nChanged 57 SP:Iteration 5Q (23.239923 sec): 3 clusters Score: Raw -135084.274224 + Penalty 850.685801 = -134233.588423 nChanged 32 SP:Iteration 6Q (23.244901 sec): 3 clusters Score: Raw -135096.968646 + Penalty 849.218654 = -134247.749992 nChanged 25 SP:Iteration 7Q (23.250069 sec): 3 clusters Score: Raw -135103.279096 + Penalty 847.552414 = -134255.726681 nChanged 22 SP:Iteration 8Q (23.255353 sec): 3 clusters Score: Raw -135110.831025 + Penalty 846.114134 = -134264.716891 nChanged 16 SP:Iteration 9Q (23.260315 sec): 3 clusters Score: Raw -135114.578650 + Penalty 844.183610 = -134270.395040 nChanged 17 SP:Iteration 10F (23.265385 sec): 3 clusters Score: Raw -135118.013836 + Penalty 842.502298 = -134275.511538 nChanged 16 SP:Iteration 11Q (23.270352 sec): 3 clusters Score: Raw -135121.713315 + Penalty 840.908396 = -134280.804919 nChanged 13 SP:Iteration 12Q (23.275321 sec): 3 clusters Score: Raw -135124.171686 + Penalty 839.484908 = -134284.686778 nChanged 11 SP:Iteration 13Q (23.280316 sec): 3 clusters Score: Raw -135126.646721 + Penalty 837.389169 = -134289.257551 nChanged 18 SP:Iteration 14Q (23.285270 sec): 3 clusters Score: Raw -135132.683802 + Penalty 835.281681 = -134297.402121 nChanged 16 SP:Iteration 15Q (23.290223 sec): 3 clusters Score: Raw -135137.182679 + Penalty 833.400798 = -134303.781881 nChanged 14 SP:Iteration 16Q (23.295188 sec): 3 clusters Score: Raw -135142.879870 + Penalty 830.313301 = -134312.566569 nChanged 24 SP:Iteration 17Q (23.300132 sec): 3 clusters Score: Raw -135162.314606 + Penalty 826.345383 = -134335.969223 nChanged 33 SP:Iteration 18Q (23.305062 sec): 3 clusters Score: Raw -135185.105833 + Penalty 822.865051 = -134362.240782 nChanged 27 SP:Iteration 19Q (23.309992 sec): 3 clusters Score: Raw -135202.795367 + Penalty 820.216756 = -134382.578610 nChanged 21 SP:Iteration 20F (23.315067 sec): 3 clusters Score: Raw -135209.291664 + Penalty 818.752692 = -134390.538972 nChanged 17 SP:Iteration 21Q (23.320028 sec): 3 clusters Score: Raw -135212.247768 + Penalty 817.475284 = -134394.772484 nChanged 8 SP:Iteration 22Q (23.325072 sec): 3 clusters Score: Raw -135213.356017 + Penalty 816.022974 = -134397.333044 nChanged 9 SP:Iteration 23Q (23.330023 sec): 3 clusters Score: Raw -135214.720338 + Penalty 814.858535 = -134399.861802 nChanged 7 SP:Iteration 24Q (23.335055 sec): 3 clusters Score: Raw -135215.623004 + Penalty 813.889560 = -134401.733444 nChanged 6 SP:Iteration 25Q (23.339968 sec): 3 clusters Score: Raw -135216.595529 + Penalty 813.074042 = -134403.521487 nChanged 5 SP:Iteration 26Q (23.344872 sec): 3 clusters Score: Raw -135217.876883 + Penalty 812.289453 = -134405.587430 nChanged 5 SP:Iteration 27Q (23.349819 sec): 3 clusters Score: Raw -135219.666232 + Penalty 811.310095 = -134408.356136 nChanged 6 SP:Iteration 28Q (23.354793 sec): 3 clusters Score: Raw -135220.365181 + Penalty 810.529948 = -134409.835233 nChanged 5 SP:Iteration 29Q (23.359695 sec): 3 clusters Score: Raw -135221.000244 + Penalty 809.503862 = -134411.496382 nChanged 6 SP:Iteration 30F (23.364729 sec): 3 clusters Score: Raw -135222.359231 + Penalty 809.021627 = -134413.337605 nChanged 5 SP:Iteration 31Q (23.369640 sec): 3 clusters Score: Raw -135222.979071 + Penalty 808.519902 = -134414.459169 nChanged 3 SP:Iteration 32Q (23.374587 sec): 3 clusters Score: Raw -135223.315229 + Penalty 808.032637 = -134415.282592 nChanged 3 SP:Iteration 33Q (23.379507 sec): 3 clusters Score: Raw -135223.702057 + Penalty 807.529390 = -134416.172666 nChanged 3 SP:Iteration 34Q (23.384486 sec): 3 clusters Score: Raw -135224.076291 + Penalty 807.353246 = -134416.723045 nChanged 1 SP:Iteration 35Q (23.389440 sec): 3 clusters Score: Raw -135224.126426 + Penalty 807.207525 = -134416.918902 nChanged 1 SP:Iteration 36Q (23.394345 sec): 3 clusters Score: Raw -135224.153834 + Penalty 807.207525 = -134416.946309 nChanged 0 SP:Iteration 37F (23.399379 sec): 3 clusters Score: Raw -135224.153834 + Penalty 807.207525 = -134416.946309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 15 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.404296 sec): 2 clusters Score: Raw -34391.916703 + Penalty 70.520699 = -34321.396005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.405844 sec): 3 clusters Score: Raw -33959.132646 + Penalty 141.461823 = -33817.670822 nChanged 356 SP:Iteration 1F (23.407345 sec): 3 clusters Score: Raw -34311.881009 + Penalty 142.626420 = -34169.254589 nChanged 82 SP:Iteration 2F (23.408839 sec): 3 clusters Score: Raw -34875.117620 + Penalty 146.041624 = -34729.075996 nChanged 78 SP:Iteration 3F (23.410324 sec): 3 clusters Score: Raw -35069.418666 + Penalty 148.926026 = -34920.492640 nChanged 39 SP:Iteration 4F (23.411792 sec): 3 clusters Score: Raw -35112.354699 + Penalty 146.819981 = -34965.534719 nChanged 10 SP:Iteration 5Q (23.413231 sec): 3 clusters Score: Raw -35130.464310 + Penalty 148.305437 = -34982.158874 nChanged 9 SP:Iteration 6Q (23.414556 sec): 3 clusters Score: Raw -35148.915327 + Penalty 147.356162 = -35001.559165 nChanged 3 SP:Iteration 7Q (23.415770 sec): 3 clusters Score: Raw -35159.343337 + Penalty 147.792829 = -35011.550508 nChanged 1 SP:Iteration 8Q (23.416983 sec): 3 clusters Score: Raw -35159.931700 + Penalty 147.792829 = -35012.138871 nChanged 0 SP:Iteration 9F (23.418476 sec): 3 clusters Score: Raw -35159.931700 + Penalty 147.792829 = -35012.138871 nChanged 0 Score: Raw -1201122.421314 + Penalty 184586.653797 = -1016535.767517 Splitting cluster 15 changes total score from -994201.158696 to -1016535.767517 So it's getting split into cluster 77. Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.610482 sec): 2 clusters Score: Raw -33860.373989 + Penalty 545.975499 = -33314.398490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.611884 sec): 3 clusters Score: Raw -33558.242987 + Penalty 1089.390564 = -32468.852423 nChanged 205 SP:Iteration 1F (25.613280 sec): 3 clusters Score: Raw -33717.536019 + Penalty 1090.186247 = -32627.349772 nChanged 69 SP:Iteration 2F (25.614651 sec): 3 clusters Score: Raw -33769.939740 + Penalty 1102.268478 = -32667.671262 nChanged 42 SP:Iteration 3F (25.616015 sec): 3 clusters Score: Raw -33806.759520 + Penalty 1111.166624 = -32695.592895 nChanged 33 SP:Iteration 4F (25.617338 sec): 3 clusters Score: Raw -33830.028045 + Penalty 1117.301224 = -32712.726821 nChanged 19 SP:Iteration 5Q (25.618632 sec): 3 clusters Score: Raw -33847.104803 + Penalty 1130.446245 = -32716.658558 nChanged 15 SP:Iteration 6Q (25.619940 sec): 3 clusters Score: Raw -33862.588085 + Penalty 1138.893689 = -32723.694396 nChanged 14 SP:Iteration 7Q (25.621249 sec): 3 clusters Score: Raw -33874.971428 + Penalty 1147.973981 = -32726.997448 nChanged 6 SP:Iteration 8Q (25.622529 sec): 3 clusters Score: Raw -33879.379233 + Penalty 1157.890694 = -32721.488539 nChanged 7 SP:Iteration 9F (25.623831 sec): 3 clusters Score: Raw -33885.469356 + Penalty 1160.122609 = -32725.346746 nChanged 3 SP:Iteration 10F (25.625158 sec): 3 clusters Score: Raw -33893.022217 + Penalty 1164.579256 = -32728.442961 nChanged 4 SP:Iteration 11Q (25.626426 sec): 3 clusters Score: Raw -33898.984558 + Penalty 1166.169494 = -32732.815064 nChanged 1 SP:Iteration 12Q (25.627679 sec): 3 clusters Score: Raw -33900.725713 + Penalty 1172.930471 = -32727.795242 nChanged 2 SP:Iteration 13F (25.629033 sec): 3 clusters Score: Raw -33902.198279 + Penalty 1172.930471 = -32729.267807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 18 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.629755 sec): 2 clusters Score: Raw -4110.964302 + Penalty 698.714152 = -3412.250150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.630124 sec): 3 clusters Score: Raw -4272.541997 + Penalty 1397.268770 = -2875.273227 nChanged 1 SP:Iteration 1Q (25.630464 sec): 3 clusters Score: Raw -4277.114071 + Penalty 1397.268770 = -2879.845301 nChanged 0 SP:Iteration 2F (25.630827 sec): 3 clusters Score: Raw -4277.114071 + Penalty 1397.268770 = -2879.845301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.632469 sec): 2 clusters Score: Raw -13696.461362 + Penalty 270.787209 = -13425.674153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.633128 sec): 3 clusters Score: Raw -13569.644213 + Penalty 545.162243 = -13024.481971 nChanged 90 SP:Iteration 1F (25.633777 sec): 3 clusters Score: Raw -13639.317903 + Penalty 557.129413 = -13082.188490 nChanged 29 SP:Iteration 2F (25.634423 sec): 3 clusters Score: Raw -13680.649985 + Penalty 570.943434 = -13109.706550 nChanged 16 SP:Iteration 3F (25.635069 sec): 3 clusters Score: Raw -13700.344786 + Penalty 579.763372 = -13120.581415 nChanged 9 SP:Iteration 4Q (25.635699 sec): 3 clusters Score: Raw -13711.632771 + Penalty 585.650382 = -13125.982389 nChanged 6 SP:Iteration 5Q (25.636315 sec): 3 clusters Score: Raw -13721.219887 + Penalty 586.431319 = -13134.788568 nChanged 3 SP:Iteration 6Q (25.636919 sec): 3 clusters Score: Raw -13725.397984 + Penalty 588.480437 = -13136.917547 nChanged 3 SP:Iteration 7Q (25.637519 sec): 3 clusters Score: Raw -13731.495097 + Penalty 584.987838 = -13146.507259 nChanged 2 SP:Iteration 8Q (25.638109 sec): 3 clusters Score: Raw -13736.338281 + Penalty 578.243930 = -13158.094352 nChanged 1 SP:Iteration 9Q (25.638690 sec): 3 clusters Score: Raw -13737.808106 + Penalty 578.243930 = -13159.564176 nChanged 0 SP:Iteration 10F (25.639336 sec): 3 clusters Score: Raw -13737.808106 + Penalty 578.243930 = -13159.564176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.639894 sec): 2 clusters Score: Raw -498.770263 + Penalty 301.217385 = -197.552877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.640123 sec): 3 clusters Score: Raw -503.049736 + Penalty 608.544575 = 105.494838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.640599 sec): 2 clusters Score: Raw -425.538159 + Penalty 170.699038 = -254.839120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.640828 sec): 3 clusters Score: Raw -427.098412 + Penalty 350.106336 = -76.992075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.641293 sec): 2 clusters Score: Raw -212.834574 + Penalty 119.800541 = -93.034033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.641511 sec): 3 clusters Score: Raw -210.696778 + Penalty 239.601083 = 28.904304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.643636 sec): 2 clusters Score: Raw -18149.368972 + Penalty 215.671373 = -17933.697600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.644512 sec): 3 clusters Score: Raw -17976.571660 + Penalty 450.369921 = -17526.201740 nChanged 125 SP:Iteration 1F (25.645393 sec): 3 clusters Score: Raw -18062.405924 + Penalty 487.672147 = -17574.733777 nChanged 50 SP:Iteration 2F (25.646300 sec): 3 clusters Score: Raw -18138.889501 + Penalty 527.343965 = -17611.545536 nChanged 31 SP:Iteration 3F (25.647175 sec): 3 clusters Score: Raw -18205.390990 + Penalty 535.681001 = -17669.709989 nChanged 19 SP:Iteration 4F (25.648048 sec): 3 clusters Score: Raw -18233.204938 + Penalty 540.083948 = -17693.120989 nChanged 12 SP:Iteration 5Q (25.648912 sec): 3 clusters Score: Raw -18260.420047 + Penalty 547.863230 = -17712.556816 nChanged 11 SP:Iteration 6Q (25.649771 sec): 3 clusters Score: Raw -18284.616023 + Penalty 553.524870 = -17731.091153 nChanged 7 SP:Iteration 7Q (25.650608 sec): 3 clusters Score: Raw -18294.817630 + Penalty 552.607510 = -17742.210120 nChanged 4 SP:Iteration 8Q (25.651437 sec): 3 clusters Score: Raw -18296.567613 + Penalty 554.220377 = -17742.347236 nChanged 1 SP:Iteration 9Q (25.652255 sec): 3 clusters Score: Raw -18296.955030 + Penalty 554.220377 = -17742.734653 nChanged 0 SP:Iteration 10F (25.653127 sec): 3 clusters Score: Raw -18296.955030 + Penalty 554.220377 = -17742.734653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.653701 sec): 2 clusters Score: Raw -830.179973 + Penalty 341.407686 = -488.772287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.653939 sec): 3 clusters Score: Raw -883.681981 + Penalty 679.537549 = -204.144432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.655070 sec): 2 clusters Score: Raw -10431.538385 + Penalty 311.253718 = -10120.284666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.655730 sec): 3 clusters Score: Raw -10320.547510 + Penalty 621.745817 = -9698.801693 nChanged 53 SP:Iteration 1F (25.656379 sec): 3 clusters Score: Raw -10387.223172 + Penalty 621.819636 = -9765.403536 nChanged 27 SP:Iteration 2F (25.657026 sec): 3 clusters Score: Raw -10425.538496 + Penalty 623.670784 = -9801.867712 nChanged 14 SP:Iteration 3F (25.657672 sec): 3 clusters Score: Raw -10453.106828 + Penalty 625.873071 = -9827.233756 nChanged 13 SP:Iteration 4F (25.658298 sec): 3 clusters Score: Raw -10473.097841 + Penalty 629.128614 = -9843.969228 nChanged 13 SP:Iteration 5F (25.658955 sec): 3 clusters Score: Raw -10494.626499 + Penalty 630.193458 = -9864.433041 nChanged 4 SP:Iteration 6Q (25.659579 sec): 3 clusters Score: Raw -10500.171932 + Penalty 630.881214 = -9869.290717 nChanged 1 SP:Iteration 7Q (25.660200 sec): 3 clusters Score: Raw -10501.855098 + Penalty 631.173126 = -9870.681972 nChanged 1 SP:Iteration 8Q (25.660826 sec): 3 clusters Score: Raw -10502.557146 + Penalty 631.173126 = -9871.384020 nChanged 0 SP:Iteration 9F (25.661471 sec): 3 clusters Score: Raw -10502.557146 + Penalty 631.173126 = -9871.384020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.662327 sec): 2 clusters Score: Raw -8643.964913 + Penalty 645.194327 = -7998.770586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.662814 sec): 3 clusters Score: Raw -8669.941700 + Penalty 1294.943006 = -7374.998694 nChanged 25 SP:Iteration 1F (25.663310 sec): 3 clusters Score: Raw -8732.984920 + Penalty 1298.751950 = -7434.232970 nChanged 5 SP:Iteration 2Q (25.663770 sec): 3 clusters Score: Raw -8741.736430 + Penalty 1299.959892 = -7441.776538 nChanged 3 SP:Iteration 3Q (25.664243 sec): 3 clusters Score: Raw -8755.587574 + Penalty 1300.499703 = -7455.087871 nChanged 3 SP:Iteration 4Q (25.664723 sec): 3 clusters Score: Raw -8759.453656 + Penalty 1300.614513 = -7458.839144 nChanged 1 SP:Iteration 5Q (25.665190 sec): 3 clusters Score: Raw -8761.491057 + Penalty 1300.614513 = -7460.876544 nChanged 0 SP:Iteration 6F (25.665695 sec): 3 clusters Score: Raw -8761.491057 + Penalty 1300.614513 = -7460.876544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.666219 sec): 2 clusters Score: Raw -824.719522 + Penalty 332.615598 = -492.103923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.666454 sec): 3 clusters Score: Raw -860.970207 + Penalty 659.359394 = -201.610813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.666915 sec): 2 clusters Score: Raw -115.028685 + Penalty 91.362606 = -23.666080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.667126 sec): 3 clusters Score: Raw -107.247215 + Penalty 182.725211 = 75.477996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.667694 sec): 2 clusters Score: Raw -2216.191348 + Penalty 453.551200 = -1762.640149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.667985 sec): 3 clusters Score: Raw -2293.010022 + Penalty 907.962929 = -1385.047093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.669205 sec): 2 clusters Score: Raw -14383.258255 + Penalty 37.190292 = -14346.067962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.669977 sec): 3 clusters Score: Raw -14226.050641 + Penalty 74.107465 = -14151.943176 nChanged 130 SP:Iteration 1F (25.670757 sec): 3 clusters Score: Raw -14345.837811 + Penalty 75.687923 = -14270.149888 nChanged 17 SP:Iteration 2F (25.671518 sec): 3 clusters Score: Raw -14361.238554 + Penalty 75.885173 = -14285.353380 nChanged 11 SP:Iteration 3Q (25.672281 sec): 3 clusters Score: Raw -14369.935273 + Penalty 75.808903 = -14294.126370 nChanged 10 SP:Iteration 4Q (25.673080 sec): 3 clusters Score: Raw -14375.839594 + Penalty 75.289339 = -14300.550256 nChanged 5 SP:Iteration 5Q (25.673885 sec): 3 clusters Score: Raw -14378.857510 + Penalty 76.658284 = -14302.199226 nChanged 5 SP:Iteration 6Q (25.674664 sec): 3 clusters Score: Raw -14382.264644 + Penalty 78.404687 = -14303.859958 nChanged 3 SP:Iteration 7Q (25.675427 sec): 3 clusters Score: Raw -14383.407800 + Penalty 79.130973 = -14304.276827 nChanged 1 SP:Iteration 8Q (25.676188 sec): 3 clusters Score: Raw -14384.362898 + Penalty 80.886014 = -14303.476883 nChanged 2 SP:Iteration 9F (25.676899 sec): 3 clusters Score: Raw -14386.045243 + Penalty 81.957892 = -14304.087351 nChanged 1 SP:Iteration 10F (25.677610 sec): 3 clusters Score: Raw -14386.227729 + Penalty 81.957892 = -14304.269837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.678296 sec): 2 clusters Score: Raw -4197.712719 + Penalty 699.805501 = -3497.907218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.678658 sec): 3 clusters Score: Raw -4356.269148 + Penalty 1399.730828 = -2956.538320 nChanged 2 SP:Iteration 1Q (25.678991 sec): 3 clusters Score: Raw -4365.851794 + Penalty 1399.730828 = -2966.120966 nChanged 0 SP:Iteration 2F (25.679346 sec): 3 clusters Score: Raw -4365.851794 + Penalty 1399.730828 = -2966.120966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.680396 sec): 2 clusters Score: Raw -11844.870877 + Penalty 673.067892 = -11171.802986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.681062 sec): 3 clusters Score: Raw -11856.807771 + Penalty 1346.349636 = -10510.458135 nChanged 54 SP:Iteration 1F (25.681693 sec): 3 clusters Score: Raw -11931.326747 + Penalty 1345.840597 = -10585.486150 nChanged 8 SP:Iteration 2Q (25.682336 sec): 3 clusters Score: Raw -11940.773661 + Penalty 1345.428088 = -10595.345573 nChanged 3 SP:Iteration 3Q (25.682945 sec): 3 clusters Score: Raw -11942.965668 + Penalty 1345.407353 = -10597.558314 nChanged 3 SP:Iteration 4Q (25.683553 sec): 3 clusters Score: Raw -11946.956154 + Penalty 1345.597832 = -10601.358322 nChanged 2 SP:Iteration 5Q (25.684160 sec): 3 clusters Score: Raw -11948.130161 + Penalty 1345.637321 = -10602.492840 nChanged 2 SP:Iteration 6Q (25.684766 sec): 3 clusters Score: Raw -11949.708927 + Penalty 1345.772528 = -10603.936399 nChanged 2 SP:Iteration 7Q (25.685371 sec): 3 clusters Score: Raw -11951.821551 + Penalty 1345.830448 = -10605.991103 nChanged 1 SP:Iteration 8Q (25.685978 sec): 3 clusters Score: Raw -11952.506534 + Penalty 1345.541954 = -10606.964580 nChanged 1 SP:Iteration 9Q (25.686565 sec): 3 clusters Score: Raw -11953.112555 + Penalty 1345.541954 = -10607.570601 nChanged 0 SP:Iteration 10F (25.687174 sec): 3 clusters Score: Raw -11953.112555 + Penalty 1345.541954 = -10607.570601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.687677 sec): 2 clusters Score: Raw -542.490759 + Penalty 121.306150 = -421.184609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.687910 sec): 3 clusters Score: Raw -555.614615 + Penalty 244.064231 = -311.550384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.688467 sec): 2 clusters Score: Raw -1722.931844 + Penalty 370.795800 = -1352.136044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.688744 sec): 3 clusters Score: Raw -1765.628874 + Penalty 739.215123 = -1026.413751 nChanged 1 SP:Iteration 1Q (25.689004 sec): 3 clusters Score: Raw -1769.283389 + Penalty 739.215123 = -1030.068266 nChanged 0 SP:Iteration 2F (25.689273 sec): 3 clusters Score: Raw -1769.283389 + Penalty 739.215123 = -1030.068266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.689876 sec): 2 clusters Score: Raw -2694.597956 + Penalty 202.010686 = -2492.587270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.690191 sec): 3 clusters Score: Raw -2704.684658 + Penalty 404.021371 = -2300.663287 nChanged 13 SP:Iteration 1F (25.690500 sec): 3 clusters Score: Raw -2722.264108 + Penalty 404.595271 = -2317.668836 nChanged 1 SP:Iteration 2Q (25.690811 sec): 3 clusters Score: Raw -2722.768573 + Penalty 404.595271 = -2318.173302 nChanged 0 SP:Iteration 3F (25.691120 sec): 3 clusters Score: Raw -2722.768573 + Penalty 404.595271 = -2318.173302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.691605 sec): 2 clusters Score: Raw -533.929909 + Penalty 230.532243 = -303.397667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.691832 sec): 3 clusters Score: Raw -552.390883 + Penalty 458.727984 = -93.662899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.692779 sec): 2 clusters Score: Raw -9732.290780 + Penalty 306.313937 = -9425.976843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.693331 sec): 3 clusters Score: Raw -9673.987433 + Penalty 615.633987 = -9058.353446 nChanged 53 SP:Iteration 1F (25.693855 sec): 3 clusters Score: Raw -9726.303899 + Penalty 617.150076 = -9109.153823 nChanged 8 SP:Iteration 2Q (25.694381 sec): 3 clusters Score: Raw -9729.707927 + Penalty 617.358564 = -9112.349362 nChanged 1 SP:Iteration 3Q (25.694906 sec): 3 clusters Score: Raw -9730.341271 + Penalty 617.533220 = -9112.808051 nChanged 1 SP:Iteration 4Q (25.695452 sec): 3 clusters Score: Raw -9731.048362 + Penalty 618.617750 = -9112.430612 nChanged 2 SP:Iteration 5F (25.695980 sec): 3 clusters Score: Raw -9734.171088 + Penalty 618.617750 = -9115.553338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.696880 sec): 2 clusters Score: Raw -9408.044875 + Penalty 367.728899 = -9040.315976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.697397 sec): 3 clusters Score: Raw -9349.520689 + Penalty 737.819711 = -8611.700978 nChanged 39 SP:Iteration 1F (25.697908 sec): 3 clusters Score: Raw -9399.235779 + Penalty 737.782337 = -8661.453442 nChanged 10 SP:Iteration 2F (25.698416 sec): 3 clusters Score: Raw -9415.673100 + Penalty 738.220481 = -8677.452619 nChanged 4 SP:Iteration 3Q (25.698917 sec): 3 clusters Score: Raw -9425.548677 + Penalty 738.700959 = -8686.847718 nChanged 3 SP:Iteration 4Q (25.699413 sec): 3 clusters Score: Raw -9428.811828 + Penalty 738.700959 = -8690.110869 nChanged 0 SP:Iteration 5F (25.699940 sec): 3 clusters Score: Raw -9428.811828 + Penalty 738.700959 = -8690.110869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.700467 sec): 2 clusters Score: Raw -1092.294964 + Penalty 240.831493 = -851.463471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.700720 sec): 3 clusters Score: Raw -1099.845391 + Penalty 476.029444 = -623.815947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.701193 sec): 2 clusters Score: Raw -311.064437 + Penalty 114.163724 = -196.900712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.701413 sec): 3 clusters Score: Raw -312.605277 + Penalty 232.181602 = -80.423674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.701962 sec): 2 clusters Score: Raw -1821.851278 + Penalty 335.248840 = -1486.602438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.702239 sec): 3 clusters Score: Raw -1846.468677 + Penalty 671.349720 = -1175.118957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.702816 sec): 2 clusters Score: Raw -2338.241533 + Penalty 321.921940 = -2016.319593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.703113 sec): 3 clusters Score: Raw -2364.305737 + Penalty 647.014411 = -1717.291326 nChanged 1 SP:Iteration 1Q (25.703399 sec): 3 clusters Score: Raw -2368.690958 + Penalty 647.014411 = -1721.676548 nChanged 0 SP:Iteration 2F (25.703690 sec): 3 clusters Score: Raw -2368.690958 + Penalty 647.014411 = -1721.676548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.704237 sec): 2 clusters Score: Raw -1832.004609 + Penalty 335.989245 = -1496.015364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.704510 sec): 3 clusters Score: Raw -1860.643309 + Penalty 672.984291 = -1187.659018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.705927 sec): 2 clusters Score: Raw -19960.651322 + Penalty 503.482557 = -19457.168764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.706777 sec): 3 clusters Score: Raw -19826.425835 + Penalty 1006.157279 = -18820.268556 nChanged 96 SP:Iteration 1F (25.707608 sec): 3 clusters Score: Raw -19910.547920 + Penalty 1007.291992 = -18903.255928 nChanged 27 SP:Iteration 2F (25.708459 sec): 3 clusters Score: Raw -19940.526778 + Penalty 1007.700953 = -18932.825825 nChanged 12 SP:Iteration 3Q (25.709271 sec): 3 clusters Score: Raw -19957.855292 + Penalty 1006.996762 = -18950.858530 nChanged 11 SP:Iteration 4Q (25.710078 sec): 3 clusters Score: Raw -19977.085313 + Penalty 1007.345597 = -18969.739715 nChanged 9 SP:Iteration 5Q (25.710888 sec): 3 clusters Score: Raw -19986.444980 + Penalty 1006.323951 = -18980.121028 nChanged 7 SP:Iteration 6Q (25.711696 sec): 3 clusters Score: Raw -19996.368133 + Penalty 1006.367076 = -18990.001058 nChanged 5 SP:Iteration 7Q (25.712494 sec): 3 clusters Score: Raw -20001.053901 + Penalty 1006.462214 = -18994.591687 nChanged 2 SP:Iteration 8Q (25.713291 sec): 3 clusters Score: Raw -20001.882781 + Penalty 1006.462214 = -18995.420567 nChanged 0 SP:Iteration 9F (25.714105 sec): 3 clusters Score: Raw -20001.882781 + Penalty 1006.462214 = -18995.420567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.714646 sec): 2 clusters Score: Raw -1237.115075 + Penalty 273.987883 = -963.127193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.714906 sec): 3 clusters Score: Raw -1266.359797 + Penalty 547.975765 = -718.384031 nChanged 1 SP:Iteration 1Q (25.715156 sec): 3 clusters Score: Raw -1268.223973 + Penalty 547.975765 = -720.248208 nChanged 0 SP:Iteration 2F (25.715406 sec): 3 clusters Score: Raw -1268.223973 + Penalty 547.975765 = -720.248208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.715861 sec): 2 clusters Score: Raw -53.178627 + Penalty 0.000000 = -53.178627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.716054 sec): 2 clusters Score: Raw -53.178627 + Penalty 0.000000 = -53.178627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.716830 sec): 2 clusters Score: Raw -5275.711208 + Penalty 274.638333 = -5001.072875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.717264 sec): 3 clusters Score: Raw -5250.300480 + Penalty 558.877195 = -4691.423285 nChanged 19 SP:Iteration 1F (25.717676 sec): 3 clusters Score: Raw -5280.246221 + Penalty 565.318024 = -4714.928196 nChanged 7 SP:Iteration 2F (25.718098 sec): 3 clusters Score: Raw -5289.082618 + Penalty 567.996907 = -4721.085712 nChanged 4 SP:Iteration 3Q (25.718513 sec): 3 clusters Score: Raw -5294.810026 + Penalty 570.067195 = -4724.742831 nChanged 1 SP:Iteration 4Q (25.718924 sec): 3 clusters Score: Raw -5295.068168 + Penalty 570.067195 = -4725.000973 nChanged 0 SP:Iteration 5F (25.719345 sec): 3 clusters Score: Raw -5295.068168 + Penalty 570.067195 = -4725.000973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.719841 sec): 2 clusters Score: Raw -745.304411 + Penalty 243.742474 = -501.561936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.720078 sec): 3 clusters Score: Raw -761.955596 + Penalty 490.162746 = -271.792850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.720551 sec): 2 clusters Score: Raw -287.795070 + Penalty 113.910996 = -173.884074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.720773 sec): 3 clusters Score: Raw -296.765363 + Penalty 221.608679 = -75.156685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.721236 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.721453 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.721923 sec): 2 clusters Score: Raw -293.678324 + Penalty 176.983775 = -116.694549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.722142 sec): 3 clusters Score: Raw -289.812644 + Penalty 346.723936 = 56.911292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.722655 sec): 2 clusters Score: Raw -1104.020218 + Penalty 156.437741 = -947.582477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.722909 sec): 3 clusters Score: Raw -1109.266191 + Penalty 314.065513 = -795.200678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.723376 sec): 2 clusters Score: Raw -274.259106 + Penalty 104.168749 = -170.090357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.723592 sec): 3 clusters Score: Raw -269.172202 + Penalty 227.925338 = -41.246864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.724084 sec): 2 clusters Score: Raw -727.500563 + Penalty 275.537720 = -451.962843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.724320 sec): 3 clusters Score: Raw -769.340884 + Penalty 549.161201 = -220.179683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.724835 sec): 2 clusters Score: Raw -1370.196653 + Penalty 425.403626 = -944.793027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.725090 sec): 3 clusters Score: Raw -1446.226264 + Penalty 849.349749 = -596.876515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.725576 sec): 2 clusters Score: Raw -657.535323 + Penalty 258.352923 = -399.182401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.725810 sec): 3 clusters Score: Raw -677.301401 + Penalty 517.540154 = -159.761247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.726334 sec): 2 clusters Score: Raw -1430.241046 + Penalty 402.414908 = -1027.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.726592 sec): 3 clusters Score: Raw -1489.989674 + Penalty 799.748777 = -690.240897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.727066 sec): 2 clusters Score: Raw -342.517454 + Penalty 188.729965 = -153.787490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.727285 sec): 3 clusters Score: Raw -344.737988 + Penalty 356.777369 = 12.039381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.727771 sec): 2 clusters Score: Raw -640.358130 + Penalty 224.611238 = -415.746892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.727999 sec): 3 clusters Score: Raw -654.309300 + Penalty 462.215319 = -192.093981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.728485 sec): 2 clusters Score: Raw -428.296320 + Penalty 239.542629 = -188.753690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.728707 sec): 3 clusters Score: Raw -423.582010 + Penalty 476.331271 = 52.749261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.729179 sec): 2 clusters Score: Raw -408.132869 + Penalty 210.506486 = -197.626383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.729402 sec): 3 clusters Score: Raw -409.335032 + Penalty 428.854690 = 19.519658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.730052 sec): 2 clusters Score: Raw -4140.034585 + Penalty 622.529311 = -3517.505274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.730400 sec): 3 clusters Score: Raw -4254.540284 + Penalty 1244.299651 = -3010.240633 nChanged 5 SP:Iteration 1F (25.730742 sec): 3 clusters Score: Raw -4268.709268 + Penalty 1243.322908 = -3025.386360 nChanged 2 SP:Iteration 2Q (25.731066 sec): 3 clusters Score: Raw -4272.604744 + Penalty 1243.322908 = -3029.281836 nChanged 0 SP:Iteration 3F (25.731404 sec): 3 clusters Score: Raw -4272.604744 + Penalty 1243.322908 = -3029.281836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.731889 sec): 2 clusters Score: Raw -621.098932 + Penalty 338.010427 = -283.088505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.732116 sec): 3 clusters Score: Raw -632.849414 + Penalty 682.535818 = 49.686403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.732612 sec): 2 clusters Score: Raw -779.522176 + Penalty 168.373323 = -611.148853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.732851 sec): 3 clusters Score: Raw -805.663636 + Penalty 327.864312 = -477.799323 nChanged 1 SP:Iteration 1F (25.733086 sec): 3 clusters Score: Raw -810.187774 + Penalty 327.864312 = -482.323462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.733559 sec): 2 clusters Score: Raw -369.788730 + Penalty 137.702395 = -232.086335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.733781 sec): 3 clusters Score: Raw -369.805068 + Penalty 281.474226 = -88.330842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.734275 sec): 2 clusters Score: Raw -900.244954 + Penalty 357.602059 = -542.642895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.734513 sec): 3 clusters Score: Raw -948.481216 + Penalty 722.004343 = -226.476874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.735022 sec): 2 clusters Score: Raw -1084.115493 + Penalty 434.025845 = -650.089648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.735270 sec): 3 clusters Score: Raw -1206.132104 + Penalty 864.697745 = -341.434359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.735733 sec): 2 clusters Score: Raw -179.536390 + Penalty 114.361510 = -65.174880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.735944 sec): 3 clusters Score: Raw -168.471763 + Penalty 225.327599 = 56.855836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.736423 sec): 2 clusters Score: Raw -182.038594 + Penalty 131.485399 = -50.553195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.736619 sec): 2 clusters Score: Raw -182.038594 + Penalty 131.485399 = -50.553195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.737108 sec): 2 clusters Score: Raw -620.242421 + Penalty 202.402494 = -417.839927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.737339 sec): 3 clusters Score: Raw -636.580739 + Penalty 394.011459 = -242.569280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.737822 sec): 2 clusters Score: Raw -507.241197 + Penalty 139.229324 = -368.011873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.738049 sec): 3 clusters Score: Raw -514.475555 + Penalty 273.137862 = -241.337694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.738522 sec): 2 clusters Score: Raw -385.444906 + Penalty 175.138790 = -210.306117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.738743 sec): 3 clusters Score: Raw -390.548240 + Penalty 349.517832 = -41.030408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.739216 sec): 2 clusters Score: Raw -396.400499 + Penalty 196.315605 = -200.084894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.739437 sec): 3 clusters Score: Raw -393.812509 + Penalty 405.734537 = 11.922028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 76 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.740005 sec): 2 clusters Score: Raw -2179.357457 + Penalty 543.152865 = -1636.204592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.740298 sec): 3 clusters Score: Raw -2309.475646 + Penalty 1087.280342 = -1222.195304 nChanged 1 SP:Iteration 1Q (25.740567 sec): 3 clusters Score: Raw -2322.612622 + Penalty 1087.280342 = -1235.332280 nChanged 0 SP:Iteration 2F (25.740854 sec): 3 clusters Score: Raw -2322.612622 + Penalty 1087.280342 = -1235.332280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.741326 sec): 2 clusters Score: Raw -314.583176 + Penalty 208.833519 = -105.749657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.741544 sec): 3 clusters Score: Raw -301.601559 + Penalty 452.411872 = 150.810313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.742017 sec): 2 clusters Score: Raw -376.241174 + Penalty 159.813105 = -216.428070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.742239 sec): 3 clusters Score: Raw -379.848052 + Penalty 316.086381 = -63.761672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.742703 sec): 2 clusters Score: Raw -241.104220 + Penalty 169.076003 = -72.028217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.742918 sec): 3 clusters Score: Raw -232.007268 + Penalty 336.031684 = 104.024416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.743452 sec): 2 clusters Score: Raw -1661.376848 + Penalty 240.303863 = -1421.072985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.743738 sec): 3 clusters Score: Raw -1688.277414 + Penalty 480.607725 = -1207.669689 nChanged 1 SP:Iteration 1Q (25.743997 sec): 3 clusters Score: Raw -1690.504797 + Penalty 488.721814 = -1201.782983 nChanged 2 SP:Iteration 2F (25.744261 sec): 3 clusters Score: Raw -1700.851627 + Penalty 488.721814 = -1212.129813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.744963 sec): 2 clusters Score: Raw -5263.435458 + Penalty 706.128427 = -4557.307031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.745347 sec): 3 clusters Score: Raw -5389.946973 + Penalty 1412.870731 = -3977.076243 nChanged 1 SP:Iteration 1Q (25.745702 sec): 3 clusters Score: Raw -5393.053468 + Penalty 1412.870731 = -3980.182737 nChanged 0 SP:Iteration 2F (25.746077 sec): 3 clusters Score: Raw -5393.053468 + Penalty 1412.870731 = -3980.182737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.746546 sec): 2 clusters Score: Raw -251.248437 + Penalty 185.548559 = -65.699878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.746761 sec): 3 clusters Score: Raw -239.456879 + Penalty 371.097118 = 131.640239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.747227 sec): 2 clusters Score: Raw -212.189252 + Penalty 102.537605 = -109.651647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.747441 sec): 3 clusters Score: Raw -209.671479 + Penalty 205.075210 = -4.596269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.747908 sec): 2 clusters Score: Raw -286.744809 + Penalty 149.243379 = -137.501430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.748126 sec): 3 clusters Score: Raw -281.427947 + Penalty 302.574738 = 21.146790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.748624 sec): 2 clusters Score: Raw -929.097972 + Penalty 321.046666 = -608.051306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.748867 sec): 3 clusters Score: Raw -969.298910 + Penalty 644.844084 = -324.454826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.749344 sec): 2 clusters Score: Raw -436.813373 + Penalty 169.825591 = -266.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.749569 sec): 3 clusters Score: Raw -440.086089 + Penalty 339.295008 = -100.791081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.750052 sec): 2 clusters Score: Raw -596.967762 + Penalty 192.336712 = -404.631050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.750279 sec): 3 clusters Score: Raw -592.582636 + Penalty 408.345408 = -184.237228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.750741 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.750936 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.751435 sec): 2 clusters Score: Raw -681.516431 + Penalty 341.062167 = -340.454265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.751667 sec): 3 clusters Score: Raw -696.394243 + Penalty 682.566989 = -13.827254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.752148 sec): 2 clusters Score: Raw -567.471483 + Penalty 261.509051 = -305.962432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.752375 sec): 3 clusters Score: Raw -578.887544 + Penalty 518.532217 = -60.355327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.752868 sec): 2 clusters Score: Raw -893.823563 + Penalty 285.589458 = -608.234105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.753108 sec): 3 clusters Score: Raw -912.407939 + Penalty 560.548487 = -351.859452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.753580 sec): 2 clusters Score: Raw -366.280424 + Penalty 150.653649 = -215.626775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.753802 sec): 3 clusters Score: Raw -375.744731 + Penalty 309.050489 = -66.694242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.754274 sec): 2 clusters Score: Raw -368.593851 + Penalty 148.582682 = -220.011169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.754496 sec): 3 clusters Score: Raw -378.216306 + Penalty 291.648933 = -86.567373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.754977 sec): 2 clusters Score: Raw -499.049537 + Penalty 178.752136 = -320.297401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.755204 sec): 3 clusters Score: Raw -513.693001 + Penalty 360.638937 = -153.054064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.755663 sec): 2 clusters Score: Raw -120.546966 + Penalty 94.141067 = -26.405899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.755858 sec): 2 clusters Score: Raw -120.546966 + Penalty 94.141067 = -26.405899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.756329 sec): 2 clusters Score: Raw -330.497326 + Penalty 186.647375 = -143.849951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.756530 sec): 2 clusters Score: Raw -330.497326 + Penalty 186.647375 = -143.849951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.756999 sec): 2 clusters Score: Raw -330.983744 + Penalty 173.245086 = -157.738658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.757219 sec): 3 clusters Score: Raw -331.527633 + Penalty 352.021309 = 20.493676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.757682 sec): 2 clusters Score: Raw -229.866577 + Penalty 135.016285 = -94.850292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.757898 sec): 3 clusters Score: Raw -222.634278 + Penalty 270.032569 = 47.398292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.758391 sec): 2 clusters Score: Raw -531.482926 + Penalty 259.784481 = -271.698445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.758616 sec): 3 clusters Score: Raw -542.355537 + Penalty 519.378172 = -22.977364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.759079 sec): 2 clusters Score: Raw -187.168844 + Penalty 146.486834 = -40.682010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759291 sec): 3 clusters Score: Raw -175.927747 + Penalty 292.150176 = 116.222429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.759753 sec): 2 clusters Score: Raw -178.268092 + Penalty 124.694829 = -53.573264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759949 sec): 2 clusters Score: Raw -178.268092 + Penalty 124.694829 = -53.573264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.760448 sec): 2 clusters Score: Raw -914.476384 + Penalty 288.487656 = -625.988728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.760692 sec): 3 clusters Score: Raw -968.167090 + Penalty 577.426374 = -390.740716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.761158 sec): 2 clusters Score: Raw -291.233980 + Penalty 158.960207 = -132.273774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.761374 sec): 3 clusters Score: Raw -286.330676 + Penalty 324.699957 = 38.369281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.761839 sec): 2 clusters Score: Raw -212.806569 + Penalty 121.723012 = -91.083557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.762053 sec): 3 clusters Score: Raw -211.549990 + Penalty 232.236994 = 20.687004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.762520 sec): 2 clusters Score: Raw -309.814983 + Penalty 187.229506 = -122.585477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.762737 sec): 3 clusters Score: Raw -298.316067 + Penalty 372.015414 = 73.699347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.763196 sec): 2 clusters Score: Raw -114.337476 + Penalty 75.451803 = -38.885673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.763391 sec): 2 clusters Score: Raw -114.337476 + Penalty 75.451803 = -38.885673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.763843 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.764034 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 110 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.764524 sec): 2 clusters Score: Raw -693.736287 + Penalty 248.273053 = -445.463234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.764761 sec): 3 clusters Score: Raw -719.902220 + Penalty 498.095580 = -221.806640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.765230 sec): 2 clusters Score: Raw -54.636368 + Penalty 0.000000 = -54.636368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.765422 sec): 2 clusters Score: Raw -54.636368 + Penalty 0.000000 = -54.636368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.765903 sec): 2 clusters Score: Raw -544.897502 + Penalty 249.688428 = -295.209074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.766130 sec): 3 clusters Score: Raw -570.813725 + Penalty 497.717328 = -73.096397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.766614 sec): 2 clusters Score: Raw -693.639358 + Penalty 276.412406 = -417.226952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.766847 sec): 3 clusters Score: Raw -707.092491 + Penalty 552.824812 = -154.267678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.767325 sec): 2 clusters Score: Raw -494.948824 + Penalty 236.986926 = -257.961897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.767550 sec): 3 clusters Score: Raw -494.127606 + Penalty 476.587220 = -17.540386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.768035 sec): 2 clusters Score: Raw -694.629818 + Penalty 322.170301 = -372.459517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.768264 sec): 3 clusters Score: Raw -720.747318 + Penalty 623.776044 = -96.971273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.768744 sec): 2 clusters Score: Raw -637.712147 + Penalty 331.574711 = -306.137436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.768971 sec): 3 clusters Score: Raw -641.050182 + Penalty 657.427206 = 16.377024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.769452 sec): 2 clusters Score: Raw -615.170657 + Penalty 231.628980 = -383.541677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.769680 sec): 3 clusters Score: Raw -630.004438 + Penalty 459.791356 = -170.213082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 118 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.770168 sec): 2 clusters Score: Raw -698.847374 + Penalty 220.821439 = -478.025935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.770400 sec): 3 clusters Score: Raw -717.241253 + Penalty 411.877901 = -305.363352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.770890 sec): 2 clusters Score: Raw -687.383355 + Penalty 185.209387 = -502.173968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.771121 sec): 3 clusters Score: Raw -701.240461 + Penalty 336.231173 = -365.009288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.771608 sec): 2 clusters Score: Raw -800.029609 + Penalty 333.541675 = -466.487934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.771841 sec): 3 clusters Score: Raw -810.576672 + Penalty 671.431928 = -139.144744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.772322 sec): 2 clusters Score: Raw -208.625690 + Penalty 69.188823 = -139.436867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.772535 sec): 3 clusters Score: Raw -203.952378 + Penalty 130.479919 = -73.472460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.773016 sec): 2 clusters Score: Raw -560.243648 + Penalty 285.851761 = -274.391887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.773245 sec): 3 clusters Score: Raw -582.248459 + Penalty 571.703522 = -10.544937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.773709 sec): 2 clusters Score: Raw -248.777026 + Penalty 182.337693 = -66.439333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.773925 sec): 3 clusters Score: Raw -236.910880 + Penalty 364.675386 = 127.764507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.774378 sec): 2 clusters Score: Raw -54.520921 + Penalty 0.000000 = -54.520921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.774569 sec): 2 clusters Score: Raw -54.520921 + Penalty 0.000000 = -54.520921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.775036 sec): 2 clusters Score: Raw -307.248105 + Penalty 211.987481 = -95.260625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.775255 sec): 3 clusters Score: Raw -298.109333 + Penalty 428.331464 = 130.222131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.775729 sec): 2 clusters Score: Raw -432.622352 + Penalty 228.785196 = -203.837156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.775950 sec): 3 clusters Score: Raw -426.382356 + Penalty 465.248258 = 38.865902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 129 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.776414 sec): 2 clusters Score: Raw -252.825994 + Penalty 184.173278 = -68.652716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.776629 sec): 3 clusters Score: Raw -238.503995 + Penalty 368.346555 = 129.842560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777100 sec): 2 clusters Score: Raw -325.060204 + Penalty 148.847517 = -176.212687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.777319 sec): 3 clusters Score: Raw -327.187260 + Penalty 311.520529 = -15.666731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777805 sec): 2 clusters Score: Raw -635.553728 + Penalty 227.778276 = -407.775452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778037 sec): 3 clusters Score: Raw -658.403834 + Penalty 466.047792 = -192.356042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.778508 sec): 2 clusters Score: Raw -393.544537 + Penalty 175.860345 = -217.684192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778731 sec): 3 clusters Score: Raw -389.327231 + Penalty 375.100863 = -14.226367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.779207 sec): 2 clusters Score: Raw -230.622315 + Penalty 138.209168 = -92.413147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.779423 sec): 3 clusters Score: Raw -224.704531 + Penalty 276.418335 = 51.713804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.779898 sec): 2 clusters Score: Raw -393.327110 + Penalty 125.494455 = -267.832655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.780122 sec): 3 clusters Score: Raw -411.257125 + Penalty 273.240744 = -138.016381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.780581 sec): 2 clusters Score: Raw -115.791384 + Penalty 91.794212 = -23.997172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.780779 sec): 2 clusters Score: Raw -115.791384 + Penalty 91.794212 = -23.997172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781252 sec): 2 clusters Score: Raw -390.922006 + Penalty 199.728466 = -191.193541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.781470 sec): 3 clusters Score: Raw -388.878037 + Penalty 402.524984 = 13.646947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 138 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781950 sec): 2 clusters Score: Raw -508.495037 + Penalty 266.646592 = -241.848446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782175 sec): 3 clusters Score: Raw -523.038070 + Penalty 523.287459 = 0.249389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.782635 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782830 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.783956 sec): 2 clusters Score: Raw -10628.445936 + Penalty 71.364900 = -10557.081036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.784614 sec): 3 clusters Score: Raw -10519.864343 + Penalty 150.607534 = -10369.256809 nChanged 92 SP:Iteration 1F (25.785251 sec): 3 clusters Score: Raw -10682.754245 + Penalty 152.466500 = -10530.287745 nChanged 21 SP:Iteration 2F (25.785888 sec): 3 clusters Score: Raw -10733.182467 + Penalty 151.758795 = -10581.423671 nChanged 9 SP:Iteration 3Q (25.786475 sec): 3 clusters Score: Raw -10758.665817 + Penalty 151.593566 = -10607.072251 nChanged 6 SP:Iteration 4Q (25.787048 sec): 3 clusters Score: Raw -10773.868028 + Penalty 153.495997 = -10620.372031 nChanged 6 SP:Iteration 5Q (25.787617 sec): 3 clusters Score: Raw -10785.297330 + Penalty 155.856488 = -10629.440842 nChanged 6 SP:Iteration 6Q (25.788182 sec): 3 clusters Score: Raw -10796.888844 + Penalty 158.361088 = -10638.527756 nChanged 4 SP:Iteration 7Q (25.788743 sec): 3 clusters Score: Raw -10800.827517 + Penalty 158.361088 = -10642.466430 nChanged 0 SP:Iteration 8F (25.789379 sec): 3 clusters Score: Raw -10800.827517 + Penalty 158.361088 = -10642.466430 nChanged 0 Score: Raw -1201294.800132 + Penalty 184746.909406 = -1016547.890725 Splitting cluster 140 changes total score from -994201.158696 to -1016547.890725 So it's getting split into cluster 93. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.992151 sec): 2 clusters Score: Raw -117.694301 + Penalty 93.043924 = -24.650377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.992357 sec): 2 clusters Score: Raw -117.694301 + Penalty 93.043924 = -24.650377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.992833 sec): 2 clusters Score: Raw -351.591384 + Penalty 199.683686 = -151.907698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993036 sec): 2 clusters Score: Raw -351.591384 + Penalty 199.683686 = -151.907698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 144 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.993511 sec): 2 clusters Score: Raw -392.296145 + Penalty 201.580736 = -190.715409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993734 sec): 3 clusters Score: Raw -397.320886 + Penalty 402.459707 = 5.138820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.994204 sec): 2 clusters Score: Raw -390.344933 + Penalty 252.440386 = -137.904547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.994427 sec): 3 clusters Score: Raw -378.655228 + Penalty 504.880772 = 126.225544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.994898 sec): 2 clusters Score: Raw -341.084944 + Penalty 163.924956 = -177.159988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995118 sec): 3 clusters Score: Raw -337.880503 + Penalty 330.294846 = -7.585657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.995582 sec): 2 clusters Score: Raw -231.745795 + Penalty 162.765004 = -68.980791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995798 sec): 3 clusters Score: Raw -224.966329 + Penalty 328.529339 = 103.563010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996252 sec): 2 clusters Score: Raw -54.038863 + Penalty 0.000000 = -54.038863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.996445 sec): 2 clusters Score: Raw -54.038863 + Penalty 0.000000 = -54.038863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996912 sec): 2 clusters Score: Raw -313.649598 + Penalty 213.587570 = -100.062028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997129 sec): 3 clusters Score: Raw -302.659822 + Penalty 430.170963 = 127.511141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.997604 sec): 2 clusters Score: Raw -395.134755 + Penalty 201.741641 = -193.393114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997829 sec): 3 clusters Score: Raw -394.195137 + Penalty 385.391524 = -8.803614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998287 sec): 2 clusters Score: Raw -115.865430 + Penalty 77.376183 = -38.489247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.998481 sec): 2 clusters Score: Raw -115.865430 + Penalty 77.376183 = -38.489247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998956 sec): 2 clusters Score: Raw -116.113778 + Penalty 86.718978 = -29.394801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999165 sec): 3 clusters Score: Raw -107.206831 + Penalty 173.437955 = 66.231125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.999629 sec): 2 clusters Score: Raw -232.380738 + Penalty 137.721537 = -94.659201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999844 sec): 3 clusters Score: Raw -225.390631 + Penalty 256.839714 = 31.449084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000322 sec): 2 clusters Score: Raw -490.407073 + Penalty 256.090511 = -234.316562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.000544 sec): 3 clusters Score: Raw -486.283508 + Penalty 511.519616 = 25.236108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001009 sec): 2 clusters Score: Raw -231.532097 + Penalty 139.364596 = -92.167501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001223 sec): 3 clusters Score: Raw -222.569061 + Penalty 289.378340 = 66.809279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001691 sec): 2 clusters Score: Raw -240.010490 + Penalty 185.131939 = -54.878551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001906 sec): 3 clusters Score: Raw -234.728723 + Penalty 370.431526 = 135.702802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.002368 sec): 2 clusters Score: Raw -178.523286 + Penalty 142.061718 = -36.461568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.002581 sec): 3 clusters Score: Raw -168.340431 + Penalty 302.354825 = 134.014394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.003038 sec): 2 clusters Score: Raw -116.244644 + Penalty 71.096529 = -45.148115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003234 sec): 2 clusters Score: Raw -116.244644 + Penalty 71.096529 = -45.148115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.003687 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003879 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.004357 sec): 2 clusters Score: Raw -512.975593 + Penalty 227.669590 = -285.306003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.004582 sec): 3 clusters Score: Raw -519.037749 + Penalty 452.330656 = -66.707092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005039 sec): 2 clusters Score: Raw -119.187405 + Penalty 86.686393 = -32.501012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005247 sec): 3 clusters Score: Raw -109.278442 + Penalty 173.372786 = 64.094344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005725 sec): 2 clusters Score: Raw -232.673623 + Penalty 129.530336 = -103.143287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005943 sec): 3 clusters Score: Raw -226.215610 + Penalty 258.086401 = 31.870791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.006405 sec): 2 clusters Score: Raw -118.985716 + Penalty 90.316097 = -28.669619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.006613 sec): 3 clusters Score: Raw -109.022937 + Penalty 180.632194 = 71.609257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007065 sec): 2 clusters Score: Raw -54.076271 + Penalty 0.000000 = -54.076271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007255 sec): 2 clusters Score: Raw -54.076271 + Penalty 0.000000 = -54.076271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007723 sec): 2 clusters Score: Raw -295.195534 + Penalty 179.570475 = -115.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007942 sec): 3 clusters Score: Raw -287.326881 + Penalty 364.380569 = 77.053688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.008407 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.008605 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.009069 sec): 2 clusters Score: Raw -221.112354 + Penalty 118.358193 = -102.754160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009281 sec): 3 clusters Score: Raw -218.921518 + Penalty 236.716387 = 17.794869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.009745 sec): 2 clusters Score: Raw -218.211762 + Penalty 119.894422 = -98.317340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009961 sec): 3 clusters Score: Raw -212.699939 + Penalty 237.931742 = 25.231803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.010418 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.010613 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011076 sec): 2 clusters Score: Raw -177.707213 + Penalty 129.873179 = -47.834034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011289 sec): 3 clusters Score: Raw -167.576087 + Penalty 256.638050 = 89.061963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011748 sec): 2 clusters Score: Raw -111.446648 + Penalty 83.651168 = -27.795480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011973 sec): 3 clusters Score: Raw -104.729600 + Penalty 167.302336 = 62.572737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.012431 sec): 2 clusters Score: Raw -121.366151 + Penalty 90.957073 = -30.409078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.012626 sec): 2 clusters Score: Raw -121.366151 + Penalty 90.957073 = -30.409078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013089 sec): 2 clusters Score: Raw -252.474501 + Penalty 163.953240 = -88.521261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.013303 sec): 3 clusters Score: Raw -240.780061 + Penalty 163.953240 = -76.826821 nChanged 1 SP:Iteration 1F (28.013498 sec): 2 clusters Score: Raw -252.474501 + Penalty 163.953240 = -88.521261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013950 sec): 2 clusters Score: Raw -51.902102 + Penalty 0.000000 = -51.902102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014140 sec): 2 clusters Score: Raw -51.902102 + Penalty 0.000000 = -51.902102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.014593 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014784 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015245 sec): 2 clusters Score: Raw -169.085374 + Penalty 107.416702 = -61.668672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.015457 sec): 3 clusters Score: Raw -161.740421 + Penalty 215.680226 = 53.939805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015920 sec): 2 clusters Score: Raw -180.621679 + Penalty 122.638958 = -57.982721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016131 sec): 3 clusters Score: Raw -169.275113 + Penalty 248.223042 = 78.947929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.016589 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016783 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017243 sec): 2 clusters Score: Raw -177.417728 + Penalty 136.631165 = -40.786564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.017455 sec): 3 clusters Score: Raw -169.788990 + Penalty 278.693772 = 108.904782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017916 sec): 2 clusters Score: Raw -167.992675 + Penalty 93.327768 = -74.664907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.018126 sec): 3 clusters Score: Raw -163.425701 + Penalty 168.202984 = 4.777284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.018582 sec): 2 clusters Score: Raw -117.430507 + Penalty 79.503682 = -37.926825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.018803 sec): 3 clusters Score: Raw -107.728535 + Penalty 159.007364 = 51.278828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.019257 sec): 2 clusters Score: Raw -55.154456 + Penalty 0.000000 = -55.154456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.019449 sec): 2 clusters Score: Raw -55.154456 + Penalty 0.000000 = -55.154456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.020049 sec): 2 clusters Score: Raw -2527.398118 + Penalty 132.260201 = -2395.137917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.020363 sec): 3 clusters Score: Raw -2539.226438 + Penalty 285.293401 = -2253.933036 nChanged 8 SP:Iteration 1F (28.020682 sec): 3 clusters Score: Raw -2555.710924 + Penalty 311.678309 = -2244.032615 nChanged 6 SP:Iteration 2F (28.021004 sec): 3 clusters Score: Raw -2566.963980 + Penalty 311.678309 = -2255.285671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 202 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.021466 sec): 2 clusters Score: Raw -120.066294 + Penalty 91.232498 = -28.833796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.021663 sec): 2 clusters Score: Raw -120.066294 + Penalty 91.232498 = -28.833796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.022117 sec): 2 clusters Score: Raw -53.948955 + Penalty 0.000000 = -53.948955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022310 sec): 2 clusters Score: Raw -53.948955 + Penalty 0.000000 = -53.948955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.022764 sec): 2 clusters Score: Raw -53.958860 + Penalty 0.000000 = -53.958860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022957 sec): 2 clusters Score: Raw -53.958860 + Penalty 0.000000 = -53.958860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.023409 sec): 2 clusters Score: Raw -54.840165 + Penalty 0.000000 = -54.840165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.023600 sec): 2 clusters Score: Raw -54.840165 + Penalty 0.000000 = -54.840165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024054 sec): 2 clusters Score: Raw -54.605786 + Penalty 0.000000 = -54.605786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024244 sec): 2 clusters Score: Raw -54.605786 + Penalty 0.000000 = -54.605786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024698 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024889 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.025342 sec): 2 clusters Score: Raw -54.992205 + Penalty 0.000000 = -54.992205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.025534 sec): 2 clusters Score: Raw -54.992205 + Penalty 0.000000 = -54.992205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.026001 sec): 2 clusters Score: Raw -53.114173 + Penalty 0.000000 = -53.114173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.026193 sec): 2 clusters Score: Raw -53.114173 + Penalty 0.000000 = -53.114173 nChanged 0 Deleting Class 65 (10 points): Lose 126.821153 but Gain 1491.990508 Iteration 20F (30.274084 sec): 187 clusters Score: Raw -1179940.433357 + Penalty 183446.292049 = -996494.141308 nChanged 288 Deleting Class 145 (5 points): Lose 51.474650 but Gain 1410.269469 Iteration 21Q (30.445675 sec): 186 clusters Score: Raw -1180127.272065 + Penalty 182066.804674 = -998060.467391 nChanged 183 Deleting Class 97 (2 points): Lose 32.055796 but Gain 1380.401127 Iteration 22Q (30.608024 sec): 185 clusters Score: Raw -1180178.103352 + Penalty 180881.570311 = -999296.533042 nChanged 125 Deleting Class 199 (1 points): Lose 6.492836 but Gain 1351.494969 Iteration 23Q (30.763991 sec): 184 clusters Score: Raw -1180233.383388 + Penalty 179570.825594 = -1000662.557794 nChanged 100 Deleting Class 136 (2 points): Lose 12.830527 but Gain 1345.988930 Iteration 24Q (30.915162 sec): 183 clusters Score: Raw -1180275.770774 + Penalty 178239.056328 = -1002036.714446 nChanged 80 Deleting Class 209 (1 points): Lose 30.129591 but Gain 1362.274452 Iteration 25Q (31.066012 sec): 182 clusters Score: Raw -1180277.223445 + Penalty 175576.906790 = -1004700.316654 nChanged 69 Deleting Class 116 (10 points): Lose 135.656829 but Gain 1463.583020 Iteration 26Q (31.214527 sec): 180 clusters Score: Raw -1180167.630180 + Penalty 174138.313679 = -1006029.316501 nChanged 63 Deleting Class 20 (8 points): Lose 146.084392 but Gain 1472.261549 Iteration 27Q (31.361457 sec): 179 clusters Score: Raw -1180074.271784 + Penalty 172792.956031 = -1007281.315753 nChanged 48 Deleting Class 129 (4 points): Lose 24.561507 but Gain 1350.276820 Iteration 28Q (31.506212 sec): 178 clusters Score: Raw -1180114.170968 + Penalty 171457.116918 = -1008657.054049 nChanged 36 Deleting Class 90 (11 points): Lose 122.008016 but Gain 1445.622792 Iteration 29Q (31.649447 sec): 177 clusters Score: Raw -1180010.107240 + Penalty 170064.723673 = -1009945.383567 nChanged 38 Deleting Class 141 (2 points): Lose 35.232209 but Gain 1364.313605 Iteration 30F (33.757813 sec): 176 clusters Score: Raw -1180024.778049 + Penalty 168779.125822 = -1011245.652227 nChanged 25 Deleting Class 202 (2 points): Lose 14.845364 but Gain 1337.752463 Iteration 31Q (33.901023 sec): 175 clusters Score: Raw -1180040.826936 + Penalty 167483.283519 = -1012557.543417 nChanged 21 Deleting Class 126 (1 points): Lose 15.986517 but Gain 1330.839699 Iteration 32Q (34.043231 sec): 174 clusters Score: Raw -1180042.409806 + Penalty 166161.493275 = -1013880.916532 nChanged 16 Deleting Class 166 (2 points): Lose 11.080682 but Gain 1324.315164 Iteration 33Q (34.184186 sec): 173 clusters Score: Raw -1180037.587301 + Penalty 164842.185013 = -1015195.402288 nChanged 11 Deleting Class 28 (2 points): Lose 28.926911 but Gain 1339.660237 Iteration 34Q (34.325999 sec): 172 clusters Score: Raw -1180013.772745 + Penalty 163558.678111 = -1016455.094634 nChanged 11 Deleting Class 182 (2 points): Lose 23.221162 but Gain 1333.713868 Iteration 35Q (34.465376 sec): 171 clusters Score: Raw -1180008.339890 + Penalty 162242.798423 = -1017765.541467 nChanged 14 Deleting Class 102 (3 points): Lose 54.135858 but Gain 1355.207489 Iteration 36Q (34.604630 sec): 170 clusters Score: Raw -1179968.717655 + Penalty 161000.177366 = -1018968.540289 nChanged 17 Deleting Class 157 (4 points): Lose 58.610738 but Gain 1357.305298 Iteration 37Q (34.745205 sec): 169 clusters Score: Raw -1179947.663348 + Penalty 159726.300376 = -1020221.362972 nChanged 13 Deleting Class 149 (5 points): Lose 62.665958 but Gain 1348.818143 Iteration 38Q (34.886999 sec): 168 clusters Score: Raw -1179907.259593 + Penalty 158441.856227 = -1021465.403366 nChanged 12 Deleting Class 158 (3 points): Lose 31.049828 but Gain 1314.268988 Iteration 39Q (35.028059 sec): 167 clusters Score: Raw -1179901.040291 + Penalty 157196.311610 = -1022704.728681 nChanged 13 Deleting Class 125 (5 points): Lose 77.520390 but Gain 1399.775411 Iteration 40F (37.010351 sec): 166 clusters Score: Raw -1179851.772924 + Penalty 155917.022492 = -1023934.750432 nChanged 13 Deleting Class 83 (5 points): Lose 86.528385 but Gain 1360.649574 Iteration 41Q (37.147954 sec): 165 clusters Score: Raw -1179797.669663 + Penalty 154609.846543 = -1025187.823120 nChanged 13 Deleting Class 127 (5 points): Lose 75.304436 but Gain 1338.713483 Iteration 42Q (37.287911 sec): 164 clusters Score: Raw -1179752.031917 + Penalty 153361.400448 = -1026390.631469 nChanged 15 Deleting Class 164 (2 points): Lose 16.718086 but Gain 1271.092402 Iteration 43Q (37.425245 sec): 163 clusters Score: Raw -1179790.700628 + Penalty 152108.119868 = -1027682.580760 nChanged 10 Deleting Class 78 (5 points): Lose 69.810609 but Gain 1318.796029 Iteration 44Q (37.562821 sec): 162 clusters Score: Raw -1179736.869171 + Penalty 150796.682246 = -1028940.186925 nChanged 13 Deleting Class 153 (2 points): Lose 33.870843 but Gain 1271.570196 Iteration 45Q (37.701031 sec): 161 clusters Score: Raw -1179715.016015 + Penalty 149530.194650 = -1030184.821365 nChanged 9 Deleting Class 115 (13 points): Lose 102.923284 but Gain 1331.412035 Iteration 46Q (37.838131 sec): 160 clusters Score: Raw -1179645.531047 + Penalty 148280.544097 = -1031364.986950 nChanged 18 Deleting Class 192 (3 points): Lose 38.747677 but Gain 1264.028799 Iteration 47Q (37.974856 sec): 159 clusters Score: Raw -1179645.274203 + Penalty 147132.125783 = -1032513.148420 nChanged 10 Deleting Class 69 (21 points): Lose 235.141883 but Gain 1448.932200 Iteration 48Q (38.111606 sec): 158 clusters Score: Raw -1179437.962532 + Penalty 147183.159646 = -1032254.802886 nChanged 27 Deleting Class 122 (15 points): Lose 112.308336 but Gain 1318.237521 Iteration 49F (39.992695 sec): 157 clusters Score: Raw -1179394.229603 + Penalty 145893.918174 = -1033500.311429 nChanged 20 Deleting Class 111 (1 points): Lose 1.236279 but Gain 1205.844289 Iteration 50F (41.861735 sec): 156 clusters Score: Raw -1179440.268381 + Penalty 144690.064495 = -1034750.203886 nChanged 7 Deleting Class 68 (17 points): Lose 138.145066 but Gain 1338.693842 Iteration 51Q (41.995177 sec): 155 clusters Score: Raw -1179307.946648 + Penalty 143448.537499 = -1035859.409149 nChanged 21 Deleting Class 27 (14 points): Lose 82.699830 but Gain 1280.989113 Iteration 52Q (42.130566 sec): 154 clusters Score: Raw -1179285.345020 + Penalty 142215.307886 = -1037070.037134 nChanged 26 Deleting Class 80 (4 points): Lose 42.790547 but Gain 1239.590296 Iteration 53Q (42.266501 sec): 153 clusters Score: Raw -1179282.653158 + Penalty 141069.645906 = -1038213.007251 nChanged 15 Deleting Class 71 (3 points): Lose 20.770277 but Gain 1216.423291 Iteration 54Q (42.400574 sec): 152 clusters Score: Raw -1179291.454596 + Penalty 139854.343221 = -1039437.111376 nChanged 12 Deleting Class 57 (24 points): Lose 169.572436 but Gain 1360.478207 Iteration 55Q (42.533855 sec): 151 clusters Score: Raw -1179129.168281 + Penalty 138760.494182 = -1040368.674099 nChanged 32 Deleting Class 203 (2 points): Lose 29.980653 but Gain 1317.018445 Iteration 56Q (42.667467 sec): 150 clusters Score: Raw -1179223.272916 + Penalty 137468.280337 = -1041754.992579 nChanged 11 Deleting Class 62 (7 points): Lose 62.471635 but Gain 1251.156627 Iteration 57Q (42.800093 sec): 149 clusters Score: Raw -1179170.556056 + Penalty 136224.672248 = -1042945.883808 nChanged 13 Deleting Class 124 (10 points): Lose 73.140002 but Gain 1261.760231 Iteration 58Q (42.931793 sec): 148 clusters Score: Raw -1179109.247778 + Penalty 134981.781704 = -1044127.466073 nChanged 16 Deleting Class 155 (8 points): Lose 65.780014 but Gain 1251.694726 Iteration 59Q (43.062918 sec): 147 clusters Score: Raw -1179062.425720 + Penalty 133746.754757 = -1045315.670963 nChanged 17 Deleting Class 176 (2 points): Lose 39.425326 but Gain 1226.586557 Iteration 60F (44.833896 sec): 146 clusters Score: Raw -1179041.283203 + Penalty 132770.880146 = -1046270.403057 nChanged 10 Deleting Class 138 (10 points): Lose 77.851475 but Gain 1261.126944 Iteration 61Q (44.964879 sec): 145 clusters Score: Raw -1179000.509902 + Penalty 131654.263347 = -1047346.246554 nChanged 17 Deleting Class 183 (5 points): Lose 44.129145 but Gain 1275.966556 Iteration 62Q (45.097018 sec): 144 clusters Score: Raw -1179003.366907 + Penalty 130390.092273 = -1048613.274634 nChanged 11 Deleting Class 148 (1 points): Lose 1.655578 but Gain 1184.874693 Iteration 63Q (45.226352 sec): 143 clusters Score: Raw -1179012.151335 + Penalty 129213.619276 = -1049798.532059 nChanged 5 Deleting Class 174 (3 points): Lose 37.649254 but Gain 1201.508012 Iteration 64Q (45.355144 sec): 142 clusters Score: Raw -1178978.937063 + Penalty 128023.067175 = -1050955.869888 nChanged 3 Deleting Class 206 (1 points): Lose 16.047174 but Gain 1175.828538 Iteration 65Q (45.484470 sec): 141 clusters Score: Raw -1178969.426627 + Penalty 126854.112601 = -1052115.314025 nChanged 1 Deleting Class 196 (2 points): Lose 14.488505 but Gain 1165.771494 Iteration 66Q (45.612121 sec): 140 clusters Score: Raw -1178958.652313 + Penalty 125684.920365 = -1053273.731948 nChanged 3 Deleting Class 147 (4 points): Lose 43.820599 but Gain 1193.320851 Iteration 67Q (45.739746 sec): 139 clusters Score: Raw -1178924.690454 + Penalty 124511.549711 = -1054413.140743 nChanged 4 Deleting Class 24 (15 points): Lose 132.264512 but Gain 1281.351361 Iteration 68Q (45.867032 sec): 138 clusters Score: Raw -1178803.876849 + Penalty 123274.349741 = -1055529.527108 nChanged 16 Deleting Class 64 (76 points): Lose 334.040773 but Gain 1480.880118 Iteration 69Q (45.994396 sec): 137 clusters Score: Raw -1178509.405119 + Penalty 121935.244153 = -1056574.160966 nChanged 79 Deleting Class 76 (44 points): Lose 312.552489 but Gain 1462.026163 Iteration 70F (47.628091 sec): 136 clusters Score: Raw -1178446.310922 + Penalty 120689.589612 = -1057756.721310 nChanged 56 Deleting Class 103 (3 points): Lose 19.338028 but Gain 1153.601048 Iteration 71Q (47.757422 sec): 135 clusters Score: Raw -1178607.569127 + Penalty 119564.146985 = -1059043.422142 nChanged 20 Deleting Class 107 (5 points): Lose 48.304257 but Gain 1182.365408 Iteration 72Q (47.884142 sec): 134 clusters Score: Raw -1178595.053616 + Penalty 118394.422856 = -1060200.630761 nChanged 15 Deleting Class 143 (7 points): Lose 32.445214 but Gain 1166.040865 Iteration 73Q (48.009489 sec): 133 clusters Score: Raw -1178578.426708 + Penalty 117235.078130 = -1061343.348579 nChanged 14 Deleting Class 205 (1 points): Lose 1.351063 but Gain 1134.792213 Iteration 74Q (48.134561 sec): 132 clusters Score: Raw -1178589.399982 + Penalty 116103.152427 = -1062486.247555 nChanged 7 Deleting Class 31 (80 points): Lose 494.389412 but Gain 1619.998322 Iteration 75Q (48.259576 sec): 131 clusters Score: Raw -1178098.617222 + Penalty 114640.626556 = -1063457.990666 nChanged 84 Deleting Class 101 (12 points): Lose 108.039121 but Gain 1231.355485 Iteration 76Q (48.389362 sec): 130 clusters Score: Raw -1178287.426282 + Penalty 113456.814381 = -1064830.611901 nChanged 22 Deleting Class 144 (14 points): Lose 133.597670 but Gain 1254.040291 Iteration 77Q (48.514249 sec): 129 clusters Score: Raw -1178225.242366 + Penalty 112235.248400 = -1065989.993965 nChanged 23 Deleting Class 128 (7 points): Lose 76.340100 but Gain 1194.969410 Iteration 78Q (48.639124 sec): 128 clusters Score: Raw -1178191.469062 + Penalty 111152.754337 = -1067038.714725 nChanged 22 Deleting Class 169 (7 points): Lose 55.030741 but Gain 1173.599259 Iteration 79Q (48.765371 sec): 127 clusters Score: Raw -1178200.639947 + Penalty 110075.984598 = -1068124.655349 nChanged 22 Deleting Class 18 (87 points): Lose 465.421555 but Gain 1597.247232 Iteration 80F (50.295839 sec): 126 clusters Score: Raw -1177766.773728 + Penalty 108897.311064 = -1068869.462664 nChanged 94 Deleting Class 152 (2 points): Lose 16.870580 but Gain 1134.575743 Iteration 81Q (50.424654 sec): 125 clusters Score: Raw -1178047.228983 + Penalty 107842.506127 = -1070204.722856 nChanged 24 Deleting Class 190 (3 points): Lose 21.741066 but Gain 1134.581374 Iteration 82Q (50.548689 sec): 124 clusters Score: Raw -1178060.297346 + Penalty 106726.918454 = -1071333.378892 nChanged 17 Deleting Class 86 (21 points): Lose 115.215988 but Gain 1222.905332 Iteration 83Q (50.670945 sec): 123 clusters Score: Raw -1177956.212826 + Penalty 105516.648414 = -1072439.564412 nChanged 33 Deleting Class 108 (2 points): Lose 6.761612 but Gain 1106.358340 Iteration 84Q (50.794122 sec): 122 clusters Score: Raw -1178005.661125 + Penalty 104436.984657 = -1073568.676469 nChanged 17 Deleting Class 59 (30 points): Lose 185.273823 but Gain 1284.944206 Iteration 85Q (50.915555 sec): 121 clusters Score: Raw -1177846.740105 + Penalty 103237.654716 = -1074609.085388 nChanged 35 Deleting Class 100 (6 points): Lose 44.684118 but Gain 1139.889255 Iteration 86Q (51.038110 sec): 120 clusters Score: Raw -1177883.187462 + Penalty 102108.581052 = -1075774.606411 nChanged 11 Deleting Class 91 (10 points): Lose 70.850347 but Gain 1148.219630 Iteration 87Q (51.159178 sec): 119 clusters Score: Raw -1177825.105426 + Penalty 100979.646428 = -1076845.458998 nChanged 17 Deleting Class 146 (8 points): Lose 39.835647 but Gain 1118.606565 Iteration 88Q (51.279368 sec): 118 clusters Score: Raw -1177806.987213 + Penalty 99946.789877 = -1077860.197335 nChanged 17 Deleting Class 48 (1 points): Lose 6.331651 but Gain 1081.884112 Iteration 89Q (51.399283 sec): 117 clusters Score: Raw -1177818.420435 + Penalty 98866.547225 = -1078951.873209 nChanged 5 Deleting Class 53 (5 points): Lose 46.816279 but Gain 1117.663010 Iteration 90F (52.801453 sec): 116 clusters Score: Raw -1177774.357542 + Penalty 97770.520350 = -1080003.837193 nChanged 9 Deleting Class 113 (14 points): Lose 79.515949 but Gain 1141.912453 Iteration 91Q (52.920155 sec): 115 clusters Score: Raw -1177708.004301 + Penalty 96642.841177 = -1081065.163124 nChanged 20 Deleting Class 204 (2 points): Lose 44.036581 but Gain 1106.359038 Iteration 92Q (53.039288 sec): 114 clusters Score: Raw -1177686.833119 + Penalty 95540.632634 = -1082146.200485 nChanged 4 Deleting Class 184 (2 points): Lose 29.216441 but Gain 1085.502790 Iteration 93Q (53.157868 sec): 113 clusters Score: Raw -1177673.381694 + Penalty 94476.501027 = -1083196.880667 nChanged 6 Deleting Class 36 (12 points): Lose 71.788435 but Gain 1124.182121 Iteration 94Q (53.275519 sec): 112 clusters Score: Raw -1177609.444093 + Penalty 93375.195043 = -1084234.249049 nChanged 14 Deleting Class 63 (7 points): Lose 50.546039 but Gain 1099.497762 Iteration 95Q (53.392681 sec): 111 clusters Score: Raw -1177580.527670 + Penalty 92278.621866 = -1085301.905803 nChanged 12 Deleting Class 70 (3 points): Lose 15.215553 but Gain 1058.003440 Iteration 96Q (53.509508 sec): 110 clusters Score: Raw -1177575.993929 + Penalty 91223.073952 = -1086352.919977 nChanged 13 Deleting Class 168 (1 points): Lose 4.652612 but Gain 1046.640225 Iteration 97Q (53.626805 sec): 109 clusters Score: Raw -1177576.761650 + Penalty 90179.014699 = -1087397.746951 nChanged 14 Deleting Class 163 (11 points): Lose 75.416542 but Gain 1114.892354 Iteration 98Q (53.743820 sec): 108 clusters Score: Raw -1177505.403197 + Penalty 89149.721040 = -1088355.682158 nChanged 22 Deleting Class 75 (8 points): Lose 40.058624 but Gain 1071.270277 Iteration 99Q (53.861055 sec): 107 clusters Score: Raw -1177493.340764 + Penalty 88149.101386 = -1089344.239378 nChanged 25 Deleting Class 112 (10 points): Lose 71.106232 but Gain 1102.133944 Iteration 100F (55.141654 sec): 106 clusters Score: Raw -1177453.888492 + Penalty 87071.920799 = -1090381.967693 nChanged 19 Deleting Class 98 (6 points): Lose 27.931850 but Gain 1058.750992 Iteration 101Q (55.258187 sec): 105 clusters Score: Raw -1177457.069961 + Penalty 86017.159577 = -1091439.910385 nChanged 9 Deleting Class 131 (22 points): Lose 128.601742 but Gain 1158.695508 Iteration 102Q (55.373198 sec): 104 clusters Score: Raw -1177338.424887 + Penalty 84918.145358 = -1092420.279530 nChanged 27 Deleting Class 160 (2 points): Lose 15.257651 but Gain 1042.496458 Iteration 103Q (55.490154 sec): 103 clusters Score: Raw -1177368.091479 + Penalty 83906.830306 = -1093461.261173 nChanged 11 Deleting Class 29 (47 points): Lose 291.325616 but Gain 1318.480174 Iteration 104Q (55.605435 sec): 102 clusters Score: Raw -1177088.223444 + Penalty 82686.592078 = -1094401.631366 nChanged 57 Deleting Class 58 (13 points): Lose 71.065815 but Gain 1096.653327 Iteration 105Q (55.722554 sec): 101 clusters Score: Raw -1177160.886768 + Penalty 81611.444039 = -1095549.442729 nChanged 26 Deleting Class 114 (9 points): Lose 78.600091 but Gain 1096.229769 Iteration 106Q (55.837024 sec): 100 clusters Score: Raw -1177109.561355 + Penalty 80521.821372 = -1096587.739983 nChanged 19 Deleting Class 150 (7 points): Lose 46.068333 but Gain 1053.718044 Iteration 107Q (55.950749 sec): 99 clusters Score: Raw -1177082.969761 + Penalty 79478.412742 = -1097604.557019 nChanged 16 Deleting Class 137 (7 points): Lose 43.869776 but Gain 1043.203017 Iteration 108Q (56.062727 sec): 98 clusters Score: Raw -1177055.827691 + Penalty 78475.511139 = -1098580.316552 nChanged 14 Deleting Class 156 (4 points): Lose 24.600295 but Gain 1021.759432 Iteration 109Q (56.174865 sec): 97 clusters Score: Raw -1177048.688399 + Penalty 77464.909349 = -1099583.779050 nChanged 11 Deleting Class 60 (6 points): Lose 75.427522 but Gain 1070.564412 Iteration 110F (57.338585 sec): 96 clusters Score: Raw -1176981.182337 + Penalty 76402.667920 = -1100578.514417 nChanged 10 Deleting Class 92 (25 points): Lose 176.165457 but Gain 1168.513543 Iteration 111Q (57.450540 sec): 95 clusters Score: Raw -1176816.864234 + Penalty 75434.626667 = -1101382.237567 nChanged 27 Deleting Class 110 (21 points): Lose 129.355930 but Gain 1125.206864 Iteration 112Q (57.563496 sec): 94 clusters Score: Raw -1176777.048840 + Penalty 74451.641701 = -1102325.407139 nChanged 26 Deleting Class 56 (15 points): Lose 90.572924 but Gain 1077.265246 Iteration 113Q (57.676584 sec): 93 clusters Score: Raw -1176758.391057 + Penalty 73526.884782 = -1103231.506275 nChanged 28 Deleting Class 154 (4 points): Lose 23.503884 but Gain 1009.713253 Iteration 114Q (57.787802 sec): 92 clusters Score: Raw -1176795.437340 + Penalty 72626.094667 = -1104169.342673 nChanged 12 Deleting Class 187 (3 points): Lose 14.356530 but Gain 993.754283 Iteration 115Q (57.897823 sec): 91 clusters Score: Raw -1176800.654511 + Penalty 71691.884349 = -1105108.770161 nChanged 9 Deleting Class 134 (4 points): Lose 37.692570 but Gain 1013.288342 Iteration 116Q (58.007147 sec): 90 clusters Score: Raw -1176771.197988 + Penalty 70709.123442 = -1106062.074546 nChanged 7 Deleting Class 105 (5 points): Lose 40.752248 but Gain 1003.843111 Iteration 117Q (58.116028 sec): 89 clusters Score: Raw -1176746.221705 + Penalty 69707.693544 = -1107038.528161 nChanged 5 Deleting Class 104 (18 points): Lose 109.498250 but Gain 1056.889837 Iteration 118Q (58.225381 sec): 88 clusters Score: Raw -1176643.838428 + Penalty 68656.157238 = -1107987.681190 nChanged 19 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1176643.838428 + Penalty 68656.157238 = -1107987.681190Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.277105 sec): 2 clusters Score: Raw -7537.653573 + Penalty 476.790448 = -7060.863125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.277653 sec): 3 clusters Score: Raw -7542.854558 + Penalty 958.963651 = -6583.890907 nChanged 42 SP:Iteration 1F (58.278186 sec): 3 clusters Score: Raw -7626.084216 + Penalty 978.232905 = -6647.851311 nChanged 15 SP:Iteration 2F (58.278705 sec): 3 clusters Score: Raw -7664.924848 + Penalty 988.124615 = -6676.800233 nChanged 10 SP:Iteration 3F (58.279210 sec): 3 clusters Score: Raw -7690.506396 + Penalty 992.081237 = -6698.425160 nChanged 5 SP:Iteration 4Q (58.279684 sec): 3 clusters Score: Raw -7699.940256 + Penalty 992.577883 = -6707.362373 nChanged 2 SP:Iteration 5Q (58.280186 sec): 3 clusters Score: Raw -7707.390624 + Penalty 992.577883 = -6714.812740 nChanged 0 SP:Iteration 6F (58.280692 sec): 3 clusters Score: Raw -7707.390624 + Penalty 992.577883 = -6714.812740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.288222 sec): 2 clusters Score: Raw -74321.204200 + Penalty 376.657321 = -73944.546879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.291108 sec): 3 clusters Score: Raw -73465.434202 + Penalty 776.514002 = -72688.920200 nChanged 600 SP:Iteration 1F (58.293937 sec): 3 clusters Score: Raw -73885.265481 + Penalty 809.600262 = -73075.665219 nChanged 177 SP:Iteration 2F (58.296757 sec): 3 clusters Score: Raw -74030.127451 + Penalty 841.978747 = -73188.148704 nChanged 119 SP:Iteration 3F (58.299573 sec): 3 clusters Score: Raw -74128.559169 + Penalty 870.938639 = -73257.620530 nChanged 92 SP:Iteration 4F (58.302383 sec): 3 clusters Score: Raw -74201.958024 + Penalty 898.669917 = -73303.288107 nChanged 67 SP:Iteration 5Q (58.305067 sec): 3 clusters Score: Raw -74250.207556 + Penalty 912.976649 = -73337.230907 nChanged 47 SP:Iteration 6Q (58.307721 sec): 3 clusters Score: Raw -74277.852014 + Penalty 923.340658 = -73354.511356 nChanged 38 SP:Iteration 7Q (58.310319 sec): 3 clusters Score: Raw -74298.017772 + Penalty 941.986542 = -73356.031230 nChanged 23 SP:Iteration 8Q (58.312899 sec): 3 clusters Score: Raw -74311.627047 + Penalty 952.789953 = -73358.837094 nChanged 20 SP:Iteration 9Q (58.315451 sec): 3 clusters Score: Raw -74323.713815 + Penalty 964.731579 = -73358.982236 nChanged 14 SP:Iteration 10F (58.318291 sec): 3 clusters Score: Raw -74331.926565 + Penalty 989.427544 = -73342.499021 nChanged 14 SP:Iteration 11F (58.321091 sec): 3 clusters Score: Raw -74343.894558 + Penalty 1014.392887 = -73329.501671 nChanged 12 SP:Iteration 12F (58.323890 sec): 3 clusters Score: Raw -74357.645997 + Penalty 1032.364267 = -73325.281730 nChanged 9 SP:Iteration 13F (58.326711 sec): 3 clusters Score: Raw -74367.670857 + Penalty 1044.920460 = -73322.750396 nChanged 5 SP:Iteration 14F (58.329514 sec): 3 clusters Score: Raw -74374.047135 + Penalty 1060.112824 = -73313.934311 nChanged 7 SP:Iteration 15F (58.332313 sec): 3 clusters Score: Raw -74384.170513 + Penalty 1085.456560 = -73298.713953 nChanged 6 SP:Iteration 16F (58.335112 sec): 3 clusters Score: Raw -74390.049038 + Penalty 1084.480248 = -73305.568790 nChanged 2 SP:Iteration 17Q (58.337445 sec): 3 clusters Score: Raw -74391.651452 + Penalty 1089.648547 = -73302.002905 nChanged 2 SP:Iteration 18F (58.340200 sec): 3 clusters Score: Raw -74392.938218 + Penalty 1098.018598 = -73294.919620 nChanged 2 SP:Iteration 19F (58.342949 sec): 3 clusters Score: Raw -74394.627621 + Penalty 1104.824634 = -73289.802987 nChanged 1 SP:Iteration 20F (58.345699 sec): 3 clusters Score: Raw -74396.664697 + Penalty 1108.873955 = -73287.790741 nChanged 1 SP:Iteration 21F (58.348449 sec): 3 clusters Score: Raw -74397.673425 + Penalty 1108.873955 = -73288.799470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.352465 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.355182 sec): 3 clusters Score: Raw -68196.049974 + Penalty 99.673049 = -68096.376925 nChanged 657 SP:Iteration 1F (58.357857 sec): 3 clusters Score: Raw -68663.639318 + Penalty 99.921225 = -68563.718093 nChanged 61 SP:Iteration 2Q (58.360542 sec): 3 clusters Score: Raw -68705.802366 + Penalty 99.931388 = -68605.870979 nChanged 48 SP:Iteration 3Q (58.363267 sec): 3 clusters Score: Raw -68734.224340 + Penalty 100.411872 = -68633.812468 nChanged 40 SP:Iteration 4Q (58.366092 sec): 3 clusters Score: Raw -68764.766342 + Penalty 100.424737 = -68664.341605 nChanged 39 SP:Iteration 5Q (58.368878 sec): 3 clusters Score: Raw -68798.915233 + Penalty 100.206378 = -68698.708855 nChanged 31 SP:Iteration 6Q (58.371564 sec): 3 clusters Score: Raw -68817.689978 + Penalty 100.442162 = -68717.247816 nChanged 19 SP:Iteration 7Q (58.374345 sec): 3 clusters Score: Raw -68826.208664 + Penalty 100.903736 = -68725.304928 nChanged 22 SP:Iteration 8Q (58.377060 sec): 3 clusters Score: Raw -68839.154909 + Penalty 101.566601 = -68737.588308 nChanged 24 SP:Iteration 9Q (58.379632 sec): 3 clusters Score: Raw -68850.579161 + Penalty 102.205064 = -68748.374097 nChanged 22 SP:Iteration 10F (58.382305 sec): 3 clusters Score: Raw -68858.904101 + Penalty 102.616815 = -68756.287285 nChanged 15 SP:Iteration 11Q (58.384843 sec): 3 clusters Score: Raw -68867.023913 + Penalty 103.145104 = -68763.878808 nChanged 17 SP:Iteration 12Q (58.387369 sec): 3 clusters Score: Raw -68873.039480 + Penalty 103.972969 = -68769.066511 nChanged 20 SP:Iteration 13Q (58.389887 sec): 3 clusters Score: Raw -68880.127910 + Penalty 105.038511 = -68775.089399 nChanged 20 SP:Iteration 14Q (58.392393 sec): 3 clusters Score: Raw -68885.623936 + Penalty 106.130892 = -68779.493044 nChanged 21 SP:Iteration 15Q (58.394886 sec): 3 clusters Score: Raw -68894.571271 + Penalty 107.796677 = -68786.774594 nChanged 24 SP:Iteration 16Q (58.397365 sec): 3 clusters Score: Raw -68905.240768 + Penalty 109.683919 = -68795.556849 nChanged 29 SP:Iteration 17Q (58.399818 sec): 3 clusters Score: Raw -68918.664725 + Penalty 113.013210 = -68805.651515 nChanged 34 SP:Iteration 18Q (58.402245 sec): 3 clusters Score: Raw -68939.899821 + Penalty 114.511351 = -68825.388470 nChanged 39 SP:Iteration 19Q (58.404642 sec): 3 clusters Score: Raw -68963.489757 + Penalty 115.923140 = -68847.566617 nChanged 25 SP:Iteration 20F (58.407333 sec): 3 clusters Score: Raw -68978.467187 + Penalty 118.774423 = -68859.692764 nChanged 25 SP:Iteration 21Q (58.409649 sec): 3 clusters Score: Raw -68994.691833 + Penalty 124.336020 = -68870.355813 nChanged 23 SP:Iteration 22Q (58.411925 sec): 3 clusters Score: Raw -69008.997462 + Penalty 129.590193 = -68879.407269 nChanged 15 SP:Iteration 23Q (58.414170 sec): 3 clusters Score: Raw -69017.580675 + Penalty 131.076868 = -68886.503806 nChanged 7 SP:Iteration 24Q (58.416701 sec): 3 clusters Score: Raw -69020.254270 + Penalty 135.481211 = -68884.773059 nChanged 8 SP:Iteration 25F (58.419598 sec): 3 clusters Score: Raw -69024.020234 + Penalty 139.681630 = -68884.338604 nChanged 9 SP:Iteration 26F (58.422496 sec): 3 clusters Score: Raw -69028.790557 + Penalty 149.226566 = -68879.563992 nChanged 11 SP:Iteration 27F (58.425392 sec): 3 clusters Score: Raw -69035.003385 + Penalty 157.387082 = -68877.616303 nChanged 7 SP:Iteration 28F (58.427993 sec): 3 clusters Score: Raw -69037.185620 + Penalty 158.594156 = -68878.591465 nChanged 6 SP:Iteration 29Q (58.430098 sec): 3 clusters Score: Raw -69039.460736 + Penalty 156.897506 = -68882.563230 nChanged 6 SP:Iteration 30F (58.432840 sec): 3 clusters Score: Raw -69041.449910 + Penalty 173.417533 = -68868.032377 nChanged 8 SP:Iteration 31F (58.435514 sec): 3 clusters Score: Raw -69047.574432 + Penalty 216.466251 = -68831.108181 nChanged 4 SP:Iteration 32F (58.438224 sec): 3 clusters Score: Raw -69050.818340 + Penalty 48.971582 = -69001.846758 nChanged 3 SP:Iteration 33Q (58.440527 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 SP:Iteration 34F (58.442823 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.445508 sec): 2 clusters Score: Raw -25695.339956 + Penalty 640.571459 = -25054.768497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.446560 sec): 3 clusters Score: Raw -25515.787320 + Penalty 1280.940152 = -24234.847169 nChanged 130 SP:Iteration 1F (58.447603 sec): 3 clusters Score: Raw -25644.337310 + Penalty 1281.107328 = -24363.229983 nChanged 48 SP:Iteration 2F (58.448682 sec): 3 clusters Score: Raw -25693.588498 + Penalty 1281.104990 = -24412.483509 nChanged 20 SP:Iteration 3Q (58.449711 sec): 3 clusters Score: Raw -25714.105509 + Penalty 1281.928282 = -24432.177227 nChanged 17 SP:Iteration 4Q (58.450736 sec): 3 clusters Score: Raw -25727.491964 + Penalty 1282.385548 = -24445.106416 nChanged 10 SP:Iteration 5Q (58.451754 sec): 3 clusters Score: Raw -25736.397588 + Penalty 1281.947254 = -24454.450334 nChanged 5 SP:Iteration 6Q (58.452772 sec): 3 clusters Score: Raw -25739.757323 + Penalty 1282.098147 = -24457.659176 nChanged 7 SP:Iteration 7Q (58.453791 sec): 3 clusters Score: Raw -25745.186399 + Penalty 1282.945797 = -24462.240602 nChanged 5 SP:Iteration 8Q (58.454807 sec): 3 clusters Score: Raw -25748.865134 + Penalty 1283.785930 = -24465.079204 nChanged 5 SP:Iteration 9Q (58.455824 sec): 3 clusters Score: Raw -25756.477494 + Penalty 1284.726313 = -24471.751181 nChanged 4 SP:Iteration 10F (58.456865 sec): 3 clusters Score: Raw -25758.582314 + Penalty 1285.635138 = -24472.947176 nChanged 2 SP:Iteration 11Q (58.457885 sec): 3 clusters Score: Raw -25759.376455 + Penalty 1286.007513 = -24473.368942 nChanged 1 SP:Iteration 12Q (58.458907 sec): 3 clusters Score: Raw -25759.623873 + Penalty 1286.440498 = -24473.183375 nChanged 1 SP:Iteration 13F (58.459949 sec): 3 clusters Score: Raw -25760.268403 + Penalty 1286.161846 = -24474.106557 nChanged 1 SP:Iteration 14Q (58.460969 sec): 3 clusters Score: Raw -25762.077568 + Penalty 1286.161846 = -24475.915722 nChanged 0 SP:Iteration 15F (58.462010 sec): 3 clusters Score: Raw -25762.077568 + Penalty 1286.161846 = -24475.915722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.462695 sec): 2 clusters Score: Raw -3568.657782 + Penalty 352.642604 = -3216.015179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.463047 sec): 3 clusters Score: Raw -3593.249374 + Penalty 705.865565 = -2887.383809 nChanged 7 SP:Iteration 1F (58.463392 sec): 3 clusters Score: Raw -3607.229211 + Penalty 707.096907 = -2900.132304 nChanged 2 SP:Iteration 2Q (58.463728 sec): 3 clusters Score: Raw -3614.071578 + Penalty 708.726889 = -2905.344689 nChanged 1 SP:Iteration 3Q (58.464062 sec): 3 clusters Score: Raw -3617.169572 + Penalty 710.968784 = -2906.200787 nChanged 1 SP:Iteration 4Q (58.464395 sec): 3 clusters Score: Raw -3618.434929 + Penalty 716.492120 = -2901.942808 nChanged 2 SP:Iteration 5F (58.464738 sec): 3 clusters Score: Raw -3622.395031 + Penalty 723.528351 = -2898.866679 nChanged 2 SP:Iteration 6F (58.465082 sec): 3 clusters Score: Raw -3626.131954 + Penalty 723.528351 = -2902.603603 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (6825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.496052 sec): 2 clusters Score: Raw -318171.397219 + Penalty 160.400149 = -318010.997070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.508859 sec): 3 clusters Score: Raw -313623.477393 + Penalty 309.637714 = -313313.839678 nChanged 3156 SP:Iteration 1F (58.521570 sec): 3 clusters Score: Raw -315042.817898 + Penalty 296.489221 = -314746.328677 nChanged 1239 SP:Iteration 2F (58.534222 sec): 3 clusters Score: Raw -316419.557947 + Penalty 292.031337 = -316127.526610 nChanged 911 SP:Iteration 3F (58.546821 sec): 3 clusters Score: Raw -317485.327508 + Penalty 266.374904 = -317218.952604 nChanged 294 SP:Iteration 4Q (58.559506 sec): 3 clusters Score: Raw -317880.465899 + Penalty 264.126052 = -317616.339847 nChanged 68 SP:Iteration 5Q (58.569793 sec): 3 clusters Score: Raw -318054.963514 + Penalty 257.188856 = -317797.774658 nChanged 27 SP:Iteration 6Q (58.579995 sec): 3 clusters Score: Raw -318093.295956 + Penalty 251.273674 = -317842.022282 nChanged 27 SP:Iteration 7Q (58.590269 sec): 3 clusters Score: Raw -318120.325915 + Penalty 242.815135 = -317877.510780 nChanged 26 SP:Iteration 8Q (58.600542 sec): 3 clusters Score: Raw -318145.326697 + Penalty 239.321364 = -317906.005333 nChanged 27 SP:Iteration 9Q (58.611073 sec): 3 clusters Score: Raw -318194.277660 + Penalty 231.378521 = -317962.899140 nChanged 25 SP:Iteration 10F (58.624069 sec): 3 clusters Score: Raw -318230.218166 + Penalty 228.454459 = -318001.763708 nChanged 22 SP:Iteration 11Q (58.634203 sec): 3 clusters Score: Raw -318250.829598 + Penalty 225.969006 = -318024.860592 nChanged 18 SP:Iteration 12Q (58.644200 sec): 3 clusters Score: Raw -318261.568065 + Penalty 226.101755 = -318035.466310 nChanged 11 SP:Iteration 13Q (58.654217 sec): 3 clusters Score: Raw -318266.385587 + Penalty 223.501935 = -318042.883652 nChanged 8 SP:Iteration 14Q (58.664201 sec): 3 clusters Score: Raw -318270.153026 + Penalty 223.604180 = -318046.548846 nChanged 8 SP:Iteration 15Q (58.674315 sec): 3 clusters Score: Raw -318274.539083 + Penalty 221.320817 = -318053.218266 nChanged 8 SP:Iteration 16Q (58.684452 sec): 3 clusters Score: Raw -318276.987505 + Penalty 219.292548 = -318057.694957 nChanged 4 SP:Iteration 17Q (58.694450 sec): 3 clusters Score: Raw -318278.024331 + Penalty 219.245502 = -318058.778829 nChanged 1 SP:Iteration 18Q (58.704920 sec): 3 clusters Score: Raw -318278.006208 + Penalty 219.245502 = -318058.760705 nChanged 0 SP:Iteration 19F (58.717572 sec): 3 clusters Score: Raw -318278.006208 + Penalty 219.245502 = -318058.760705 nChanged 0 Score: Raw -1197530.744746 + Penalty 68723.903354 = -1128806.841392 Splitting cluster 6 changes total score from -1107987.681190 to -1128806.841392 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.786751 sec): 2 clusters Score: Raw -9093.464403 + Penalty 306.570723 = -8786.893680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.787281 sec): 3 clusters Score: Raw -9013.393330 + Penalty 611.107816 = -8402.285514 nChanged 42 SP:Iteration 1F (59.787816 sec): 3 clusters Score: Raw -9043.045381 + Penalty 608.588667 = -8434.456714 nChanged 16 SP:Iteration 2F (59.788330 sec): 3 clusters Score: Raw -9055.285897 + Penalty 606.683208 = -8448.602689 nChanged 6 SP:Iteration 3Q (59.788847 sec): 3 clusters Score: Raw -9061.695103 + Penalty 608.338388 = -8453.356714 nChanged 5 SP:Iteration 4Q (59.789373 sec): 3 clusters Score: Raw -9067.746809 + Penalty 611.450635 = -8456.296174 nChanged 4 SP:Iteration 5Q (59.789897 sec): 3 clusters Score: Raw -9071.382853 + Penalty 609.084834 = -8462.298019 nChanged 3 SP:Iteration 6Q (59.790419 sec): 3 clusters Score: Raw -9073.909010 + Penalty 610.482092 = -8463.426919 nChanged 1 SP:Iteration 7Q (59.790939 sec): 3 clusters Score: Raw -9074.730186 + Penalty 610.360641 = -8464.369545 nChanged 3 SP:Iteration 8Q (59.791460 sec): 3 clusters Score: Raw -9079.941642 + Penalty 614.492209 = -8465.449433 nChanged 5 SP:Iteration 9Q (59.791978 sec): 3 clusters Score: Raw -9084.331373 + Penalty 617.270996 = -8467.060376 nChanged 3 SP:Iteration 10F (59.792505 sec): 3 clusters Score: Raw -9086.667784 + Penalty 620.753957 = -8465.913826 nChanged 4 SP:Iteration 11F (59.793027 sec): 3 clusters Score: Raw -9090.715309 + Penalty 628.664339 = -8462.050970 nChanged 4 SP:Iteration 12F (59.793537 sec): 3 clusters Score: Raw -9094.233791 + Penalty 641.479554 = -8452.754237 nChanged 4 SP:Iteration 13F (59.794065 sec): 3 clusters Score: Raw -9098.934833 + Penalty 640.277689 = -8458.657144 nChanged 1 SP:Iteration 14Q (59.794580 sec): 3 clusters Score: Raw -9100.367303 + Penalty 640.277689 = -8460.089614 nChanged 0 SP:Iteration 15F (59.795103 sec): 3 clusters Score: Raw -9100.367303 + Penalty 640.277689 = -8460.089614 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.810406 sec): 2 clusters Score: Raw -159066.549744 + Penalty 123.741281 = -158942.808463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.816597 sec): 3 clusters Score: Raw -156967.885901 + Penalty 253.348766 = -156714.537135 nChanged 1561 SP:Iteration 1F (59.822515 sec): 3 clusters Score: Raw -158383.393041 + Penalty 256.694036 = -158126.699005 nChanged 216 SP:Iteration 2F (59.828415 sec): 3 clusters Score: Raw -158538.853436 + Penalty 258.869071 = -158279.984365 nChanged 92 SP:Iteration 3Q (59.834221 sec): 3 clusters Score: Raw -158579.403742 + Penalty 260.661437 = -158318.742305 nChanged 55 SP:Iteration 4Q (59.839947 sec): 3 clusters Score: Raw -158596.875155 + Penalty 262.344473 = -158334.530682 nChanged 56 SP:Iteration 5Q (59.845631 sec): 3 clusters Score: Raw -158611.095021 + Penalty 264.484342 = -158346.610678 nChanged 60 SP:Iteration 6Q (59.851296 sec): 3 clusters Score: Raw -158629.951201 + Penalty 266.169860 = -158363.781341 nChanged 68 SP:Iteration 7Q (59.857060 sec): 3 clusters Score: Raw -158651.033871 + Penalty 267.510184 = -158383.523687 nChanged 60 SP:Iteration 8Q (59.862654 sec): 3 clusters Score: Raw -158669.006336 + Penalty 269.940660 = -158399.065676 nChanged 57 SP:Iteration 9Q (59.868204 sec): 3 clusters Score: Raw -158685.718137 + Penalty 272.681127 = -158413.037010 nChanged 60 SP:Iteration 10F (59.874239 sec): 3 clusters Score: Raw -158706.366865 + Penalty 275.853944 = -158430.512922 nChanged 70 SP:Iteration 11Q (59.879760 sec): 3 clusters Score: Raw -158734.822019 + Penalty 282.620179 = -158452.201839 nChanged 73 SP:Iteration 12Q (59.885223 sec): 3 clusters Score: Raw -158771.270583 + Penalty 289.846210 = -158481.424373 nChanged 84 SP:Iteration 13Q (59.890646 sec): 3 clusters Score: Raw -158814.935829 + Penalty 298.989443 = -158515.946386 nChanged 78 SP:Iteration 14Q (59.896027 sec): 3 clusters Score: Raw -158864.049872 + Penalty 308.909899 = -158555.139973 nChanged 76 SP:Iteration 15Q (59.901311 sec): 3 clusters Score: Raw -158918.685847 + Penalty 321.445831 = -158597.240016 nChanged 68 SP:Iteration 16Q (59.906676 sec): 3 clusters Score: Raw -158974.374203 + Penalty 342.004408 = -158632.369795 nChanged 61 SP:Iteration 17Q (59.912085 sec): 3 clusters Score: Raw -159024.227774 + Penalty 353.080170 = -158671.147604 nChanged 38 SP:Iteration 18Q (59.917041 sec): 3 clusters Score: Raw -159049.742483 + Penalty 363.217044 = -158686.525439 nChanged 22 SP:Iteration 19Q (59.921903 sec): 3 clusters Score: Raw -159069.271303 + Penalty 366.555718 = -158702.715585 nChanged 16 SP:Iteration 20F (59.927776 sec): 3 clusters Score: Raw -159083.942651 + Penalty 372.832508 = -158711.110143 nChanged 10 SP:Iteration 21Q (59.932477 sec): 3 clusters Score: Raw -159088.485170 + Penalty 371.368694 = -158717.116475 nChanged 1 SP:Iteration 22Q (59.937161 sec): 3 clusters Score: Raw -159089.088627 + Penalty 371.368694 = -158717.719933 nChanged 0 SP:Iteration 23F (59.943038 sec): 3 clusters Score: Raw -159089.088627 + Penalty 371.368694 = -158717.719933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.947277 sec): 2 clusters Score: Raw -18695.278283 + Penalty 745.821125 = -17949.457158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.948196 sec): 3 clusters Score: Raw -18608.920702 + Penalty 1492.332760 = -17116.587942 nChanged 94 SP:Iteration 1F (59.949083 sec): 3 clusters Score: Raw -18738.501377 + Penalty 1493.499788 = -17245.001589 nChanged 30 SP:Iteration 2F (59.949964 sec): 3 clusters Score: Raw -18781.586684 + Penalty 1495.000540 = -17286.586145 nChanged 13 SP:Iteration 3Q (59.950819 sec): 3 clusters Score: Raw -18800.753435 + Penalty 1496.973525 = -17303.779909 nChanged 10 SP:Iteration 4Q (59.951672 sec): 3 clusters Score: Raw -18814.647007 + Penalty 1497.017075 = -17317.629932 nChanged 4 SP:Iteration 5Q (59.952525 sec): 3 clusters Score: Raw -18819.432884 + Penalty 1497.973887 = -17321.458997 nChanged 4 SP:Iteration 6Q (59.953402 sec): 3 clusters Score: Raw -18823.548574 + Penalty 1499.076469 = -17324.472105 nChanged 4 SP:Iteration 7Q (59.954250 sec): 3 clusters Score: Raw -18829.326195 + Penalty 1499.783074 = -17329.543121 nChanged 1 SP:Iteration 8Q (59.955096 sec): 3 clusters Score: Raw -18831.096229 + Penalty 1500.065008 = -17331.031221 nChanged 2 SP:Iteration 9Q (59.955946 sec): 3 clusters Score: Raw -18834.616439 + Penalty 1500.095939 = -17334.520500 nChanged 4 SP:Iteration 10F (59.956824 sec): 3 clusters Score: Raw -18838.532320 + Penalty 1500.095939 = -17338.436380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.963316 sec): 2 clusters Score: Raw -63333.456523 + Penalty 137.066695 = -63196.389828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.965790 sec): 3 clusters Score: Raw -62500.082185 + Penalty 316.649600 = -62183.432585 nChanged 580 SP:Iteration 1F (59.968233 sec): 3 clusters Score: Raw -62996.876867 + Penalty 338.944322 = -62657.932546 nChanged 164 SP:Iteration 2F (59.970670 sec): 3 clusters Score: Raw -63134.427010 + Penalty 376.410364 = -62758.016646 nChanged 87 SP:Iteration 3F (59.973098 sec): 3 clusters Score: Raw -63224.646099 + Penalty 398.611721 = -62826.034378 nChanged 57 SP:Iteration 4Q (59.975516 sec): 3 clusters Score: Raw -63289.712981 + Penalty 428.586776 = -62861.126205 nChanged 30 SP:Iteration 5Q (59.977908 sec): 3 clusters Score: Raw -63327.902213 + Penalty 478.740510 = -62849.161703 nChanged 10 SP:Iteration 6F (59.980339 sec): 3 clusters Score: Raw -63343.430025 + Penalty 479.984482 = -62863.445544 nChanged 2 SP:Iteration 7Q (59.982296 sec): 3 clusters Score: Raw -63346.777602 + Penalty 479.984482 = -62866.793120 nChanged 0 SP:Iteration 8F (59.984724 sec): 3 clusters Score: Raw -63346.777602 + Penalty 479.984482 = -62866.793120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.989075 sec): 2 clusters Score: Raw -13155.118141 + Penalty 688.192964 = -12466.925176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.989770 sec): 3 clusters Score: Raw -13109.675423 + Penalty 1377.175341 = -11732.500083 nChanged 56 SP:Iteration 1F (59.990434 sec): 3 clusters Score: Raw -13178.890455 + Penalty 1377.244900 = -11801.645555 nChanged 14 SP:Iteration 2F (59.991099 sec): 3 clusters Score: Raw -13205.648313 + Penalty 1376.895371 = -11828.752941 nChanged 11 SP:Iteration 3Q (59.991748 sec): 3 clusters Score: Raw -13224.413288 + Penalty 1376.385929 = -11848.027359 nChanged 7 SP:Iteration 4Q (59.992395 sec): 3 clusters Score: Raw -13238.263524 + Penalty 1376.385929 = -11861.877595 nChanged 6 SP:Iteration 5Q (59.993038 sec): 3 clusters Score: Raw -13247.855586 + Penalty 1376.385929 = -11871.469657 nChanged 2 SP:Iteration 6Q (59.993677 sec): 3 clusters Score: Raw -13249.968630 + Penalty 1376.385929 = -11873.582701 nChanged 0 SP:Iteration 7F (59.994358 sec): 3 clusters Score: Raw -13249.968630 + Penalty 1376.385929 = -11873.582701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.994925 sec): 2 clusters Score: Raw -1705.915766 + Penalty 590.173501 = -1115.742265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.995216 sec): 3 clusters Score: Raw -1972.593102 + Penalty 1180.359312 = -792.233791 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.998196 sec): 2 clusters Score: Raw -42929.547570 + Penalty 611.340501 = -42318.207069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.999788 sec): 3 clusters Score: Raw -42591.613244 + Penalty 1222.184313 = -41369.428931 nChanged 257 SP:Iteration 1F (60.001300 sec): 3 clusters Score: Raw -42750.462801 + Penalty 1221.999844 = -41528.462958 nChanged 56 SP:Iteration 2F (60.002810 sec): 3 clusters Score: Raw -42791.002497 + Penalty 1222.853875 = -41568.148622 nChanged 46 SP:Iteration 3F (60.004312 sec): 3 clusters Score: Raw -42827.000601 + Penalty 1224.733364 = -41602.267237 nChanged 39 SP:Iteration 4F (60.005793 sec): 3 clusters Score: Raw -42867.826736 + Penalty 1229.747123 = -41638.079613 nChanged 49 SP:Iteration 5F (60.007312 sec): 3 clusters Score: Raw -42916.834439 + Penalty 1234.772755 = -41682.061685 nChanged 47 SP:Iteration 6F (60.008824 sec): 3 clusters Score: Raw -42975.634672 + Penalty 1244.110938 = -41731.523734 nChanged 55 SP:Iteration 7F (60.010325 sec): 3 clusters Score: Raw -43095.293750 + Penalty 1244.878517 = -41850.415233 nChanged 47 SP:Iteration 8F (60.011911 sec): 3 clusters Score: Raw -43236.216007 + Penalty 1247.287033 = -41988.928974 nChanged 36 SP:Iteration 9Q (60.013394 sec): 3 clusters Score: Raw -43337.426781 + Penalty 1251.252776 = -42086.174005 nChanged 29 SP:Iteration 10F (60.014900 sec): 3 clusters Score: Raw -43382.694002 + Penalty 1255.568580 = -42127.125422 nChanged 15 SP:Iteration 11Q (60.016245 sec): 3 clusters Score: Raw -43403.444830 + Penalty 1261.472543 = -42141.972287 nChanged 10 SP:Iteration 12Q (60.017578 sec): 3 clusters Score: Raw -43421.220045 + Penalty 1266.630481 = -42154.589564 nChanged 9 SP:Iteration 13Q (60.018894 sec): 3 clusters Score: Raw -43439.435226 + Penalty 1269.025841 = -42170.409385 nChanged 3 SP:Iteration 14Q (60.020172 sec): 3 clusters Score: Raw -43442.572840 + Penalty 1269.038531 = -42173.534309 nChanged 1 SP:Iteration 15Q (60.021431 sec): 3 clusters Score: Raw -43444.250036 + Penalty 1269.038531 = -42175.211505 nChanged 0 SP:Iteration 16F (60.022906 sec): 3 clusters Score: Raw -43444.250036 + Penalty 1269.038531 = -42175.211505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.032081 sec): 2 clusters Score: Raw -137603.612750 + Penalty 444.039336 = -137159.573414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.037149 sec): 3 clusters Score: Raw -135906.964727 + Penalty 886.886979 = -135020.077748 nChanged 1142 SP:Iteration 1F (60.042080 sec): 3 clusters Score: Raw -136393.588099 + Penalty 890.938280 = -135502.649819 nChanged 356 SP:Iteration 2F (60.047004 sec): 3 clusters Score: Raw -136648.422973 + Penalty 899.020764 = -135749.402210 nChanged 291 SP:Iteration 3F (60.051953 sec): 3 clusters Score: Raw -136906.148163 + Penalty 910.182140 = -135995.966023 nChanged 250 SP:Iteration 4F (60.057004 sec): 3 clusters Score: Raw -137130.539126 + Penalty 919.683218 = -136210.855908 nChanged 191 SP:Iteration 5F (60.062058 sec): 3 clusters Score: Raw -137262.516984 + Penalty 923.178323 = -136339.338661 nChanged 125 SP:Iteration 6Q (60.066957 sec): 3 clusters Score: Raw -137324.501979 + Penalty 924.349517 = -136400.152463 nChanged 83 SP:Iteration 7Q (60.071856 sec): 3 clusters Score: Raw -137359.146585 + Penalty 925.293838 = -136433.852746 nChanged 65 SP:Iteration 8Q (60.076715 sec): 3 clusters Score: Raw -137393.782127 + Penalty 924.788412 = -136468.993715 nChanged 61 SP:Iteration 9Q (60.081566 sec): 3 clusters Score: Raw -137416.954205 + Penalty 925.048596 = -136491.905610 nChanged 48 SP:Iteration 10F (60.086479 sec): 3 clusters Score: Raw -137436.122525 + Penalty 923.583097 = -136512.539427 nChanged 36 SP:Iteration 11Q (60.091303 sec): 3 clusters Score: Raw -137450.572562 + Penalty 923.564222 = -136527.008340 nChanged 28 SP:Iteration 12Q (60.096154 sec): 3 clusters Score: Raw -137457.526161 + Penalty 923.824782 = -136533.701380 nChanged 20 SP:Iteration 13Q (60.101095 sec): 3 clusters Score: Raw -137463.485444 + Penalty 923.127772 = -136540.357672 nChanged 18 SP:Iteration 14Q (60.105931 sec): 3 clusters Score: Raw -137467.210722 + Penalty 923.212352 = -136543.998371 nChanged 12 SP:Iteration 15Q (60.110880 sec): 3 clusters Score: Raw -137468.897865 + Penalty 922.828861 = -136546.069004 nChanged 12 SP:Iteration 16Q (60.115955 sec): 3 clusters Score: Raw -137470.477212 + Penalty 922.407932 = -136548.069280 nChanged 4 SP:Iteration 17Q (60.120853 sec): 3 clusters Score: Raw -137471.248259 + Penalty 921.768935 = -136549.479324 nChanged 8 SP:Iteration 18Q (60.125660 sec): 3 clusters Score: Raw -137473.487957 + Penalty 921.691732 = -136551.796225 nChanged 5 SP:Iteration 19Q (60.130462 sec): 3 clusters Score: Raw -137474.244587 + Penalty 921.806326 = -136552.438261 nChanged 2 SP:Iteration 20F (60.135409 sec): 3 clusters Score: Raw -137474.425438 + Penalty 921.876308 = -136552.549130 nChanged 1 SP:Iteration 21Q (60.140214 sec): 3 clusters Score: Raw -137474.624739 + Penalty 922.005913 = -136552.618826 nChanged 1 SP:Iteration 22Q (60.145013 sec): 3 clusters Score: Raw -137474.867741 + Penalty 921.904281 = -136552.963460 nChanged 1 SP:Iteration 23Q (60.149813 sec): 3 clusters Score: Raw -137475.027569 + Penalty 921.904281 = -136553.123288 nChanged 0 SP:Iteration 24F (60.154752 sec): 3 clusters Score: Raw -137475.027569 + Penalty 921.904281 = -136553.123288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.157265 sec): 2 clusters Score: Raw -4381.831736 + Penalty 71.886775 = -4309.944961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.157651 sec): 3 clusters Score: Raw -4353.148331 + Penalty 150.606896 = -4202.541435 nChanged 26 SP:Iteration 1F (60.158030 sec): 3 clusters Score: Raw -4375.473620 + Penalty 158.162489 = -4217.311132 nChanged 3 SP:Iteration 2Q (60.158407 sec): 3 clusters Score: Raw -4380.581739 + Penalty 166.205919 = -4214.375820 nChanged 3 SP:Iteration 3F (60.158789 sec): 3 clusters Score: Raw -4388.348695 + Penalty 170.393424 = -4217.955271 nChanged 1 SP:Iteration 4Q (60.159156 sec): 3 clusters Score: Raw -4388.915407 + Penalty 170.393424 = -4218.521984 nChanged 0 SP:Iteration 5F (60.159550 sec): 3 clusters Score: Raw -4388.915407 + Penalty 170.393424 = -4218.521984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.160768 sec): 2 clusters Score: Raw -14891.065568 + Penalty 308.092447 = -14582.973122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.161506 sec): 3 clusters Score: Raw -14796.771512 + Penalty 627.596037 = -14169.175474 nChanged 74 SP:Iteration 1F (60.162231 sec): 3 clusters Score: Raw -14875.303319 + Penalty 637.660010 = -14237.643309 nChanged 22 SP:Iteration 2F (60.162954 sec): 3 clusters Score: Raw -14894.488615 + Penalty 642.835429 = -14251.653186 nChanged 11 SP:Iteration 3Q (60.163651 sec): 3 clusters Score: Raw -14906.122362 + Penalty 653.318531 = -14252.803831 nChanged 9 SP:Iteration 4Q (60.164339 sec): 3 clusters Score: Raw -14912.782894 + Penalty 661.851622 = -14250.931273 nChanged 4 SP:Iteration 5F (60.165036 sec): 3 clusters Score: Raw -14919.430635 + Penalty 665.925484 = -14253.505151 nChanged 2 SP:Iteration 6Q (60.165721 sec): 3 clusters Score: Raw -14925.150140 + Penalty 669.107522 = -14256.042618 nChanged 3 SP:Iteration 7Q (60.166402 sec): 3 clusters Score: Raw -14929.775092 + Penalty 667.306450 = -14262.468642 nChanged 2 SP:Iteration 8Q (60.167079 sec): 3 clusters Score: Raw -14931.715422 + Penalty 667.306450 = -14264.408972 nChanged 0 SP:Iteration 9F (60.167774 sec): 3 clusters Score: Raw -14931.715422 + Penalty 667.306450 = -14264.408972 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.171259 sec): 2 clusters Score: Raw -34644.991662 + Penalty 570.225581 = -34074.766081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.172628 sec): 3 clusters Score: Raw -34322.229191 + Penalty 1159.533472 = -33162.695719 nChanged 213 SP:Iteration 1F (60.173996 sec): 3 clusters Score: Raw -34489.545227 + Penalty 1185.529849 = -33304.015378 nChanged 70 SP:Iteration 2F (60.175328 sec): 3 clusters Score: Raw -34556.428078 + Penalty 1203.595639 = -33352.832439 nChanged 34 SP:Iteration 3F (60.176669 sec): 3 clusters Score: Raw -34583.813707 + Penalty 1214.258352 = -33369.555354 nChanged 28 SP:Iteration 4Q (60.177994 sec): 3 clusters Score: Raw -34601.426098 + Penalty 1222.137837 = -33379.288260 nChanged 19 SP:Iteration 5Q (60.179319 sec): 3 clusters Score: Raw -34619.128253 + Penalty 1233.944118 = -33385.184134 nChanged 16 SP:Iteration 6Q (60.180638 sec): 3 clusters Score: Raw -34633.900163 + Penalty 1241.344561 = -33392.555603 nChanged 11 SP:Iteration 7Q (60.181938 sec): 3 clusters Score: Raw -34643.551329 + Penalty 1247.009137 = -33396.542193 nChanged 8 SP:Iteration 8Q (60.183234 sec): 3 clusters Score: Raw -34649.990300 + Penalty 1255.554107 = -33394.436193 nChanged 12 SP:Iteration 9F (60.184588 sec): 3 clusters Score: Raw -34663.115875 + Penalty 1273.684830 = -33389.431045 nChanged 15 SP:Iteration 10F (60.185917 sec): 3 clusters Score: Raw -34680.254732 + Penalty 1291.596478 = -33388.658255 nChanged 16 SP:Iteration 11F (60.187250 sec): 3 clusters Score: Raw -34707.289510 + Penalty 1302.059285 = -33405.230224 nChanged 8 SP:Iteration 12Q (60.188513 sec): 3 clusters Score: Raw -34723.353661 + Penalty 1301.785249 = -33421.568413 nChanged 6 SP:Iteration 13Q (60.189733 sec): 3 clusters Score: Raw -34733.995972 + Penalty 1300.274022 = -33433.721950 nChanged 3 SP:Iteration 14Q (60.190941 sec): 3 clusters Score: Raw -34738.176697 + Penalty 1299.663049 = -33438.513648 nChanged 2 SP:Iteration 15Q (60.192154 sec): 3 clusters Score: Raw -34741.785036 + Penalty 1301.915745 = -33439.869291 nChanged 1 SP:Iteration 16Q (60.193352 sec): 3 clusters Score: Raw -34742.616910 + Penalty 1301.915745 = -33440.701165 nChanged 0 SP:Iteration 17F (60.194683 sec): 3 clusters Score: Raw -34742.616910 + Penalty 1301.915745 = -33440.701165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.196815 sec): 2 clusters Score: Raw -13459.350178 + Penalty 240.819634 = -13218.530544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.197470 sec): 3 clusters Score: Raw -13345.117338 + Penalty 466.194418 = -12878.922920 nChanged 79 SP:Iteration 1F (60.198112 sec): 3 clusters Score: Raw -13409.705519 + Penalty 467.833343 = -12941.872176 nChanged 19 SP:Iteration 2F (60.198757 sec): 3 clusters Score: Raw -13432.725643 + Penalty 481.379963 = -12951.345680 nChanged 13 SP:Iteration 3F (60.199398 sec): 3 clusters Score: Raw -13450.376285 + Penalty 491.639081 = -12958.737204 nChanged 8 SP:Iteration 4Q (60.200025 sec): 3 clusters Score: Raw -13456.393969 + Penalty 494.314681 = -12962.079288 nChanged 4 SP:Iteration 5Q (60.200643 sec): 3 clusters Score: Raw -13459.273118 + Penalty 494.705245 = -12964.567873 nChanged 1 SP:Iteration 6Q (60.201257 sec): 3 clusters Score: Raw -13459.307164 + Penalty 497.422773 = -12961.884391 nChanged 1 SP:Iteration 7F (60.201898 sec): 3 clusters Score: Raw -13459.572533 + Penalty 499.565401 = -12960.007132 nChanged 2 SP:Iteration 8F (60.202538 sec): 3 clusters Score: Raw -13460.586302 + Penalty 502.488981 = -12958.097321 nChanged 2 SP:Iteration 9F (60.203178 sec): 3 clusters Score: Raw -13463.014692 + Penalty 509.102463 = -12953.912229 nChanged 3 SP:Iteration 10F (60.203818 sec): 3 clusters Score: Raw -13463.776083 + Penalty 513.614280 = -12950.161802 nChanged 1 SP:Iteration 11F (60.204458 sec): 3 clusters Score: Raw -13463.786212 + Penalty 516.809667 = -12946.976546 nChanged 1 SP:Iteration 12F (60.205097 sec): 3 clusters Score: Raw -13464.119051 + Penalty 523.684839 = -12940.434211 nChanged 4 SP:Iteration 13F (60.205735 sec): 3 clusters Score: Raw -13468.108021 + Penalty 529.612443 = -12938.495578 nChanged 2 SP:Iteration 14F (60.206405 sec): 3 clusters Score: Raw -13469.572397 + Penalty 529.736734 = -12939.835663 nChanged 2 SP:Iteration 15Q (60.207013 sec): 3 clusters Score: Raw -13469.942102 + Penalty 529.736734 = -12940.205368 nChanged 0 SP:Iteration 16F (60.207655 sec): 3 clusters Score: Raw -13469.942102 + Penalty 529.736734 = -12940.205368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.208146 sec): 2 clusters Score: Raw -375.766336 + Penalty 170.886357 = -204.879979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.208373 sec): 3 clusters Score: Raw -374.662068 + Penalty 344.001159 = -30.660908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.208851 sec): 2 clusters Score: Raw -269.016373 + Penalty 150.218552 = -118.797821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.209066 sec): 3 clusters Score: Raw -265.078412 + Penalty 333.840397 = 68.761985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.210572 sec): 2 clusters Score: Raw -18637.705507 + Penalty 209.912638 = -18427.792869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.211481 sec): 3 clusters Score: Raw -18471.140712 + Penalty 434.590979 = -18036.549734 nChanged 146 SP:Iteration 1F (60.212372 sec): 3 clusters Score: Raw -18606.494268 + Penalty 452.604403 = -18153.889865 nChanged 48 SP:Iteration 2F (60.213253 sec): 3 clusters Score: Raw -18650.413758 + Penalty 455.133915 = -18195.279843 nChanged 10 SP:Iteration 3Q (60.214099 sec): 3 clusters Score: Raw -18655.410088 + Penalty 455.993498 = -18199.416590 nChanged 2 SP:Iteration 4Q (60.214941 sec): 3 clusters Score: Raw -18656.069557 + Penalty 457.447583 = -18198.621974 nChanged 1 SP:Iteration 5F (60.215792 sec): 3 clusters Score: Raw -18656.556654 + Penalty 460.558476 = -18195.998178 nChanged 3 SP:Iteration 6F (60.216722 sec): 3 clusters Score: Raw -18657.560790 + Penalty 463.554616 = -18194.006174 nChanged 3 SP:Iteration 7F (60.217612 sec): 3 clusters Score: Raw -18658.289864 + Penalty 467.657968 = -18190.631896 nChanged 4 SP:Iteration 8F (60.218500 sec): 3 clusters Score: Raw -18659.169389 + Penalty 468.604242 = -18190.565146 nChanged 2 SP:Iteration 9F (60.219390 sec): 3 clusters Score: Raw -18659.730190 + Penalty 469.449119 = -18190.281072 nChanged 1 SP:Iteration 10F (60.220276 sec): 3 clusters Score: Raw -18660.223336 + Penalty 470.917845 = -18189.305491 nChanged 1 SP:Iteration 11F (60.221155 sec): 3 clusters Score: Raw -18660.321340 + Penalty 472.626735 = -18187.694606 nChanged 1 SP:Iteration 12F (60.222025 sec): 3 clusters Score: Raw -18660.608754 + Penalty 475.807546 = -18184.801209 nChanged 3 SP:Iteration 13F (60.222879 sec): 3 clusters Score: Raw -18662.408516 + Penalty 480.854117 = -18181.554400 nChanged 4 SP:Iteration 14F (60.223730 sec): 3 clusters Score: Raw -18664.715407 + Penalty 485.524624 = -18179.190783 nChanged 4 SP:Iteration 15F (60.224581 sec): 3 clusters Score: Raw -18666.819896 + Penalty 488.805649 = -18178.014247 nChanged 2 SP:Iteration 16F (60.225432 sec): 3 clusters Score: Raw -18667.421859 + Penalty 493.089655 = -18174.332203 nChanged 2 SP:Iteration 17F (60.226282 sec): 3 clusters Score: Raw -18668.828838 + Penalty 493.089655 = -18175.739183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.227475 sec): 2 clusters Score: Raw -11448.405465 + Penalty 373.529119 = -11074.876346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.228161 sec): 3 clusters Score: Raw -11358.926222 + Penalty 740.787401 = -10618.138821 nChanged 69 SP:Iteration 1F (60.228840 sec): 3 clusters Score: Raw -11445.924359 + Penalty 735.861351 = -10710.063008 nChanged 24 SP:Iteration 2F (60.229543 sec): 3 clusters Score: Raw -11483.178719 + Penalty 739.545345 = -10743.633373 nChanged 9 SP:Iteration 3Q (60.230207 sec): 3 clusters Score: Raw -11501.439124 + Penalty 738.996751 = -10762.442373 nChanged 9 SP:Iteration 4Q (60.230869 sec): 3 clusters Score: Raw -11515.868686 + Penalty 740.981833 = -10774.886853 nChanged 6 SP:Iteration 5Q (60.231523 sec): 3 clusters Score: Raw -11522.226008 + Penalty 744.380475 = -10777.845534 nChanged 3 SP:Iteration 6Q (60.232175 sec): 3 clusters Score: Raw -11527.189513 + Penalty 745.044737 = -10782.144775 nChanged 1 SP:Iteration 7Q (60.232829 sec): 3 clusters Score: Raw -11528.492195 + Penalty 745.044737 = -10783.447458 nChanged 0 SP:Iteration 8F (60.233502 sec): 3 clusters Score: Raw -11528.492195 + Penalty 745.044737 = -10783.447458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.234472 sec): 2 clusters Score: Raw -11426.206677 + Penalty 701.651566 = -10724.555111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.235036 sec): 3 clusters Score: Raw -11418.155875 + Penalty 1396.928943 = -10021.226932 nChanged 33 SP:Iteration 1F (60.235588 sec): 3 clusters Score: Raw -11474.589292 + Penalty 1396.299634 = -10078.289658 nChanged 9 SP:Iteration 2Q (60.236131 sec): 3 clusters Score: Raw -11489.958450 + Penalty 1400.304500 = -10089.653951 nChanged 8 SP:Iteration 3Q (60.236665 sec): 3 clusters Score: Raw -11507.769353 + Penalty 1401.733669 = -10106.035685 nChanged 5 SP:Iteration 4Q (60.237193 sec): 3 clusters Score: Raw -11518.199778 + Penalty 1402.450715 = -10115.749063 nChanged 2 SP:Iteration 5Q (60.237718 sec): 3 clusters Score: Raw -11519.623560 + Penalty 1402.398476 = -10117.225084 nChanged 1 SP:Iteration 6Q (60.238241 sec): 3 clusters Score: Raw -11520.845550 + Penalty 1402.313971 = -10118.531579 nChanged 2 SP:Iteration 7Q (60.238765 sec): 3 clusters Score: Raw -11522.737875 + Penalty 1403.447096 = -10119.290779 nChanged 1 SP:Iteration 8Q (60.239288 sec): 3 clusters Score: Raw -11522.923934 + Penalty 1403.447096 = -10119.476838 nChanged 0 SP:Iteration 9F (60.239836 sec): 3 clusters Score: Raw -11522.923934 + Penalty 1403.447096 = -10119.476838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.241011 sec): 2 clusters Score: Raw -14383.258255 + Penalty 37.190292 = -14346.067962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.241752 sec): 3 clusters Score: Raw -14197.437641 + Penalty 74.798455 = -14122.639187 nChanged 125 SP:Iteration 1F (60.242485 sec): 3 clusters Score: Raw -14298.331597 + Penalty 74.692959 = -14223.638637 nChanged 19 SP:Iteration 2F (60.243217 sec): 3 clusters Score: Raw -14307.840976 + Penalty 74.482539 = -14233.358437 nChanged 17 SP:Iteration 3F (60.243949 sec): 3 clusters Score: Raw -14313.794787 + Penalty 74.291704 = -14239.503083 nChanged 16 SP:Iteration 4F (60.244681 sec): 3 clusters Score: Raw -14318.069086 + Penalty 74.095576 = -14243.973511 nChanged 11 SP:Iteration 5Q (60.245399 sec): 3 clusters Score: Raw -14321.695436 + Penalty 73.881533 = -14247.813903 nChanged 8 SP:Iteration 6Q (60.246116 sec): 3 clusters Score: Raw -14323.004533 + Penalty 73.849270 = -14249.155263 nChanged 2 SP:Iteration 7Q (60.246831 sec): 3 clusters Score: Raw -14323.299477 + Penalty 73.710538 = -14249.588939 nChanged 4 SP:Iteration 8Q (60.247547 sec): 3 clusters Score: Raw -14324.015281 + Penalty 73.697881 = -14250.317401 nChanged 3 SP:Iteration 9Q (60.248264 sec): 3 clusters Score: Raw -14324.586251 + Penalty 73.697785 = -14250.888465 nChanged 5 SP:Iteration 10F (60.248995 sec): 3 clusters Score: Raw -14325.250629 + Penalty 73.703478 = -14251.547152 nChanged 1 SP:Iteration 11Q (60.249716 sec): 3 clusters Score: Raw -14325.413718 + Penalty 73.719393 = -14251.694325 nChanged 2 SP:Iteration 12Q (60.250463 sec): 3 clusters Score: Raw -14325.566291 + Penalty 73.729650 = -14251.836641 nChanged 1 SP:Iteration 13Q (60.251183 sec): 3 clusters Score: Raw -14325.815255 + Penalty 73.754859 = -14252.060395 nChanged 2 SP:Iteration 14Q (60.251902 sec): 3 clusters Score: Raw -14325.984866 + Penalty 73.786466 = -14252.198400 nChanged 2 SP:Iteration 15Q (60.252623 sec): 3 clusters Score: Raw -14326.340534 + Penalty 73.609859 = -14252.730675 nChanged 4 SP:Iteration 16Q (60.253344 sec): 3 clusters Score: Raw -14327.311452 + Penalty 73.342883 = -14253.968569 nChanged 4 SP:Iteration 17Q (60.254063 sec): 3 clusters Score: Raw -14327.862855 + Penalty 73.250254 = -14254.612601 nChanged 4 SP:Iteration 18Q (60.254784 sec): 3 clusters Score: Raw -14329.090545 + Penalty 73.361880 = -14255.728665 nChanged 7 SP:Iteration 19Q (60.255505 sec): 3 clusters Score: Raw -14332.339592 + Penalty 73.090141 = -14259.249450 nChanged 12 SP:Iteration 20F (60.256235 sec): 3 clusters Score: Raw -14338.625206 + Penalty 73.520828 = -14265.104378 nChanged 13 SP:Iteration 21Q (60.256959 sec): 3 clusters Score: Raw -14349.672643 + Penalty 74.384705 = -14275.287938 nChanged 10 SP:Iteration 22Q (60.257683 sec): 3 clusters Score: Raw -14355.425602 + Penalty 74.394616 = -14281.030986 nChanged 3 SP:Iteration 23Q (60.258406 sec): 3 clusters Score: Raw -14355.922244 + Penalty 74.591120 = -14281.331124 nChanged 4 SP:Iteration 24Q (60.259130 sec): 3 clusters Score: Raw -14358.613294 + Penalty 73.168607 = -14285.444687 nChanged 6 SP:Iteration 25Q (60.259829 sec): 3 clusters Score: Raw -14361.625142 + Penalty 72.020283 = -14289.604859 nChanged 8 SP:Iteration 26Q (60.260536 sec): 3 clusters Score: Raw -14365.672050 + Penalty 72.537362 = -14293.134688 nChanged 5 SP:Iteration 27Q (60.261243 sec): 3 clusters Score: Raw -14369.433888 + Penalty 72.259614 = -14297.174274 nChanged 7 SP:Iteration 28Q (60.261946 sec): 3 clusters Score: Raw -14374.565158 + Penalty 73.012057 = -14301.553101 nChanged 4 SP:Iteration 29Q (60.262649 sec): 3 clusters Score: Raw -14377.807928 + Penalty 72.580402 = -14305.227527 nChanged 6 SP:Iteration 30F (60.263310 sec): 3 clusters Score: Raw -14382.229725 + Penalty 73.815840 = -14308.413885 nChanged 3 SP:Iteration 31Q (60.263969 sec): 3 clusters Score: Raw -14385.108224 + Penalty 75.126745 = -14309.981480 nChanged 3 SP:Iteration 32Q (60.264632 sec): 3 clusters Score: Raw -14389.595624 + Penalty 76.485984 = -14313.109640 nChanged 3 SP:Iteration 33Q (60.265272 sec): 3 clusters Score: Raw -14392.439286 + Penalty 77.796552 = -14314.642734 nChanged 1 SP:Iteration 34Q (60.265894 sec): 3 clusters Score: Raw -14393.230168 + Penalty 77.796552 = -14315.433616 nChanged 0 SP:Iteration 35F (60.266544 sec): 3 clusters Score: Raw -14393.230168 + Penalty 77.796552 = -14315.433616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.267786 sec): 2 clusters Score: Raw -15676.281838 + Penalty 762.285505 = -14913.996332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.268551 sec): 3 clusters Score: Raw -15693.272439 + Penalty 1523.989670 = -14169.282769 nChanged 77 SP:Iteration 1F (60.269311 sec): 3 clusters Score: Raw -15789.815228 + Penalty 1521.789157 = -14268.026071 nChanged 13 SP:Iteration 2Q (60.270039 sec): 3 clusters Score: Raw -15811.626170 + Penalty 1519.446756 = -14292.179413 nChanged 8 SP:Iteration 3Q (60.270764 sec): 3 clusters Score: Raw -15825.988119 + Penalty 1517.813022 = -14308.175097 nChanged 4 SP:Iteration 4Q (60.271482 sec): 3 clusters Score: Raw -15828.815888 + Penalty 1517.746642 = -14311.069246 nChanged 1 SP:Iteration 5Q (60.272198 sec): 3 clusters Score: Raw -15829.102469 + Penalty 1517.746642 = -14311.355827 nChanged 0 SP:Iteration 6F (60.272949 sec): 3 clusters Score: Raw -15829.102469 + Penalty 1517.746642 = -14311.355827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.273477 sec): 2 clusters Score: Raw -660.719531 + Penalty 193.959365 = -466.760166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.273715 sec): 3 clusters Score: Raw -674.496333 + Penalty 403.325107 = -271.171226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.274281 sec): 2 clusters Score: Raw -1932.699829 + Penalty 403.879832 = -1528.819998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.274563 sec): 3 clusters Score: Raw -1977.671173 + Penalty 809.840067 = -1167.831106 nChanged 1 SP:Iteration 1Q (60.274831 sec): 3 clusters Score: Raw -1980.526378 + Penalty 807.759663 = -1172.766715 nChanged 1 SP:Iteration 2Q (60.275097 sec): 3 clusters Score: Raw -1984.917133 + Penalty 807.759663 = -1177.157469 nChanged 0 SP:Iteration 3F (60.275374 sec): 3 clusters Score: Raw -1984.917133 + Penalty 807.759663 = -1177.157469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.276042 sec): 2 clusters Score: Raw -3783.375351 + Penalty 256.748111 = -3526.627240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.276389 sec): 3 clusters Score: Raw -3777.148089 + Penalty 513.078433 = -3264.069656 nChanged 9 SP:Iteration 1F (60.276730 sec): 3 clusters Score: Raw -3783.123710 + Penalty 513.496222 = -3269.627489 nChanged 1 SP:Iteration 2Q (60.277068 sec): 3 clusters Score: Raw -3783.860441 + Penalty 513.981182 = -3269.879260 nChanged 1 SP:Iteration 3Q (60.277404 sec): 3 clusters Score: Raw -3784.170039 + Penalty 514.864444 = -3269.305595 nChanged 1 SP:Iteration 4F (60.277744 sec): 3 clusters Score: Raw -3784.651088 + Penalty 514.864444 = -3269.786644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.278742 sec): 2 clusters Score: Raw -10502.363374 + Penalty 311.869725 = -10190.493648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.279320 sec): 3 clusters Score: Raw -10424.050944 + Penalty 622.126024 = -9801.924920 nChanged 48 SP:Iteration 1F (60.279882 sec): 3 clusters Score: Raw -10462.534709 + Penalty 622.845908 = -9839.688800 nChanged 20 SP:Iteration 2F (60.280435 sec): 3 clusters Score: Raw -10488.364584 + Penalty 622.289663 = -9866.074921 nChanged 7 SP:Iteration 3Q (60.280981 sec): 3 clusters Score: Raw -10496.106339 + Penalty 622.722540 = -9873.383799 nChanged 6 SP:Iteration 4Q (60.281526 sec): 3 clusters Score: Raw -10500.846142 + Penalty 621.920943 = -9878.925199 nChanged 5 SP:Iteration 5Q (60.282065 sec): 3 clusters Score: Raw -10503.960073 + Penalty 621.700542 = -9882.259531 nChanged 3 SP:Iteration 6Q (60.282603 sec): 3 clusters Score: Raw -10508.928195 + Penalty 621.658342 = -9887.269853 nChanged 2 SP:Iteration 7Q (60.283140 sec): 3 clusters Score: Raw -10510.378739 + Penalty 620.884758 = -9889.493980 nChanged 2 SP:Iteration 8Q (60.283675 sec): 3 clusters Score: Raw -10512.357645 + Penalty 620.740841 = -9891.616804 nChanged 3 SP:Iteration 9Q (60.284212 sec): 3 clusters Score: Raw -10514.868945 + Penalty 620.871202 = -9893.997743 nChanged 3 SP:Iteration 10F (60.284766 sec): 3 clusters Score: Raw -10516.671278 + Penalty 621.427975 = -9895.243303 nChanged 4 SP:Iteration 11Q (60.285302 sec): 3 clusters Score: Raw -10517.845879 + Penalty 621.427975 = -9896.417904 nChanged 0 SP:Iteration 12F (60.285855 sec): 3 clusters Score: Raw -10517.845879 + Penalty 621.427975 = -9896.417904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.286760 sec): 2 clusters Score: Raw -9492.270897 + Penalty 383.835941 = -9108.434956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.287303 sec): 3 clusters Score: Raw -9424.684315 + Penalty 768.914342 = -8655.769973 nChanged 38 SP:Iteration 1F (60.287843 sec): 3 clusters Score: Raw -9462.795729 + Penalty 771.252835 = -8691.542894 nChanged 14 SP:Iteration 2F (60.288367 sec): 3 clusters Score: Raw -9486.633582 + Penalty 771.474957 = -8715.158625 nChanged 9 SP:Iteration 3F (60.288892 sec): 3 clusters Score: Raw -9499.291638 + Penalty 773.315377 = -8725.976261 nChanged 6 SP:Iteration 4Q (60.289406 sec): 3 clusters Score: Raw -9506.339814 + Penalty 773.825743 = -8732.514071 nChanged 4 SP:Iteration 5Q (60.289917 sec): 3 clusters Score: Raw -9510.258820 + Penalty 774.773734 = -8735.485086 nChanged 1 SP:Iteration 6Q (60.290428 sec): 3 clusters Score: Raw -9511.542396 + Penalty 774.773734 = -8736.768663 nChanged 0 SP:Iteration 7F (60.290950 sec): 3 clusters Score: Raw -9511.542396 + Penalty 774.773734 = -8736.768663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.291472 sec): 2 clusters Score: Raw -1155.139142 + Penalty 261.903929 = -893.235213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.291728 sec): 3 clusters Score: Raw -1169.361923 + Penalty 525.127395 = -644.234528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.293455 sec): 2 clusters Score: Raw -22211.812976 + Penalty 140.061756 = -22071.751220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.294485 sec): 3 clusters Score: Raw -21954.955144 + Penalty 289.527855 = -21665.427289 nChanged 186 SP:Iteration 1F (60.295478 sec): 3 clusters Score: Raw -22082.156372 + Penalty 296.637470 = -21785.518902 nChanged 48 SP:Iteration 2F (60.296454 sec): 3 clusters Score: Raw -22108.623102 + Penalty 307.224736 = -21801.398365 nChanged 35 SP:Iteration 3F (60.297427 sec): 3 clusters Score: Raw -22137.833875 + Penalty 324.243431 = -21813.590444 nChanged 25 SP:Iteration 4F (60.298399 sec): 3 clusters Score: Raw -22158.910342 + Penalty 340.915275 = -21817.995067 nChanged 22 SP:Iteration 5Q (60.299365 sec): 3 clusters Score: Raw -22180.197568 + Penalty 367.458987 = -21812.738581 nChanged 18 SP:Iteration 6F (60.300335 sec): 3 clusters Score: Raw -22197.507545 + Penalty 383.727871 = -21813.779674 nChanged 11 SP:Iteration 7Q (60.301272 sec): 3 clusters Score: Raw -22207.439471 + Penalty 408.665847 = -21798.773625 nChanged 8 SP:Iteration 8F (60.302244 sec): 3 clusters Score: Raw -22219.400189 + Penalty 428.555026 = -21790.845164 nChanged 6 SP:Iteration 9F (60.303218 sec): 3 clusters Score: Raw -22229.006869 + Penalty 452.825091 = -21776.181778 nChanged 3 SP:Iteration 10F (60.304190 sec): 3 clusters Score: Raw -22235.841373 + Penalty 470.800617 = -21765.040756 nChanged 2 SP:Iteration 11F (60.305163 sec): 3 clusters Score: Raw -22240.840038 + Penalty 480.424381 = -21760.415657 nChanged 1 SP:Iteration 12F (60.306136 sec): 3 clusters Score: Raw -22241.487930 + Penalty 480.424381 = -21761.063549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.306630 sec): 2 clusters Score: Raw -311.064437 + Penalty 114.163724 = -196.900712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.306854 sec): 3 clusters Score: Raw -314.303155 + Penalty 234.283248 = -80.019907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.307414 sec): 2 clusters Score: Raw -1972.614184 + Penalty 370.950978 = -1601.663205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.307691 sec): 3 clusters Score: Raw -2018.458208 + Penalty 741.113619 = -1277.344589 nChanged 1 SP:Iteration 1Q (60.307982 sec): 3 clusters Score: Raw -2023.410152 + Penalty 741.113619 = -1282.296533 nChanged 0 SP:Iteration 2F (60.308254 sec): 3 clusters Score: Raw -2023.410152 + Penalty 741.113619 = -1282.296533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.308851 sec): 2 clusters Score: Raw -2574.023702 + Penalty 342.992345 = -2231.031357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.309156 sec): 3 clusters Score: Raw -2616.576444 + Penalty 695.107497 = -1921.468947 nChanged 1 SP:Iteration 1Q (60.309445 sec): 3 clusters Score: Raw -2617.232922 + Penalty 695.107497 = -1922.125426 nChanged 0 SP:Iteration 2F (60.309743 sec): 3 clusters Score: Raw -2617.232922 + Penalty 695.107497 = -1922.125426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.310323 sec): 2 clusters Score: Raw -2516.954306 + Penalty 398.493280 = -2118.461026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.310621 sec): 3 clusters Score: Raw -2554.076096 + Penalty 798.307499 = -1755.768597 nChanged 1 SP:Iteration 1Q (60.310907 sec): 3 clusters Score: Raw -2557.688595 + Penalty 798.307499 = -1759.381096 nChanged 0 SP:Iteration 2F (60.311200 sec): 3 clusters Score: Raw -2557.688595 + Penalty 798.307499 = -1759.381096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.312451 sec): 2 clusters Score: Raw -15502.092301 + Penalty 560.519022 = -14941.573279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.313190 sec): 3 clusters Score: Raw -15413.796814 + Penalty 1120.978597 = -14292.818217 nChanged 76 SP:Iteration 1F (60.313958 sec): 3 clusters Score: Raw -15510.618766 + Penalty 1121.513313 = -14389.105453 nChanged 26 SP:Iteration 2F (60.314687 sec): 3 clusters Score: Raw -15551.987990 + Penalty 1122.337686 = -14429.650303 nChanged 16 SP:Iteration 3F (60.315415 sec): 3 clusters Score: Raw -15575.051362 + Penalty 1121.777284 = -14453.274077 nChanged 11 SP:Iteration 4Q (60.316117 sec): 3 clusters Score: Raw -15595.308385 + Penalty 1121.680435 = -14473.627950 nChanged 6 SP:Iteration 5Q (60.316817 sec): 3 clusters Score: Raw -15612.116971 + Penalty 1121.706299 = -14490.410672 nChanged 6 SP:Iteration 6Q (60.317510 sec): 3 clusters Score: Raw -15619.736766 + Penalty 1121.867594 = -14497.869172 nChanged 2 SP:Iteration 7Q (60.318199 sec): 3 clusters Score: Raw -15621.641592 + Penalty 1121.998752 = -14499.642840 nChanged 1 SP:Iteration 8Q (60.318955 sec): 3 clusters Score: Raw -15621.921365 + Penalty 1121.998752 = -14499.922613 nChanged 0 SP:Iteration 9F (60.319711 sec): 3 clusters Score: Raw -15621.921365 + Penalty 1121.998752 = -14499.922613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.321177 sec): 2 clusters Score: Raw -20532.823293 + Penalty 509.570088 = -20023.253204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.322066 sec): 3 clusters Score: Raw -20403.578075 + Penalty 1018.870465 = -19384.707610 nChanged 103 SP:Iteration 1F (60.322938 sec): 3 clusters Score: Raw -20497.633516 + Penalty 1018.840124 = -19478.793392 nChanged 29 SP:Iteration 2F (60.323811 sec): 3 clusters Score: Raw -20526.991354 + Penalty 1019.116327 = -19507.875027 nChanged 15 SP:Iteration 3Q (60.324668 sec): 3 clusters Score: Raw -20541.418552 + Penalty 1019.885028 = -19521.533524 nChanged 11 SP:Iteration 4Q (60.325495 sec): 3 clusters Score: Raw -20554.692034 + Penalty 1020.385714 = -19534.306320 nChanged 8 SP:Iteration 5Q (60.326313 sec): 3 clusters Score: Raw -20560.152780 + Penalty 1021.718839 = -19538.433941 nChanged 6 SP:Iteration 6Q (60.327161 sec): 3 clusters Score: Raw -20562.858317 + Penalty 1021.883365 = -19540.974952 nChanged 8 SP:Iteration 7Q (60.327978 sec): 3 clusters Score: Raw -20570.426901 + Penalty 1021.725706 = -19548.701194 nChanged 4 SP:Iteration 8Q (60.328799 sec): 3 clusters Score: Raw -20573.694364 + Penalty 1022.470851 = -19551.223513 nChanged 5 SP:Iteration 9Q (60.329617 sec): 3 clusters Score: Raw -20575.712809 + Penalty 1022.986564 = -19552.726246 nChanged 2 SP:Iteration 10F (60.330453 sec): 3 clusters Score: Raw -20576.885250 + Penalty 1023.097349 = -19553.787901 nChanged 2 SP:Iteration 11Q (60.331269 sec): 3 clusters Score: Raw -20577.668137 + Penalty 1023.097349 = -19554.570788 nChanged 0 SP:Iteration 12F (60.332106 sec): 3 clusters Score: Raw -20577.668137 + Penalty 1023.097349 = -19554.570788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.332649 sec): 2 clusters Score: Raw -1392.992614 + Penalty 305.038026 = -1087.954588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.332910 sec): 3 clusters Score: Raw -1435.143950 + Penalty 611.033807 = -824.110143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.333677 sec): 2 clusters Score: Raw -5094.948897 + Penalty 307.825560 = -4787.123338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.334087 sec): 3 clusters Score: Raw -5076.723993 + Penalty 610.914711 = -4465.809282 nChanged 22 SP:Iteration 1F (60.334487 sec): 3 clusters Score: Raw -5106.413149 + Penalty 611.129626 = -4495.283523 nChanged 2 SP:Iteration 2Q (60.334882 sec): 3 clusters Score: Raw -5107.995950 + Penalty 611.129626 = -4496.866323 nChanged 0 SP:Iteration 3F (60.335281 sec): 3 clusters Score: Raw -5107.995950 + Penalty 611.129626 = -4496.866323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.335774 sec): 2 clusters Score: Raw -745.304411 + Penalty 243.742474 = -501.561936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.336010 sec): 3 clusters Score: Raw -761.194417 + Penalty 488.744523 = -272.449894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.336486 sec): 2 clusters Score: Raw -440.935192 + Penalty 192.549890 = -248.385302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.336711 sec): 3 clusters Score: Raw -458.188822 + Penalty 373.836936 = -84.351886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.337172 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.337381 sec): 3 clusters Score: Raw -157.085985 + Penalty 167.993037 = 10.907052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.337904 sec): 2 clusters Score: Raw -1230.650461 + Penalty 239.622269 = -991.028192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.338160 sec): 3 clusters Score: Raw -1251.555472 + Penalty 478.985257 = -772.570215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.338630 sec): 2 clusters Score: Raw -274.259106 + Penalty 104.168749 = -170.090357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.338845 sec): 3 clusters Score: Raw -272.362403 + Penalty 203.763780 = -68.598623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.339347 sec): 2 clusters Score: Raw -641.082451 + Penalty 238.981963 = -402.100488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.339577 sec): 3 clusters Score: Raw -656.271338 + Penalty 477.963926 = -178.307412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.340069 sec): 2 clusters Score: Raw -765.690749 + Penalty 177.822953 = -587.867795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.340307 sec): 3 clusters Score: Raw -792.435541 + Penalty 346.733334 = -445.702208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.340779 sec): 2 clusters Score: Raw -369.788730 + Penalty 137.702395 = -232.086335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.341000 sec): 3 clusters Score: Raw -368.982922 + Penalty 272.948178 = -96.034743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.341488 sec): 2 clusters Score: Raw -782.439507 + Penalty 248.646650 = -533.792857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.341724 sec): 3 clusters Score: Raw -813.515787 + Penalty 509.385186 = -304.130602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.342203 sec): 2 clusters Score: Raw -519.838798 + Penalty 165.352273 = -354.486525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.342424 sec): 3 clusters Score: Raw -519.001522 + Penalty 303.423552 = -215.577970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.342893 sec): 2 clusters Score: Raw -385.444906 + Penalty 175.138790 = -210.306117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.343113 sec): 3 clusters Score: Raw -387.976898 + Penalty 343.806162 = -44.170736 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 77 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.347829 sec): 2 clusters Score: Raw -43999.334391 + Penalty 80.256747 = -43919.077644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.349629 sec): 3 clusters Score: Raw -43435.941779 + Penalty 162.457533 = -43273.484246 nChanged 419 SP:Iteration 1F (60.351390 sec): 3 clusters Score: Raw -43801.130701 + Penalty 161.002304 = -43640.128397 nChanged 70 SP:Iteration 2F (60.353149 sec): 3 clusters Score: Raw -43834.963672 + Penalty 159.199714 = -43675.763958 nChanged 38 SP:Iteration 3Q (60.354895 sec): 3 clusters Score: Raw -43855.766100 + Penalty 156.289051 = -43699.477049 nChanged 30 SP:Iteration 4Q (60.356640 sec): 3 clusters Score: Raw -43875.580630 + Penalty 155.315997 = -43720.264632 nChanged 22 SP:Iteration 5Q (60.358383 sec): 3 clusters Score: Raw -43888.607056 + Penalty 154.313654 = -43734.293402 nChanged 20 SP:Iteration 6Q (60.360128 sec): 3 clusters Score: Raw -43901.595364 + Penalty 153.566890 = -43748.028474 nChanged 23 SP:Iteration 7Q (60.361868 sec): 3 clusters Score: Raw -43911.670598 + Penalty 152.369220 = -43759.301378 nChanged 19 SP:Iteration 8Q (60.363599 sec): 3 clusters Score: Raw -43921.549681 + Penalty 150.908241 = -43770.641440 nChanged 28 SP:Iteration 9Q (60.365319 sec): 3 clusters Score: Raw -43936.616406 + Penalty 150.425351 = -43786.191055 nChanged 19 SP:Iteration 10F (60.367125 sec): 3 clusters Score: Raw -43943.511891 + Penalty 150.515338 = -43792.996553 nChanged 21 SP:Iteration 11Q (60.368893 sec): 3 clusters Score: Raw -43954.573006 + Penalty 149.763706 = -43804.809300 nChanged 20 SP:Iteration 12Q (60.370568 sec): 3 clusters Score: Raw -43962.231343 + Penalty 149.569216 = -43812.662127 nChanged 21 SP:Iteration 13Q (60.372230 sec): 3 clusters Score: Raw -43970.996270 + Penalty 150.452792 = -43820.543478 nChanged 14 SP:Iteration 14Q (60.373871 sec): 3 clusters Score: Raw -43976.487179 + Penalty 151.301613 = -43825.185566 nChanged 14 SP:Iteration 15Q (60.375492 sec): 3 clusters Score: Raw -43983.111376 + Penalty 148.415165 = -43834.696211 nChanged 12 SP:Iteration 16Q (60.377088 sec): 3 clusters Score: Raw -43987.173542 + Penalty 147.961285 = -43839.212257 nChanged 5 SP:Iteration 17Q (60.378898 sec): 3 clusters Score: Raw -43988.286934 + Penalty 148.331522 = -43839.955412 nChanged 3 SP:Iteration 18Q (60.380617 sec): 3 clusters Score: Raw -43988.841362 + Penalty 148.332405 = -43840.508957 nChanged 6 SP:Iteration 19Q (60.382178 sec): 3 clusters Score: Raw -43990.175564 + Penalty 149.262632 = -43840.912932 nChanged 4 SP:Iteration 20F (60.383939 sec): 3 clusters Score: Raw -43990.640860 + Penalty 149.257575 = -43841.383285 nChanged 1 SP:Iteration 21Q (60.385491 sec): 3 clusters Score: Raw -43990.650806 + Penalty 149.861294 = -43840.789512 nChanged 2 SP:Iteration 22F (60.387250 sec): 3 clusters Score: Raw -43990.789229 + Penalty 150.497140 = -43840.292089 nChanged 2 SP:Iteration 23F (60.389065 sec): 3 clusters Score: Raw -43991.126769 + Penalty 150.827767 = -43840.299002 nChanged 1 SP:Iteration 24Q (60.390643 sec): 3 clusters Score: Raw -43991.348010 + Penalty 151.167238 = -43840.180773 nChanged 1 SP:Iteration 25F (60.392400 sec): 3 clusters Score: Raw -43991.703801 + Penalty 151.515848 = -43840.187953 nChanged 1 SP:Iteration 26Q (60.393946 sec): 3 clusters Score: Raw -43991.844244 + Penalty 151.515848 = -43840.328396 nChanged 0 SP:Iteration 27F (60.395705 sec): 3 clusters Score: Raw -43991.844244 + Penalty 151.515848 = -43840.328396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.397545 sec): 2 clusters Score: Raw -432.937648 + Penalty 181.668849 = -251.268799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.397776 sec): 3 clusters Score: Raw -444.784806 + Penalty 371.120071 = -73.664735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.398347 sec): 2 clusters Score: Raw -2152.536322 + Penalty 308.420899 = -1844.115423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.398637 sec): 3 clusters Score: Raw -2172.138108 + Penalty 617.967338 = -1554.170770 nChanged 3 SP:Iteration 1F (60.398918 sec): 3 clusters Score: Raw -2182.713128 + Penalty 617.967338 = -1564.745790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.399712 sec): 2 clusters Score: Raw -6862.826842 + Penalty 742.461366 = -6120.365475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.400145 sec): 3 clusters Score: Raw -6948.385261 + Penalty 1485.155235 = -5463.230026 nChanged 13 SP:Iteration 1F (60.400568 sec): 3 clusters Score: Raw -6987.013443 + Penalty 1484.922733 = -5502.090710 nChanged 2 SP:Iteration 2Q (60.400967 sec): 3 clusters Score: Raw -6995.100649 + Penalty 1485.046232 = -5510.054416 nChanged 1 SP:Iteration 3Q (60.401362 sec): 3 clusters Score: Raw -7000.289868 + Penalty 1485.046232 = -5515.243636 nChanged 0 SP:Iteration 4F (60.401785 sec): 3 clusters Score: Raw -7000.289868 + Penalty 1485.046232 = -5515.243636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.402284 sec): 2 clusters Score: Raw -268.167764 + Penalty 134.915080 = -133.252684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.402500 sec): 3 clusters Score: Raw -269.917231 + Penalty 284.595702 = 14.678471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.402968 sec): 2 clusters Score: Raw -286.744809 + Penalty 149.243379 = -137.501430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.403182 sec): 3 clusters Score: Raw -280.584543 + Penalty 300.356316 = 19.771773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.403653 sec): 2 clusters Score: Raw -436.813373 + Penalty 169.825591 = -266.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.403874 sec): 3 clusters Score: Raw -434.812744 + Penalty 335.390222 = -99.422523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.404354 sec): 2 clusters Score: Raw -600.452057 + Penalty 201.801638 = -398.650419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.404582 sec): 3 clusters Score: Raw -601.156546 + Penalty 405.149235 = -196.007311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.405039 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.405244 sec): 3 clusters Score: Raw -104.936079 + Penalty 120.044171 = 15.108092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.406077 sec): 2 clusters Score: Raw -6273.205349 + Penalty 104.487078 = -6168.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.406554 sec): 3 clusters Score: Raw -6215.073339 + Penalty 207.085296 = -6007.988043 nChanged 44 SP:Iteration 1F (60.407022 sec): 3 clusters Score: Raw -6251.416584 + Penalty 207.899228 = -6043.517356 nChanged 17 SP:Iteration 2F (60.407503 sec): 3 clusters Score: Raw -6271.569193 + Penalty 207.775294 = -6063.793899 nChanged 8 SP:Iteration 3F (60.407969 sec): 3 clusters Score: Raw -6278.820343 + Penalty 212.877504 = -6065.942839 nChanged 7 SP:Iteration 4Q (60.408436 sec): 3 clusters Score: Raw -6287.362185 + Penalty 220.163479 = -6067.198706 nChanged 7 SP:Iteration 5Q (60.408894 sec): 3 clusters Score: Raw -6296.090093 + Penalty 240.349844 = -6055.740249 nChanged 7 SP:Iteration 6F (60.409359 sec): 3 clusters Score: Raw -6312.212064 + Penalty 264.402054 = -6047.810009 nChanged 5 SP:Iteration 7F (60.409825 sec): 3 clusters Score: Raw -6323.957661 + Penalty 269.037921 = -6054.919740 nChanged 1 SP:Iteration 8Q (60.410254 sec): 3 clusters Score: Raw -6325.337128 + Penalty 269.037921 = -6056.299206 nChanged 0 SP:Iteration 9F (60.410719 sec): 3 clusters Score: Raw -6325.337128 + Penalty 269.037921 = -6056.299206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.411196 sec): 2 clusters Score: Raw -420.291596 + Penalty 165.878051 = -254.413544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.411420 sec): 3 clusters Score: Raw -430.623466 + Penalty 331.756103 = -98.867364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.411891 sec): 2 clusters Score: Raw -368.593851 + Penalty 148.582682 = -220.011169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.412124 sec): 3 clusters Score: Raw -369.875341 + Penalty 328.845310 = -41.030031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.412605 sec): 2 clusters Score: Raw -550.828751 + Penalty 195.363887 = -355.464864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.412834 sec): 3 clusters Score: Raw -575.157101 + Penalty 391.689557 = -183.467544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.413301 sec): 2 clusters Score: Raw -330.983744 + Penalty 173.245086 = -157.738658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.413518 sec): 3 clusters Score: Raw -335.632482 + Penalty 338.597902 = 2.965420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.413983 sec): 2 clusters Score: Raw -267.633016 + Penalty 156.483817 = -111.149199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.414199 sec): 3 clusters Score: Raw -270.676804 + Penalty 317.298201 = 46.621397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.414651 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.414839 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.415322 sec): 2 clusters Score: Raw -670.594083 + Penalty 251.221885 = -419.372198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.415551 sec): 3 clusters Score: Raw -673.156636 + Penalty 485.431545 = -187.725091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 118 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.416042 sec): 2 clusters Score: Raw -801.142989 + Penalty 233.061103 = -568.081886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.416277 sec): 3 clusters Score: Raw -821.604992 + Penalty 466.270721 = -355.334271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.416767 sec): 2 clusters Score: Raw -796.252597 + Penalty 213.834858 = -582.417738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.417002 sec): 3 clusters Score: Raw -803.965624 + Penalty 422.597487 = -381.368137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.417464 sec): 2 clusters Score: Raw -208.625690 + Penalty 69.188823 = -139.436867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.417676 sec): 3 clusters Score: Raw -205.454228 + Penalty 138.377646 = -67.076582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.418142 sec): 2 clusters Score: Raw -277.252467 + Penalty 138.583734 = -138.668733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.418355 sec): 3 clusters Score: Raw -273.079732 + Penalty 262.359182 = -10.720550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.418829 sec): 2 clusters Score: Raw -392.639415 + Penalty 170.265072 = -222.374343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.419063 sec): 3 clusters Score: Raw -392.689699 + Penalty 370.487412 = -22.202287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.419536 sec): 2 clusters Score: Raw -393.327110 + Penalty 125.494455 = -267.832655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.419757 sec): 3 clusters Score: Raw -416.154941 + Penalty 250.988910 = -165.166031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.420214 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.420418 sec): 3 clusters Score: Raw -101.589834 + Penalty 105.853215 = 4.263382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.421455 sec): 2 clusters Score: Raw -10329.109143 + Penalty 49.211769 = -10279.897374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.422086 sec): 3 clusters Score: Raw -10190.037043 + Penalty 97.364455 = -10092.672588 nChanged 103 SP:Iteration 1F (60.422708 sec): 3 clusters Score: Raw -10282.655071 + Penalty 100.244681 = -10182.410390 nChanged 24 SP:Iteration 2F (60.423326 sec): 3 clusters Score: Raw -10327.406463 + Penalty 100.322742 = -10227.083721 nChanged 5 SP:Iteration 3Q (60.423929 sec): 3 clusters Score: Raw -10332.725032 + Penalty 100.478371 = -10232.246660 nChanged 3 SP:Iteration 4Q (60.424521 sec): 3 clusters Score: Raw -10335.543166 + Penalty 99.953207 = -10235.589959 nChanged 1 SP:Iteration 5Q (60.425109 sec): 3 clusters Score: Raw -10335.948569 + Penalty 99.953207 = -10235.995362 nChanged 0 SP:Iteration 6F (60.425725 sec): 3 clusters Score: Raw -10335.948569 + Penalty 99.953207 = -10235.995362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.426186 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.426376 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.426838 sec): 2 clusters Score: Raw -232.673623 + Penalty 129.530336 = -103.143287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.427051 sec): 3 clusters Score: Raw -226.176468 + Penalty 281.108517 = 54.932049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.427511 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.427715 sec): 3 clusters Score: Raw -162.642916 + Penalty 208.373678 = 45.730762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.428183 sec): 2 clusters Score: Raw -277.683096 + Penalty 136.211264 = -141.471832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.428398 sec): 3 clusters Score: Raw -276.343461 + Penalty 283.998377 = 7.654916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.428862 sec): 2 clusters Score: Raw -218.211762 + Penalty 119.894422 = -98.317340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.429074 sec): 3 clusters Score: Raw -212.722509 + Penalty 231.170815 = 18.448305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.429554 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.429760 sec): 3 clusters Score: Raw -103.853621 + Penalty 124.012049 = 20.158427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.430213 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.430403 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.430860 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.431064 sec): 3 clusters Score: Raw -104.493843 + Penalty 124.912530 = 20.418687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.431524 sec): 2 clusters Score: Raw -167.992675 + Penalty 93.327768 = -74.664907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.431734 sec): 3 clusters Score: Raw -161.393915 + Penalty 200.150516 = 38.756601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.432378 sec): 2 clusters Score: Raw -3176.065791 + Penalty 174.640112 = -3001.425680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.432717 sec): 3 clusters Score: Raw -3168.665233 + Penalty 351.527703 = -2817.137530 nChanged 12 SP:Iteration 1F (60.433055 sec): 3 clusters Score: Raw -3177.666194 + Penalty 369.279371 = -2808.386823 nChanged 6 SP:Iteration 2F (60.433393 sec): 3 clusters Score: Raw -3187.704243 + Penalty 397.680116 = -2790.024127 nChanged 5 SP:Iteration 3F (60.433728 sec): 3 clusters Score: Raw -3196.955000 + Penalty 405.176327 = -2791.778673 nChanged 1 SP:Iteration 4Q (60.434055 sec): 3 clusters Score: Raw -3199.881667 + Penalty 405.176327 = -2794.705340 nChanged 0 SP:Iteration 5F (60.434389 sec): 3 clusters Score: Raw -3199.881667 + Penalty 405.176327 = -2794.705340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.434845 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.435036 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 Deleting Class 99 (6 points): Lose 48.209270 but Gain 982.726952 Iteration 119Q (60.870004 sec): 88 clusters Score: Raw -1176750.072576 + Penalty 67772.107736 = -1108977.964840 nChanged 35 Deleting Class 61 (12 points): Lose 49.388697 but Gain 977.477337 Iteration 120F (61.931228 sec): 87 clusters Score: Raw -1176721.349123 + Penalty 66824.256770 = -1109897.092353 nChanged 38 Deleting Class 117 (12 points): Lose 104.295818 but Gain 1027.540724 Iteration 121Q (62.041357 sec): 86 clusters Score: Raw -1176639.520078 + Penalty 65907.202868 = -1110732.317210 nChanged 35 Deleting Class 22 (6 points): Lose 62.099186 but Gain 1045.683346 Iteration 122Q (62.152474 sec): 85 clusters Score: Raw -1176621.330549 + Penalty 64871.697643 = -1111749.632906 nChanged 17 Deleting Class 165 (4 points): Lose 27.595699 but Gain 949.658995 Iteration 123Q (62.262702 sec): 84 clusters Score: Raw -1176611.573383 + Penalty 63928.539640 = -1112683.033743 nChanged 11 Deleting Class 85 (5 points): Lose 26.293704 but Gain 942.480769 Iteration 124Q (62.371194 sec): 83 clusters Score: Raw -1176594.312460 + Penalty 62988.382553 = -1113605.929907 nChanged 10 Deleting Class 106 (5 points): Lose 72.383192 but Gain 988.204562 Iteration 125Q (62.478180 sec): 82 clusters Score: Raw -1176529.017216 + Penalty 62006.467997 = -1114522.549219 nChanged 10 Deleting Class 207 (1 points): Lose 6.858243 but Gain 914.261015 Iteration 126Q (62.584590 sec): 81 clusters Score: Raw -1176537.701109 + Penalty 61086.629065 = -1115451.072044 nChanged 6 Deleting Class 191 (2 points): Lose 9.239765 but Gain 915.803290 Iteration 127Q (62.691410 sec): 80 clusters Score: Raw -1176532.465497 + Penalty 60170.978441 = -1116361.487056 nChanged 5 Deleting Class 173 (2 points): Lose 8.295204 but Gain 909.201360 Iteration 128Q (62.797944 sec): 79 clusters Score: Raw -1176527.820573 + Penalty 59262.650444 = -1117265.170128 nChanged 5 Deleting Class 34 (38 points): Lose 227.701330 but Gain 1128.471328 Iteration 129Q (62.903270 sec): 78 clusters Score: Raw -1176303.519725 + Penalty 58163.647442 = -1118139.872283 nChanged 40 Deleting Class 74 (7 points): Lose 33.315082 but Gain 914.768523 Iteration 130F (63.844874 sec): 77 clusters Score: Raw -1176362.911254 + Penalty 57262.616944 = -1119100.294311 nChanged 21 Deleting Class 42 (39 points): Lose 161.855330 but Gain 1040.456885 Iteration 131Q (63.949780 sec): 76 clusters Score: Raw -1176216.825960 + Penalty 56252.524815 = -1119964.301145 nChanged 49 Deleting Class 44 (48 points): Lose 175.567501 but Gain 1054.493572 Iteration 132Q (64.055266 sec): 75 clusters Score: Raw -1176107.872173 + Penalty 55396.932937 = -1120710.939236 nChanged 68 Deleting Class 52 (4 points): Lose 20.764206 but Gain 923.300953 Iteration 133Q (64.161739 sec): 74 clusters Score: Raw -1176175.844034 + Penalty 54481.312513 = -1121694.531520 nChanged 24 Deleting Class 50 (14 points): Lose 64.397744 but Gain 938.715615 Iteration 134Q (64.266216 sec): 73 clusters Score: Raw -1176128.187870 + Penalty 53555.963503 = -1122572.224367 nChanged 27 Deleting Class 89 (2 points): Lose 6.612727 but Gain 880.110642 Iteration 135Q (64.370081 sec): 72 clusters Score: Raw -1176146.684073 + Penalty 52679.300590 = -1123467.383483 nChanged 17 Deleting Class 21 (7 points): Lose 28.347827 but Gain 892.557614 Iteration 136Q (64.473235 sec): 71 clusters Score: Raw -1176127.123768 + Penalty 51791.251183 = -1124335.872585 nChanged 20 Deleting Class 82 (126 points): Lose 705.433278 but Gain 1564.102459 Iteration 137Q (64.576801 sec): 70 clusters Score: Raw -1175432.480567 + Penalty 50408.714472 = -1125023.766095 nChanged 127 Deleting Class 133 (7 points): Lose 37.727225 but Gain 889.312577 Iteration 138Q (64.682819 sec): 69 clusters Score: Raw -1175895.859825 + Penalty 49540.051791 = -1126355.808034 nChanged 38 Deleting Class 130 (5 points): Lose 23.577207 but Gain 875.164481 Iteration 139Q (64.787923 sec): 68 clusters Score: Raw -1175917.994691 + Penalty 48666.398006 = -1127251.596686 nChanged 21 Deleting Class 194 (3 points): Lose 13.220151 but Gain 863.411996 Iteration 140F (65.609522 sec): 67 clusters Score: Raw -1175930.075170 + Penalty 47819.045792 = -1128111.029378 nChanged 15 Deleting Class 79 (8 points): Lose 38.157567 but Gain 887.943640 Iteration 141Q (65.710863 sec): 66 clusters Score: Raw -1175911.087189 + Penalty 46944.341261 = -1128966.745928 nChanged 18 Deleting Class 172 (4 points): Lose 34.229386 but Gain 879.012746 Iteration 142Q (65.812801 sec): 65 clusters Score: Raw -1175898.250502 + Penalty 46067.174762 = -1129831.075741 nChanged 9 Deleting Class 72 (15 points): Lose 93.930272 but Gain 933.206067 Iteration 143Q (65.913450 sec): 64 clusters Score: Raw -1175815.551637 + Penalty 45153.534466 = -1130662.017171 nChanged 26 Deleting Class 47 (27 points): Lose 111.017923 but Gain 940.675702 Iteration 144Q (66.013497 sec): 63 clusters Score: Raw -1175736.833854 + Penalty 44238.211099 = -1131498.622756 nChanged 35 Deleting Class 118 (16 points): Lose 80.972267 but Gain 897.456633 Iteration 145Q (66.114383 sec): 62 clusters Score: Raw -1175712.269707 + Penalty 43447.062283 = -1132265.207424 nChanged 32 Deleting Class 84 (6 points): Lose 45.313621 but Gain 902.046730 Iteration 146Q (66.215329 sec): 61 clusters Score: Raw -1175729.939606 + Penalty 42367.562768 = -1133362.376838 nChanged 25 Deleting Class 88 (11 points): Lose 41.207305 but Gain 855.354468 Iteration 147Q (66.315152 sec): 60 clusters Score: Raw -1175723.914030 + Penalty 41521.482899 = -1134202.431132 nChanged 20 Deleting Class 170 (3 points): Lose 29.183995 but Gain 833.510847 Iteration 148Q (66.414117 sec): 59 clusters Score: Raw -1175711.450106 + Penalty 40698.409908 = -1135013.040197 nChanged 11 Deleting Class 171 (5 points): Lose 68.869674 but Gain 860.182190 Iteration 149Q (66.511623 sec): 58 clusters Score: Raw -1175659.346670 + Penalty 39839.321197 = -1135820.025473 nChanged 8 Deleting Class 94 (8 points): Lose 30.445251 but Gain 810.762888 Iteration 150F (67.215307 sec): 57 clusters Score: Raw -1175643.276981 + Penalty 39030.418565 = -1136612.858417 nChanged 8 Deleting Class 39 (30 points): Lose 120.077009 but Gain 896.864234 Iteration 151Q (67.312109 sec): 56 clusters Score: Raw -1175533.219773 + Penalty 38168.464007 = -1137364.755766 nChanged 30 Deleting Class 51 (9 points): Lose 122.284221 but Gain 890.677495 Iteration 152Q (67.409047 sec): 55 clusters Score: Raw -1175451.311236 + Penalty 37272.784623 = -1138178.526613 nChanged 18 Deleting Class 139 (2 points): Lose 15.259996 but Gain 776.068844 Iteration 153Q (67.505477 sec): 54 clusters Score: Raw -1175478.466332 + Penalty 36506.058081 = -1138972.408251 nChanged 13 Deleting Class 95 (7 points): Lose 25.993146 but Gain 776.063148 Iteration 154Q (67.600446 sec): 53 clusters Score: Raw -1175463.694819 + Penalty 35741.394742 = -1139722.300077 nChanged 11 Deleting Class 33 (15 points): Lose 100.320357 but Gain 829.305722 Iteration 155Q (67.695219 sec): 52 clusters Score: Raw -1175375.716998 + Penalty 34936.776053 = -1140438.940945 nChanged 23 Deleting Class 119 (15 points): Lose 85.718105 but Gain 802.552485 Iteration 156Q (67.790671 sec): 51 clusters Score: Raw -1175334.823647 + Penalty 34206.832124 = -1141127.991523 nChanged 25 Deleting Class 96 (12 points): Lose 95.058561 but Gain 807.995858 Iteration 157Q (67.885026 sec): 50 clusters Score: Raw -1175272.186735 + Penalty 33431.587157 = -1141840.599578 nChanged 21 Deleting Class 87 (7 points): Lose 91.912053 but Gain 793.134807 Iteration 158Q (67.979117 sec): 49 clusters Score: Raw -1175222.417922 + Penalty 32654.073072 = -1142568.344851 nChanged 11 Deleting Class 43 (53 points): Lose 207.265136 but Gain 906.803663 Iteration 159Q (68.071658 sec): 48 clusters Score: Raw -1175027.077255 + Penalty 31744.213627 = -1143282.863628 nChanged 57 Deleting Class 54 (31 points): Lose 128.862041 but Gain 833.095606 Iteration 160F (68.655654 sec): 47 clusters Score: Raw -1174984.565249 + Penalty 30806.927102 = -1144177.638147 nChanged 48 Deleting Class 81 (50 points): Lose 202.845374 but Gain 899.069984 Iteration 161Q (68.749626 sec): 46 clusters Score: Raw -1174854.021680 + Penalty 29964.074804 = -1144889.946876 nChanged 73 Deleting Class 67 (7 points): Lose 31.559148 but Gain 719.234254 Iteration 162Q (68.842819 sec): 45 clusters Score: Raw -1174953.095452 + Penalty 29277.525129 = -1145675.570324 nChanged 41 Deleting Class 73 (10 points): Lose 57.131863 but Gain 729.871041 Iteration 163Q (68.934879 sec): 44 clusters Score: Raw -1174927.161968 + Penalty 28571.556144 = -1146355.605824 nChanged 40 Deleting Class 55 (5 points): Lose 17.221177 but Gain 657.831811 Iteration 164Q (69.026263 sec): 43 clusters Score: Raw -1174937.437477 + Penalty 27918.233113 = -1147019.204364 nChanged 32 Deleting Class 41 (6 points): Lose 33.960722 but Gain 647.589907 Iteration 165Q (69.116367 sec): 42 clusters Score: Raw -1174919.227428 + Penalty 27269.765678 = -1147649.461750 nChanged 14 Deleting Class 185 (1 points): Lose 1.544765 but Gain 612.676645 Iteration 166Q (69.206420 sec): 41 clusters Score: Raw -1174927.646112 + Penalty 26657.583892 = -1148270.062220 nChanged 4 Deleting Class 66 (16 points): Lose 69.396429 but Gain 667.110114 Iteration 167Q (69.295123 sec): 40 clusters Score: Raw -1174861.168884 + Penalty 25991.154897 = -1148870.013987 nChanged 17 Deleting Class 162 (2 points): Lose 15.551968 but Gain 566.482138 Iteration 168Q (69.383928 sec): 39 clusters Score: Raw -1174876.859339 + Penalty 25427.951788 = -1149448.907551 nChanged 5 Deleting Class 12 (38 points): Lose 1135.672186 but Gain 1648.990176 Iteration 169Q (69.473529 sec): 38 clusters Score: Raw -1173744.591784 + Penalty 24011.622240 = -1149732.969544 nChanged 42 Deleting Class 135 (8 points): Lose 103.134356 but Gain 613.379805 Iteration 170F (69.940277 sec): 37 clusters Score: Raw -1173752.697252 + Penalty 23413.008385 = -1150339.688867 nChanged 20 Deleting Class 123 (5 points): Lose 42.646945 but Gain 543.519727 Iteration 171Q (70.028847 sec): 36 clusters Score: Raw -1173743.020042 + Penalty 22875.659213 = -1150867.360829 nChanged 23 Deleting Class 5 (92 points): Lose 413.206752 but Gain 873.616296 Iteration 172Q (70.116214 sec): 35 clusters Score: Raw -1173358.228244 + Penalty 22063.685960 = -1151294.542283 nChanged 112 Deleting Class 109 (1 points): Lose 8.886051 but Gain 447.990886 Iteration 173Q (70.203635 sec): 34 clusters Score: Raw -1173601.929900 + Penalty 21641.484657 = -1151960.445242 nChanged 57 Deleting Class 38 (179 points): Lose 405.220046 but Gain 755.056366 Iteration 174Q (70.290312 sec): 33 clusters Score: Raw -1173233.810371 + Penalty 20950.323043 = -1152283.487328 nChanged 206 Deleting Class 49 (156 points): Lose 496.548887 but Gain 746.932366 Iteration 175Q (70.378300 sec): 32 clusters Score: Raw -1173056.134467 + Penalty 20270.391514 = -1152785.742953 nChanged 200 Deleting Class 35 (145 points): Lose 568.065372 but Gain 783.271906 Iteration 176Q (70.465156 sec): 31 clusters Score: Raw -1172883.541748 + Penalty 19531.122786 = -1153352.418962 nChanged 237 Deleting Class 200 (95 points): Lose 470.001380 but Gain 527.935104 Iteration 177Q (70.551118 sec): 30 clusters Score: Raw -1172703.283397 + Penalty 18994.650472 = -1153708.632925 nChanged 172 Deleting Class 19 (252 points): Lose 406.590464 but Gain 438.817071 Iteration 178Q (70.635980 sec): 29 clusters Score: Raw -1172637.249095 + Penalty 18535.325525 = -1154101.923570 nChanged 333 Iteration 179Q (70.721737 sec): 29 clusters Score: Raw -1172998.244151 + Penalty 18538.828901 = -1154459.415250 nChanged 97 Iteration 180F (71.085234 sec): 29 clusters Score: Raw -1173032.470873 + Penalty 18542.263187 = -1154490.207687 nChanged 67 Iteration 181Q (71.168172 sec): 29 clusters Score: Raw -1173056.419695 + Penalty 18543.374543 = -1154513.045152 nChanged 54 Iteration 182Q (71.251220 sec): 29 clusters Score: Raw -1173073.505287 + Penalty 18541.072609 = -1154532.432678 nChanged 39 Iteration 183Q (71.333884 sec): 29 clusters Score: Raw -1173084.543440 + Penalty 18544.410832 = -1154540.132608 nChanged 30 Iteration 184Q (71.416620 sec): 29 clusters Score: Raw -1173094.535299 + Penalty 18547.468852 = -1154547.066447 nChanged 23 Iteration 185Q (71.499026 sec): 29 clusters Score: Raw -1173100.572300 + Penalty 18554.351733 = -1154546.220567 nChanged 16 Iteration 186F (71.861977 sec): 29 clusters Score: Raw -1173107.257391 + Penalty 18556.751682 = -1154550.505709 nChanged 15 Iteration 187Q (71.944975 sec): 29 clusters Score: Raw -1173111.527708 + Penalty 18558.294966 = -1154553.232741 nChanged 9 Iteration 188Q (72.027845 sec): 29 clusters Score: Raw -1173113.247376 + Penalty 18558.151012 = -1154555.096365 nChanged 1 Iteration 189Q (72.110647 sec): 29 clusters Score: Raw -1173113.265769 + Penalty 18557.881885 = -1154555.383883 nChanged 2 Iteration 190F (72.473298 sec): 29 clusters Score: Raw -1173113.291489 + Penalty 18557.475904 = -1154555.815585 nChanged 2 Iteration 191Q (72.556438 sec): 29 clusters Score: Raw -1173113.376466 + Penalty 18557.387270 = -1154555.989197 nChanged 2 Iteration 192Q (72.639251 sec): 29 clusters Score: Raw -1173113.402240 + Penalty 18557.243966 = -1154556.158274 nChanged 1 Iteration 193Q (72.721924 sec): 29 clusters Score: Raw -1173113.418812 + Penalty 18557.055065 = -1154556.363747 nChanged 1 Iteration 194Q (72.805028 sec): 29 clusters Score: Raw -1173113.419981 + Penalty 18557.055065 = -1154556.364916 nChanged 0 Iteration 195F (73.168617 sec): 29 clusters Score: Raw -1173113.419981 + Penalty 18557.055065 = -1154556.364916 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1173113.419981 + Penalty 18557.055065 = -1154556.364916Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.220717 sec): 2 clusters Score: Raw -8128.942434 + Penalty 506.163786 = -7622.778647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.221324 sec): 3 clusters Score: Raw -8148.454788 + Penalty 1052.778527 = -7095.676262 nChanged 30 SP:Iteration 1F (73.221884 sec): 3 clusters Score: Raw -8214.745697 + Penalty 1077.730535 = -7137.015162 nChanged 14 SP:Iteration 2F (73.222441 sec): 3 clusters Score: Raw -8247.176787 + Penalty 1086.925574 = -7160.251212 nChanged 4 SP:Iteration 3Q (73.222955 sec): 3 clusters Score: Raw -8254.553629 + Penalty 1086.925574 = -7167.628055 nChanged 0 SP:Iteration 4F (73.223509 sec): 3 clusters Score: Raw -8254.553629 + Penalty 1086.925574 = -7167.628055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.233215 sec): 2 clusters Score: Raw -92908.014833 + Penalty 392.119764 = -92515.895069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.236684 sec): 3 clusters Score: Raw -91726.177442 + Penalty 782.660954 = -90943.516489 nChanged 791 SP:Iteration 1F (73.240096 sec): 3 clusters Score: Raw -92140.445517 + Penalty 788.031327 = -91352.414190 nChanged 322 SP:Iteration 2F (73.243503 sec): 3 clusters Score: Raw -92421.681217 + Penalty 817.052634 = -91604.628583 nChanged 207 SP:Iteration 3F (73.246881 sec): 3 clusters Score: Raw -92623.167649 + Penalty 846.454966 = -91776.712684 nChanged 134 SP:Iteration 4F (73.250254 sec): 3 clusters Score: Raw -92749.271499 + Penalty 877.390866 = -91871.880633 nChanged 84 SP:Iteration 5Q (73.253394 sec): 3 clusters Score: Raw -92835.971502 + Penalty 918.019097 = -91917.952405 nChanged 56 SP:Iteration 6Q (73.256386 sec): 3 clusters Score: Raw -92887.783421 + Penalty 943.387733 = -91944.395688 nChanged 32 SP:Iteration 7Q (73.259288 sec): 3 clusters Score: Raw -92916.875101 + Penalty 966.711574 = -91950.163527 nChanged 22 SP:Iteration 8Q (73.262136 sec): 3 clusters Score: Raw -92938.724353 + Penalty 963.098053 = -91975.626299 nChanged 10 SP:Iteration 9Q (73.264938 sec): 3 clusters Score: Raw -92948.793858 + Penalty 964.079580 = -91984.714278 nChanged 4 SP:Iteration 10F (73.268299 sec): 3 clusters Score: Raw -92953.351054 + Penalty 966.107989 = -91987.243066 nChanged 1 SP:Iteration 11Q (73.271092 sec): 3 clusters Score: Raw -92955.925020 + Penalty 966.107989 = -91989.817031 nChanged 0 SP:Iteration 12F (73.274452 sec): 3 clusters Score: Raw -92955.925020 + Penalty 966.107989 = -91989.817031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.278615 sec): 2 clusters Score: Raw -70161.381163 + Penalty 49.575663 = -70111.805500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.281358 sec): 3 clusters Score: Raw -69257.849100 + Penalty 96.626821 = -69161.222279 nChanged 665 SP:Iteration 1F (73.284016 sec): 3 clusters Score: Raw -69744.013765 + Penalty 91.834966 = -69652.178800 nChanged 157 SP:Iteration 2F (73.286650 sec): 3 clusters Score: Raw -69933.033482 + Penalty 90.072689 = -69842.960794 nChanged 96 SP:Iteration 3F (73.289089 sec): 3 clusters Score: Raw -70028.958341 + Penalty 89.516341 = -69939.442000 nChanged 59 SP:Iteration 4Q (73.291366 sec): 3 clusters Score: Raw -70078.700175 + Penalty 88.985141 = -69989.715034 nChanged 42 SP:Iteration 5Q (73.293595 sec): 3 clusters Score: Raw -70106.106786 + Penalty 89.008129 = -70017.098657 nChanged 22 SP:Iteration 6Q (73.295732 sec): 3 clusters Score: Raw -70118.165606 + Penalty 88.685634 = -70029.479973 nChanged 18 SP:Iteration 7Q (73.297855 sec): 3 clusters Score: Raw -70126.037850 + Penalty 88.330723 = -70037.707127 nChanged 7 SP:Iteration 8Q (73.299963 sec): 3 clusters Score: Raw -70128.590314 + Penalty 88.292035 = -70040.298279 nChanged 5 SP:Iteration 9Q (73.302062 sec): 3 clusters Score: Raw -70130.615335 + Penalty 88.265225 = -70042.350110 nChanged 6 SP:Iteration 10F (73.304516 sec): 3 clusters Score: Raw -70133.459709 + Penalty 88.313675 = -70045.146034 nChanged 3 SP:Iteration 11Q (73.306602 sec): 3 clusters Score: Raw -70135.055735 + Penalty 88.182393 = -70046.873342 nChanged 6 SP:Iteration 12Q (73.308700 sec): 3 clusters Score: Raw -70136.731390 + Penalty 88.243235 = -70048.488155 nChanged 3 SP:Iteration 13Q (73.310786 sec): 3 clusters Score: Raw -70136.752036 + Penalty 88.252247 = -70048.499789 nChanged 2 SP:Iteration 14Q (73.312870 sec): 3 clusters Score: Raw -70136.620391 + Penalty 88.301797 = -70048.318594 nChanged 2 SP:Iteration 15F (73.315331 sec): 3 clusters Score: Raw -70136.521734 + Penalty 88.328558 = -70048.193177 nChanged 1 SP:Iteration 16F (73.317789 sec): 3 clusters Score: Raw -70137.107906 + Penalty 88.328558 = -70048.779349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.320356 sec): 2 clusters Score: Raw -22435.423086 + Penalty 654.195499 = -21781.227587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.321309 sec): 3 clusters Score: Raw -22321.011191 + Penalty 1309.078108 = -21011.933082 nChanged 102 SP:Iteration 1F (73.322241 sec): 3 clusters Score: Raw -22444.218193 + Penalty 1313.019582 = -21131.198611 nChanged 36 SP:Iteration 2F (73.323172 sec): 3 clusters Score: Raw -22483.569055 + Penalty 1316.498608 = -21167.070447 nChanged 17 SP:Iteration 3Q (73.324165 sec): 3 clusters Score: Raw -22497.712604 + Penalty 1315.794757 = -21181.917847 nChanged 3 SP:Iteration 4Q (73.325116 sec): 3 clusters Score: Raw -22502.799347 + Penalty 1317.232135 = -21185.567211 nChanged 4 SP:Iteration 5Q (73.326067 sec): 3 clusters Score: Raw -22506.292393 + Penalty 1318.493362 = -21187.799030 nChanged 2 SP:Iteration 6Q (73.327016 sec): 3 clusters Score: Raw -22506.720269 + Penalty 1318.493362 = -21188.226907 nChanged 0 SP:Iteration 7F (73.327986 sec): 3 clusters Score: Raw -22506.720269 + Penalty 1318.493362 = -21188.226907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.328922 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.329478 sec): 3 clusters Score: Raw -9329.394343 + Penalty 62.714250 = -9266.680093 nChanged 72 SP:Iteration 1F (73.329983 sec): 3 clusters Score: Raw -9391.385767 + Penalty 63.015111 = -9328.370656 nChanged 16 SP:Iteration 2F (73.330487 sec): 3 clusters Score: Raw -9400.619063 + Penalty 64.465119 = -9336.153944 nChanged 14 SP:Iteration 3F (73.330972 sec): 3 clusters Score: Raw -9410.889693 + Penalty 60.154947 = -9350.734747 nChanged 13 SP:Iteration 4F (73.331441 sec): 3 clusters Score: Raw -9427.240013 + Penalty 32.829135 = -9394.410878 nChanged 4 SP:Iteration 5Q (73.331869 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 SP:Iteration 6F (73.332296 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.333709 sec): 2 clusters Score: Raw -17037.021628 + Penalty 386.240297 = -16650.781332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.334573 sec): 3 clusters Score: Raw -16880.637657 + Penalty 774.093588 = -16106.544069 nChanged 99 SP:Iteration 1F (73.335391 sec): 3 clusters Score: Raw -16957.293981 + Penalty 774.555032 = -16182.738949 nChanged 32 SP:Iteration 2F (73.336206 sec): 3 clusters Score: Raw -16981.496569 + Penalty 776.393260 = -16205.103309 nChanged 12 SP:Iteration 3Q (73.337016 sec): 3 clusters Score: Raw -16988.037745 + Penalty 778.070754 = -16209.966991 nChanged 7 SP:Iteration 4Q (73.337826 sec): 3 clusters Score: Raw -16991.653157 + Penalty 780.357612 = -16211.295545 nChanged 8 SP:Iteration 5Q (73.338639 sec): 3 clusters Score: Raw -16998.499096 + Penalty 783.501436 = -16214.997660 nChanged 6 SP:Iteration 6Q (73.339449 sec): 3 clusters Score: Raw -17003.582757 + Penalty 788.400159 = -16215.182597 nChanged 8 SP:Iteration 7Q (73.340264 sec): 3 clusters Score: Raw -17010.435933 + Penalty 796.304084 = -16214.131849 nChanged 11 SP:Iteration 8F (73.341081 sec): 3 clusters Score: Raw -17019.912793 + Penalty 797.803654 = -16222.109139 nChanged 6 SP:Iteration 9Q (73.341889 sec): 3 clusters Score: Raw -17023.868325 + Penalty 801.339054 = -16222.529271 nChanged 4 SP:Iteration 10F (73.342706 sec): 3 clusters Score: Raw -17025.603386 + Penalty 804.451068 = -16221.152318 nChanged 5 SP:Iteration 11F (73.343523 sec): 3 clusters Score: Raw -17028.382566 + Penalty 808.421477 = -16219.961090 nChanged 6 SP:Iteration 12F (73.344343 sec): 3 clusters Score: Raw -17034.276807 + Penalty 813.438013 = -16220.838794 nChanged 7 SP:Iteration 13Q (73.345147 sec): 3 clusters Score: Raw -17037.542517 + Penalty 823.457528 = -16214.084988 nChanged 9 SP:Iteration 14F (73.345973 sec): 3 clusters Score: Raw -17044.631421 + Penalty 834.047860 = -16210.583560 nChanged 9 SP:Iteration 15F (73.346795 sec): 3 clusters Score: Raw -17054.621491 + Penalty 838.348680 = -16216.272811 nChanged 3 SP:Iteration 16Q (73.347585 sec): 3 clusters Score: Raw -17057.544901 + Penalty 841.069958 = -16216.474943 nChanged 2 SP:Iteration 17Q (73.348372 sec): 3 clusters Score: Raw -17059.383365 + Penalty 846.897196 = -16212.486169 nChanged 4 SP:Iteration 18F (73.349195 sec): 3 clusters Score: Raw -17064.864141 + Penalty 847.875549 = -16216.988592 nChanged 3 SP:Iteration 19Q (73.349982 sec): 3 clusters Score: Raw -17069.918799 + Penalty 853.867935 = -16216.050864 nChanged 6 SP:Iteration 20F (73.350806 sec): 3 clusters Score: Raw -17080.157208 + Penalty 858.777327 = -16221.379881 nChanged 6 SP:Iteration 21Q (73.351579 sec): 3 clusters Score: Raw -17091.511680 + Penalty 854.114513 = -16237.397167 nChanged 4 SP:Iteration 22Q (73.352341 sec): 3 clusters Score: Raw -17098.277082 + Penalty 854.114513 = -16244.162569 nChanged 0 SP:Iteration 23F (73.353165 sec): 3 clusters Score: Raw -17098.277082 + Penalty 854.114513 = -16244.162569 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.368634 sec): 2 clusters Score: Raw -163544.286869 + Penalty 133.647864 = -163410.639005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.375118 sec): 3 clusters Score: Raw -161342.640469 + Penalty 268.459601 = -161074.180869 nChanged 1598 SP:Iteration 1F (73.381282 sec): 3 clusters Score: Raw -162437.248644 + Penalty 266.859503 = -162170.389141 nChanged 495 SP:Iteration 2F (73.387364 sec): 3 clusters Score: Raw -162824.118164 + Penalty 270.666178 = -162553.451986 nChanged 265 SP:Iteration 3F (73.393439 sec): 3 clusters Score: Raw -163049.063029 + Penalty 280.659087 = -162768.403942 nChanged 192 SP:Iteration 4F (73.399469 sec): 3 clusters Score: Raw -163250.182566 + Penalty 290.473541 = -162959.709025 nChanged 158 SP:Iteration 5Q (73.405517 sec): 3 clusters Score: Raw -163431.012717 + Penalty 327.396300 = -163103.616417 nChanged 104 SP:Iteration 6Q (73.411556 sec): 3 clusters Score: Raw -163550.379783 + Penalty 362.313970 = -163188.065813 nChanged 42 SP:Iteration 7Q (73.417627 sec): 3 clusters Score: Raw -163604.930200 + Penalty 385.434415 = -163219.495785 nChanged 21 SP:Iteration 8Q (73.423034 sec): 3 clusters Score: Raw -163630.911510 + Penalty 392.758965 = -163238.152544 nChanged 13 SP:Iteration 9Q (73.428256 sec): 3 clusters Score: Raw -163636.805232 + Penalty 398.868295 = -163237.936937 nChanged 5 SP:Iteration 10F (73.434305 sec): 3 clusters Score: Raw -163641.542547 + Penalty 395.164738 = -163246.377809 nChanged 3 SP:Iteration 11Q (73.439170 sec): 3 clusters Score: Raw -163642.436536 + Penalty 395.164738 = -163247.271798 nChanged 0 SP:Iteration 12F (73.445177 sec): 3 clusters Score: Raw -163642.436536 + Penalty 395.164738 = -163247.271798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.448613 sec): 2 clusters Score: Raw -18222.160235 + Penalty 728.029494 = -17494.130741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.449532 sec): 3 clusters Score: Raw -18163.515279 + Penalty 1457.869660 = -16705.645619 nChanged 96 SP:Iteration 1F (73.450440 sec): 3 clusters Score: Raw -18293.551126 + Penalty 1461.861595 = -16831.689531 nChanged 35 SP:Iteration 2F (73.451345 sec): 3 clusters Score: Raw -18346.264475 + Penalty 1465.636285 = -16880.628190 nChanged 14 SP:Iteration 3Q (73.452223 sec): 3 clusters Score: Raw -18364.756373 + Penalty 1468.116244 = -16896.640129 nChanged 8 SP:Iteration 4Q (73.453096 sec): 3 clusters Score: Raw -18375.210629 + Penalty 1469.323122 = -16905.887507 nChanged 4 SP:Iteration 5Q (73.453966 sec): 3 clusters Score: Raw -18379.508336 + Penalty 1469.957685 = -16909.550651 nChanged 2 SP:Iteration 6Q (73.454834 sec): 3 clusters Score: Raw -18384.811915 + Penalty 1472.088033 = -16912.723882 nChanged 3 SP:Iteration 7Q (73.455704 sec): 3 clusters Score: Raw -18387.631166 + Penalty 1472.088033 = -16915.543133 nChanged 0 SP:Iteration 8F (73.456606 sec): 3 clusters Score: Raw -18387.631166 + Penalty 1472.088033 = -16915.543133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.460566 sec): 2 clusters Score: Raw -63568.691970 + Penalty 137.788815 = -63430.903155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.463106 sec): 3 clusters Score: Raw -62739.162726 + Penalty 283.340566 = -62455.822160 nChanged 599 SP:Iteration 1F (73.465609 sec): 3 clusters Score: Raw -63058.648418 + Penalty 299.534627 = -62759.113791 nChanged 179 SP:Iteration 2F (73.468089 sec): 3 clusters Score: Raw -63153.507867 + Penalty 312.398823 = -62841.109045 nChanged 115 SP:Iteration 3F (73.470557 sec): 3 clusters Score: Raw -63228.556596 + Penalty 327.884894 = -62900.671702 nChanged 96 SP:Iteration 4F (73.473011 sec): 3 clusters Score: Raw -63304.271048 + Penalty 346.526933 = -62957.744115 nChanged 89 SP:Iteration 5F (73.475458 sec): 3 clusters Score: Raw -63398.481115 + Penalty 361.254325 = -63037.226790 nChanged 58 SP:Iteration 6Q (73.477910 sec): 3 clusters Score: Raw -63462.442618 + Penalty 368.278838 = -63094.163780 nChanged 43 SP:Iteration 7Q (73.480236 sec): 3 clusters Score: Raw -63504.288969 + Penalty 378.189928 = -63126.099041 nChanged 29 SP:Iteration 8Q (73.482446 sec): 3 clusters Score: Raw -63533.961390 + Penalty 366.793241 = -63167.168148 nChanged 19 SP:Iteration 9Q (73.484571 sec): 3 clusters Score: Raw -63551.225591 + Penalty 364.847930 = -63186.377661 nChanged 10 SP:Iteration 10F (73.487002 sec): 3 clusters Score: Raw -63558.904062 + Penalty 359.528066 = -63199.375996 nChanged 8 SP:Iteration 11Q (73.489049 sec): 3 clusters Score: Raw -63563.705160 + Penalty 358.569330 = -63205.135830 nChanged 10 SP:Iteration 12Q (73.491087 sec): 3 clusters Score: Raw -63572.216573 + Penalty 358.065362 = -63214.151210 nChanged 3 SP:Iteration 13Q (73.493113 sec): 3 clusters Score: Raw -63574.067034 + Penalty 355.464265 = -63218.602769 nChanged 6 SP:Iteration 14Q (73.495157 sec): 3 clusters Score: Raw -63581.344013 + Penalty 349.601200 = -63231.742813 nChanged 5 SP:Iteration 15Q (73.497137 sec): 3 clusters Score: Raw -63585.794766 + Penalty 356.608190 = -63229.186576 nChanged 5 SP:Iteration 16F (73.499562 sec): 3 clusters Score: Raw -63587.693985 + Penalty 352.058919 = -63235.635066 nChanged 3 SP:Iteration 17Q (73.501517 sec): 3 clusters Score: Raw -63589.055709 + Penalty 351.579134 = -63237.476575 nChanged 3 SP:Iteration 18Q (73.503463 sec): 3 clusters Score: Raw -63589.384530 + Penalty 351.579134 = -63237.805396 nChanged 0 SP:Iteration 19F (73.505886 sec): 3 clusters Score: Raw -63589.384530 + Penalty 351.579134 = -63237.805396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.507544 sec): 2 clusters Score: Raw -19756.928023 + Penalty 789.455610 = -18967.472413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.508479 sec): 3 clusters Score: Raw -19644.339517 + Penalty 1577.397083 = -18066.942434 nChanged 94 SP:Iteration 1F (73.509398 sec): 3 clusters Score: Raw -19746.213109 + Penalty 1576.787883 = -18169.425226 nChanged 34 SP:Iteration 2F (73.510319 sec): 3 clusters Score: Raw -19790.815124 + Penalty 1577.173453 = -18213.641671 nChanged 15 SP:Iteration 3Q (73.511221 sec): 3 clusters Score: Raw -19808.575185 + Penalty 1577.001530 = -18231.573655 nChanged 7 SP:Iteration 4Q (73.512119 sec): 3 clusters Score: Raw -19815.185355 + Penalty 1577.057427 = -18238.127929 nChanged 5 SP:Iteration 5Q (73.513015 sec): 3 clusters Score: Raw -19820.884734 + Penalty 1577.217239 = -18243.667496 nChanged 2 SP:Iteration 6Q (73.513910 sec): 3 clusters Score: Raw -19824.105534 + Penalty 1577.263964 = -18246.841569 nChanged 4 SP:Iteration 7Q (73.514829 sec): 3 clusters Score: Raw -19825.718812 + Penalty 1577.358634 = -18248.360178 nChanged 1 SP:Iteration 8Q (73.515727 sec): 3 clusters Score: Raw -19826.017009 + Penalty 1577.381319 = -18248.635690 nChanged 1 SP:Iteration 9Q (73.516622 sec): 3 clusters Score: Raw -19827.114862 + Penalty 1577.471216 = -18249.643646 nChanged 1 SP:Iteration 10F (73.517546 sec): 3 clusters Score: Raw -19827.737439 + Penalty 1577.450552 = -18250.286887 nChanged 1 SP:Iteration 11Q (73.518443 sec): 3 clusters Score: Raw -19828.021157 + Penalty 1577.450552 = -18250.570605 nChanged 0 SP:Iteration 12F (73.519358 sec): 3 clusters Score: Raw -19828.021157 + Penalty 1577.450552 = -18250.570605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.522615 sec): 2 clusters Score: Raw -42883.336245 + Penalty 611.137357 = -42272.198887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.524193 sec): 3 clusters Score: Raw -42536.659758 + Penalty 1219.871892 = -41316.787866 nChanged 257 SP:Iteration 1F (73.525733 sec): 3 clusters Score: Raw -42725.061406 + Penalty 1220.287720 = -41504.773686 nChanged 58 SP:Iteration 2F (73.527265 sec): 3 clusters Score: Raw -42775.262252 + Penalty 1222.287403 = -41552.974849 nChanged 47 SP:Iteration 3F (73.528847 sec): 3 clusters Score: Raw -42814.916973 + Penalty 1224.775177 = -41590.141796 nChanged 42 SP:Iteration 4F (73.530401 sec): 3 clusters Score: Raw -42848.570895 + Penalty 1227.308003 = -41621.262892 nChanged 29 SP:Iteration 5Q (73.531920 sec): 3 clusters Score: Raw -42871.915781 + Penalty 1229.062681 = -41642.853099 nChanged 21 SP:Iteration 6Q (73.533424 sec): 3 clusters Score: Raw -42883.918692 + Penalty 1230.954795 = -41652.963897 nChanged 13 SP:Iteration 7Q (73.534912 sec): 3 clusters Score: Raw -42892.029223 + Penalty 1231.368592 = -41660.660631 nChanged 7 SP:Iteration 8Q (73.536453 sec): 3 clusters Score: Raw -42899.063102 + Penalty 1234.394580 = -41664.668522 nChanged 13 SP:Iteration 9Q (73.537964 sec): 3 clusters Score: Raw -42910.766280 + Penalty 1237.824814 = -41672.941467 nChanged 17 SP:Iteration 10F (73.539505 sec): 3 clusters Score: Raw -42926.541079 + Penalty 1241.534728 = -41685.006351 nChanged 12 SP:Iteration 11Q (73.540990 sec): 3 clusters Score: Raw -42939.111873 + Penalty 1246.128728 = -41692.983146 nChanged 18 SP:Iteration 12Q (73.542503 sec): 3 clusters Score: Raw -42957.166798 + Penalty 1250.613589 = -41706.553209 nChanged 17 SP:Iteration 13Q (73.544003 sec): 3 clusters Score: Raw -42975.697666 + Penalty 1256.434233 = -41719.263433 nChanged 19 SP:Iteration 14Q (73.545478 sec): 3 clusters Score: Raw -43000.745948 + Penalty 1258.270053 = -41742.475895 nChanged 16 SP:Iteration 15Q (73.546912 sec): 3 clusters Score: Raw -43018.969723 + Penalty 1257.682331 = -41761.287392 nChanged 13 SP:Iteration 16Q (73.548382 sec): 3 clusters Score: Raw -43034.676008 + Penalty 1262.862388 = -41771.813619 nChanged 15 SP:Iteration 17Q (73.549823 sec): 3 clusters Score: Raw -43055.586563 + Penalty 1262.909379 = -41792.677184 nChanged 14 SP:Iteration 18Q (73.551264 sec): 3 clusters Score: Raw -43076.657092 + Penalty 1264.876674 = -41811.780418 nChanged 15 SP:Iteration 19Q (73.552661 sec): 3 clusters Score: Raw -43099.268086 + Penalty 1263.448440 = -41835.819645 nChanged 20 SP:Iteration 20F (73.554195 sec): 3 clusters Score: Raw -43120.786377 + Penalty 1261.405374 = -41859.381003 nChanged 11 SP:Iteration 21Q (73.555588 sec): 3 clusters Score: Raw -43139.583875 + Penalty 1260.733281 = -41878.850594 nChanged 11 SP:Iteration 22Q (73.556975 sec): 3 clusters Score: Raw -43164.972262 + Penalty 1257.077250 = -41907.895012 nChanged 10 SP:Iteration 23Q (73.558374 sec): 3 clusters Score: Raw -43171.676936 + Penalty 1255.429534 = -41916.247402 nChanged 5 SP:Iteration 24Q (73.559763 sec): 3 clusters Score: Raw -43175.000321 + Penalty 1254.145556 = -41920.854766 nChanged 5 SP:Iteration 25Q (73.561136 sec): 3 clusters Score: Raw -43177.082193 + Penalty 1254.145556 = -41922.936637 nChanged 0 SP:Iteration 26F (73.562632 sec): 3 clusters Score: Raw -43177.082193 + Penalty 1254.145556 = -41922.936637 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.578120 sec): 2 clusters Score: Raw -142890.806811 + Penalty 461.665163 = -142429.141648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.583486 sec): 3 clusters Score: Raw -141118.315275 + Penalty 937.234743 = -140181.080532 nChanged 1248 SP:Iteration 1F (73.588694 sec): 3 clusters Score: Raw -141984.202989 + Penalty 976.993209 = -141007.209780 nChanged 498 SP:Iteration 2F (73.593879 sec): 3 clusters Score: Raw -142439.521383 + Penalty 1004.992788 = -141434.528595 nChanged 244 SP:Iteration 3F (73.599020 sec): 3 clusters Score: Raw -142616.000346 + Penalty 1019.964876 = -141596.035471 nChanged 126 SP:Iteration 4Q (73.604146 sec): 3 clusters Score: Raw -142708.584472 + Penalty 1032.003396 = -141676.581076 nChanged 93 SP:Iteration 5Q (73.609194 sec): 3 clusters Score: Raw -142767.537980 + Penalty 1041.515588 = -141726.022392 nChanged 56 SP:Iteration 6Q (73.614135 sec): 3 clusters Score: Raw -142803.909475 + Penalty 1048.217012 = -141755.692463 nChanged 53 SP:Iteration 7Q (73.619047 sec): 3 clusters Score: Raw -142834.611208 + Penalty 1054.000569 = -141780.610638 nChanged 45 SP:Iteration 8Q (73.623877 sec): 3 clusters Score: Raw -142857.028342 + Penalty 1060.575134 = -141796.453208 nChanged 43 SP:Iteration 9Q (73.628696 sec): 3 clusters Score: Raw -142877.936679 + Penalty 1064.805643 = -141813.131036 nChanged 29 SP:Iteration 10F (73.633866 sec): 3 clusters Score: Raw -142886.724588 + Penalty 1067.572365 = -141819.152223 nChanged 16 SP:Iteration 11Q (73.638721 sec): 3 clusters Score: Raw -142891.605263 + Penalty 1068.425378 = -141823.179885 nChanged 7 SP:Iteration 12Q (73.643434 sec): 3 clusters Score: Raw -142893.690559 + Penalty 1070.265315 = -141823.425245 nChanged 11 SP:Iteration 13Q (73.648131 sec): 3 clusters Score: Raw -142896.161272 + Penalty 1072.253408 = -141823.907863 nChanged 9 SP:Iteration 14Q (73.652884 sec): 3 clusters Score: Raw -142898.258223 + Penalty 1073.226475 = -141825.031748 nChanged 9 SP:Iteration 15Q (73.657599 sec): 3 clusters Score: Raw -142901.467090 + Penalty 1075.264063 = -141826.203027 nChanged 11 SP:Iteration 16Q (73.662286 sec): 3 clusters Score: Raw -142905.709306 + Penalty 1075.848423 = -141829.860882 nChanged 9 SP:Iteration 17Q (73.666949 sec): 3 clusters Score: Raw -142908.370493 + Penalty 1075.791858 = -141832.578635 nChanged 6 SP:Iteration 18Q (73.671659 sec): 3 clusters Score: Raw -142909.011249 + Penalty 1076.210227 = -141832.801022 nChanged 1 SP:Iteration 19Q (73.676336 sec): 3 clusters Score: Raw -142909.059604 + Penalty 1076.554072 = -141832.505532 nChanged 1 SP:Iteration 20F (73.681440 sec): 3 clusters Score: Raw -142909.067328 + Penalty 1077.167690 = -141831.899637 nChanged 1 SP:Iteration 21F (73.686559 sec): 3 clusters Score: Raw -142909.141684 + Penalty 1077.027621 = -141832.114063 nChanged 2 SP:Iteration 22Q (73.691211 sec): 3 clusters Score: Raw -142909.485842 + Penalty 1077.027621 = -141832.458221 nChanged 0 SP:Iteration 23F (73.696317 sec): 3 clusters Score: Raw -142909.485842 + Penalty 1077.027621 = -141832.458221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.699348 sec): 2 clusters Score: Raw -4733.809270 + Penalty 93.934924 = -4639.874346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.699753 sec): 3 clusters Score: Raw -4697.247384 + Penalty 196.420540 = -4500.826843 nChanged 38 SP:Iteration 1F (73.700145 sec): 3 clusters Score: Raw -4730.707038 + Penalty 209.928461 = -4520.778577 nChanged 15 SP:Iteration 2F (73.700536 sec): 3 clusters Score: Raw -4740.782369 + Penalty 219.621802 = -4521.160567 nChanged 6 SP:Iteration 3F (73.700926 sec): 3 clusters Score: Raw -4746.060618 + Penalty 225.269013 = -4520.791605 nChanged 2 SP:Iteration 4F (73.701325 sec): 3 clusters Score: Raw -4746.707001 + Penalty 229.370549 = -4517.336452 nChanged 1 SP:Iteration 5F (73.701723 sec): 3 clusters Score: Raw -4747.616083 + Penalty 244.554947 = -4503.061136 nChanged 3 SP:Iteration 6F (73.702120 sec): 3 clusters Score: Raw -4751.842706 + Penalty 264.422366 = -4487.420341 nChanged 3 SP:Iteration 7F (73.702510 sec): 3 clusters Score: Raw -4758.077070 + Penalty 272.427169 = -4485.649901 nChanged 1 SP:Iteration 8F (73.702899 sec): 3 clusters Score: Raw -4759.137264 + Penalty 292.327634 = -4466.809630 nChanged 2 SP:Iteration 9F (73.703288 sec): 3 clusters Score: Raw -4762.392930 + Penalty 304.998037 = -4457.394893 nChanged 1 SP:Iteration 10F (73.703676 sec): 3 clusters Score: Raw -4764.372158 + Penalty 326.622165 = -4437.749993 nChanged 2 SP:Iteration 11F (73.704066 sec): 3 clusters Score: Raw -4768.135153 + Penalty 338.299529 = -4429.835624 nChanged 1 SP:Iteration 12F (73.704455 sec): 3 clusters Score: Raw -4770.320275 + Penalty 338.299529 = -4432.020746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.705707 sec): 2 clusters Score: Raw -15160.688359 + Penalty 309.441999 = -14851.246360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.706471 sec): 3 clusters Score: Raw -15043.487112 + Penalty 617.086767 = -14426.400345 nChanged 94 SP:Iteration 1F (73.707220 sec): 3 clusters Score: Raw -15109.089531 + Penalty 621.085454 = -14488.004077 nChanged 24 SP:Iteration 2F (73.707967 sec): 3 clusters Score: Raw -15125.110352 + Penalty 627.928085 = -14497.182267 nChanged 17 SP:Iteration 3F (73.708711 sec): 3 clusters Score: Raw -15145.042077 + Penalty 636.352926 = -14508.689151 nChanged 18 SP:Iteration 4F (73.709438 sec): 3 clusters Score: Raw -15159.813264 + Penalty 642.522736 = -14517.290528 nChanged 10 SP:Iteration 5Q (73.710145 sec): 3 clusters Score: Raw -15170.941815 + Penalty 645.561414 = -14525.380401 nChanged 3 SP:Iteration 6Q (73.710873 sec): 3 clusters Score: Raw -15176.500018 + Penalty 649.045586 = -14527.454432 nChanged 3 SP:Iteration 7Q (73.711563 sec): 3 clusters Score: Raw -15179.158238 + Penalty 649.045586 = -14530.112652 nChanged 0 SP:Iteration 8F (73.712277 sec): 3 clusters Score: Raw -15179.158238 + Penalty 649.045586 = -14530.112652 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.714828 sec): 2 clusters Score: Raw -35636.212120 + Penalty 581.448863 = -35054.763256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.716261 sec): 3 clusters Score: Raw -35328.834514 + Penalty 1169.790773 = -34159.043741 nChanged 222 SP:Iteration 1F (73.717666 sec): 3 clusters Score: Raw -35467.936694 + Penalty 1177.370983 = -34290.565711 nChanged 61 SP:Iteration 2F (73.719070 sec): 3 clusters Score: Raw -35514.591263 + Penalty 1188.446227 = -34326.145036 nChanged 45 SP:Iteration 3F (73.720509 sec): 3 clusters Score: Raw -35552.444313 + Penalty 1200.125652 = -34352.318661 nChanged 33 SP:Iteration 4Q (73.721897 sec): 3 clusters Score: Raw -35581.535281 + Penalty 1212.159871 = -34369.375409 nChanged 27 SP:Iteration 5Q (73.723298 sec): 3 clusters Score: Raw -35612.165201 + Penalty 1218.395406 = -34393.769795 nChanged 24 SP:Iteration 6Q (73.724666 sec): 3 clusters Score: Raw -35635.424124 + Penalty 1224.036163 = -34411.387961 nChanged 17 SP:Iteration 7Q (73.726021 sec): 3 clusters Score: Raw -35653.753807 + Penalty 1230.312241 = -34423.441566 nChanged 9 SP:Iteration 8Q (73.727361 sec): 3 clusters Score: Raw -35663.243381 + Penalty 1235.925252 = -34427.318129 nChanged 9 SP:Iteration 9Q (73.728685 sec): 3 clusters Score: Raw -35671.876758 + Penalty 1240.249564 = -34431.627194 nChanged 8 SP:Iteration 10F (73.730081 sec): 3 clusters Score: Raw -35679.087726 + Penalty 1243.386659 = -34435.701067 nChanged 4 SP:Iteration 11Q (73.731387 sec): 3 clusters Score: Raw -35681.889663 + Penalty 1245.555634 = -34436.334029 nChanged 7 SP:Iteration 12Q (73.732699 sec): 3 clusters Score: Raw -35688.977761 + Penalty 1248.227764 = -34440.749998 nChanged 6 SP:Iteration 13Q (73.734039 sec): 3 clusters Score: Raw -35692.816119 + Penalty 1251.792454 = -34441.023665 nChanged 7 SP:Iteration 14Q (73.735339 sec): 3 clusters Score: Raw -35701.657876 + Penalty 1257.326220 = -34444.331656 nChanged 8 SP:Iteration 15Q (73.736631 sec): 3 clusters Score: Raw -35709.690204 + Penalty 1260.895937 = -34448.794267 nChanged 7 SP:Iteration 16Q (73.737915 sec): 3 clusters Score: Raw -35720.689388 + Penalty 1262.328233 = -34458.361155 nChanged 3 SP:Iteration 17Q (73.739181 sec): 3 clusters Score: Raw -35724.768959 + Penalty 1262.636027 = -34462.132932 nChanged 2 SP:Iteration 18Q (73.740444 sec): 3 clusters Score: Raw -35727.169286 + Penalty 1262.636027 = -34464.533259 nChanged 0 SP:Iteration 19F (73.741828 sec): 3 clusters Score: Raw -35727.169286 + Penalty 1262.636027 = -34464.533259 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 18 (6704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.773488 sec): 2 clusters Score: Raw -312478.518776 + Penalty 171.178509 = -312307.340267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.785975 sec): 3 clusters Score: Raw -308046.676001 + Penalty 343.982119 = -307702.693882 nChanged 3125 SP:Iteration 1F (73.798088 sec): 3 clusters Score: Raw -310666.421192 + Penalty 343.917417 = -310322.503775 nChanged 771 SP:Iteration 2F (73.810077 sec): 3 clusters Score: Raw -311539.687804 + Penalty 338.294488 = -311201.393316 nChanged 441 SP:Iteration 3F (73.821980 sec): 3 clusters Score: Raw -312016.651339 + Penalty 370.148937 = -311646.502402 nChanged 259 SP:Iteration 4Q (73.832201 sec): 3 clusters Score: Raw -312284.052494 + Penalty 593.800929 = -311690.251565 nChanged 164 SP:Iteration 5Q (73.842440 sec): 3 clusters Score: Raw -312507.229273 + Penalty 852.947019 = -311654.282255 nChanged 30 SP:Iteration 6F (73.854466 sec): 3 clusters Score: Raw -312576.652018 + Penalty 859.220744 = -311717.431274 nChanged 6 SP:Iteration 7Q (73.864210 sec): 3 clusters Score: Raw -312585.259080 + Penalty 864.620635 = -311720.638445 nChanged 5 SP:Iteration 8Q (73.873530 sec): 3 clusters Score: Raw -312590.416667 + Penalty 853.197975 = -311737.218691 nChanged 1 SP:Iteration 9Q (73.882718 sec): 3 clusters Score: Raw -312590.829232 + Penalty 853.197975 = -311737.631256 nChanged 0 SP:Iteration 10F (73.894560 sec): 3 clusters Score: Raw -312590.829232 + Penalty 853.197975 = -311737.631256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.900891 sec): 2 clusters Score: Raw -19078.655864 + Penalty 214.806061 = -18863.849803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.901819 sec): 3 clusters Score: Raw -18901.798064 + Penalty 445.115090 = -18456.682973 nChanged 137 SP:Iteration 1F (73.902705 sec): 3 clusters Score: Raw -19062.490645 + Penalty 470.649715 = -18591.840930 nChanged 46 SP:Iteration 2F (73.903584 sec): 3 clusters Score: Raw -19105.089333 + Penalty 492.877134 = -18612.212199 nChanged 19 SP:Iteration 3Q (73.904445 sec): 3 clusters Score: Raw -19121.894035 + Penalty 506.731741 = -18615.162294 nChanged 9 SP:Iteration 4Q (73.905300 sec): 3 clusters Score: Raw -19127.560148 + Penalty 511.497438 = -18616.062711 nChanged 3 SP:Iteration 5Q (73.906150 sec): 3 clusters Score: Raw -19132.863190 + Penalty 518.531230 = -18614.331959 nChanged 3 SP:Iteration 6F (73.907024 sec): 3 clusters Score: Raw -19141.531782 + Penalty 526.713267 = -18614.818515 nChanged 4 SP:Iteration 7Q (73.907861 sec): 3 clusters Score: Raw -19148.473814 + Penalty 528.618580 = -18619.855234 nChanged 1 SP:Iteration 8Q (73.908696 sec): 3 clusters Score: Raw -19150.183250 + Penalty 530.389588 = -18619.793663 nChanged 2 SP:Iteration 9F (73.909569 sec): 3 clusters Score: Raw -19151.712065 + Penalty 532.092663 = -18619.619402 nChanged 1 SP:Iteration 10F (73.910447 sec): 3 clusters Score: Raw -19152.908523 + Penalty 534.208378 = -18618.700145 nChanged 1 SP:Iteration 11F (73.911322 sec): 3 clusters Score: Raw -19159.712917 + Penalty 539.787133 = -18619.925784 nChanged 4 SP:Iteration 12Q (73.912134 sec): 3 clusters Score: Raw -19174.554390 + Penalty 540.154248 = -18634.400142 nChanged 4 SP:Iteration 13Q (73.912933 sec): 3 clusters Score: Raw -19184.298757 + Penalty 542.737985 = -18641.560772 nChanged 3 SP:Iteration 14Q (73.913728 sec): 3 clusters Score: Raw -19185.888844 + Penalty 545.832810 = -18640.056034 nChanged 3 SP:Iteration 15F (73.914600 sec): 3 clusters Score: Raw -19187.353749 + Penalty 545.922747 = -18641.431002 nChanged 3 SP:Iteration 16Q (73.915396 sec): 3 clusters Score: Raw -19188.871780 + Penalty 548.844203 = -18640.027577 nChanged 2 SP:Iteration 17F (73.916267 sec): 3 clusters Score: Raw -19191.098002 + Penalty 553.972380 = -18637.125621 nChanged 2 SP:Iteration 18F (73.917140 sec): 3 clusters Score: Raw -19194.578253 + Penalty 556.549471 = -18638.028782 nChanged 3 SP:Iteration 19Q (73.917930 sec): 3 clusters Score: Raw -19198.133476 + Penalty 555.505035 = -18642.628440 nChanged 2 SP:Iteration 20F (73.918803 sec): 3 clusters Score: Raw -19202.573856 + Penalty 557.345784 = -18645.228073 nChanged 1 SP:Iteration 21Q (73.919578 sec): 3 clusters Score: Raw -19206.026591 + Penalty 556.503229 = -18649.523362 nChanged 2 SP:Iteration 22Q (73.920360 sec): 3 clusters Score: Raw -19213.388955 + Penalty 555.519688 = -18657.869268 nChanged 2 SP:Iteration 23Q (73.921129 sec): 3 clusters Score: Raw -19215.210533 + Penalty 555.519688 = -18659.690845 nChanged 0 SP:Iteration 24F (73.922025 sec): 3 clusters Score: Raw -19215.210533 + Penalty 555.519688 = -18659.690845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.924392 sec): 2 clusters Score: Raw -20661.784551 + Penalty 453.611432 = -20208.173120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.925561 sec): 3 clusters Score: Raw -20477.431911 + Penalty 906.345589 = -19571.086322 nChanged 152 SP:Iteration 1F (73.926674 sec): 3 clusters Score: Raw -20614.430642 + Penalty 906.591352 = -19707.839290 nChanged 44 SP:Iteration 2F (73.927786 sec): 3 clusters Score: Raw -20659.294169 + Penalty 907.015087 = -19752.279082 nChanged 28 SP:Iteration 3F (73.928897 sec): 3 clusters Score: Raw -20698.087688 + Penalty 907.452127 = -19790.635561 nChanged 26 SP:Iteration 4F (73.930012 sec): 3 clusters Score: Raw -20725.351268 + Penalty 907.842765 = -19817.508503 nChanged 15 SP:Iteration 5Q (73.931097 sec): 3 clusters Score: Raw -20740.622089 + Penalty 908.298277 = -19832.323812 nChanged 14 SP:Iteration 6Q (73.932181 sec): 3 clusters Score: Raw -20755.146086 + Penalty 909.446355 = -19845.699731 nChanged 17 SP:Iteration 7Q (73.933260 sec): 3 clusters Score: Raw -20779.353716 + Penalty 911.064191 = -19868.289524 nChanged 17 SP:Iteration 8Q (73.934346 sec): 3 clusters Score: Raw -20799.841687 + Penalty 910.917003 = -19888.924684 nChanged 5 SP:Iteration 9Q (73.935424 sec): 3 clusters Score: Raw -20803.789652 + Penalty 910.907848 = -19892.881804 nChanged 5 SP:Iteration 10F (73.936539 sec): 3 clusters Score: Raw -20807.289890 + Penalty 909.638158 = -19897.651732 nChanged 2 SP:Iteration 11Q (73.937611 sec): 3 clusters Score: Raw -20808.367595 + Penalty 909.216874 = -19899.150722 nChanged 1 SP:Iteration 12Q (73.938748 sec): 3 clusters Score: Raw -20809.284248 + Penalty 908.406588 = -19900.877660 nChanged 2 SP:Iteration 13Q (73.939877 sec): 3 clusters Score: Raw -20810.596102 + Penalty 908.154175 = -19902.441928 nChanged 1 SP:Iteration 14Q (73.940998 sec): 3 clusters Score: Raw -20812.323402 + Penalty 908.299421 = -19904.023980 nChanged 1 SP:Iteration 15Q (73.942118 sec): 3 clusters Score: Raw -20812.572016 + Penalty 908.299421 = -19904.272595 nChanged 0 SP:Iteration 16F (73.943255 sec): 3 clusters Score: Raw -20812.572016 + Penalty 908.299421 = -19904.272595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.944763 sec): 2 clusters Score: Raw -13386.810560 + Penalty 765.338978 = -12621.471582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.945407 sec): 3 clusters Score: Raw -13372.298644 + Penalty 1527.143766 = -11845.154878 nChanged 34 SP:Iteration 1F (73.946026 sec): 3 clusters Score: Raw -13431.874810 + Penalty 1526.989748 = -11904.885063 nChanged 11 SP:Iteration 2Q (73.946626 sec): 3 clusters Score: Raw -13451.265931 + Penalty 1527.101534 = -11924.164397 nChanged 3 SP:Iteration 3Q (73.947223 sec): 3 clusters Score: Raw -13455.835788 + Penalty 1527.824386 = -11928.011402 nChanged 2 SP:Iteration 4Q (73.947819 sec): 3 clusters Score: Raw -13457.557135 + Penalty 1527.824386 = -11929.732748 nChanged 0 SP:Iteration 5F (73.948434 sec): 3 clusters Score: Raw -13457.557135 + Penalty 1527.824386 = -11929.732748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.950010 sec): 2 clusters Score: Raw -14667.641990 + Penalty 42.628087 = -14625.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.950787 sec): 3 clusters Score: Raw -14492.398794 + Penalty 86.104434 = -14406.294360 nChanged 134 SP:Iteration 1F (73.951548 sec): 3 clusters Score: Raw -14605.497160 + Penalty 86.590145 = -14518.907015 nChanged 11 SP:Iteration 2Q (73.952305 sec): 3 clusters Score: Raw -14609.179266 + Penalty 87.376533 = -14521.802732 nChanged 8 SP:Iteration 3Q (73.953056 sec): 3 clusters Score: Raw -14613.991632 + Penalty 87.390720 = -14526.600913 nChanged 4 SP:Iteration 4Q (73.953806 sec): 3 clusters Score: Raw -14616.480303 + Penalty 87.553309 = -14528.926994 nChanged 4 SP:Iteration 5Q (73.954583 sec): 3 clusters Score: Raw -14622.572732 + Penalty 87.155186 = -14535.417546 nChanged 4 SP:Iteration 6Q (73.955331 sec): 3 clusters Score: Raw -14625.289091 + Penalty 87.239047 = -14538.050044 nChanged 2 SP:Iteration 7Q (73.956083 sec): 3 clusters Score: Raw -14625.612606 + Penalty 87.456175 = -14538.156431 nChanged 2 SP:Iteration 8Q (73.956829 sec): 3 clusters Score: Raw -14625.949110 + Penalty 87.888258 = -14538.060852 nChanged 4 SP:Iteration 9F (73.957586 sec): 3 clusters Score: Raw -14626.591404 + Penalty 88.138062 = -14538.453342 nChanged 2 SP:Iteration 10F (73.958343 sec): 3 clusters Score: Raw -14626.983143 + Penalty 88.533897 = -14538.449247 nChanged 5 SP:Iteration 11F (73.959098 sec): 3 clusters Score: Raw -14628.145001 + Penalty 88.972560 = -14539.172441 nChanged 3 SP:Iteration 12Q (73.959845 sec): 3 clusters Score: Raw -14628.514466 + Penalty 89.173661 = -14539.340805 nChanged 2 SP:Iteration 13Q (73.960588 sec): 3 clusters Score: Raw -14628.845328 + Penalty 89.931745 = -14538.913583 nChanged 6 SP:Iteration 14F (73.961343 sec): 3 clusters Score: Raw -14631.079640 + Penalty 90.684432 = -14540.395209 nChanged 10 SP:Iteration 15Q (73.962082 sec): 3 clusters Score: Raw -14634.673635 + Penalty 91.432917 = -14543.240717 nChanged 6 SP:Iteration 16Q (73.962818 sec): 3 clusters Score: Raw -14636.291327 + Penalty 91.292915 = -14544.998412 nChanged 3 SP:Iteration 17Q (73.963548 sec): 3 clusters Score: Raw -14636.920040 + Penalty 91.497903 = -14545.422136 nChanged 1 SP:Iteration 18Q (73.964276 sec): 3 clusters Score: Raw -14637.745721 + Penalty 91.497903 = -14546.247818 nChanged 0 SP:Iteration 19F (73.965029 sec): 3 clusters Score: Raw -14637.745721 + Penalty 91.497903 = -14546.247818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.966656 sec): 2 clusters Score: Raw -15715.539521 + Penalty 764.226409 = -14951.313112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.967446 sec): 3 clusters Score: Raw -15682.974138 + Penalty 1525.184981 = -14157.789158 nChanged 74 SP:Iteration 1F (73.968225 sec): 3 clusters Score: Raw -15786.081343 + Penalty 1519.865814 = -14266.215529 nChanged 29 SP:Iteration 2F (73.969005 sec): 3 clusters Score: Raw -15836.539179 + Penalty 1517.579498 = -14318.959680 nChanged 16 SP:Iteration 3Q (73.969769 sec): 3 clusters Score: Raw -15862.507824 + Penalty 1514.569865 = -14347.937959 nChanged 6 SP:Iteration 4Q (73.970523 sec): 3 clusters Score: Raw -15876.797795 + Penalty 1514.504402 = -14362.293393 nChanged 4 SP:Iteration 5Q (73.971272 sec): 3 clusters Score: Raw -15886.932276 + Penalty 1511.931454 = -14375.000822 nChanged 4 SP:Iteration 6Q (73.972020 sec): 3 clusters Score: Raw -15904.525911 + Penalty 1512.624239 = -14391.901672 nChanged 2 SP:Iteration 7Q (73.972764 sec): 3 clusters Score: Raw -15906.647281 + Penalty 1512.624239 = -14394.023042 nChanged 0 SP:Iteration 8F (73.973543 sec): 3 clusters Score: Raw -15906.647281 + Penalty 1512.624239 = -14394.023042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.975212 sec): 2 clusters Score: Raw -16561.827401 + Penalty 358.853276 = -16202.974125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.975996 sec): 3 clusters Score: Raw -16423.799128 + Penalty 719.099174 = -15704.699953 nChanged 92 SP:Iteration 1F (73.976773 sec): 3 clusters Score: Raw -16503.211066 + Penalty 721.819253 = -15781.391813 nChanged 28 SP:Iteration 2F (73.977551 sec): 3 clusters Score: Raw -16535.588957 + Penalty 721.745217 = -15813.843740 nChanged 22 SP:Iteration 3F (73.978330 sec): 3 clusters Score: Raw -16563.413704 + Penalty 721.379066 = -15842.034637 nChanged 12 SP:Iteration 4Q (73.979107 sec): 3 clusters Score: Raw -16574.218807 + Penalty 726.757580 = -15847.461227 nChanged 5 SP:Iteration 5Q (73.979911 sec): 3 clusters Score: Raw -16579.076407 + Penalty 731.445831 = -15847.630576 nChanged 3 SP:Iteration 6Q (73.980680 sec): 3 clusters Score: Raw -16581.837075 + Penalty 741.725225 = -15840.111850 nChanged 4 SP:Iteration 7F (73.981462 sec): 3 clusters Score: Raw -16587.834604 + Penalty 746.211820 = -15841.622784 nChanged 2 SP:Iteration 8Q (73.982224 sec): 3 clusters Score: Raw -16590.878317 + Penalty 751.933863 = -15838.944454 nChanged 3 SP:Iteration 9F (73.983005 sec): 3 clusters Score: Raw -16599.458730 + Penalty 756.259285 = -15843.199446 nChanged 1 SP:Iteration 10F (73.983786 sec): 3 clusters Score: Raw -16600.666469 + Penalty 756.259285 = -15844.407185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.985866 sec): 2 clusters Score: Raw -22606.549108 + Penalty 143.421440 = -22463.127669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.986900 sec): 3 clusters Score: Raw -22338.594572 + Penalty 293.912173 = -22044.682399 nChanged 188 SP:Iteration 1F (73.987925 sec): 3 clusters Score: Raw -22491.426794 + Penalty 310.241796 = -22181.184998 nChanged 54 SP:Iteration 2F (73.988953 sec): 3 clusters Score: Raw -22536.333534 + Penalty 336.445360 = -22199.888173 nChanged 39 SP:Iteration 3F (73.989991 sec): 3 clusters Score: Raw -22579.401882 + Penalty 380.335034 = -22199.066848 nChanged 29 SP:Iteration 4F (73.991027 sec): 3 clusters Score: Raw -22619.211417 + Penalty 451.667033 = -22167.544383 nChanged 22 SP:Iteration 5F (73.992062 sec): 3 clusters Score: Raw -22670.205230 + Penalty 477.195553 = -22193.009677 nChanged 8 SP:Iteration 6Q (73.993006 sec): 3 clusters Score: Raw -22692.585258 + Penalty 483.298584 = -22209.286673 nChanged 1 SP:Iteration 7Q (73.993879 sec): 3 clusters Score: Raw -22694.671603 + Penalty 483.298584 = -22211.373018 nChanged 0 SP:Iteration 8F (73.994915 sec): 3 clusters Score: Raw -22694.671603 + Penalty 483.298584 = -22211.373018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.996591 sec): 2 clusters Score: Raw -15565.615058 + Penalty 563.086311 = -15002.528747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.997353 sec): 3 clusters Score: Raw -15484.398617 + Penalty 1128.560889 = -14355.837729 nChanged 72 SP:Iteration 1F (73.998099 sec): 3 clusters Score: Raw -15566.957746 + Penalty 1132.703793 = -14434.253952 nChanged 19 SP:Iteration 2F (73.998845 sec): 3 clusters Score: Raw -15594.040377 + Penalty 1138.164372 = -14455.876005 nChanged 10 SP:Iteration 3Q (73.999576 sec): 3 clusters Score: Raw -15606.188525 + Penalty 1141.797972 = -14464.390553 nChanged 7 SP:Iteration 4Q (74.000310 sec): 3 clusters Score: Raw -15617.685243 + Penalty 1147.264482 = -14470.420762 nChanged 7 SP:Iteration 5Q (74.001033 sec): 3 clusters Score: Raw -15623.479879 + Penalty 1149.997964 = -14473.481916 nChanged 5 SP:Iteration 6Q (74.001755 sec): 3 clusters Score: Raw -15629.473481 + Penalty 1152.009247 = -14477.464234 nChanged 2 SP:Iteration 7Q (74.002475 sec): 3 clusters Score: Raw -15634.811818 + Penalty 1154.631557 = -14480.180261 nChanged 3 SP:Iteration 8Q (74.003191 sec): 3 clusters Score: Raw -15636.644112 + Penalty 1154.631557 = -14482.012555 nChanged 0 SP:Iteration 9F (74.003931 sec): 3 clusters Score: Raw -15636.644112 + Penalty 1154.631557 = -14482.012555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.005858 sec): 2 clusters Score: Raw -22676.962557 + Penalty 519.556589 = -22157.405968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.006804 sec): 3 clusters Score: Raw -22520.873002 + Penalty 1041.028537 = -21479.844466 nChanged 122 SP:Iteration 1F (74.007733 sec): 3 clusters Score: Raw -22628.104103 + Penalty 1043.951066 = -21584.153037 nChanged 32 SP:Iteration 2F (74.008695 sec): 3 clusters Score: Raw -22668.510380 + Penalty 1046.926699 = -21621.583681 nChanged 20 SP:Iteration 3Q (74.009609 sec): 3 clusters Score: Raw -22690.877697 + Penalty 1050.379183 = -21640.498513 nChanged 15 SP:Iteration 4Q (74.010522 sec): 3 clusters Score: Raw -22712.086032 + Penalty 1052.543644 = -21659.542387 nChanged 10 SP:Iteration 5Q (74.011428 sec): 3 clusters Score: Raw -22726.215715 + Penalty 1052.680085 = -21673.535630 nChanged 2 SP:Iteration 6Q (74.012332 sec): 3 clusters Score: Raw -22728.232042 + Penalty 1054.419184 = -21673.812857 nChanged 4 SP:Iteration 7Q (74.013234 sec): 3 clusters Score: Raw -22733.744807 + Penalty 1056.383737 = -21677.361070 nChanged 3 SP:Iteration 8Q (74.014134 sec): 3 clusters Score: Raw -22737.421885 + Penalty 1057.709911 = -21679.711974 nChanged 2 SP:Iteration 9Q (74.015034 sec): 3 clusters Score: Raw -22739.430009 + Penalty 1058.033713 = -21681.396295 nChanged 2 SP:Iteration 10F (74.015953 sec): 3 clusters Score: Raw -22740.681383 + Penalty 1058.865237 = -21681.816146 nChanged 1 SP:Iteration 11Q (74.016854 sec): 3 clusters Score: Raw -22740.900392 + Penalty 1059.639480 = -21681.260912 nChanged 1 SP:Iteration 12F (74.017775 sec): 3 clusters Score: Raw -22740.849264 + Penalty 1059.639480 = -21681.209784 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 77 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.021637 sec): 2 clusters Score: Raw -44614.569029 + Penalty 84.094643 = -44530.474385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.023537 sec): 3 clusters Score: Raw -44018.364657 + Penalty 185.780495 = -43832.584162 nChanged 453 SP:Iteration 1F (74.025386 sec): 3 clusters Score: Raw -44375.570045 + Penalty 203.463817 = -44172.106228 nChanged 137 SP:Iteration 2F (74.027197 sec): 3 clusters Score: Raw -44494.856043 + Penalty 235.956910 = -44258.899133 nChanged 71 SP:Iteration 3F (74.029006 sec): 3 clusters Score: Raw -44570.618957 + Penalty 263.822456 = -44306.796501 nChanged 31 SP:Iteration 4Q (74.030858 sec): 3 clusters Score: Raw -44600.819844 + Penalty 294.376146 = -44306.443698 nChanged 18 SP:Iteration 5F (74.032698 sec): 3 clusters Score: Raw -44622.693489 + Penalty 326.549849 = -44296.143640 nChanged 7 SP:Iteration 6F (74.034494 sec): 3 clusters Score: Raw -44632.044597 + Penalty 341.345327 = -44290.699270 nChanged 3 SP:Iteration 7F (74.036317 sec): 3 clusters Score: Raw -44635.915791 + Penalty 357.840088 = -44278.075703 nChanged 2 SP:Iteration 8F (74.038114 sec): 3 clusters Score: Raw -44637.559717 + Penalty 357.840088 = -44279.719629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.039725 sec): 2 clusters Score: Raw -7613.414102 + Penalty 125.586830 = -7487.827272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.040315 sec): 3 clusters Score: Raw -7531.809878 + Penalty 251.593746 = -7280.216132 nChanged 59 SP:Iteration 1F (74.040862 sec): 3 clusters Score: Raw -7572.572685 + Penalty 255.805729 = -7316.766956 nChanged 24 SP:Iteration 2F (74.041400 sec): 3 clusters Score: Raw -7593.026168 + Penalty 267.786846 = -7325.239323 nChanged 10 SP:Iteration 3F (74.041937 sec): 3 clusters Score: Raw -7605.635894 + Penalty 288.585395 = -7317.050499 nChanged 10 SP:Iteration 4F (74.042474 sec): 3 clusters Score: Raw -7619.507013 + Penalty 315.542823 = -7303.964189 nChanged 9 SP:Iteration 5F (74.043009 sec): 3 clusters Score: Raw -7630.429553 + Penalty 334.417854 = -7296.011699 nChanged 4 SP:Iteration 6F (74.043541 sec): 3 clusters Score: Raw -7641.859605 + Penalty 348.628286 = -7293.231319 nChanged 3 SP:Iteration 7F (74.044074 sec): 3 clusters Score: Raw -7651.816512 + Penalty 348.628286 = -7303.188227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.045561 sec): 2 clusters Score: Raw -10821.503408 + Penalty 50.905759 = -10770.597649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.046202 sec): 3 clusters Score: Raw -10690.302437 + Penalty 104.079287 = -10586.223150 nChanged 109 SP:Iteration 1F (74.046836 sec): 3 clusters Score: Raw -10784.686354 + Penalty 106.958155 = -10677.728200 nChanged 22 SP:Iteration 2F (74.047472 sec): 3 clusters Score: Raw -10803.903442 + Penalty 110.135526 = -10693.767916 nChanged 12 SP:Iteration 3Q (74.048080 sec): 3 clusters Score: Raw -10817.750716 + Penalty 113.320655 = -10704.430062 nChanged 7 SP:Iteration 4Q (74.048680 sec): 3 clusters Score: Raw -10823.811270 + Penalty 116.863809 = -10706.947461 nChanged 6 SP:Iteration 5Q (74.049274 sec): 3 clusters Score: Raw -10830.174602 + Penalty 120.487456 = -10709.687146 nChanged 5 SP:Iteration 6Q (74.049862 sec): 3 clusters Score: Raw -10833.733429 + Penalty 123.025119 = -10710.708310 nChanged 3 SP:Iteration 7Q (74.050443 sec): 3 clusters Score: Raw -10835.573146 + Penalty 126.278450 = -10709.294696 nChanged 4 SP:Iteration 8F (74.051079 sec): 3 clusters Score: Raw -10837.875488 + Penalty 128.692806 = -10709.182683 nChanged 3 SP:Iteration 9F (74.051715 sec): 3 clusters Score: Raw -10839.108238 + Penalty 128.692806 = -10710.415433 nChanged 0 Time taken for this iteration:73.353724 seconds. 300->29 Clusters: Score -1154556.364916, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 196 (time per iteration =377.986362 ms) Total iterations: 1931 (time per iteration =38.366301 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4099448125.000000 (time per metric unit =18.072025ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 102486203125.000000 (time per metric unit=722.880980ps) That took 74.085327 seconds. FileBase PeterP-2013-09-04_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 0.20 and 0.30 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 21307 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 21307 points ------ Starting initial clusters from distinct float masks Not enough masks (163) to generate starting clusters (300), so starting with (164) clusters instead. Assigned 164 initial classes from 163 unique masks. Deleting Class 115 (1 points): Lose 8.798857 but Gain 1504.513851 Iteration 0F (2.197140 sec): 163 clusters Score: Raw -870227.211728 + Penalty 142360.960976 = -727866.250752 nChanged 2180 Deleting Class 56 (1 points): Lose 2.006530 but Gain 1486.141643 Iteration 1F (3.802727 sec): 162 clusters Score: Raw -874653.645291 + Penalty 140798.929003 = -733854.716289 nChanged 692 Deleting Class 135 (1 points): Lose 7.609760 but Gain 1485.647941 Iteration 2Q (3.957285 sec): 161 clusters Score: Raw -876341.632154 + Penalty 139310.980934 = -737030.651220 nChanged 491 Deleting Class 141 (1 points): Lose 10.716823 but Gain 1476.657837 Iteration 3Q (4.094734 sec): 160 clusters Score: Raw -877215.753239 + Penalty 137975.908433 = -739239.844806 nChanged 360 Deleting Class 156 (1 points): Lose 22.356884 but Gain 1470.006235 Iteration 4Q (4.219878 sec): 159 clusters Score: Raw -877599.813271 + Penalty 136737.098689 = -740862.714583 nChanged 226 Deleting Class 154 (3 points): Lose 52.554906 but Gain 1456.245045 Iteration 5Q (4.333144 sec): 158 clusters Score: Raw -877748.910986 + Penalty 135500.371780 = -742248.539206 nChanged 187 Deleting Class 96 (3 points): Lose 58.867195 but Gain 1442.343648 Iteration 6Q (4.443999 sec): 157 clusters Score: Raw -877865.950533 + Penalty 134212.272620 = -743653.677913 nChanged 147 Deleting Class 100 (2 points): Lose 29.125305 but Gain 1410.470594 Iteration 7Q (4.550454 sec): 156 clusters Score: Raw -877985.557623 + Penalty 132977.482981 = -745008.074642 nChanged 114 Deleting Class 129 (3 points): Lose 61.356366 but Gain 1436.827492 Iteration 8Q (4.654424 sec): 155 clusters Score: Raw -878021.657237 + Penalty 131625.261035 = -746396.396202 nChanged 101 Deleting Class 88 (4 points): Lose 83.553929 but Gain 1448.344225 Iteration 9Q (4.756537 sec): 154 clusters Score: Raw -878031.043440 + Penalty 130354.306895 = -747676.736545 nChanged 101 Deleting Class 139 (3 points): Lose 74.386633 but Gain 1431.252088 Iteration 10F (6.250426 sec): 153 clusters Score: Raw -878119.723074 + Penalty 129181.037832 = -748938.685242 nChanged 124 Deleting Class 130 (2 points): Lose 15.811083 but Gain 1361.784427 Iteration 11Q (6.354310 sec): 152 clusters Score: Raw -878283.197292 + Penalty 127847.380961 = -750435.816331 nChanged 135 Deleting Class 119 (2 points): Lose 27.948728 but Gain 1370.157395 Iteration 12Q (6.459862 sec): 151 clusters Score: Raw -878419.914961 + Penalty 126875.005377 = -751544.909585 nChanged 164 Deleting Class 162 (3 points): Lose 68.510913 but Gain 1400.478347 Iteration 13Q (6.566738 sec): 150 clusters Score: Raw -878594.451340 + Penalty 125612.172781 = -752982.278559 nChanged 175 Deleting Class 110 (2 points): Lose 16.543011 but Gain 1345.321314 Iteration 14Q (6.673617 sec): 149 clusters Score: Raw -878829.283311 + Penalty 124419.992538 = -754409.290773 nChanged 135 Deleting Class 86 (2 points): Lose 37.845208 but Gain 1325.135568 Iteration 15Q (6.779709 sec): 148 clusters Score: Raw -878906.161948 + Penalty 123198.781974 = -755707.379974 nChanged 107 Deleting Class 160 (3 points): Lose 173.149737 but Gain 1449.794079 Iteration 16Q (6.880129 sec): 147 clusters Score: Raw -878817.343380 + Penalty 122220.753160 = -756596.590221 nChanged 87 Deleting Class 123 (1 points): Lose 14.898806 but Gain 1290.282097 Iteration 17Q (6.979486 sec): 146 clusters Score: Raw -878866.153963 + Penalty 120946.945480 = -757919.208482 nChanged 54 Deleting Class 71 (1 points): Lose 3.004219 but Gain 1253.247898 Iteration 18Q (7.077343 sec): 145 clusters Score: Raw -878929.956117 + Penalty 119700.634119 = -759229.321999 nChanged 30 Deleting Class 102 (2 points): Lose 17.944211 but Gain 1243.008290 Iteration 19Q (7.171389 sec): 144 clusters Score: Raw -878927.680786 + Penalty 118438.699369 = -760488.981417 nChanged 26 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -878927.680786 + Penalty 118438.699369 = -760488.981417Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 1 (6844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.274538 sec): 2 clusters Score: Raw -293879.862671 + Penalty 85.775874 = -293794.086797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.287025 sec): 3 clusters Score: Raw -289326.660685 + Penalty 171.226400 = -289155.434284 nChanged 3300 SP:Iteration 1F (7.299234 sec): 3 clusters Score: Raw -292099.453229 + Penalty 170.911924 = -291928.541305 nChanged 819 SP:Iteration 2F (7.311458 sec): 3 clusters Score: Raw -293349.020228 + Penalty 170.644804 = -293178.375425 nChanged 552 SP:Iteration 3F (7.323815 sec): 3 clusters Score: Raw -294226.315039 + Penalty 170.940981 = -294055.374058 nChanged 289 SP:Iteration 4Q (7.335244 sec): 3 clusters Score: Raw -294510.010622 + Penalty 171.111726 = -294338.898896 nChanged 101 SP:Iteration 5Q (7.346295 sec): 3 clusters Score: Raw -294565.229733 + Penalty 171.222786 = -294394.006947 nChanged 50 SP:Iteration 6Q (7.357167 sec): 3 clusters Score: Raw -294593.634282 + Penalty 171.334449 = -294422.299833 nChanged 34 SP:Iteration 7Q (7.368306 sec): 3 clusters Score: Raw -294605.282389 + Penalty 171.391767 = -294433.890622 nChanged 22 SP:Iteration 8Q (7.379132 sec): 3 clusters Score: Raw -294607.203722 + Penalty 171.370425 = -294435.833297 nChanged 10 SP:Iteration 9Q (7.389841 sec): 3 clusters Score: Raw -294607.711594 + Penalty 171.385449 = -294436.326145 nChanged 8 SP:Iteration 10F (7.401994 sec): 3 clusters Score: Raw -294607.992641 + Penalty 171.387904 = -294436.604737 nChanged 3 SP:Iteration 11Q (7.412758 sec): 3 clusters Score: Raw -294608.071743 + Penalty 171.378201 = -294436.693542 nChanged 2 SP:Iteration 12Q (7.423646 sec): 3 clusters Score: Raw -294608.146978 + Penalty 171.383352 = -294436.763626 nChanged 1 SP:Iteration 13Q (7.434652 sec): 3 clusters Score: Raw -294608.158150 + Penalty 171.383352 = -294436.774798 nChanged 0 SP:Iteration 14F (7.446808 sec): 3 clusters Score: Raw -294608.158150 + Penalty 171.383352 = -294436.774798 nChanged 0 Score: Raw -894134.487646 + Penalty 118535.315777 = -775599.171869 Splitting cluster 1 changes total score from -760488.981417 to -775599.171869 So it's getting split into cluster 56. Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 2 (2900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.879335 sec): 2 clusters Score: Raw -128632.415036 + Penalty 86.685205 = -128545.729831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.884637 sec): 3 clusters Score: Raw -126716.093427 + Penalty 173.387461 = -126542.705966 nChanged 1386 SP:Iteration 1F (8.889989 sec): 3 clusters Score: Raw -127568.546497 + Penalty 173.380141 = -127395.166357 nChanged 340 SP:Iteration 2F (8.895125 sec): 3 clusters Score: Raw -127803.664198 + Penalty 173.467708 = -127630.196490 nChanged 274 SP:Iteration 3F (8.900306 sec): 3 clusters Score: Raw -128118.029101 + Penalty 173.305418 = -127944.723683 nChanged 237 SP:Iteration 4F (8.905761 sec): 3 clusters Score: Raw -128462.702190 + Penalty 172.479796 = -128290.222394 nChanged 156 SP:Iteration 5F (8.910893 sec): 3 clusters Score: Raw -128622.172066 + Penalty 171.607881 = -128450.564185 nChanged 100 SP:Iteration 6Q (8.915813 sec): 3 clusters Score: Raw -128706.564274 + Penalty 170.258810 = -128536.305464 nChanged 78 SP:Iteration 7Q (8.920713 sec): 3 clusters Score: Raw -128777.018141 + Penalty 169.163863 = -128607.854278 nChanged 58 SP:Iteration 8Q (8.925550 sec): 3 clusters Score: Raw -128823.585608 + Penalty 168.184771 = -128655.400836 nChanged 41 SP:Iteration 9Q (8.930317 sec): 3 clusters Score: Raw -128850.425974 + Penalty 166.706070 = -128683.719904 nChanged 34 SP:Iteration 10F (8.935426 sec): 3 clusters Score: Raw -128867.292979 + Penalty 165.715962 = -128701.577017 nChanged 26 SP:Iteration 11Q (8.940084 sec): 3 clusters Score: Raw -128874.232120 + Penalty 165.216046 = -128709.016073 nChanged 9 SP:Iteration 12Q (8.944706 sec): 3 clusters Score: Raw -128876.011856 + Penalty 165.041937 = -128710.969919 nChanged 4 SP:Iteration 13Q (8.949353 sec): 3 clusters Score: Raw -128876.541026 + Penalty 164.896783 = -128711.644244 nChanged 3 SP:Iteration 14Q (8.954104 sec): 3 clusters Score: Raw -128876.908483 + Penalty 164.837527 = -128712.070956 nChanged 3 SP:Iteration 15Q (8.958740 sec): 3 clusters Score: Raw -128877.169272 + Penalty 164.838609 = -128712.330663 nChanged 1 SP:Iteration 16Q (8.963340 sec): 3 clusters Score: Raw -128877.191089 + Penalty 164.838609 = -128712.352480 nChanged 0 SP:Iteration 17F (8.968448 sec): 3 clusters Score: Raw -128877.191089 + Penalty 164.838609 = -128712.352480 nChanged 0 Score: Raw -894379.269619 + Penalty 118633.019377 = -775746.250242 Splitting cluster 2 changes total score from -760488.981417 to -775746.250242 So it's getting split into cluster 71. Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 3 (3132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.396268 sec): 2 clusters Score: Raw -139795.192266 + Penalty 73.627151 = -139721.565114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.401958 sec): 3 clusters Score: Raw -137708.133687 + Penalty 146.025047 = -137562.108639 nChanged 1498 SP:Iteration 1F (10.407525 sec): 3 clusters Score: Raw -138513.690381 + Penalty 145.905085 = -138367.785296 nChanged 232 SP:Iteration 2F (10.413080 sec): 3 clusters Score: Raw -138683.406103 + Penalty 144.623444 = -138538.782659 nChanged 185 SP:Iteration 3F (10.418622 sec): 3 clusters Score: Raw -138931.023767 + Penalty 143.184441 = -138787.839326 nChanged 159 SP:Iteration 4F (10.424198 sec): 3 clusters Score: Raw -139117.331216 + Penalty 142.015565 = -138975.315651 nChanged 124 SP:Iteration 5Q (10.429607 sec): 3 clusters Score: Raw -139187.404609 + Penalty 140.993413 = -139046.411196 nChanged 103 SP:Iteration 6Q (10.434950 sec): 3 clusters Score: Raw -139218.346215 + Penalty 140.869258 = -139077.476957 nChanged 71 SP:Iteration 7Q (10.440243 sec): 3 clusters Score: Raw -139235.202961 + Penalty 140.406259 = -139094.796701 nChanged 56 SP:Iteration 8Q (10.445525 sec): 3 clusters Score: Raw -139249.714631 + Penalty 140.020878 = -139109.693754 nChanged 54 SP:Iteration 9Q (10.450727 sec): 3 clusters Score: Raw -139260.250693 + Penalty 139.923358 = -139120.327335 nChanged 45 SP:Iteration 10F (10.456894 sec): 3 clusters Score: Raw -139269.845020 + Penalty 140.018973 = -139129.826047 nChanged 54 SP:Iteration 11Q (10.462484 sec): 3 clusters Score: Raw -139284.266641 + Penalty 140.119642 = -139144.146999 nChanged 63 SP:Iteration 12Q (10.467763 sec): 3 clusters Score: Raw -139307.560684 + Penalty 140.710543 = -139166.850141 nChanged 72 SP:Iteration 13Q (10.472863 sec): 3 clusters Score: Raw -139336.590926 + Penalty 141.851805 = -139194.739120 nChanged 87 SP:Iteration 14Q (10.478067 sec): 3 clusters Score: Raw -139381.121409 + Penalty 143.798496 = -139237.322913 nChanged 91 SP:Iteration 15Q (10.483093 sec): 3 clusters Score: Raw -139432.974328 + Penalty 144.825591 = -139288.148737 nChanged 80 SP:Iteration 16Q (10.487981 sec): 3 clusters Score: Raw -139478.590857 + Penalty 145.720229 = -139332.870628 nChanged 87 SP:Iteration 17Q (10.492792 sec): 3 clusters Score: Raw -139536.491352 + Penalty 146.879023 = -139389.612330 nChanged 93 SP:Iteration 18Q (10.497637 sec): 3 clusters Score: Raw -139616.190367 + Penalty 156.763262 = -139459.427105 nChanged 85 SP:Iteration 19Q (10.502289 sec): 3 clusters Score: Raw -139696.815641 + Penalty 170.645078 = -139526.170562 nChanged 50 SP:Iteration 20F (10.507797 sec): 3 clusters Score: Raw -139746.935342 + Penalty 195.607274 = -139551.328068 nChanged 33 SP:Iteration 21Q (10.512326 sec): 3 clusters Score: Raw -139785.027702 + Penalty 215.133137 = -139569.894566 nChanged 13 SP:Iteration 22Q (10.516798 sec): 3 clusters Score: Raw -139794.970339 + Penalty 221.480542 = -139573.489797 nChanged 6 SP:Iteration 23Q (10.521617 sec): 3 clusters Score: Raw -139798.918033 + Penalty 221.480542 = -139577.437492 nChanged 0 SP:Iteration 24F (10.527580 sec): 3 clusters Score: Raw -139798.918033 + Penalty 221.480542 = -139577.437492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 4 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.532120 sec): 2 clusters Score: Raw -1191.955299 + Penalty 535.573491 = -656.381809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.532385 sec): 3 clusters Score: Raw -1416.986088 + Penalty 1071.146981 = -345.839107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.533626 sec): 2 clusters Score: Raw -12672.018483 + Penalty 661.599057 = -12010.419427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.534365 sec): 3 clusters Score: Raw -12653.562440 + Penalty 1323.169237 = -11330.393203 nChanged 61 SP:Iteration 1F (10.535077 sec): 3 clusters Score: Raw -12728.397512 + Penalty 1322.901540 = -11405.495972 nChanged 19 SP:Iteration 2F (10.535797 sec): 3 clusters Score: Raw -12783.509155 + Penalty 1323.270853 = -11460.238302 nChanged 14 SP:Iteration 3Q (10.536483 sec): 3 clusters Score: Raw -12799.404005 + Penalty 1323.327678 = -11476.076326 nChanged 5 SP:Iteration 4Q (10.537166 sec): 3 clusters Score: Raw -12802.999904 + Penalty 1323.416071 = -11479.583832 nChanged 4 SP:Iteration 5Q (10.537847 sec): 3 clusters Score: Raw -12809.371033 + Penalty 1323.424480 = -11485.946554 nChanged 3 SP:Iteration 6Q (10.538534 sec): 3 clusters Score: Raw -12812.997285 + Penalty 1323.641090 = -11489.356196 nChanged 5 SP:Iteration 7Q (10.539217 sec): 3 clusters Score: Raw -12822.715492 + Penalty 1324.210694 = -11498.504798 nChanged 5 SP:Iteration 8Q (10.539896 sec): 3 clusters Score: Raw -12830.539254 + Penalty 1324.181379 = -11506.357875 nChanged 5 SP:Iteration 9Q (10.540595 sec): 3 clusters Score: Raw -12835.613756 + Penalty 1324.088502 = -11511.525254 nChanged 1 SP:Iteration 10F (10.541304 sec): 3 clusters Score: Raw -12836.458041 + Penalty 1323.958381 = -11512.499660 nChanged 2 SP:Iteration 11Q (10.541982 sec): 3 clusters Score: Raw -12839.235059 + Penalty 1323.958381 = -11515.276679 nChanged 0 SP:Iteration 12F (10.542691 sec): 3 clusters Score: Raw -12839.235059 + Penalty 1323.958381 = -11515.276679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.543655 sec): 2 clusters Score: Raw -8517.982524 + Penalty 252.093735 = -8265.888789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.544202 sec): 3 clusters Score: Raw -8436.651978 + Penalty 520.748236 = -7915.903742 nChanged 47 SP:Iteration 1F (10.544739 sec): 3 clusters Score: Raw -8489.033798 + Penalty 521.621036 = -7967.412762 nChanged 16 SP:Iteration 2F (10.545276 sec): 3 clusters Score: Raw -8505.184668 + Penalty 518.851570 = -7986.333098 nChanged 11 SP:Iteration 3F (10.545811 sec): 3 clusters Score: Raw -8520.860141 + Penalty 524.503594 = -7996.356548 nChanged 4 SP:Iteration 4Q (10.546349 sec): 3 clusters Score: Raw -8526.359925 + Penalty 531.066705 = -7995.293221 nChanged 6 SP:Iteration 5F (10.546894 sec): 3 clusters Score: Raw -8534.273092 + Penalty 535.229067 = -7999.044025 nChanged 2 SP:Iteration 6Q (10.547420 sec): 3 clusters Score: Raw -8536.752940 + Penalty 535.229067 = -8001.523872 nChanged 0 SP:Iteration 7F (10.547964 sec): 3 clusters Score: Raw -8536.752940 + Penalty 535.229067 = -8001.523872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.548640 sec): 2 clusters Score: Raw -4095.874536 + Penalty 392.460361 = -3703.414175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.548993 sec): 3 clusters Score: Raw -4101.243671 + Penalty 803.292072 = -3297.951600 nChanged 8 SP:Iteration 1F (10.549340 sec): 3 clusters Score: Raw -4119.625384 + Penalty 813.469040 = -3306.156345 nChanged 3 SP:Iteration 2Q (10.549681 sec): 3 clusters Score: Raw -4125.298362 + Penalty 823.383878 = -3301.914485 nChanged 3 SP:Iteration 3F (10.550027 sec): 3 clusters Score: Raw -4132.926104 + Penalty 831.244923 = -3301.681181 nChanged 2 SP:Iteration 4F (10.550383 sec): 3 clusters Score: Raw -4136.055080 + Penalty 843.466532 = -3292.588548 nChanged 2 SP:Iteration 5F (10.550733 sec): 3 clusters Score: Raw -4140.216201 + Penalty 847.056535 = -3293.159665 nChanged 1 SP:Iteration 6Q (10.551063 sec): 3 clusters Score: Raw -4141.512299 + Penalty 847.056535 = -3294.455764 nChanged 0 SP:Iteration 7F (10.551412 sec): 3 clusters Score: Raw -4141.512299 + Penalty 847.056535 = -3294.455764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.557066 sec): 2 clusters Score: Raw -47694.709071 + Penalty 156.461701 = -47538.247370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.559117 sec): 3 clusters Score: Raw -47092.728597 + Penalty 312.574321 = -46780.154276 nChanged 462 SP:Iteration 1F (10.561117 sec): 3 clusters Score: Raw -47461.805287 + Penalty 312.806081 = -47148.999207 nChanged 89 SP:Iteration 2F (10.563165 sec): 3 clusters Score: Raw -47521.538157 + Penalty 313.431525 = -47208.106632 nChanged 44 SP:Iteration 3Q (10.565192 sec): 3 clusters Score: Raw -47539.840365 + Penalty 313.954818 = -47225.885547 nChanged 42 SP:Iteration 4Q (10.567220 sec): 3 clusters Score: Raw -47558.391199 + Penalty 315.507921 = -47242.883278 nChanged 44 SP:Iteration 5Q (10.569209 sec): 3 clusters Score: Raw -47586.073388 + Penalty 319.494473 = -47266.578915 nChanged 51 SP:Iteration 6Q (10.571196 sec): 3 clusters Score: Raw -47629.993908 + Penalty 326.771531 = -47303.222377 nChanged 67 SP:Iteration 7F (10.573190 sec): 3 clusters Score: Raw -47703.628766 + Penalty 329.834436 = -47373.794330 nChanged 55 SP:Iteration 8F (10.575185 sec): 3 clusters Score: Raw -47754.867476 + Penalty 334.281040 = -47420.586436 nChanged 44 SP:Iteration 9Q (10.577260 sec): 3 clusters Score: Raw -47796.969605 + Penalty 339.850966 = -47457.118640 nChanged 32 SP:Iteration 10F (10.579298 sec): 3 clusters Score: Raw -47828.981209 + Penalty 324.246818 = -47504.734390 nChanged 25 SP:Iteration 11Q (10.581291 sec): 3 clusters Score: Raw -47851.177879 + Penalty 323.858958 = -47527.318921 nChanged 14 SP:Iteration 12Q (10.583285 sec): 3 clusters Score: Raw -47857.498557 + Penalty 320.603656 = -47536.894901 nChanged 6 SP:Iteration 13Q (10.585320 sec): 3 clusters Score: Raw -47861.848466 + Penalty 309.108691 = -47552.739775 nChanged 7 SP:Iteration 14Q (10.587336 sec): 3 clusters Score: Raw -47864.236500 + Penalty 311.407864 = -47552.828636 nChanged 3 SP:Iteration 15Q (10.589326 sec): 3 clusters Score: Raw -47864.669732 + Penalty 311.407864 = -47553.261868 nChanged 0 SP:Iteration 16F (10.591317 sec): 3 clusters Score: Raw -47864.669732 + Penalty 311.407864 = -47553.261868 nChanged 0 Score: Raw -894549.234767 + Penalty 118854.562313 = -775694.672454 Splitting cluster 8 changes total score from -760488.981417 to -775694.672454 So it's getting split into cluster 86. Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.014392 sec): 2 clusters Score: Raw -34853.856613 + Penalty 167.722820 = -34686.133792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.015895 sec): 3 clusters Score: Raw -34451.154646 + Penalty 331.410055 = -34119.744590 nChanged 303 SP:Iteration 1F (12.017395 sec): 3 clusters Score: Raw -34657.014176 + Penalty 328.933672 = -34328.080504 nChanged 58 SP:Iteration 2F (12.018897 sec): 3 clusters Score: Raw -34683.298841 + Penalty 326.931902 = -34356.366939 nChanged 29 SP:Iteration 3Q (12.020372 sec): 3 clusters Score: Raw -34696.052544 + Penalty 325.076476 = -34370.976068 nChanged 25 SP:Iteration 4Q (12.021845 sec): 3 clusters Score: Raw -34714.593021 + Penalty 323.161375 = -34391.431646 nChanged 26 SP:Iteration 5Q (12.023313 sec): 3 clusters Score: Raw -34729.079990 + Penalty 322.702028 = -34406.377962 nChanged 14 SP:Iteration 6Q (12.024780 sec): 3 clusters Score: Raw -34735.899570 + Penalty 320.937644 = -34414.961926 nChanged 17 SP:Iteration 7Q (12.026231 sec): 3 clusters Score: Raw -34746.568400 + Penalty 320.057925 = -34426.510475 nChanged 22 SP:Iteration 8Q (12.027665 sec): 3 clusters Score: Raw -34757.209274 + Penalty 318.153527 = -34439.055747 nChanged 13 SP:Iteration 9Q (12.029125 sec): 3 clusters Score: Raw -34762.784552 + Penalty 317.863020 = -34444.921532 nChanged 9 SP:Iteration 10F (12.030602 sec): 3 clusters Score: Raw -34766.390054 + Penalty 318.529414 = -34447.860639 nChanged 12 SP:Iteration 11Q (12.032033 sec): 3 clusters Score: Raw -34771.205549 + Penalty 316.309285 = -34454.896264 nChanged 13 SP:Iteration 12Q (12.033444 sec): 3 clusters Score: Raw -34778.007581 + Penalty 315.988603 = -34462.018978 nChanged 12 SP:Iteration 13Q (12.034850 sec): 3 clusters Score: Raw -34785.043499 + Penalty 312.028427 = -34473.015072 nChanged 12 SP:Iteration 14Q (12.036249 sec): 3 clusters Score: Raw -34794.012989 + Penalty 313.050482 = -34480.962507 nChanged 12 SP:Iteration 15Q (12.037637 sec): 3 clusters Score: Raw -34802.004279 + Penalty 311.460612 = -34490.543667 nChanged 13 SP:Iteration 16Q (12.039057 sec): 3 clusters Score: Raw -34808.721922 + Penalty 314.308421 = -34494.413501 nChanged 13 SP:Iteration 17Q (12.040447 sec): 3 clusters Score: Raw -34817.064807 + Penalty 315.864964 = -34501.199843 nChanged 10 SP:Iteration 18Q (12.041830 sec): 3 clusters Score: Raw -34824.433070 + Penalty 317.979435 = -34506.453635 nChanged 6 SP:Iteration 19Q (12.043227 sec): 3 clusters Score: Raw -34828.000337 + Penalty 322.255314 = -34505.745023 nChanged 7 SP:Iteration 20F (12.044702 sec): 3 clusters Score: Raw -34833.365849 + Penalty 325.997741 = -34507.368107 nChanged 8 SP:Iteration 21Q (12.046059 sec): 3 clusters Score: Raw -34839.207739 + Penalty 326.621335 = -34512.586404 nChanged 7 SP:Iteration 22Q (12.047397 sec): 3 clusters Score: Raw -34842.700321 + Penalty 327.220651 = -34515.479670 nChanged 6 SP:Iteration 23Q (12.048726 sec): 3 clusters Score: Raw -34844.575524 + Penalty 325.687058 = -34518.888466 nChanged 6 SP:Iteration 24Q (12.050064 sec): 3 clusters Score: Raw -34846.351367 + Penalty 330.107573 = -34516.243794 nChanged 4 SP:Iteration 25F (12.051516 sec): 3 clusters Score: Raw -34848.249552 + Penalty 330.103222 = -34518.146330 nChanged 3 SP:Iteration 26Q (12.052892 sec): 3 clusters Score: Raw -34849.260265 + Penalty 337.162012 = -34512.098253 nChanged 4 SP:Iteration 27F (12.054341 sec): 3 clusters Score: Raw -34850.657037 + Penalty 340.404646 = -34510.252391 nChanged 4 SP:Iteration 28F (12.055794 sec): 3 clusters Score: Raw -34854.617611 + Penalty 329.496212 = -34525.121399 nChanged 2 SP:Iteration 29Q (12.057151 sec): 3 clusters Score: Raw -34857.554785 + Penalty 333.256233 = -34524.298552 nChanged 1 SP:Iteration 30F (12.058625 sec): 3 clusters Score: Raw -34858.599001 + Penalty 332.739544 = -34525.859457 nChanged 2 SP:Iteration 31Q (12.059915 sec): 3 clusters Score: Raw -34861.816465 + Penalty 335.002558 = -34526.813907 nChanged 1 SP:Iteration 32Q (12.061200 sec): 3 clusters Score: Raw -34861.805653 + Penalty 335.002558 = -34526.803095 nChanged 0 SP:Iteration 33F (12.062673 sec): 3 clusters Score: Raw -34861.805653 + Penalty 335.002558 = -34526.803095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.068107 sec): 2 clusters Score: Raw -48241.915645 + Penalty 65.726308 = -48176.189337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.070219 sec): 3 clusters Score: Raw -47585.729143 + Penalty 138.695237 = -47447.033906 nChanged 510 SP:Iteration 1F (12.072319 sec): 3 clusters Score: Raw -47986.843909 + Penalty 150.655454 = -47836.188455 nChanged 107 SP:Iteration 2F (12.074435 sec): 3 clusters Score: Raw -48093.788807 + Penalty 168.329485 = -47925.459323 nChanged 72 SP:Iteration 3F (12.076551 sec): 3 clusters Score: Raw -48167.047475 + Penalty 205.714956 = -47961.332519 nChanged 49 SP:Iteration 4Q (12.078588 sec): 3 clusters Score: Raw -48217.251384 + Penalty 209.073440 = -48008.177944 nChanged 19 SP:Iteration 5Q (12.080565 sec): 3 clusters Score: Raw -48247.765821 + Penalty 198.500413 = -48049.265408 nChanged 4 SP:Iteration 6Q (12.082236 sec): 3 clusters Score: Raw -48251.094930 + Penalty 196.281110 = -48054.813820 nChanged 2 SP:Iteration 7Q (12.083887 sec): 3 clusters Score: Raw -48252.466244 + Penalty 203.646106 = -48048.820138 nChanged 3 SP:Iteration 8F (12.085950 sec): 3 clusters Score: Raw -48254.757667 + Penalty 203.646106 = -48051.111561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.087879 sec): 2 clusters Score: Raw -688.821943 + Penalty 140.804456 = -548.017487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.088131 sec): 3 clusters Score: Raw -706.041890 + Penalty 281.547218 = -424.494673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.090313 sec): 2 clusters Score: Raw -16852.837504 + Penalty 217.516439 = -16635.321066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.091163 sec): 3 clusters Score: Raw -16677.718257 + Penalty 436.999734 = -16240.718523 nChanged 131 SP:Iteration 1F (12.092002 sec): 3 clusters Score: Raw -16820.427366 + Penalty 434.803377 = -16385.623989 nChanged 49 SP:Iteration 2F (12.092834 sec): 3 clusters Score: Raw -16902.720014 + Penalty 433.381260 = -16469.338754 nChanged 43 SP:Iteration 3F (12.093665 sec): 3 clusters Score: Raw -16952.569911 + Penalty 433.535078 = -16519.034833 nChanged 19 SP:Iteration 4F (12.094496 sec): 3 clusters Score: Raw -16965.848433 + Penalty 435.927730 = -16529.920703 nChanged 14 SP:Iteration 5Q (12.095303 sec): 3 clusters Score: Raw -16974.647264 + Penalty 436.762006 = -16537.885258 nChanged 10 SP:Iteration 6Q (12.096130 sec): 3 clusters Score: Raw -16978.705583 + Penalty 437.423929 = -16541.281655 nChanged 3 SP:Iteration 7Q (12.096957 sec): 3 clusters Score: Raw -16980.057449 + Penalty 437.142396 = -16542.915054 nChanged 1 SP:Iteration 8Q (12.097813 sec): 3 clusters Score: Raw -16980.306716 + Penalty 437.142396 = -16543.164321 nChanged 0 SP:Iteration 9F (12.098642 sec): 3 clusters Score: Raw -16980.306716 + Penalty 437.142396 = -16543.164321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.103006 sec): 2 clusters Score: Raw -51211.365051 + Penalty 311.559973 = -50899.805077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.105192 sec): 3 clusters Score: Raw -50551.310381 + Penalty 616.139879 = -49935.170502 nChanged 453 SP:Iteration 1F (12.107335 sec): 3 clusters Score: Raw -50853.033603 + Penalty 614.799221 = -50238.234382 nChanged 132 SP:Iteration 2F (12.109483 sec): 3 clusters Score: Raw -50948.420834 + Penalty 615.306753 = -50333.114082 nChanged 84 SP:Iteration 3F (12.111605 sec): 3 clusters Score: Raw -51017.017124 + Penalty 619.658917 = -50397.358207 nChanged 71 SP:Iteration 4F (12.113714 sec): 3 clusters Score: Raw -51084.286752 + Penalty 628.107798 = -50456.178953 nChanged 76 SP:Iteration 5F (12.115816 sec): 3 clusters Score: Raw -51166.504003 + Penalty 635.408701 = -50531.095302 nChanged 52 SP:Iteration 6Q (12.117836 sec): 3 clusters Score: Raw -51219.230319 + Penalty 639.439808 = -50579.790511 nChanged 34 SP:Iteration 7Q (12.119832 sec): 3 clusters Score: Raw -51246.594161 + Penalty 642.552806 = -50604.041355 nChanged 25 SP:Iteration 8Q (12.121802 sec): 3 clusters Score: Raw -51265.143802 + Penalty 646.058330 = -50619.085472 nChanged 22 SP:Iteration 9Q (12.123753 sec): 3 clusters Score: Raw -51281.895952 + Penalty 648.804402 = -50633.091551 nChanged 17 SP:Iteration 10F (12.125805 sec): 3 clusters Score: Raw -51294.300851 + Penalty 653.009977 = -50641.290873 nChanged 20 SP:Iteration 11Q (12.127723 sec): 3 clusters Score: Raw -51310.590446 + Penalty 656.766079 = -50653.824367 nChanged 17 SP:Iteration 12Q (12.129621 sec): 3 clusters Score: Raw -51328.108037 + Penalty 659.611897 = -50668.496140 nChanged 16 SP:Iteration 13Q (12.131489 sec): 3 clusters Score: Raw -51342.625168 + Penalty 662.500874 = -50680.124293 nChanged 18 SP:Iteration 14Q (12.133348 sec): 3 clusters Score: Raw -51360.699277 + Penalty 665.230372 = -50695.468904 nChanged 16 SP:Iteration 15Q (12.135187 sec): 3 clusters Score: Raw -51369.878983 + Penalty 668.374650 = -50701.504333 nChanged 14 SP:Iteration 16Q (12.137027 sec): 3 clusters Score: Raw -51376.842083 + Penalty 670.009420 = -50706.832663 nChanged 11 SP:Iteration 17Q (12.138852 sec): 3 clusters Score: Raw -51384.690906 + Penalty 673.410158 = -50711.280747 nChanged 12 SP:Iteration 18Q (12.140674 sec): 3 clusters Score: Raw -51392.907279 + Penalty 674.840457 = -50718.066822 nChanged 9 SP:Iteration 19Q (12.142491 sec): 3 clusters Score: Raw -51396.872668 + Penalty 676.799810 = -50720.072858 nChanged 6 SP:Iteration 20F (12.144543 sec): 3 clusters Score: Raw -51399.579231 + Penalty 678.305758 = -50721.273473 nChanged 6 SP:Iteration 21Q (12.146365 sec): 3 clusters Score: Raw -51400.942392 + Penalty 678.766846 = -50722.175546 nChanged 2 SP:Iteration 22Q (12.148182 sec): 3 clusters Score: Raw -51402.889808 + Penalty 679.556572 = -50723.333236 nChanged 4 SP:Iteration 23Q (12.150001 sec): 3 clusters Score: Raw -51405.333683 + Penalty 680.126264 = -50725.207419 nChanged 3 SP:Iteration 24Q (12.151813 sec): 3 clusters Score: Raw -51405.926876 + Penalty 679.899174 = -50726.027702 nChanged 4 SP:Iteration 25Q (12.153622 sec): 3 clusters Score: Raw -51410.360507 + Penalty 680.647881 = -50729.712626 nChanged 3 SP:Iteration 26Q (12.155456 sec): 3 clusters Score: Raw -51411.495055 + Penalty 681.654659 = -50729.840396 nChanged 2 SP:Iteration 27Q (12.157302 sec): 3 clusters Score: Raw -51411.873915 + Penalty 681.112051 = -50730.761864 nChanged 3 SP:Iteration 28Q (12.159136 sec): 3 clusters Score: Raw -51413.490836 + Penalty 681.979866 = -50731.510971 nChanged 4 SP:Iteration 29Q (12.160937 sec): 3 clusters Score: Raw -51414.699644 + Penalty 683.071702 = -50731.627942 nChanged 3 SP:Iteration 30F (12.163023 sec): 3 clusters Score: Raw -51415.537628 + Penalty 684.371017 = -50731.166611 nChanged 4 SP:Iteration 31F (12.165078 sec): 3 clusters Score: Raw -51417.543253 + Penalty 685.586777 = -50731.956477 nChanged 4 SP:Iteration 32Q (12.166864 sec): 3 clusters Score: Raw -51419.957363 + Penalty 686.023716 = -50733.933646 nChanged 5 SP:Iteration 33Q (12.168646 sec): 3 clusters Score: Raw -51421.859877 + Penalty 687.555050 = -50734.304827 nChanged 5 SP:Iteration 34Q (12.170431 sec): 3 clusters Score: Raw -51425.075041 + Penalty 689.048790 = -50736.026251 nChanged 5 SP:Iteration 35Q (12.172208 sec): 3 clusters Score: Raw -51427.385904 + Penalty 690.710398 = -50736.675506 nChanged 4 SP:Iteration 36Q (12.173977 sec): 3 clusters Score: Raw -51428.813135 + Penalty 690.401420 = -50738.411716 nChanged 2 SP:Iteration 37Q (12.175818 sec): 3 clusters Score: Raw -51430.351871 + Penalty 690.324016 = -50740.027855 nChanged 3 SP:Iteration 38Q (12.177621 sec): 3 clusters Score: Raw -51431.327894 + Penalty 690.203014 = -50741.124879 nChanged 1 SP:Iteration 39Q (12.179427 sec): 3 clusters Score: Raw -51431.781532 + Penalty 690.923359 = -50740.858173 nChanged 1 SP:Iteration 40F (12.181592 sec): 3 clusters Score: Raw -51432.155872 + Penalty 691.368074 = -50740.787798 nChanged 1 SP:Iteration 41F (12.183703 sec): 3 clusters Score: Raw -51432.693237 + Penalty 690.986948 = -50741.706289 nChanged 1 SP:Iteration 42Q (12.185527 sec): 3 clusters Score: Raw -51433.254738 + Penalty 690.986948 = -50742.267790 nChanged 0 SP:Iteration 43F (12.187598 sec): 3 clusters Score: Raw -51433.254738 + Penalty 690.986948 = -50742.267790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.188240 sec): 2 clusters Score: Raw -1458.593666 + Penalty 224.004019 = -1234.589647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.188513 sec): 3 clusters Score: Raw -1465.291339 + Penalty 457.066280 = -1008.225059 nChanged 2 SP:Iteration 1F (12.188777 sec): 3 clusters Score: Raw -1470.847209 + Penalty 460.812621 = -1010.034588 nChanged 1 SP:Iteration 2Q (12.189041 sec): 3 clusters Score: Raw -1473.109544 + Penalty 460.812621 = -1012.296923 nChanged 0 SP:Iteration 3F (12.189303 sec): 3 clusters Score: Raw -1473.109544 + Penalty 460.812621 = -1012.296923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 15 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.189772 sec): 2 clusters Score: Raw -304.735793 + Penalty 116.629006 = -188.106787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.189988 sec): 3 clusters Score: Raw -300.845599 + Penalty 254.662979 = -46.182621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 16 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.191230 sec): 2 clusters Score: Raw -14087.838999 + Penalty 144.252685 = -13943.586313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.191972 sec): 3 clusters Score: Raw -13923.873965 + Penalty 287.409450 = -13636.464515 nChanged 105 SP:Iteration 1F (12.192731 sec): 3 clusters Score: Raw -14001.469131 + Penalty 291.535459 = -13709.933672 nChanged 34 SP:Iteration 2F (12.193463 sec): 3 clusters Score: Raw -14032.679052 + Penalty 296.544410 = -13736.134642 nChanged 24 SP:Iteration 3F (12.194195 sec): 3 clusters Score: Raw -14054.941161 + Penalty 297.760004 = -13757.181157 nChanged 9 SP:Iteration 4Q (12.194920 sec): 3 clusters Score: Raw -14063.861990 + Penalty 297.687601 = -13766.174390 nChanged 7 SP:Iteration 5Q (12.195641 sec): 3 clusters Score: Raw -14066.853189 + Penalty 297.844624 = -13769.008565 nChanged 3 SP:Iteration 6Q (12.196359 sec): 3 clusters Score: Raw -14068.235204 + Penalty 297.817711 = -13770.417494 nChanged 4 SP:Iteration 7Q (12.197099 sec): 3 clusters Score: Raw -14071.574210 + Penalty 298.952716 = -13772.621494 nChanged 4 SP:Iteration 8Q (12.197815 sec): 3 clusters Score: Raw -14074.278997 + Penalty 297.493378 = -13776.785619 nChanged 5 SP:Iteration 9Q (12.198526 sec): 3 clusters Score: Raw -14077.645289 + Penalty 296.865100 = -13780.780189 nChanged 1 SP:Iteration 10F (12.199259 sec): 3 clusters Score: Raw -14078.538604 + Penalty 296.586798 = -13781.951806 nChanged 1 SP:Iteration 11Q (12.199966 sec): 3 clusters Score: Raw -14078.836639 + Penalty 296.459927 = -13782.376712 nChanged 1 SP:Iteration 12Q (12.200671 sec): 3 clusters Score: Raw -14078.969723 + Penalty 296.459927 = -13782.509796 nChanged 0 SP:Iteration 13F (12.201400 sec): 3 clusters Score: Raw -14078.969723 + Penalty 296.459927 = -13782.509796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.203849 sec): 2 clusters Score: Raw -18820.261965 + Penalty 135.685506 = -18684.576459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.204832 sec): 3 clusters Score: Raw -18580.974877 + Penalty 301.160803 = -18279.814075 nChanged 185 SP:Iteration 1F (12.205800 sec): 3 clusters Score: Raw -18815.830891 + Penalty 321.182848 = -18494.648043 nChanged 53 SP:Iteration 2F (12.206766 sec): 3 clusters Score: Raw -18877.213698 + Penalty 329.172451 = -18548.041248 nChanged 20 SP:Iteration 3Q (12.207700 sec): 3 clusters Score: Raw -18904.236948 + Penalty 328.934769 = -18575.302179 nChanged 16 SP:Iteration 4Q (12.208621 sec): 3 clusters Score: Raw -18915.734404 + Penalty 325.569185 = -18590.165219 nChanged 4 SP:Iteration 5Q (12.209513 sec): 3 clusters Score: Raw -18918.297482 + Penalty 324.611039 = -18593.686443 nChanged 3 SP:Iteration 6Q (12.210399 sec): 3 clusters Score: Raw -18919.897651 + Penalty 322.571789 = -18597.325862 nChanged 2 SP:Iteration 7Q (12.211283 sec): 3 clusters Score: Raw -18920.462466 + Penalty 320.892016 = -18599.570450 nChanged 3 SP:Iteration 8Q (12.212168 sec): 3 clusters Score: Raw -18922.454118 + Penalty 320.892016 = -18601.562102 nChanged 0 SP:Iteration 9F (12.213132 sec): 3 clusters Score: Raw -18922.454118 + Penalty 320.892016 = -18601.562102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.214138 sec): 2 clusters Score: Raw -163.090947 + Penalty 83.079883 = -80.011064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.214349 sec): 3 clusters Score: Raw -153.324470 + Penalty 168.055703 = 14.731233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.215176 sec): 2 clusters Score: Raw -1380.835744 + Penalty 116.315667 = -1264.520077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.215449 sec): 3 clusters Score: Raw -1402.278786 + Penalty 234.846264 = -1167.432522 nChanged 4 SP:Iteration 1F (12.215715 sec): 3 clusters Score: Raw -1411.279867 + Penalty 234.846264 = -1176.433603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.216481 sec): 2 clusters Score: Raw -719.657466 + Penalty 177.094574 = -542.562892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.216717 sec): 3 clusters Score: Raw -735.487402 + Penalty 348.683532 = -386.803869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.218141 sec): 2 clusters Score: Raw -12842.874849 + Penalty 577.552404 = -12265.322445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.218811 sec): 3 clusters Score: Raw -12805.871900 + Penalty 1153.478431 = -11652.393469 nChanged 65 SP:Iteration 1F (12.219499 sec): 3 clusters Score: Raw -12884.458941 + Penalty 1156.351373 = -11728.107568 nChanged 18 SP:Iteration 2F (12.220166 sec): 3 clusters Score: Raw -12916.960466 + Penalty 1159.461755 = -11757.498711 nChanged 8 SP:Iteration 3Q (12.220804 sec): 3 clusters Score: Raw -12928.561413 + Penalty 1163.217083 = -11765.344330 nChanged 6 SP:Iteration 4Q (12.221436 sec): 3 clusters Score: Raw -12936.875624 + Penalty 1164.400062 = -11772.475562 nChanged 2 SP:Iteration 5Q (12.222070 sec): 3 clusters Score: Raw -12939.262230 + Penalty 1165.368686 = -11773.893544 nChanged 2 SP:Iteration 6Q (12.222700 sec): 3 clusters Score: Raw -12941.476678 + Penalty 1166.052316 = -11775.424362 nChanged 2 SP:Iteration 7Q (12.223331 sec): 3 clusters Score: Raw -12942.631311 + Penalty 1166.052316 = -11776.578995 nChanged 0 SP:Iteration 8F (12.223986 sec): 3 clusters Score: Raw -12942.631311 + Penalty 1166.052316 = -11776.578995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.225333 sec): 2 clusters Score: Raw -9467.392816 + Penalty 379.019211 = -9088.373605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.225901 sec): 3 clusters Score: Raw -9398.503751 + Penalty 757.919063 = -8640.584688 nChanged 37 SP:Iteration 1F (12.226461 sec): 3 clusters Score: Raw -9442.289942 + Penalty 758.031698 = -8684.258244 nChanged 20 SP:Iteration 2F (12.227019 sec): 3 clusters Score: Raw -9481.769580 + Penalty 757.860841 = -8723.908739 nChanged 13 SP:Iteration 3F (12.227577 sec): 3 clusters Score: Raw -9493.358317 + Penalty 757.710487 = -8735.647829 nChanged 8 SP:Iteration 4Q (12.228123 sec): 3 clusters Score: Raw -9510.763734 + Penalty 757.906670 = -8752.857065 nChanged 6 SP:Iteration 5Q (12.228658 sec): 3 clusters Score: Raw -9520.575381 + Penalty 757.700257 = -8762.875124 nChanged 5 SP:Iteration 6Q (12.229192 sec): 3 clusters Score: Raw -9526.595396 + Penalty 757.507378 = -8769.088018 nChanged 4 SP:Iteration 7Q (12.229720 sec): 3 clusters Score: Raw -9535.013881 + Penalty 757.520378 = -8777.493503 nChanged 2 SP:Iteration 8Q (12.230243 sec): 3 clusters Score: Raw -9539.822791 + Penalty 757.727298 = -8782.095493 nChanged 5 SP:Iteration 9Q (12.230765 sec): 3 clusters Score: Raw -9546.560056 + Penalty 758.319323 = -8788.240733 nChanged 2 SP:Iteration 10F (12.231322 sec): 3 clusters Score: Raw -9550.015146 + Penalty 759.087739 = -8790.927407 nChanged 3 SP:Iteration 11Q (12.231837 sec): 3 clusters Score: Raw -9554.172634 + Penalty 760.089506 = -8794.083128 nChanged 2 SP:Iteration 12Q (12.232345 sec): 3 clusters Score: Raw -9556.239027 + Penalty 760.578706 = -8795.660321 nChanged 1 SP:Iteration 13Q (12.232852 sec): 3 clusters Score: Raw -9558.984139 + Penalty 762.825404 = -8796.158735 nChanged 2 SP:Iteration 14Q (12.233356 sec): 3 clusters Score: Raw -9561.306340 + Penalty 762.825404 = -8798.480937 nChanged 0 SP:Iteration 15F (12.233913 sec): 3 clusters Score: Raw -9561.306340 + Penalty 762.825404 = -8798.480937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.235610 sec): 2 clusters Score: Raw -16303.240784 + Penalty 595.955930 = -15707.284854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.236428 sec): 3 clusters Score: Raw -16205.359958 + Penalty 1192.108408 = -15013.251550 nChanged 88 SP:Iteration 1F (12.237236 sec): 3 clusters Score: Raw -16299.197908 + Penalty 1191.348410 = -15107.849498 nChanged 31 SP:Iteration 2F (12.238039 sec): 3 clusters Score: Raw -16338.122666 + Penalty 1190.856988 = -15147.265678 nChanged 12 SP:Iteration 3Q (12.238833 sec): 3 clusters Score: Raw -16353.319101 + Penalty 1191.225955 = -15162.093145 nChanged 4 SP:Iteration 4Q (12.239624 sec): 3 clusters Score: Raw -16358.249025 + Penalty 1190.923123 = -15167.325901 nChanged 4 SP:Iteration 5Q (12.240408 sec): 3 clusters Score: Raw -16364.443415 + Penalty 1190.194754 = -15174.248661 nChanged 5 SP:Iteration 6Q (12.241217 sec): 3 clusters Score: Raw -16369.807546 + Penalty 1190.196320 = -15179.611225 nChanged 3 SP:Iteration 7Q (12.242001 sec): 3 clusters Score: Raw -16373.500705 + Penalty 1190.046527 = -15183.454178 nChanged 3 SP:Iteration 8Q (12.242782 sec): 3 clusters Score: Raw -16376.109234 + Penalty 1190.055688 = -15186.053546 nChanged 2 SP:Iteration 9Q (12.243563 sec): 3 clusters Score: Raw -16380.151061 + Penalty 1190.168796 = -15189.982265 nChanged 1 SP:Iteration 10F (12.244366 sec): 3 clusters Score: Raw -16381.730038 + Penalty 1190.168796 = -15191.561242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 24 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.246768 sec): 2 clusters Score: Raw -25455.553141 + Penalty 181.440756 = -25274.112386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.247965 sec): 3 clusters Score: Raw -25119.369300 + Penalty 395.371757 = -24723.997542 nChanged 218 SP:Iteration 1F (12.249147 sec): 3 clusters Score: Raw -25298.298350 + Penalty 440.436784 = -24857.861566 nChanged 82 SP:Iteration 2F (12.250324 sec): 3 clusters Score: Raw -25381.785907 + Penalty 479.022272 = -24902.763635 nChanged 43 SP:Iteration 3F (12.251502 sec): 3 clusters Score: Raw -25423.670373 + Penalty 507.322144 = -24916.348229 nChanged 22 SP:Iteration 4Q (12.252647 sec): 3 clusters Score: Raw -25443.539608 + Penalty 520.116422 = -24923.423185 nChanged 14 SP:Iteration 5Q (12.253750 sec): 3 clusters Score: Raw -25453.208468 + Penalty 525.725183 = -24927.483284 nChanged 6 SP:Iteration 6Q (12.254821 sec): 3 clusters Score: Raw -25456.147798 + Penalty 528.202492 = -24927.945305 nChanged 2 SP:Iteration 7Q (12.255880 sec): 3 clusters Score: Raw -25456.719043 + Penalty 528.007954 = -24928.711089 nChanged 1 SP:Iteration 8Q (12.256936 sec): 3 clusters Score: Raw -25458.743445 + Penalty 530.349095 = -24928.394350 nChanged 3 SP:Iteration 9F (12.258111 sec): 3 clusters Score: Raw -25460.295525 + Penalty 530.442305 = -24929.853220 nChanged 2 SP:Iteration 10F (12.259291 sec): 3 clusters Score: Raw -25461.136156 + Penalty 535.052671 = -24926.083486 nChanged 4 SP:Iteration 11F (12.260467 sec): 3 clusters Score: Raw -25462.713555 + Penalty 541.131325 = -24921.582230 nChanged 3 SP:Iteration 12F (12.261650 sec): 3 clusters Score: Raw -25464.447885 + Penalty 551.393678 = -24913.054206 nChanged 3 SP:Iteration 13F (12.262846 sec): 3 clusters Score: Raw -25466.014462 + Penalty 551.393678 = -24914.620784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.263845 sec): 2 clusters Score: Raw -1664.576249 + Penalty 356.186635 = -1308.389614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.264116 sec): 3 clusters Score: Raw -1712.152951 + Penalty 714.572685 = -997.580265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.264898 sec): 2 clusters Score: Raw -599.737865 + Penalty 180.097028 = -419.640837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.265131 sec): 3 clusters Score: Raw -612.175395 + Penalty 340.284000 = -271.891395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.265909 sec): 2 clusters Score: Raw -1020.067807 + Penalty 168.111613 = -851.956194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.266157 sec): 3 clusters Score: Raw -1057.708556 + Penalty 334.032300 = -723.676256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.267475 sec): 2 clusters Score: Raw -5563.107781 + Penalty 442.716642 = -5120.391139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.267956 sec): 3 clusters Score: Raw -5629.416608 + Penalty 891.620776 = -4737.795832 nChanged 25 SP:Iteration 1F (12.268421 sec): 3 clusters Score: Raw -5670.150204 + Penalty 897.219190 = -4772.931014 nChanged 8 SP:Iteration 2F (12.268864 sec): 3 clusters Score: Raw -5688.072717 + Penalty 901.486737 = -4786.585980 nChanged 4 SP:Iteration 3Q (12.269290 sec): 3 clusters Score: Raw -5694.672513 + Penalty 901.486737 = -4793.185776 nChanged 0 SP:Iteration 4F (12.269733 sec): 3 clusters Score: Raw -5694.672513 + Penalty 901.486737 = -4793.185776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.270594 sec): 2 clusters Score: Raw -600.132398 + Penalty 115.663532 = -484.468865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.270831 sec): 3 clusters Score: Raw -628.003735 + Penalty 234.812086 = -393.191649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.271841 sec): 2 clusters Score: Raw -3140.259304 + Penalty 373.517203 = -2766.742101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.272169 sec): 3 clusters Score: Raw -3179.609253 + Penalty 746.332496 = -2433.276757 nChanged 4 SP:Iteration 1F (12.272488 sec): 3 clusters Score: Raw -3195.806404 + Penalty 745.601542 = -2450.204862 nChanged 1 SP:Iteration 2Q (12.272799 sec): 3 clusters Score: Raw -3200.356683 + Penalty 745.601542 = -2454.755142 nChanged 0 SP:Iteration 3F (12.273117 sec): 3 clusters Score: Raw -3200.356683 + Penalty 745.601542 = -2454.755142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.273938 sec): 2 clusters Score: Raw -796.274978 + Penalty 217.530151 = -578.744827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.274184 sec): 3 clusters Score: Raw -804.805122 + Penalty 432.615158 = -372.189964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.274916 sec): 2 clusters Score: Raw -161.585496 + Penalty 105.737565 = -55.847930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.275124 sec): 3 clusters Score: Raw -156.130441 + Penalty 211.091417 = 54.960976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.275874 sec): 2 clusters Score: Raw -546.471731 + Penalty 242.528265 = -303.943466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.276103 sec): 3 clusters Score: Raw -560.371789 + Penalty 484.899807 = -75.471982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.276835 sec): 2 clusters Score: Raw -259.445985 + Penalty 103.028209 = -156.417776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.277044 sec): 3 clusters Score: Raw -255.769096 + Penalty 192.974647 = -62.794449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.277788 sec): 2 clusters Score: Raw -411.687335 + Penalty 134.593942 = -277.093393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.278011 sec): 3 clusters Score: Raw -422.741778 + Penalty 267.123874 = -155.617904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.278756 sec): 2 clusters Score: Raw -237.662395 + Penalty 168.901478 = -68.760916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.278955 sec): 2 clusters Score: Raw -237.662395 + Penalty 168.901478 = -68.760916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.279893 sec): 2 clusters Score: Raw -3862.741963 + Penalty 86.776185 = -3775.965778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.280262 sec): 3 clusters Score: Raw -3832.272612 + Penalty 170.106343 = -3662.166269 nChanged 20 SP:Iteration 1F (12.280625 sec): 3 clusters Score: Raw -3856.627058 + Penalty 167.937295 = -3688.689762 nChanged 6 SP:Iteration 2F (12.280990 sec): 3 clusters Score: Raw -3866.270136 + Penalty 167.287812 = -3698.982324 nChanged 4 SP:Iteration 3Q (12.281349 sec): 3 clusters Score: Raw -3872.293212 + Penalty 169.076720 = -3703.216492 nChanged 1 SP:Iteration 4Q (12.281701 sec): 3 clusters Score: Raw -3878.407558 + Penalty 172.146354 = -3706.261204 nChanged 1 SP:Iteration 5Q (12.282053 sec): 3 clusters Score: Raw -3882.678766 + Penalty 172.535069 = -3710.143697 nChanged 1 SP:Iteration 6Q (12.282404 sec): 3 clusters Score: Raw -3884.570154 + Penalty 172.535069 = -3712.035085 nChanged 0 SP:Iteration 7F (12.282770 sec): 3 clusters Score: Raw -3884.570154 + Penalty 172.535069 = -3712.035085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.283562 sec): 2 clusters Score: Raw -521.610677 + Penalty 204.662139 = -316.948538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.283788 sec): 3 clusters Score: Raw -529.318235 + Penalty 429.302047 = -100.016188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.284574 sec): 2 clusters Score: Raw -1264.567481 + Penalty 316.489899 = -948.077582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.284833 sec): 3 clusters Score: Raw -1306.192309 + Penalty 632.379454 = -673.812855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.285617 sec): 2 clusters Score: Raw -1103.173528 + Penalty 457.177831 = -645.995697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.285871 sec): 3 clusters Score: Raw -1269.339347 + Penalty 916.591348 = -352.747999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.286676 sec): 2 clusters Score: Raw -1402.522522 + Penalty 165.513683 = -1237.008839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.286942 sec): 3 clusters Score: Raw -1421.489561 + Penalty 331.060872 = -1090.428689 nChanged 2 SP:Iteration 1F (12.287204 sec): 3 clusters Score: Raw -1426.802948 + Penalty 331.060872 = -1095.742076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.287978 sec): 2 clusters Score: Raw -714.206644 + Penalty 187.092311 = -527.114333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.288215 sec): 3 clusters Score: Raw -763.889801 + Penalty 370.026564 = -393.863237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.288982 sec): 2 clusters Score: Raw -682.904353 + Penalty 126.601027 = -556.303326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.289217 sec): 3 clusters Score: Raw -694.904004 + Penalty 252.129578 = -442.774426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.290018 sec): 2 clusters Score: Raw -989.840374 + Penalty 168.306687 = -821.533687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.290266 sec): 3 clusters Score: Raw -1016.634623 + Penalty 337.684403 = -678.950220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.291016 sec): 2 clusters Score: Raw -494.527594 + Penalty 214.332824 = -280.194770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.291243 sec): 3 clusters Score: Raw -516.175206 + Penalty 428.665647 = -87.509559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.292001 sec): 2 clusters Score: Raw -754.388471 + Penalty 226.619178 = -527.769293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.292239 sec): 3 clusters Score: Raw -772.842863 + Penalty 463.387960 = -309.454902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.292968 sec): 2 clusters Score: Raw -217.933474 + Penalty 104.478060 = -113.455414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.293165 sec): 2 clusters Score: Raw -217.933474 + Penalty 104.478060 = -113.455414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.293918 sec): 2 clusters Score: Raw -698.279488 + Penalty 145.067180 = -553.212307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.294155 sec): 3 clusters Score: Raw -721.398858 + Penalty 287.744878 = -433.653981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.294908 sec): 2 clusters Score: Raw -735.947833 + Penalty 281.643585 = -454.304248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.295138 sec): 3 clusters Score: Raw -735.839116 + Penalty 576.647893 = -159.191223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.295897 sec): 2 clusters Score: Raw -897.669135 + Penalty 375.326145 = -522.342990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.296135 sec): 3 clusters Score: Raw -940.900923 + Penalty 750.675007 = -190.225917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.296906 sec): 2 clusters Score: Raw -965.103912 + Penalty 306.493791 = -658.610121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.297150 sec): 3 clusters Score: Raw -1049.725545 + Penalty 610.310111 = -439.415433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.297883 sec): 2 clusters Score: Raw -262.633756 + Penalty 105.638340 = -156.995416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.298095 sec): 3 clusters Score: Raw -257.508864 + Penalty 216.502437 = -41.006427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.298861 sec): 2 clusters Score: Raw -1048.231593 + Penalty 241.799908 = -806.431685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.299119 sec): 3 clusters Score: Raw -1058.489552 + Penalty 486.061595 = -572.427957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.299846 sec): 2 clusters Score: Raw -49.329266 + Penalty 0.000000 = -49.329266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.300035 sec): 2 clusters Score: Raw -49.329266 + Penalty 0.000000 = -49.329266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.300830 sec): 2 clusters Score: Raw -1463.205141 + Penalty 516.002929 = -947.202212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.301096 sec): 3 clusters Score: Raw -1645.114511 + Penalty 1030.667934 = -614.446577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.301950 sec): 2 clusters Score: Raw -2340.358829 + Penalty 196.936213 = -2143.422616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.302250 sec): 3 clusters Score: Raw -2330.520046 + Penalty 409.602892 = -1920.917154 nChanged 6 SP:Iteration 1F (12.302549 sec): 3 clusters Score: Raw -2341.654458 + Penalty 421.326593 = -1920.327865 nChanged 4 SP:Iteration 2F (12.302842 sec): 3 clusters Score: Raw -2348.055520 + Penalty 440.915944 = -1907.139576 nChanged 2 SP:Iteration 3F (12.303134 sec): 3 clusters Score: Raw -2358.918348 + Penalty 440.915944 = -1918.002403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 58 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.303956 sec): 2 clusters Score: Raw -1631.771118 + Penalty 301.117888 = -1330.653230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.304225 sec): 3 clusters Score: Raw -1654.032168 + Penalty 604.082535 = -1049.949633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.304992 sec): 2 clusters Score: Raw -554.422248 + Penalty 265.357450 = -289.064798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.305221 sec): 3 clusters Score: Raw -634.347632 + Penalty 530.714901 = -103.632731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.305998 sec): 2 clusters Score: Raw -1106.058089 + Penalty 218.222484 = -887.835604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.306247 sec): 3 clusters Score: Raw -1142.862478 + Penalty 427.675810 = -715.186668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.306979 sec): 2 clusters Score: Raw -269.867005 + Penalty 153.121291 = -116.745713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.307193 sec): 3 clusters Score: Raw -266.381244 + Penalty 369.434126 = 103.052882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.307948 sec): 2 clusters Score: Raw -704.665961 + Penalty 357.089180 = -347.576782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.308183 sec): 3 clusters Score: Raw -775.459782 + Penalty 715.915463 = -59.544319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.308943 sec): 2 clusters Score: Raw -815.038322 + Penalty 350.573009 = -464.465313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.309177 sec): 3 clusters Score: Raw -862.505490 + Penalty 697.985607 = -164.519883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.309931 sec): 2 clusters Score: Raw -289.827517 + Penalty 131.532680 = -158.294837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.310146 sec): 3 clusters Score: Raw -294.023412 + Penalty 288.920667 = -5.102744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.310894 sec): 2 clusters Score: Raw -528.318469 + Penalty 180.164532 = -348.153936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.311121 sec): 3 clusters Score: Raw -549.757201 + Penalty 360.718714 = -189.038488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.311882 sec): 2 clusters Score: Raw -713.098619 + Penalty 145.715109 = -567.383510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.312120 sec): 3 clusters Score: Raw -723.919662 + Penalty 296.572724 = -427.346938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.312844 sec): 2 clusters Score: Raw -110.369169 + Penalty 73.920599 = -36.448569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.313036 sec): 2 clusters Score: Raw -110.369169 + Penalty 73.920599 = -36.448569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 68 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.313763 sec): 2 clusters Score: Raw -216.233898 + Penalty 129.768483 = -86.465416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.313975 sec): 3 clusters Score: Raw -212.811146 + Penalty 259.536965 = 46.725819 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 (12.314700 sec): 2 clusters Score: Raw -158.483538 + Penalty 86.658980 = -71.824558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.314905 sec): 3 clusters Score: Raw -152.666096 + Penalty 156.961085 = 4.294989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.315640 sec): 2 clusters Score: Raw -318.092397 + Penalty 171.061605 = -147.030792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.315856 sec): 3 clusters Score: Raw -317.462238 + Penalty 327.052937 = 9.590699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.316588 sec): 2 clusters Score: Raw -224.246982 + Penalty 85.264808 = -138.982174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.316802 sec): 3 clusters Score: Raw -232.736901 + Penalty 158.761926 = -73.974975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.317542 sec): 2 clusters Score: Raw -394.645929 + Penalty 130.672982 = -263.972947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.317763 sec): 3 clusters Score: Raw -392.481254 + Penalty 255.436890 = -137.044364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.318500 sec): 2 clusters Score: Raw -376.068968 + Penalty 89.063141 = -287.005827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.318737 sec): 3 clusters Score: Raw -373.896606 + Penalty 183.905521 = -189.991085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.319468 sec): 2 clusters Score: Raw -154.036906 + Penalty 79.376637 = -74.660269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.319678 sec): 3 clusters Score: Raw -147.379497 + Penalty 156.831175 = 9.451678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.320421 sec): 2 clusters Score: Raw -470.111783 + Penalty 164.736341 = -305.375441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.320644 sec): 3 clusters Score: Raw -477.462868 + Penalty 329.745292 = -147.717576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.321381 sec): 2 clusters Score: Raw -399.693610 + Penalty 163.718053 = -235.975557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.321601 sec): 3 clusters Score: Raw -400.616281 + Penalty 367.381418 = -33.234863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.322326 sec): 2 clusters Score: Raw -155.723214 + Penalty 73.662870 = -82.060343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.322536 sec): 3 clusters Score: Raw -150.171397 + Penalty 154.703491 = 4.532094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.323262 sec): 2 clusters Score: Raw -242.988613 + Penalty 169.109761 = -73.878852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.323474 sec): 3 clusters Score: Raw -228.663715 + Penalty 327.347075 = 98.683361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.324197 sec): 2 clusters Score: Raw -179.712855 + Penalty 138.541512 = -41.171343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.324392 sec): 2 clusters Score: Raw -179.712855 + Penalty 138.541512 = -41.171343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.325131 sec): 2 clusters Score: Raw -441.757616 + Penalty 102.316389 = -339.441227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.325352 sec): 3 clusters Score: Raw -445.534562 + Penalty 201.182906 = -244.351657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.326076 sec): 2 clusters Score: Raw -163.269565 + Penalty 116.973192 = -46.296373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.326285 sec): 3 clusters Score: Raw -155.980632 + Penalty 232.839081 = 76.858449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327014 sec): 2 clusters Score: Raw -229.690720 + Penalty 160.637997 = -69.052722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.327226 sec): 3 clusters Score: Raw -217.383280 + Penalty 321.275995 = 103.892714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327954 sec): 2 clusters Score: Raw -284.246635 + Penalty 177.959702 = -106.286933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.328166 sec): 2 clusters Score: Raw -284.246635 + Penalty 177.959702 = -106.286933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.328896 sec): 2 clusters Score: Raw -232.618401 + Penalty 142.237330 = -90.381071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.329110 sec): 3 clusters Score: Raw -220.261193 + Penalty 142.237330 = -78.023863 nChanged 1 SP:Iteration 1F (12.329302 sec): 2 clusters Score: Raw -232.618401 + Penalty 142.237330 = -90.381071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330032 sec): 2 clusters Score: Raw -232.104297 + Penalty 44.342777 = -187.761520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.330239 sec): 3 clusters Score: Raw -227.700567 + Penalty 82.944277 = -144.756291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330964 sec): 2 clusters Score: Raw -197.757522 + Penalty 48.191106 = -149.566416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.331175 sec): 3 clusters Score: Raw -190.803559 + Penalty 96.382212 = -94.421347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.331905 sec): 2 clusters Score: Raw -271.869871 + Penalty 166.418201 = -105.451670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.332119 sec): 3 clusters Score: Raw -267.737794 + Penalty 330.878440 = 63.140646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.332841 sec): 2 clusters Score: Raw -107.250911 + Penalty 73.041744 = -34.209168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.333033 sec): 2 clusters Score: Raw -107.250911 + Penalty 73.041744 = -34.209168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.333765 sec): 2 clusters Score: Raw -308.404074 + Penalty 143.170723 = -165.233351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.333983 sec): 3 clusters Score: Raw -305.907801 + Penalty 286.341446 = -19.566355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.334722 sec): 2 clusters Score: Raw -430.359333 + Penalty 180.686576 = -249.672757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.334944 sec): 3 clusters Score: Raw -430.290606 + Penalty 353.841299 = -76.449307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.335676 sec): 2 clusters Score: Raw -302.955505 + Penalty 133.073467 = -169.882038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.335895 sec): 3 clusters Score: Raw -303.801339 + Penalty 266.146934 = -37.654406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.336625 sec): 2 clusters Score: Raw -259.138268 + Penalty 103.964864 = -155.173404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.336839 sec): 3 clusters Score: Raw -256.517065 + Penalty 211.325190 = -45.191875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.337579 sec): 2 clusters Score: Raw -204.547503 + Penalty 106.086719 = -98.460784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.337788 sec): 3 clusters Score: Raw -202.060675 + Penalty 195.479826 = -6.580849 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 (12.338518 sec): 2 clusters Score: Raw -235.073511 + Penalty 172.624198 = -62.449313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.338712 sec): 2 clusters Score: Raw -235.073511 + Penalty 172.624198 = -62.449313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.339452 sec): 2 clusters Score: Raw -410.617790 + Penalty 211.574669 = -199.043121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.339672 sec): 3 clusters Score: Raw -420.564672 + Penalty 421.924287 = 1.359615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.340404 sec): 2 clusters Score: Raw -253.245747 + Penalty 92.570331 = -160.675416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.340616 sec): 3 clusters Score: Raw -251.501388 + Penalty 179.261790 = -72.239598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.341359 sec): 2 clusters Score: Raw -501.143785 + Penalty 179.130792 = -322.012993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.341584 sec): 3 clusters Score: Raw -513.805068 + Penalty 363.430275 = -150.374793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.342317 sec): 2 clusters Score: Raw -284.334947 + Penalty 118.095885 = -166.239062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.342535 sec): 3 clusters Score: Raw -294.577696 + Penalty 236.191770 = -58.385926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.343262 sec): 2 clusters Score: Raw -154.537748 + Penalty 75.658131 = -78.879617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.343456 sec): 2 clusters Score: Raw -154.537748 + Penalty 75.658131 = -78.879617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.344178 sec): 2 clusters Score: Raw -106.256624 + Penalty 71.808559 = -34.448065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.344369 sec): 2 clusters Score: Raw -106.256624 + Penalty 71.808559 = -34.448065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.345088 sec): 2 clusters Score: Raw -97.032822 + Penalty 39.694643 = -57.338178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.345293 sec): 3 clusters Score: Raw -92.212013 + Penalty 79.389287 = -12.822726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.346013 sec): 2 clusters Score: Raw -107.165221 + Penalty 62.861318 = -44.303904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.346218 sec): 3 clusters Score: Raw -99.503340 + Penalty 125.722635 = 26.219295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.346974 sec): 2 clusters Score: Raw -565.875492 + Penalty 238.046227 = -327.829265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.347199 sec): 3 clusters Score: Raw -567.612641 + Penalty 476.092454 = -91.520187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.347936 sec): 2 clusters Score: Raw -333.244215 + Penalty 210.064203 = -123.180012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.348154 sec): 3 clusters Score: Raw -331.818374 + Penalty 420.128406 = 88.310032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.348887 sec): 2 clusters Score: Raw -282.820070 + Penalty 165.919047 = -116.901023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.349101 sec): 3 clusters Score: Raw -272.983470 + Penalty 353.022596 = 80.039127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.349827 sec): 2 clusters Score: Raw -159.138382 + Penalty 84.803925 = -74.334457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.350037 sec): 3 clusters Score: Raw -151.547149 + Penalty 176.228693 = 24.681544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.350765 sec): 2 clusters Score: Raw -275.698456 + Penalty 173.844394 = -101.854062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.350980 sec): 3 clusters Score: Raw -272.282706 + Penalty 349.844024 = 77.561318 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 (12.351704 sec): 2 clusters Score: Raw -157.259551 + Penalty 104.936450 = -52.323101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.351912 sec): 3 clusters Score: Raw -152.751230 + Penalty 218.358566 = 65.607337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.352630 sec): 2 clusters Score: Raw -109.610225 + Penalty 77.438156 = -32.172069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.352823 sec): 2 clusters Score: Raw -109.610225 + Penalty 77.438156 = -32.172069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.353541 sec): 2 clusters Score: Raw -103.047393 + Penalty 67.773168 = -35.274225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.353734 sec): 2 clusters Score: Raw -103.047393 + Penalty 67.773168 = -35.274225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.354455 sec): 2 clusters Score: Raw -163.747350 + Penalty 97.136266 = -66.611083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.354665 sec): 3 clusters Score: Raw -155.134872 + Penalty 210.068708 = 54.933836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.355392 sec): 2 clusters Score: Raw -261.049823 + Penalty 128.159837 = -132.889986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.355609 sec): 3 clusters Score: Raw -257.853140 + Penalty 255.619164 = -2.233976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.356344 sec): 2 clusters Score: Raw -50.992340 + Penalty 0.000000 = -50.992340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.356533 sec): 2 clusters Score: Raw -50.992340 + Penalty 0.000000 = -50.992340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.357254 sec): 2 clusters Score: Raw -99.036414 + Penalty 47.487298 = -51.549116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.357447 sec): 2 clusters Score: Raw -99.036414 + Penalty 47.487298 = -51.549116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.358160 sec): 2 clusters Score: Raw -51.301295 + Penalty 0.000000 = -51.301295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.358350 sec): 2 clusters Score: Raw -51.301295 + Penalty 0.000000 = -51.301295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.359062 sec): 2 clusters Score: Raw -49.270805 + Penalty 0.000000 = -49.270805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.359247 sec): 2 clusters Score: Raw -49.270805 + Penalty 0.000000 = -49.270805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.359960 sec): 2 clusters Score: Raw -48.820021 + Penalty 0.000000 = -48.820021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.360150 sec): 2 clusters Score: Raw -48.820021 + Penalty 0.000000 = -48.820021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.360872 sec): 2 clusters Score: Raw -157.260165 + Penalty 63.577224 = -93.682941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.361077 sec): 3 clusters Score: Raw -148.863504 + Penalty 134.382854 = -14.480651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.361796 sec): 2 clusters Score: Raw -107.471967 + Penalty 78.407454 = -29.064513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.362001 sec): 3 clusters Score: Raw -100.454895 + Penalty 156.814908 = 56.360014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.362720 sec): 2 clusters Score: Raw -106.381823 + Penalty 75.605982 = -30.775842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.362912 sec): 2 clusters Score: Raw -106.381823 + Penalty 75.605982 = -30.775842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.363632 sec): 2 clusters Score: Raw -108.950895 + Penalty 69.684807 = -39.266088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.363823 sec): 2 clusters Score: Raw -108.950895 + Penalty 69.684807 = -39.266088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.364539 sec): 2 clusters Score: Raw -49.568017 + Penalty 0.000000 = -49.568017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.364728 sec): 2 clusters Score: Raw -49.568017 + Penalty 0.000000 = -49.568017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.365466 sec): 2 clusters Score: Raw -226.344551 + Penalty 165.373021 = -60.971530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.365678 sec): 3 clusters Score: Raw -218.180151 + Penalty 330.746042 = 112.565891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.366417 sec): 2 clusters Score: Raw -332.711973 + Penalty 147.487481 = -185.224492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.366635 sec): 3 clusters Score: Raw -322.310048 + Penalty 294.974962 = -27.335086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.367365 sec): 2 clusters Score: Raw -164.241298 + Penalty 101.111797 = -63.129501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.367559 sec): 2 clusters Score: Raw -164.241298 + Penalty 101.111797 = -63.129501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.368275 sec): 2 clusters Score: Raw -50.023884 + Penalty 0.000000 = -50.023884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.368462 sec): 2 clusters Score: Raw -50.023884 + Penalty 0.000000 = -50.023884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.369184 sec): 2 clusters Score: Raw -104.530895 + Penalty 64.185216 = -40.345679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.369375 sec): 2 clusters Score: Raw -104.530895 + Penalty 64.185216 = -40.345679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.370100 sec): 2 clusters Score: Raw -149.247029 + Penalty 98.521436 = -50.725593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.370308 sec): 3 clusters Score: Raw -146.265783 + Penalty 191.621432 = 45.355649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.371037 sec): 2 clusters Score: Raw -297.852576 + Penalty 212.851998 = -85.000578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.371251 sec): 3 clusters Score: Raw -287.438104 + Penalty 421.200402 = 133.762298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.371980 sec): 2 clusters Score: Raw -295.709514 + Penalty 205.196563 = -90.512951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.372193 sec): 3 clusters Score: Raw -286.172562 + Penalty 414.410801 = 128.238238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.372904 sec): 2 clusters Score: Raw -47.781799 + Penalty 0.000000 = -47.781799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.373090 sec): 2 clusters Score: Raw -47.781799 + Penalty 0.000000 = -47.781799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.373818 sec): 2 clusters Score: Raw -265.482759 + Penalty 179.935552 = -85.547207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.374034 sec): 3 clusters Score: Raw -266.672111 + Penalty 360.519036 = 93.846925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.374769 sec): 2 clusters Score: Raw -102.665938 + Penalty 61.053997 = -41.611941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.374972 sec): 3 clusters Score: Raw -95.998455 + Penalty 122.107994 = 26.109539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.375694 sec): 2 clusters Score: Raw -112.765160 + Penalty 83.172974 = -29.592185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.375886 sec): 2 clusters Score: Raw -112.765160 + Penalty 83.172974 = -29.592185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.376605 sec): 2 clusters Score: Raw -51.551973 + Penalty 0.000000 = -51.551973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.376794 sec): 2 clusters Score: Raw -51.551973 + Penalty 0.000000 = -51.551973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.377509 sec): 2 clusters Score: Raw -51.551112 + Penalty 0.000000 = -51.551112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.377699 sec): 2 clusters Score: Raw -51.551112 + Penalty 0.000000 = -51.551112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378415 sec): 2 clusters Score: Raw -110.609464 + Penalty 72.467908 = -38.141555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.378606 sec): 2 clusters Score: Raw -110.609464 + Penalty 72.467908 = -38.141555 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 (12.379343 sec): 2 clusters Score: Raw -368.544351 + Penalty 152.758992 = -215.785359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379561 sec): 3 clusters Score: Raw -364.015749 + Penalty 303.423273 = -60.592475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.380283 sec): 2 clusters Score: Raw -108.922553 + Penalty 65.820757 = -43.101796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.380475 sec): 2 clusters Score: Raw -108.922553 + Penalty 65.820757 = -43.101796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.381189 sec): 2 clusters Score: Raw -51.169282 + Penalty 0.000000 = -51.169282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.381379 sec): 2 clusters Score: Raw -51.169282 + Penalty 0.000000 = -51.169282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.382100 sec): 2 clusters Score: Raw -113.059798 + Penalty 85.405365 = -27.654432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.382305 sec): 3 clusters Score: Raw -102.823437 + Penalty 170.810730 = 67.987293 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 (12.383024 sec): 2 clusters Score: Raw -107.813477 + Penalty 69.854783 = -37.958694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.383225 sec): 3 clusters Score: Raw -100.333871 + Penalty 139.709565 = 39.375694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.383959 sec): 2 clusters Score: Raw -98.951843 + Penalty 49.945050 = -49.006793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.384166 sec): 3 clusters Score: Raw -93.917774 + Penalty 99.890100 = 5.972326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.384883 sec): 2 clusters Score: Raw -48.718723 + Penalty 0.000000 = -48.718723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.385068 sec): 2 clusters Score: Raw -48.718723 + Penalty 0.000000 = -48.718723 nChanged 0 Deleting Class 151 (1 points): Lose 3.173976 but Gain 1224.968078 Iteration 20F (13.826432 sec): 146 clusters Score: Raw -880278.494649 + Penalty 117960.300624 = -762318.194024 nChanged 262 Deleting Class 144 (5 points): Lose 100.327886 but Gain 1318.131842 Iteration 21Q (13.940808 sec): 145 clusters Score: Raw -880305.833135 + Penalty 117028.002658 = -763277.830477 nChanged 162 Deleting Class 98 (4 points): Lose 30.242987 but Gain 1241.085112 Iteration 22Q (14.047337 sec): 144 clusters Score: Raw -880380.451853 + Penalty 115793.820847 = -764586.631006 nChanged 116 Deleting Class 80 (3 points): Lose 51.149368 but Gain 1256.871329 Iteration 23Q (14.150914 sec): 143 clusters Score: Raw -880378.291044 + Penalty 114611.579417 = -765766.711626 nChanged 104 Deleting Class 50 (16 points): Lose 149.101345 but Gain 1349.207399 Iteration 24Q (14.252775 sec): 142 clusters Score: Raw -880307.204969 + Penalty 113505.376082 = -766801.828887 nChanged 112 Deleting Class 122 (2 points): Lose 31.326497 but Gain 1226.451362 Iteration 25Q (14.354848 sec): 141 clusters Score: Raw -880373.094733 + Penalty 112277.007956 = -768096.086777 nChanged 85 Deleting Class 157 (1 points): Lose 17.316190 but Gain 1211.919988 Iteration 26Q (14.454893 sec): 140 clusters Score: Raw -880397.252729 + Penalty 111125.903208 = -769271.349521 nChanged 77 Deleting Class 158 (2 points): Lose 40.936302 but Gain 1228.047151 Iteration 27Q (14.553509 sec): 139 clusters Score: Raw -880390.136135 + Penalty 110016.623614 = -770373.512521 nChanged 64 Deleting Class 145 (5 points): Lose 84.688479 but Gain 1270.723913 Iteration 28Q (14.650334 sec): 138 clusters Score: Raw -880355.666037 + Penalty 108815.200955 = -771540.465083 nChanged 68 Deleting Class 40 (22 points): Lose 258.683005 but Gain 1425.004057 Iteration 29Q (14.747357 sec): 137 clusters Score: Raw -880150.177450 + Penalty 107463.687882 = -772686.489568 nChanged 67 Deleting Class 36 (4 points): Lose 48.126252 but Gain 1214.320544 Iteration 30F (16.076057 sec): 136 clusters Score: Raw -880215.514676 + Penalty 106263.482292 = -773952.032385 nChanged 40 Deleting Class 62 (14 points): Lose 190.930369 but Gain 1348.600184 Iteration 31Q (16.173303 sec): 135 clusters Score: Raw -880062.633931 + Penalty 104975.338116 = -775087.295815 nChanged 50 Deleting Class 79 (4 points): Lose 64.003008 but Gain 1215.817995 Iteration 32Q (16.269457 sec): 134 clusters Score: Raw -880070.041800 + Penalty 103836.697203 = -776233.344597 nChanged 27 Deleting Class 55 (32 points): Lose 333.733996 but Gain 1484.296289 Iteration 33Q (16.363979 sec): 133 clusters Score: Raw -879774.755158 + Penalty 102485.044474 = -777289.710683 nChanged 51 Deleting Class 149 (2 points): Lose 49.970211 but Gain 1195.947512 Iteration 34Q (16.459647 sec): 132 clusters Score: Raw -879839.256318 + Penalty 101472.946032 = -778366.310287 nChanged 23 Deleting Class 136 (4 points): Lose 62.280641 but Gain 1188.952630 Iteration 35Q (16.553809 sec): 131 clusters Score: Raw -879843.969962 + Penalty 100401.359889 = -779442.610072 nChanged 21 Deleting Class 83 (4 points): Lose 45.402167 but Gain 1154.910083 Iteration 36Q (16.648242 sec): 130 clusters Score: Raw -879823.508303 + Penalty 99466.751728 = -780356.756575 nChanged 18 Deleting Class 111 (6 points): Lose 70.919460 but Gain 1168.497239 Iteration 37Q (16.741655 sec): 129 clusters Score: Raw -879773.142778 + Penalty 98439.699401 = -781333.443376 nChanged 14 Deleting Class 117 (2 points): Lose 19.434473 but Gain 1113.486329 Iteration 38Q (16.834673 sec): 128 clusters Score: Raw -879803.940840 + Penalty 97305.991377 = -782497.949463 nChanged 15 Deleting Class 127 (2 points): Lose 33.843185 but Gain 1117.378662 Iteration 39Q (16.926980 sec): 127 clusters Score: Raw -879798.059656 + Penalty 96214.078625 = -783583.981031 nChanged 16 Deleting Class 131 (2 points): Lose 45.571322 but Gain 1127.423909 Iteration 40F (18.161946 sec): 126 clusters Score: Raw -879773.700261 + Penalty 95129.156112 = -784644.544150 nChanged 14 Deleting Class 150 (1 points): Lose 13.450023 but Gain 1073.035050 Iteration 41Q (18.254913 sec): 125 clusters Score: Raw -879787.000122 + Penalty 94084.895824 = -785702.104298 nChanged 8 Deleting Class 147 (5 points): Lose 60.754704 but Gain 1114.289662 Iteration 42Q (18.346442 sec): 124 clusters Score: Raw -879748.902365 + Penalty 93056.832856 = -786692.069509 nChanged 8 Deleting Class 63 (15 points): Lose 247.872640 but Gain 1290.259645 Iteration 43Q (18.438203 sec): 123 clusters Score: Raw -879523.090597 + Penalty 91883.129963 = -787639.960633 nChanged 18 Deleting Class 82 (3 points): Lose 30.171846 but Gain 1061.199991 Iteration 44Q (18.529990 sec): 122 clusters Score: Raw -879563.636482 + Penalty 90831.169277 = -788732.467205 nChanged 7 Deleting Class 67 (2 points): Lose 32.589751 but Gain 1062.907244 Iteration 45Q (18.629344 sec): 121 clusters Score: Raw -879546.061162 + Penalty 89877.123053 = -789668.938108 nChanged 8 Deleting Class 49 (15 points): Lose 125.323122 but Gain 1146.892634 Iteration 46Q (18.722471 sec): 120 clusters Score: Raw -879449.313934 + Penalty 88784.741454 = -790664.572480 nChanged 19 Deleting Class 152 (2 points): Lose 20.586906 but Gain 1042.018944 Iteration 47Q (18.817160 sec): 119 clusters Score: Raw -879469.227177 + Penalty 87747.139085 = -791722.088092 nChanged 8 Deleting Class 91 (2 points): Lose 29.929988 but Gain 1050.270142 Iteration 48Q (18.910885 sec): 118 clusters Score: Raw -879452.152018 + Penalty 86701.150910 = -792751.001108 nChanged 5 Deleting Class 125 (2 points): Lose 33.955487 but Gain 1053.289495 Iteration 49Q (19.003227 sec): 117 clusters Score: Raw -879422.840026 + Penalty 85710.653992 = -793712.186034 nChanged 5 Deleting Class 114 (5 points): Lose 58.202603 but Gain 1076.568856 Iteration 50F (20.155806 sec): 116 clusters Score: Raw -879384.992978 + Penalty 84757.822566 = -794627.170412 nChanged 8 Deleting Class 132 (4 points): Lose 64.364569 but Gain 1091.310487 Iteration 51Q (20.246135 sec): 115 clusters Score: Raw -879356.809398 + Penalty 83708.571697 = -795648.237701 nChanged 10 Deleting Class 106 (2 points): Lose 22.498130 but Gain 1032.538127 Iteration 52Q (20.336012 sec): 114 clusters Score: Raw -879360.967415 + Penalty 82687.487137 = -796673.480278 nChanged 10 Deleting Class 84 (5 points): Lose 96.197470 but Gain 1102.053786 Iteration 53Q (20.426826 sec): 113 clusters Score: Raw -879284.212418 + Penalty 81658.567055 = -797625.645363 nChanged 10 Deleting Class 134 (1 points): Lose 18.788917 but Gain 1018.627959 Iteration 54Q (20.515357 sec): 112 clusters Score: Raw -879299.136022 + Penalty 80681.800237 = -798617.335785 nChanged 4 Deleting Class 126 (3 points): Lose 46.878203 but Gain 1044.973966 Iteration 55Q (20.604709 sec): 111 clusters Score: Raw -879269.758243 + Penalty 79707.391453 = -799562.366789 nChanged 3 Deleting Class 112 (6 points): Lose 60.548850 but Gain 1054.682457 Iteration 56Q (20.692671 sec): 110 clusters Score: Raw -879231.691087 + Penalty 78795.470337 = -800436.220750 nChanged 7 Deleting Class 159 (2 points): Lose 21.969493 but Gain 1004.444705 Iteration 57Q (20.781793 sec): 109 clusters Score: Raw -879247.800176 + Penalty 77791.942448 = -801455.857728 nChanged 3 Deleting Class 59 (14 points): Lose 129.799679 but Gain 1111.256625 Iteration 58Q (20.868750 sec): 108 clusters Score: Raw -879121.527426 + Penalty 76735.580616 = -802385.946810 nChanged 15 Deleting Class 90 (5 points): Lose 59.229426 but Gain 1030.580556 Iteration 59Q (20.956246 sec): 107 clusters Score: Raw -879114.520447 + Penalty 75802.125294 = -803312.395153 nChanged 11 Deleting Class 116 (4 points): Lose 52.710017 but Gain 1019.596239 Iteration 60F (22.036600 sec): 106 clusters Score: Raw -879092.142259 + Penalty 74797.788977 = -804294.353283 nChanged 8 Deleting Class 85 (4 points): Lose 56.354413 but Gain 1022.618121 Iteration 61Q (22.124659 sec): 105 clusters Score: Raw -879053.234561 + Penalty 73876.722190 = -805176.512371 nChanged 6 Deleting Class 133 (2 points): Lose 43.983598 but Gain 1002.000612 Iteration 62Q (22.210228 sec): 104 clusters Score: Raw -879057.060011 + Penalty 72882.714797 = -806174.345213 nChanged 3 Deleting Class 118 (2 points): Lose 20.724797 but Gain 974.513085 Iteration 63Q (22.296573 sec): 103 clusters Score: Raw -879047.478910 + Penalty 71932.282487 = -807115.196422 nChanged 5 Deleting Class 33 (12 points): Lose 77.034074 but Gain 1028.494698 Iteration 64Q (22.382420 sec): 102 clusters Score: Raw -878978.575929 + Penalty 70999.560897 = -807979.015032 nChanged 12 Deleting Class 99 (10 points): Lose 108.399332 but Gain 1085.842350 Iteration 65Q (22.468421 sec): 101 clusters Score: Raw -878904.684163 + Penalty 70028.147161 = -808876.537002 nChanged 10 Deleting Class 61 (6 points): Lose 65.005448 but Gain 1014.538014 Iteration 66Q (22.553980 sec): 100 clusters Score: Raw -878884.876626 + Penalty 69064.027719 = -809820.848907 nChanged 8 Deleting Class 109 (10 points): Lose 89.755585 but Gain 1030.388404 Iteration 67Q (22.639105 sec): 99 clusters Score: Raw -878822.460869 + Penalty 68135.096580 = -810687.364289 nChanged 10 Deleting Class 32 (3 points): Lose 31.771178 but Gain 959.268540 Iteration 68Q (22.725082 sec): 98 clusters Score: Raw -878823.869033 + Penalty 67208.330626 = -811615.538407 nChanged 6 Deleting Class 155 (2 points): Lose 20.987981 but Gain 946.439290 Iteration 69Q (22.810573 sec): 97 clusters Score: Raw -878822.981609 + Penalty 66253.617734 = -812569.363875 nChanged 9 Deleting Class 142 (2 points): Lose 17.628369 but Gain 922.921781 Iteration 70F (23.764722 sec): 96 clusters Score: Raw -878831.258479 + Penalty 65344.595229 = -813486.663250 nChanged 11 Deleting Class 25 (36 points): Lose 170.295218 but Gain 1074.832773 Iteration 71Q (23.850061 sec): 95 clusters Score: Raw -878674.849833 + Penalty 64326.883394 = -814347.966439 nChanged 40 Deleting Class 143 (4 points): Lose 47.707183 but Gain 942.493634 Iteration 72Q (23.935552 sec): 94 clusters Score: Raw -878712.925149 + Penalty 63422.542816 = -815290.382333 nChanged 11 Deleting Class 138 (3 points): Lose 24.120676 but Gain 917.302816 Iteration 73Q (24.018807 sec): 93 clusters Score: Raw -878709.335796 + Penalty 62513.244723 = -816196.091072 nChanged 9 Deleting Class 108 (2 points): Lose 14.864894 but Gain 903.885393 Iteration 74Q (24.101955 sec): 92 clusters Score: Raw -878707.863197 + Penalty 61611.587680 = -817096.275517 nChanged 5 Deleting Class 68 (4 points): Lose 44.732764 but Gain 932.973091 Iteration 75Q (24.184046 sec): 91 clusters Score: Raw -878668.732647 + Penalty 60695.913859 = -817972.818787 nChanged 5 Deleting Class 39 (24 points): Lose 124.495999 but Gain 1008.935253 Iteration 76Q (24.267529 sec): 90 clusters Score: Raw -878555.215101 + Penalty 59846.411332 = -818708.803768 nChanged 24 Deleting Class 51 (20 points): Lose 137.541847 but Gain 1019.703784 Iteration 77Q (24.350956 sec): 89 clusters Score: Raw -878476.968055 + Penalty 58879.489276 = -819597.478779 nChanged 27 Deleting Class 45 (10 points): Lose 66.624660 but Gain 940.454106 Iteration 78Q (24.434171 sec): 88 clusters Score: Raw -878468.535777 + Penalty 58043.187273 = -820425.348503 nChanged 23 Deleting Class 38 (11 points): Lose 75.769598 but Gain 946.694192 Iteration 79Q (24.517214 sec): 87 clusters Score: Raw -878449.144609 + Penalty 57128.413666 = -821320.730943 nChanged 19 Deleting Class 70 (6 points): Lose 84.346988 but Gain 951.542483 Iteration 80F (25.377141 sec): 86 clusters Score: Raw -878407.284689 + Penalty 56264.997263 = -822142.287426 nChanged 15 Deleting Class 121 (6 points): Lose 46.666290 but Gain 902.122993 Iteration 81Q (25.458519 sec): 85 clusters Score: Raw -878400.721419 + Penalty 55465.259965 = -822935.461454 nChanged 13 Deleting Class 120 (3 points): Lose 27.025139 but Gain 881.236146 Iteration 82Q (25.541380 sec): 84 clusters Score: Raw -878393.805305 + Penalty 54652.134045 = -823741.671260 nChanged 10 Deleting Class 75 (5 points): Lose 33.359544 but Gain 908.977676 Iteration 83Q (25.622955 sec): 83 clusters Score: Raw -878379.554863 + Penalty 53757.221827 = -824622.333036 nChanged 10 Deleting Class 4 (26 points): Lose 765.506129 but Gain 1619.603527 Iteration 84Q (25.704620 sec): 82 clusters Score: Raw -877624.785996 + Penalty 52356.235028 = -825268.550968 nChanged 30 Deleting Class 148 (2 points): Lose 23.901986 but Gain 877.897855 Iteration 85Q (25.786052 sec): 81 clusters Score: Raw -877674.964884 + Penalty 51514.952112 = -826160.012772 nChanged 6 Deleting Class 94 (7 points): Lose 20.389992 but Gain 829.760212 Iteration 86Q (25.868047 sec): 80 clusters Score: Raw -877668.844648 + Penalty 50693.458317 = -826975.386332 nChanged 9 Deleting Class 137 (6 points): Lose 23.966132 but Gain 820.409722 Iteration 87Q (25.948922 sec): 79 clusters Score: Raw -877656.839717 + Penalty 49871.578815 = -827785.260902 nChanged 9 Deleting Class 113 (4 points): Lose 34.847796 but Gain 827.268024 Iteration 88Q (26.027914 sec): 78 clusters Score: Raw -877632.336321 + Penalty 49071.504703 = -828560.831618 nChanged 11 Deleting Class 58 (48 points): Lose 167.235996 but Gain 950.027668 Iteration 89Q (26.106237 sec): 77 clusters Score: Raw -877479.209671 + Penalty 48231.631420 = -829247.578251 nChanged 52 Deleting Class 93 (11 points): Lose 151.250373 but Gain 935.945712 Iteration 90F (26.861669 sec): 76 clusters Score: Raw -877429.933205 + Penalty 47357.643663 = -830072.289542 nChanged 24 Deleting Class 69 (3 points): Lose 14.318350 but Gain 786.184485 Iteration 91Q (26.940445 sec): 75 clusters Score: Raw -877472.875741 + Penalty 46639.769122 = -830833.106618 nChanged 9 Deleting Class 31 (21 points): Lose 59.821722 but Gain 831.338378 Iteration 92Q (27.018393 sec): 74 clusters Score: Raw -877426.954432 + Penalty 45827.002147 = -831599.952285 nChanged 24 Deleting Class 92 (6 points): Lose 27.608288 but Gain 796.397445 Iteration 93Q (27.097292 sec): 73 clusters Score: Raw -877429.373841 + Penalty 45044.518127 = -832384.855713 nChanged 15 Deleting Class 153 (7 points): Lose 25.372998 but Gain 782.418929 Iteration 94Q (27.174454 sec): 72 clusters Score: Raw -877418.054889 + Penalty 44268.591878 = -833149.463011 nChanged 12 Deleting Class 76 (13 points): Lose 79.324545 but Gain 833.927880 Iteration 95Q (27.252224 sec): 71 clusters Score: Raw -877353.722703 + Penalty 43439.650364 = -833914.072339 nChanged 18 Deleting Class 46 (19 points): Lose 71.171236 but Gain 823.682946 Iteration 96Q (27.331129 sec): 70 clusters Score: Raw -877306.095673 + Penalty 42635.448346 = -834670.647327 nChanged 24 Deleting Class 103 (12 points): Lose 76.304217 but Gain 818.128614 Iteration 97Q (27.408891 sec): 69 clusters Score: Raw -877266.440509 + Penalty 41915.213210 = -835351.227299 nChanged 16 Deleting Class 161 (3 points): Lose 52.674812 but Gain 791.386278 Iteration 98Q (27.486171 sec): 68 clusters Score: Raw -877255.672689 + Penalty 41113.289545 = -836142.383144 nChanged 7 Deleting Class 97 (4 points): Lose 32.489917 but Gain 762.712581 Iteration 99Q (27.563618 sec): 67 clusters Score: Raw -877250.020437 + Penalty 40368.151608 = -836881.868829 nChanged 6 Deleting Class 47 (4 points): Lose 23.080783 but Gain 751.147093 Iteration 100F (28.222568 sec): 66 clusters Score: Raw -877236.093589 + Penalty 39632.550689 = -837603.542900 nChanged 8 Deleting Class 140 (1 points): Lose 10.286520 but Gain 737.692086 Iteration 101Q (28.298956 sec): 65 clusters Score: Raw -877232.678376 + Penalty 38910.876143 = -838321.802233 nChanged 3 Deleting Class 53 (20 points): Lose 103.118565 but Gain 825.609871 Iteration 102Q (28.374552 sec): 64 clusters Score: Raw -877135.149380 + Penalty 38076.010677 = -839059.138703 nChanged 20 Deleting Class 18 (3 points): Lose 33.038184 but Gain 753.714326 Iteration 103Q (28.450149 sec): 63 clusters Score: Raw -877133.779058 + Penalty 37323.869476 = -839809.909581 nChanged 6 Deleting Class 77 (9 points): Lose 68.033967 but Gain 788.117256 Iteration 104Q (28.525778 sec): 62 clusters Score: Raw -877074.083050 + Penalty 36546.356114 = -840527.726936 nChanged 11 Deleting Class 163 (1 points): Lose 2.346623 but Gain 719.234594 Iteration 105Q (28.600720 sec): 61 clusters Score: Raw -877091.322103 + Penalty 35829.381910 = -841261.940193 nChanged 3 Deleting Class 54 (1 points): Lose 2.743220 but Gain 718.089531 Iteration 106Q (28.674645 sec): 60 clusters Score: Raw -877091.211227 + Penalty 35111.557795 = -841979.653433 nChanged 2 Deleting Class 95 (8 points): Lose 63.182319 but Gain 773.734598 Iteration 107Q (28.748844 sec): 59 clusters Score: Raw -877030.093422 + Penalty 34362.438085 = -842667.655337 nChanged 8 Deleting Class 64 (6 points): Lose 24.789177 but Gain 731.659996 Iteration 108Q (28.823679 sec): 58 clusters Score: Raw -877017.711701 + Penalty 33647.436178 = -843370.275523 nChanged 6 Deleting Class 104 (12 points): Lose 128.296802 but Gain 830.378161 Iteration 109Q (28.900095 sec): 57 clusters Score: Raw -876899.512426 + Penalty 32826.211859 = -844073.300567 nChanged 14 Deleting Class 26 (15 points): Lose 51.824364 but Gain 746.950593 Iteration 110F (29.466108 sec): 56 clusters Score: Raw -876880.493788 + Penalty 32162.124135 = -844718.369653 nChanged 20 Deleting Class 65 (12 points): Lose 81.462200 but Gain 774.447969 Iteration 111Q (29.538890 sec): 55 clusters Score: Raw -876835.883514 + Penalty 31429.488868 = -845406.394646 nChanged 17 Deleting Class 73 (8 points): Lose 38.586217 but Gain 712.589782 Iteration 112Q (29.611189 sec): 54 clusters Score: Raw -876839.815784 + Penalty 30726.550801 = -846113.264984 nChanged 11 Deleting Class 35 (12 points): Lose 81.450675 but Gain 749.389298 Iteration 113Q (29.683169 sec): 53 clusters Score: Raw -876778.502081 + Penalty 29983.437615 = -846795.064465 nChanged 15 Deleting Class 15 (11 points): Lose 114.457977 but Gain 764.511633 Iteration 114Q (29.755558 sec): 52 clusters Score: Raw -876712.709059 + Penalty 29263.053245 = -847449.655814 nChanged 16 Deleting Class 105 (4 points): Lose 36.480552 but Gain 686.322634 Iteration 115Q (29.827323 sec): 51 clusters Score: Raw -876701.380622 + Penalty 28576.716115 = -848124.664507 nChanged 5 Deleting Class 124 (2 points): Lose 34.437877 but Gain 682.821747 Iteration 116Q (29.898550 sec): 50 clusters Score: Raw -876677.375370 + Penalty 27907.475338 = -848769.900032 nChanged 3 Deleting Class 78 (3 points): Lose 21.679012 but Gain 668.281647 Iteration 117Q (29.969850 sec): 49 clusters Score: Raw -876671.870237 + Penalty 27254.583435 = -849417.286802 nChanged 4 Deleting Class 72 (10 points): Lose 146.623879 but Gain 786.205875 Iteration 118Q (30.039862 sec): 48 clusters Score: Raw -876536.247902 + Penalty 26515.970292 = -850020.277609 nChanged 11 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -876536.247902 + Penalty 26515.970292 = -850020.277609Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.090043 sec): 2 clusters Score: Raw -118575.403649 + Penalty 78.163047 = -118497.240602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.095073 sec): 3 clusters Score: Raw -116818.828940 + Penalty 170.878251 = -116647.950689 nChanged 1284 SP:Iteration 1F (30.100078 sec): 3 clusters Score: Raw -117880.198785 + Penalty 175.297663 = -117704.901122 nChanged 240 SP:Iteration 2F (30.104961 sec): 3 clusters Score: Raw -118155.185687 + Penalty 176.645923 = -117978.539763 nChanged 130 SP:Iteration 3Q (30.109865 sec): 3 clusters Score: Raw -118267.903705 + Penalty 175.915994 = -118091.987710 nChanged 95 SP:Iteration 4Q (30.114384 sec): 3 clusters Score: Raw -118338.484619 + Penalty 175.212072 = -118163.272546 nChanged 94 SP:Iteration 5Q (30.118777 sec): 3 clusters Score: Raw -118414.223959 + Penalty 176.967291 = -118237.256668 nChanged 71 SP:Iteration 6Q (30.123057 sec): 3 clusters Score: Raw -118469.777207 + Penalty 180.244609 = -118289.532598 nChanged 50 SP:Iteration 7Q (30.127206 sec): 3 clusters Score: Raw -118507.339005 + Penalty 187.004152 = -118320.334853 nChanged 39 SP:Iteration 8Q (30.131219 sec): 3 clusters Score: Raw -118533.625629 + Penalty 193.161210 = -118340.464420 nChanged 28 SP:Iteration 9Q (30.135160 sec): 3 clusters Score: Raw -118551.664700 + Penalty 205.728295 = -118345.936404 nChanged 20 SP:Iteration 10F (30.139970 sec): 3 clusters Score: Raw -118562.647582 + Penalty 211.779239 = -118350.868343 nChanged 16 SP:Iteration 11Q (30.143820 sec): 3 clusters Score: Raw -118574.151029 + Penalty 226.804206 = -118347.346823 nChanged 13 SP:Iteration 12F (30.148608 sec): 3 clusters Score: Raw -118583.603770 + Penalty 269.603028 = -118314.000742 nChanged 14 SP:Iteration 13F (30.153411 sec): 3 clusters Score: Raw -118597.468936 + Penalty 303.060919 = -118294.408017 nChanged 9 SP:Iteration 14F (30.158210 sec): 3 clusters Score: Raw -118605.048112 + Penalty 338.004382 = -118267.043731 nChanged 7 SP:Iteration 15F (30.163007 sec): 3 clusters Score: Raw -118612.586457 + Penalty 377.484479 = -118235.101978 nChanged 3 SP:Iteration 16F (30.167834 sec): 3 clusters Score: Raw -118616.933494 + Penalty 377.484479 = -118239.449015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 2 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.172771 sec): 2 clusters Score: Raw -41561.773814 + Penalty 59.892651 = -41501.881163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.174582 sec): 3 clusters Score: Raw -40978.525135 + Penalty 120.013851 = -40858.511284 nChanged 434 SP:Iteration 1F (30.176367 sec): 3 clusters Score: Raw -41369.052811 + Penalty 122.758652 = -41246.294159 nChanged 87 SP:Iteration 2F (30.178154 sec): 3 clusters Score: Raw -41439.179791 + Penalty 125.521398 = -41313.658393 nChanged 49 SP:Iteration 3F (30.179939 sec): 3 clusters Score: Raw -41484.387653 + Penalty 128.471371 = -41355.916281 nChanged 45 SP:Iteration 4Q (30.181724 sec): 3 clusters Score: Raw -41522.014850 + Penalty 131.017271 = -41390.997579 nChanged 28 SP:Iteration 5Q (30.183552 sec): 3 clusters Score: Raw -41543.273417 + Penalty 133.850795 = -41409.422623 nChanged 19 SP:Iteration 6Q (30.185372 sec): 3 clusters Score: Raw -41556.877655 + Penalty 136.569435 = -41420.308220 nChanged 17 SP:Iteration 7Q (30.187150 sec): 3 clusters Score: Raw -41569.233029 + Penalty 141.337434 = -41427.895595 nChanged 16 SP:Iteration 8Q (30.188935 sec): 3 clusters Score: Raw -41580.785148 + Penalty 146.132257 = -41434.652891 nChanged 9 SP:Iteration 9Q (30.190717 sec): 3 clusters Score: Raw -41585.330170 + Penalty 148.137362 = -41437.192808 nChanged 6 SP:Iteration 10F (30.192498 sec): 3 clusters Score: Raw -41588.364553 + Penalty 143.955699 = -41444.408854 nChanged 3 SP:Iteration 11Q (30.194155 sec): 3 clusters Score: Raw -41589.369573 + Penalty 140.927492 = -41448.442081 nChanged 2 SP:Iteration 12Q (30.195802 sec): 3 clusters Score: Raw -41590.237611 + Penalty 140.575281 = -41449.662330 nChanged 1 SP:Iteration 13Q (30.197506 sec): 3 clusters Score: Raw -41590.359999 + Penalty 140.575281 = -41449.784718 nChanged 0 SP:Iteration 14F (30.199323 sec): 3 clusters Score: Raw -41590.359999 + Penalty 140.575281 = -41449.784718 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 3 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.213831 sec): 2 clusters Score: Raw -137585.906249 + Penalty 72.288921 = -137513.617328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.219492 sec): 3 clusters Score: Raw -135565.876225 + Penalty 145.005532 = -135420.870693 nChanged 1475 SP:Iteration 1F (30.225022 sec): 3 clusters Score: Raw -136419.025147 + Penalty 147.392446 = -136271.632701 nChanged 301 SP:Iteration 2F (30.230624 sec): 3 clusters Score: Raw -136595.754297 + Penalty 152.209729 = -136443.544567 nChanged 268 SP:Iteration 3F (30.236129 sec): 3 clusters Score: Raw -136768.255025 + Penalty 157.826711 = -136610.428315 nChanged 243 SP:Iteration 4F (30.241634 sec): 3 clusters Score: Raw -136946.503473 + Penalty 167.053423 = -136779.450050 nChanged 217 SP:Iteration 5F (30.247124 sec): 3 clusters Score: Raw -137124.477000 + Penalty 174.508135 = -136949.968865 nChanged 166 SP:Iteration 6F (30.252616 sec): 3 clusters Score: Raw -137263.448837 + Penalty 186.956650 = -137076.492186 nChanged 151 SP:Iteration 7Q (30.258131 sec): 3 clusters Score: Raw -137415.874991 + Penalty 195.068788 = -137220.806203 nChanged 116 SP:Iteration 8Q (30.263659 sec): 3 clusters Score: Raw -137535.124331 + Penalty 210.026161 = -137325.098170 nChanged 59 SP:Iteration 9Q (30.269214 sec): 3 clusters Score: Raw -137586.458127 + Penalty 215.201041 = -137371.257086 nChanged 25 SP:Iteration 10F (30.274825 sec): 3 clusters Score: Raw -137610.459786 + Penalty 233.103084 = -137377.356701 nChanged 14 SP:Iteration 11Q (30.279744 sec): 3 clusters Score: Raw -137624.202743 + Penalty 238.060019 = -137386.142724 nChanged 3 SP:Iteration 12Q (30.284324 sec): 3 clusters Score: Raw -137625.733575 + Penalty 239.050474 = -137386.683101 nChanged 1 SP:Iteration 13Q (30.288856 sec): 3 clusters Score: Raw -137626.227802 + Penalty 242.236983 = -137383.990819 nChanged 2 SP:Iteration 14F (30.294345 sec): 3 clusters Score: Raw -137627.864810 + Penalty 244.771708 = -137383.093102 nChanged 1 SP:Iteration 15F (30.299883 sec): 3 clusters Score: Raw -137628.011738 + Penalty 246.181383 = -137381.830356 nChanged 1 SP:Iteration 16F (30.305593 sec): 3 clusters Score: Raw -137628.036074 + Penalty 246.181383 = -137381.854691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.310346 sec): 2 clusters Score: Raw -11096.880391 + Penalty 672.977921 = -10423.902471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.311040 sec): 3 clusters Score: Raw -11106.114137 + Penalty 1345.198068 = -9760.916069 nChanged 53 SP:Iteration 1F (30.311716 sec): 3 clusters Score: Raw -11207.616982 + Penalty 1345.146669 = -9862.470313 nChanged 20 SP:Iteration 2F (30.312410 sec): 3 clusters Score: Raw -11245.344065 + Penalty 1344.810638 = -9900.533427 nChanged 5 SP:Iteration 3Q (30.313054 sec): 3 clusters Score: Raw -11253.309203 + Penalty 1344.219549 = -9909.089655 nChanged 5 SP:Iteration 4Q (30.313694 sec): 3 clusters Score: Raw -11262.333653 + Penalty 1344.059986 = -9918.273667 nChanged 2 SP:Iteration 5Q (30.314332 sec): 3 clusters Score: Raw -11266.937070 + Penalty 1344.195332 = -9922.741738 nChanged 2 SP:Iteration 6Q (30.314969 sec): 3 clusters Score: Raw -11270.776775 + Penalty 1344.195332 = -9926.581443 nChanged 0 SP:Iteration 7F (30.315642 sec): 3 clusters Score: Raw -11270.776775 + Penalty 1344.195332 = -9926.581443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.316828 sec): 2 clusters Score: Raw -9907.005044 + Penalty 330.987773 = -9576.017271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.317469 sec): 3 clusters Score: Raw -9823.237531 + Penalty 655.978059 = -9167.259472 nChanged 59 SP:Iteration 1F (30.318098 sec): 3 clusters Score: Raw -9875.696038 + Penalty 659.802039 = -9215.893998 nChanged 27 SP:Iteration 2F (30.318724 sec): 3 clusters Score: Raw -9903.818033 + Penalty 664.722954 = -9239.095079 nChanged 6 SP:Iteration 3Q (30.319351 sec): 3 clusters Score: Raw -9909.280121 + Penalty 668.171977 = -9241.108144 nChanged 3 SP:Iteration 4Q (30.319951 sec): 3 clusters Score: Raw -9911.195314 + Penalty 667.596721 = -9243.598593 nChanged 1 SP:Iteration 5Q (30.320553 sec): 3 clusters Score: Raw -9911.832477 + Penalty 664.339391 = -9247.493086 nChanged 2 SP:Iteration 6Q (30.321189 sec): 3 clusters Score: Raw -9912.939411 + Penalty 666.468563 = -9246.470848 nChanged 1 SP:Iteration 7F (30.321794 sec): 3 clusters Score: Raw -9914.194483 + Penalty 676.792438 = -9237.402045 nChanged 3 SP:Iteration 8F (30.322399 sec): 3 clusters Score: Raw -9922.379462 + Penalty 694.850376 = -9227.529086 nChanged 5 SP:Iteration 9F (30.323003 sec): 3 clusters Score: Raw -9931.367689 + Penalty 699.173550 = -9232.194139 nChanged 2 SP:Iteration 10F (30.323609 sec): 3 clusters Score: Raw -9934.124999 + Penalty 704.245598 = -9229.879401 nChanged 1 SP:Iteration 11F (30.324214 sec): 3 clusters Score: Raw -9934.616327 + Penalty 709.453795 = -9225.162532 nChanged 1 SP:Iteration 12F (30.324821 sec): 3 clusters Score: Raw -9936.263539 + Penalty 727.327476 = -9208.936063 nChanged 3 SP:Iteration 13F (30.325426 sec): 3 clusters Score: Raw -9942.349073 + Penalty 735.158974 = -9207.190099 nChanged 1 SP:Iteration 14F (30.326030 sec): 3 clusters Score: Raw -9943.971711 + Penalty 737.364071 = -9206.607640 nChanged 1 SP:Iteration 15F (30.326633 sec): 3 clusters Score: Raw -9945.034152 + Penalty 744.299244 = -9200.734908 nChanged 1 SP:Iteration 16F (30.327237 sec): 3 clusters Score: Raw -9946.537538 + Penalty 750.006724 = -9196.530814 nChanged 1 SP:Iteration 17F (30.327844 sec): 3 clusters Score: Raw -9950.375628 + Penalty 750.006724 = -9200.368904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.328757 sec): 2 clusters Score: Raw -8740.434890 + Penalty 476.569558 = -8263.865332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.329286 sec): 3 clusters Score: Raw -8720.482091 + Penalty 952.241225 = -7768.240866 nChanged 27 SP:Iteration 1F (30.329803 sec): 3 clusters Score: Raw -8757.430747 + Penalty 952.466485 = -7804.964263 nChanged 14 SP:Iteration 2F (30.330320 sec): 3 clusters Score: Raw -8778.483798 + Penalty 952.430122 = -7826.053675 nChanged 4 SP:Iteration 3Q (30.330825 sec): 3 clusters Score: Raw -8782.404096 + Penalty 952.830568 = -7829.573528 nChanged 1 SP:Iteration 4Q (30.331328 sec): 3 clusters Score: Raw -8782.740445 + Penalty 954.616283 = -7828.124162 nChanged 1 SP:Iteration 5F (30.331842 sec): 3 clusters Score: Raw -8783.181774 + Penalty 954.653031 = -7828.528744 nChanged 1 SP:Iteration 6Q (30.332367 sec): 3 clusters Score: Raw -8790.709994 + Penalty 954.653031 = -7836.056963 nChanged 0 SP:Iteration 7F (30.332894 sec): 3 clusters Score: Raw -8790.709994 + Penalty 954.653031 = -7836.056963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.333697 sec): 2 clusters Score: Raw -4224.670125 + Penalty 187.565839 = -4037.104286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.334108 sec): 3 clusters Score: Raw -4212.568961 + Penalty 375.745722 = -3836.823238 nChanged 25 SP:Iteration 1F (30.334510 sec): 3 clusters Score: Raw -4253.301067 + Penalty 374.519536 = -3878.781531 nChanged 5 SP:Iteration 2Q (30.334901 sec): 3 clusters Score: Raw -4255.807247 + Penalty 374.519536 = -3881.287711 nChanged 0 SP:Iteration 3F (30.335302 sec): 3 clusters Score: Raw -4255.807247 + Penalty 374.519536 = -3881.287711 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.338026 sec): 2 clusters Score: Raw -34649.062028 + Penalty 171.093641 = -34477.968387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.339552 sec): 3 clusters Score: Raw -34234.624997 + Penalty 338.622513 = -33896.002484 nChanged 298 SP:Iteration 1F (30.341060 sec): 3 clusters Score: Raw -34422.975979 + Penalty 338.059439 = -34084.916540 nChanged 61 SP:Iteration 2F (30.342550 sec): 3 clusters Score: Raw -34480.480149 + Penalty 337.786297 = -34142.693851 nChanged 44 SP:Iteration 3F (30.344057 sec): 3 clusters Score: Raw -34510.628441 + Penalty 338.164469 = -34172.463972 nChanged 39 SP:Iteration 4F (30.345522 sec): 3 clusters Score: Raw -34535.466638 + Penalty 339.566914 = -34195.899723 nChanged 34 SP:Iteration 5Q (30.346999 sec): 3 clusters Score: Raw -34559.686843 + Penalty 340.434427 = -34219.252416 nChanged 28 SP:Iteration 6Q (30.348448 sec): 3 clusters Score: Raw -34568.216538 + Penalty 341.279797 = -34226.936741 nChanged 15 SP:Iteration 7Q (30.349895 sec): 3 clusters Score: Raw -34573.543646 + Penalty 342.187282 = -34231.356364 nChanged 14 SP:Iteration 8Q (30.351321 sec): 3 clusters Score: Raw -34577.247922 + Penalty 343.255696 = -34233.992225 nChanged 11 SP:Iteration 9Q (30.352744 sec): 3 clusters Score: Raw -34580.619145 + Penalty 344.776686 = -34235.842459 nChanged 15 SP:Iteration 10F (30.354207 sec): 3 clusters Score: Raw -34586.139950 + Penalty 345.759157 = -34240.380793 nChanged 10 SP:Iteration 11Q (30.355630 sec): 3 clusters Score: Raw -34590.165039 + Penalty 346.889771 = -34243.275268 nChanged 11 SP:Iteration 12Q (30.357094 sec): 3 clusters Score: Raw -34592.896803 + Penalty 347.794012 = -34245.102792 nChanged 7 SP:Iteration 13Q (30.358536 sec): 3 clusters Score: Raw -34593.835898 + Penalty 348.276577 = -34245.559322 nChanged 3 SP:Iteration 14Q (30.359969 sec): 3 clusters Score: Raw -34593.959249 + Penalty 348.276577 = -34245.682672 nChanged 0 SP:Iteration 15F (30.361433 sec): 3 clusters Score: Raw -34593.959249 + Penalty 348.276577 = -34245.682672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.365034 sec): 2 clusters Score: Raw -43301.019450 + Penalty 64.141734 = -43236.877716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.366956 sec): 3 clusters Score: Raw -42687.452233 + Penalty 131.559437 = -42555.892795 nChanged 455 SP:Iteration 1F (30.368842 sec): 3 clusters Score: Raw -43059.925461 + Penalty 139.005170 = -42920.920291 nChanged 130 SP:Iteration 2F (30.370767 sec): 3 clusters Score: Raw -43159.339333 + Penalty 142.370724 = -43016.968609 nChanged 73 SP:Iteration 3F (30.372681 sec): 3 clusters Score: Raw -43229.259335 + Penalty 148.233619 = -43081.025716 nChanged 46 SP:Iteration 4Q (30.374570 sec): 3 clusters Score: Raw -43279.736661 + Penalty 160.853208 = -43118.883453 nChanged 30 SP:Iteration 5Q (30.376448 sec): 3 clusters Score: Raw -43309.395499 + Penalty 173.621242 = -43135.774257 nChanged 15 SP:Iteration 6Q (30.378385 sec): 3 clusters Score: Raw -43328.308592 + Penalty 186.751891 = -43141.556701 nChanged 11 SP:Iteration 7Q (30.380255 sec): 3 clusters Score: Raw -43337.078362 + Penalty 190.260858 = -43146.817503 nChanged 5 SP:Iteration 8Q (30.382069 sec): 3 clusters Score: Raw -43341.700937 + Penalty 192.186961 = -43149.513977 nChanged 2 SP:Iteration 9Q (30.383775 sec): 3 clusters Score: Raw -43342.464347 + Penalty 193.161426 = -43149.302921 nChanged 1 SP:Iteration 10F (30.385704 sec): 3 clusters Score: Raw -43342.642950 + Penalty 196.651480 = -43145.991470 nChanged 2 SP:Iteration 11F (30.387643 sec): 3 clusters Score: Raw -43343.965712 + Penalty 192.251894 = -43151.713818 nChanged 1 SP:Iteration 12Q (30.389336 sec): 3 clusters Score: Raw -43344.406329 + Penalty 195.467899 = -43148.938430 nChanged 1 SP:Iteration 13F (30.391269 sec): 3 clusters Score: Raw -43346.955406 + Penalty 195.467899 = -43151.487507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.393123 sec): 2 clusters Score: Raw -1128.018017 + Penalty 212.495191 = -915.522826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.393398 sec): 3 clusters Score: Raw -1145.150655 + Penalty 410.453441 = -734.697214 nChanged 2 SP:Iteration 1F (30.393660 sec): 3 clusters Score: Raw -1150.852925 + Penalty 410.453441 = -740.399484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.395833 sec): 2 clusters Score: Raw -17313.195703 + Penalty 224.623424 = -17088.572279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.396741 sec): 3 clusters Score: Raw -17131.792888 + Penalty 446.107652 = -16685.685236 nChanged 132 SP:Iteration 1F (30.397646 sec): 3 clusters Score: Raw -17217.436958 + Penalty 443.598050 = -16773.838909 nChanged 38 SP:Iteration 2F (30.398501 sec): 3 clusters Score: Raw -17249.363365 + Penalty 444.763095 = -16804.600270 nChanged 41 SP:Iteration 3F (30.399362 sec): 3 clusters Score: Raw -17298.636449 + Penalty 452.008940 = -16846.627509 nChanged 37 SP:Iteration 4F (30.400234 sec): 3 clusters Score: Raw -17334.609202 + Penalty 456.445100 = -16878.164102 nChanged 23 SP:Iteration 5F (30.401110 sec): 3 clusters Score: Raw -17358.812441 + Penalty 458.647754 = -16900.164687 nChanged 15 SP:Iteration 6Q (30.401957 sec): 3 clusters Score: Raw -17377.662783 + Penalty 460.357698 = -16917.305085 nChanged 10 SP:Iteration 7Q (30.402780 sec): 3 clusters Score: Raw -17384.466966 + Penalty 461.312376 = -16923.154590 nChanged 9 SP:Iteration 8Q (30.403601 sec): 3 clusters Score: Raw -17391.187434 + Penalty 462.566752 = -16928.620682 nChanged 6 SP:Iteration 9Q (30.404423 sec): 3 clusters Score: Raw -17396.660659 + Penalty 461.816095 = -16934.844564 nChanged 5 SP:Iteration 10F (30.405271 sec): 3 clusters Score: Raw -17399.706254 + Penalty 460.710919 = -16938.995335 nChanged 2 SP:Iteration 11Q (30.406093 sec): 3 clusters Score: Raw -17401.157356 + Penalty 460.231780 = -16940.925576 nChanged 1 SP:Iteration 12Q (30.406972 sec): 3 clusters Score: Raw -17401.554802 + Penalty 459.682142 = -16941.872659 nChanged 1 SP:Iteration 13Q (30.407828 sec): 3 clusters Score: Raw -17401.825690 + Penalty 459.682142 = -16942.143547 nChanged 0 SP:Iteration 14F (30.408715 sec): 3 clusters Score: Raw -17401.825690 + Penalty 459.682142 = -16942.143547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.415082 sec): 2 clusters Score: Raw -54146.784576 + Penalty 329.012553 = -53817.772022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.417381 sec): 3 clusters Score: Raw -53451.225475 + Penalty 654.505257 = -52796.720218 nChanged 483 SP:Iteration 1F (30.419608 sec): 3 clusters Score: Raw -53770.569646 + Penalty 649.460652 = -53121.108993 nChanged 157 SP:Iteration 2F (30.421819 sec): 3 clusters Score: Raw -53879.410875 + Penalty 644.115992 = -53235.294883 nChanged 74 SP:Iteration 3F (30.424026 sec): 3 clusters Score: Raw -53927.519890 + Penalty 640.180152 = -53287.339738 nChanged 64 SP:Iteration 4F (30.426229 sec): 3 clusters Score: Raw -53987.868215 + Penalty 641.402928 = -53346.465287 nChanged 57 SP:Iteration 5Q (30.428418 sec): 3 clusters Score: Raw -54056.832260 + Penalty 644.664115 = -53412.168146 nChanged 51 SP:Iteration 6Q (30.430602 sec): 3 clusters Score: Raw -54113.986291 + Penalty 650.383546 = -53463.602744 nChanged 38 SP:Iteration 7Q (30.432752 sec): 3 clusters Score: Raw -54127.287086 + Penalty 654.239615 = -53473.047470 nChanged 17 SP:Iteration 8Q (30.434892 sec): 3 clusters Score: Raw -54133.948888 + Penalty 657.405648 = -53476.543240 nChanged 15 SP:Iteration 9Q (30.437030 sec): 3 clusters Score: Raw -54138.916708 + Penalty 660.740566 = -53478.176142 nChanged 16 SP:Iteration 10F (30.439243 sec): 3 clusters Score: Raw -54144.022756 + Penalty 664.354883 = -53479.667872 nChanged 17 SP:Iteration 11Q (30.441379 sec): 3 clusters Score: Raw -54150.718554 + Penalty 668.379279 = -53482.339275 nChanged 18 SP:Iteration 12Q (30.443573 sec): 3 clusters Score: Raw -54157.944402 + Penalty 672.487272 = -53485.457130 nChanged 18 SP:Iteration 13Q (30.445739 sec): 3 clusters Score: Raw -54164.380792 + Penalty 675.305583 = -53489.075209 nChanged 14 SP:Iteration 14Q (30.447881 sec): 3 clusters Score: Raw -54172.084617 + Penalty 678.170616 = -53493.914001 nChanged 13 SP:Iteration 15Q (30.449979 sec): 3 clusters Score: Raw -54182.317614 + Penalty 681.608400 = -53500.709214 nChanged 16 SP:Iteration 16Q (30.452229 sec): 3 clusters Score: Raw -54190.649535 + Penalty 683.774382 = -53506.875153 nChanged 11 SP:Iteration 17Q (30.454359 sec): 3 clusters Score: Raw -54194.847308 + Penalty 686.163306 = -53508.684001 nChanged 11 SP:Iteration 18Q (30.456403 sec): 3 clusters Score: Raw -54199.952290 + Penalty 689.339782 = -53510.612508 nChanged 12 SP:Iteration 19Q (30.458436 sec): 3 clusters Score: Raw -54203.526125 + Penalty 690.736155 = -53512.789970 nChanged 8 SP:Iteration 20F (30.460647 sec): 3 clusters Score: Raw -54208.586536 + Penalty 692.317972 = -53516.268564 nChanged 9 SP:Iteration 21Q (30.462688 sec): 3 clusters Score: Raw -54217.096601 + Penalty 695.318975 = -53521.777626 nChanged 16 SP:Iteration 22Q (30.464715 sec): 3 clusters Score: Raw -54225.523024 + Penalty 697.238594 = -53528.284430 nChanged 11 SP:Iteration 23Q (30.466730 sec): 3 clusters Score: Raw -54229.324802 + Penalty 699.447636 = -53529.877166 nChanged 9 SP:Iteration 24Q (30.468740 sec): 3 clusters Score: Raw -54232.823198 + Penalty 700.035862 = -53532.787336 nChanged 9 SP:Iteration 25Q (30.470805 sec): 3 clusters Score: Raw -54236.027349 + Penalty 701.227016 = -53534.800334 nChanged 9 SP:Iteration 26Q (30.473047 sec): 3 clusters Score: Raw -54239.483768 + Penalty 702.775518 = -53536.708250 nChanged 9 SP:Iteration 27Q (30.475281 sec): 3 clusters Score: Raw -54242.325642 + Penalty 704.316427 = -53538.009215 nChanged 10 SP:Iteration 28Q (30.477458 sec): 3 clusters Score: Raw -54246.322037 + Penalty 704.845586 = -53541.476451 nChanged 8 SP:Iteration 29Q (30.479639 sec): 3 clusters Score: Raw -54250.458737 + Penalty 705.943205 = -53544.515532 nChanged 12 SP:Iteration 30F (30.482047 sec): 3 clusters Score: Raw -54260.594975 + Penalty 705.920001 = -53554.674974 nChanged 11 SP:Iteration 31Q (30.484236 sec): 3 clusters Score: Raw -54268.019822 + Penalty 707.188702 = -53560.831120 nChanged 10 SP:Iteration 32Q (30.486422 sec): 3 clusters Score: Raw -54276.341771 + Penalty 707.085059 = -53569.256712 nChanged 6 SP:Iteration 33Q (30.488607 sec): 3 clusters Score: Raw -54281.065849 + Penalty 708.395481 = -53572.670368 nChanged 6 SP:Iteration 34Q (30.490792 sec): 3 clusters Score: Raw -54284.250463 + Penalty 709.831487 = -53574.418976 nChanged 9 SP:Iteration 35Q (30.492970 sec): 3 clusters Score: Raw -54287.233666 + Penalty 710.815500 = -53576.418166 nChanged 6 SP:Iteration 36Q (30.495166 sec): 3 clusters Score: Raw -54289.275822 + Penalty 712.796344 = -53576.479477 nChanged 7 SP:Iteration 37Q (30.497338 sec): 3 clusters Score: Raw -54290.999041 + Penalty 712.413096 = -53578.585946 nChanged 3 SP:Iteration 38Q (30.499504 sec): 3 clusters Score: Raw -54292.356785 + Penalty 712.702608 = -53579.654177 nChanged 3 SP:Iteration 39Q (30.501674 sec): 3 clusters Score: Raw -54294.033415 + Penalty 713.172355 = -53580.861060 nChanged 3 SP:Iteration 40F (30.504107 sec): 3 clusters Score: Raw -54294.548422 + Penalty 713.673384 = -53580.875039 nChanged 1 SP:Iteration 41Q (30.506257 sec): 3 clusters Score: Raw -54294.736872 + Penalty 714.026501 = -53580.710371 nChanged 2 SP:Iteration 42F (30.508684 sec): 3 clusters Score: Raw -54295.683585 + Penalty 714.478038 = -53581.205547 nChanged 1 SP:Iteration 43Q (30.510872 sec): 3 clusters Score: Raw -54295.903828 + Penalty 714.478038 = -53581.425791 nChanged 0 SP:Iteration 44F (30.513400 sec): 3 clusters Score: Raw -54295.903828 + Penalty 714.478038 = -53581.425791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.514942 sec): 2 clusters Score: Raw -1817.230635 + Penalty 297.566209 = -1519.664427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.515249 sec): 3 clusters Score: Raw -1847.909124 + Penalty 594.718622 = -1253.190502 nChanged 3 SP:Iteration 1F (30.515571 sec): 3 clusters Score: Raw -1859.938109 + Penalty 594.718622 = -1265.219487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 16 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.516543 sec): 2 clusters Score: Raw -4627.162932 + Penalty 200.070763 = -4427.092169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.516948 sec): 3 clusters Score: Raw -4583.811898 + Penalty 397.579179 = -4186.232719 nChanged 21 SP:Iteration 1F (30.517343 sec): 3 clusters Score: Raw -4596.050457 + Penalty 398.818361 = -4197.232096 nChanged 9 SP:Iteration 2F (30.517739 sec): 3 clusters Score: Raw -4601.685560 + Penalty 399.481702 = -4202.203857 nChanged 2 SP:Iteration 3Q (30.518133 sec): 3 clusters Score: Raw -4602.203650 + Penalty 400.406686 = -4201.796963 nChanged 2 SP:Iteration 4F (30.518527 sec): 3 clusters Score: Raw -4602.610175 + Penalty 400.913146 = -4201.697029 nChanged 1 SP:Iteration 5F (30.518921 sec): 3 clusters Score: Raw -4603.038025 + Penalty 400.913146 = -4202.124879 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 17 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.521743 sec): 2 clusters Score: Raw -25481.583164 + Penalty 154.482476 = -25327.100688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.523023 sec): 3 clusters Score: Raw -25126.062938 + Penalty 306.464408 = -24819.598530 nChanged 254 SP:Iteration 1F (30.524281 sec): 3 clusters Score: Raw -25438.391833 + Penalty 308.263361 = -25130.128472 nChanged 54 SP:Iteration 2F (30.525543 sec): 3 clusters Score: Raw -25477.523244 + Penalty 309.362530 = -25168.160714 nChanged 20 SP:Iteration 3Q (30.526807 sec): 3 clusters Score: Raw -25501.942992 + Penalty 306.693857 = -25195.249135 nChanged 11 SP:Iteration 4Q (30.528059 sec): 3 clusters Score: Raw -25517.186420 + Penalty 304.623911 = -25212.562509 nChanged 10 SP:Iteration 5Q (30.529281 sec): 3 clusters Score: Raw -25528.910388 + Penalty 302.576616 = -25226.333772 nChanged 8 SP:Iteration 6Q (30.530485 sec): 3 clusters Score: Raw -25541.092180 + Penalty 300.309209 = -25240.782971 nChanged 6 SP:Iteration 7Q (30.531653 sec): 3 clusters Score: Raw -25548.004865 + Penalty 296.605084 = -25251.399781 nChanged 5 SP:Iteration 8Q (30.532810 sec): 3 clusters Score: Raw -25564.163306 + Penalty 295.976086 = -25268.187220 nChanged 4 SP:Iteration 9Q (30.533946 sec): 3 clusters Score: Raw -25572.638418 + Penalty 296.284473 = -25276.353945 nChanged 4 SP:Iteration 10F (30.535201 sec): 3 clusters Score: Raw -25580.068320 + Penalty 296.436786 = -25283.631534 nChanged 2 SP:Iteration 11Q (30.536322 sec): 3 clusters Score: Raw -25581.467767 + Penalty 296.436786 = -25285.030981 nChanged 0 SP:Iteration 12F (30.537576 sec): 3 clusters Score: Raw -25581.467767 + Penalty 296.436786 = -25285.030981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.538778 sec): 2 clusters Score: Raw -1782.306602 + Penalty 149.765826 = -1632.540776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.539082 sec): 3 clusters Score: Raw -1795.762938 + Penalty 302.333092 = -1493.429847 nChanged 3 SP:Iteration 1F (30.539382 sec): 3 clusters Score: Raw -1802.917667 + Penalty 300.790685 = -1502.126982 nChanged 1 SP:Iteration 2Q (30.539682 sec): 3 clusters Score: Raw -1804.277265 + Penalty 298.602992 = -1505.674272 nChanged 3 SP:Iteration 3F (30.539982 sec): 3 clusters Score: Raw -1809.265162 + Penalty 299.504737 = -1509.760425 nChanged 4 SP:Iteration 4F (30.540285 sec): 3 clusters Score: Raw -1816.789329 + Penalty 298.244360 = -1518.544970 nChanged 2 SP:Iteration 5Q (30.540573 sec): 3 clusters Score: Raw -1821.160499 + Penalty 300.641141 = -1520.519358 nChanged 2 SP:Iteration 6Q (30.540863 sec): 3 clusters Score: Raw -1824.896103 + Penalty 300.641141 = -1524.254962 nChanged 0 SP:Iteration 7F (30.541185 sec): 3 clusters Score: Raw -1824.896103 + Penalty 300.641141 = -1524.254962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.542111 sec): 2 clusters Score: Raw -719.657466 + Penalty 177.094574 = -542.562892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.542353 sec): 3 clusters Score: Raw -731.895163 + Penalty 355.933312 = -375.961851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.544134 sec): 2 clusters Score: Raw -16024.100662 + Penalty 614.750023 = -15409.350639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.544945 sec): 3 clusters Score: Raw -15988.060530 + Penalty 1230.248230 = -14757.812300 nChanged 87 SP:Iteration 1F (30.545765 sec): 3 clusters Score: Raw -16117.173648 + Penalty 1233.826077 = -14883.347571 nChanged 30 SP:Iteration 2F (30.546584 sec): 3 clusters Score: Raw -16158.276361 + Penalty 1235.822814 = -14922.453548 nChanged 11 SP:Iteration 3Q (30.547359 sec): 3 clusters Score: Raw -16174.275661 + Penalty 1238.182527 = -14936.093134 nChanged 7 SP:Iteration 4Q (30.548128 sec): 3 clusters Score: Raw -16182.398732 + Penalty 1239.849953 = -14942.548779 nChanged 6 SP:Iteration 5Q (30.548897 sec): 3 clusters Score: Raw -16191.508667 + Penalty 1241.419834 = -14950.088834 nChanged 3 SP:Iteration 6Q (30.549665 sec): 3 clusters Score: Raw -16193.821948 + Penalty 1242.027099 = -14951.794849 nChanged 1 SP:Iteration 7Q (30.550437 sec): 3 clusters Score: Raw -16193.961635 + Penalty 1242.027099 = -14951.934536 nChanged 0 SP:Iteration 8F (30.551233 sec): 3 clusters Score: Raw -16193.961635 + Penalty 1242.027099 = -14951.934536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.552766 sec): 2 clusters Score: Raw -8955.082722 + Penalty 418.555179 = -8536.527543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.553338 sec): 3 clusters Score: Raw -8938.057664 + Penalty 840.436018 = -8097.621646 nChanged 37 SP:Iteration 1F (30.553900 sec): 3 clusters Score: Raw -8990.513113 + Penalty 845.880800 = -8144.632313 nChanged 12 SP:Iteration 2F (30.554464 sec): 3 clusters Score: Raw -9010.681422 + Penalty 851.377020 = -8159.304402 nChanged 6 SP:Iteration 3Q (30.555015 sec): 3 clusters Score: Raw -9018.093244 + Penalty 855.264577 = -8162.828666 nChanged 3 SP:Iteration 4Q (30.555563 sec): 3 clusters Score: Raw -9020.220551 + Penalty 856.969919 = -8163.250632 nChanged 1 SP:Iteration 5Q (30.556111 sec): 3 clusters Score: Raw -9020.663548 + Penalty 856.969919 = -8163.693630 nChanged 0 SP:Iteration 6F (30.556672 sec): 3 clusters Score: Raw -9020.663548 + Penalty 856.969919 = -8163.693630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.559479 sec): 2 clusters Score: Raw -19369.345476 + Penalty 637.462427 = -18731.883049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.560465 sec): 3 clusters Score: Raw -19249.379787 + Penalty 1273.669042 = -17975.710745 nChanged 112 SP:Iteration 1F (30.561407 sec): 3 clusters Score: Raw -19360.782324 + Penalty 1272.565723 = -18088.216602 nChanged 26 SP:Iteration 2F (30.562346 sec): 3 clusters Score: Raw -19390.704162 + Penalty 1272.328772 = -18118.375390 nChanged 12 SP:Iteration 3Q (30.563270 sec): 3 clusters Score: Raw -19401.929653 + Penalty 1272.805185 = -18129.124468 nChanged 6 SP:Iteration 4Q (30.564192 sec): 3 clusters Score: Raw -19419.312152 + Penalty 1271.800101 = -18147.512051 nChanged 12 SP:Iteration 5Q (30.565113 sec): 3 clusters Score: Raw -19433.242720 + Penalty 1270.149088 = -18163.093632 nChanged 6 SP:Iteration 6Q (30.566059 sec): 3 clusters Score: Raw -19440.273254 + Penalty 1269.398943 = -18170.874311 nChanged 3 SP:Iteration 7Q (30.566974 sec): 3 clusters Score: Raw -19443.052665 + Penalty 1269.398943 = -18173.653722 nChanged 0 SP:Iteration 8F (30.567911 sec): 3 clusters Score: Raw -19443.052665 + Penalty 1269.398943 = -18173.653722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.571304 sec): 2 clusters Score: Raw -21072.455575 + Penalty 219.706609 = -20852.748966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.572385 sec): 3 clusters Score: Raw -20809.309040 + Penalty 431.378532 = -20377.930508 nChanged 173 SP:Iteration 1F (30.573417 sec): 3 clusters Score: Raw -20938.617975 + Penalty 427.721111 = -20510.896864 nChanged 52 SP:Iteration 2F (30.574440 sec): 3 clusters Score: Raw -20967.725998 + Penalty 425.571779 = -20542.154220 nChanged 24 SP:Iteration 3F (30.575464 sec): 3 clusters Score: Raw -20984.706447 + Penalty 424.871934 = -20559.834513 nChanged 20 SP:Iteration 4Q (30.576476 sec): 3 clusters Score: Raw -21006.784800 + Penalty 425.469956 = -20581.314844 nChanged 18 SP:Iteration 5Q (30.577482 sec): 3 clusters Score: Raw -21018.983140 + Penalty 425.509425 = -20593.473715 nChanged 12 SP:Iteration 6Q (30.578480 sec): 3 clusters Score: Raw -21024.156514 + Penalty 427.187654 = -20596.968860 nChanged 10 SP:Iteration 7Q (30.579478 sec): 3 clusters Score: Raw -21027.370151 + Penalty 429.716932 = -20597.653219 nChanged 9 SP:Iteration 8Q (30.580479 sec): 3 clusters Score: Raw -21029.614112 + Penalty 433.060503 = -20596.553608 nChanged 6 SP:Iteration 9F (30.581500 sec): 3 clusters Score: Raw -21031.152983 + Penalty 437.448280 = -20593.704703 nChanged 7 SP:Iteration 10F (30.582519 sec): 3 clusters Score: Raw -21033.267883 + Penalty 444.297027 = -20588.970856 nChanged 10 SP:Iteration 11F (30.583540 sec): 3 clusters Score: Raw -21037.653099 + Penalty 456.043902 = -20581.609196 nChanged 15 SP:Iteration 12F (30.584564 sec): 3 clusters Score: Raw -21047.422406 + Penalty 471.132194 = -20576.290212 nChanged 16 SP:Iteration 13F (30.585584 sec): 3 clusters Score: Raw -21056.378366 + Penalty 483.423930 = -20572.954436 nChanged 12 SP:Iteration 14F (30.586603 sec): 3 clusters Score: Raw -21062.502442 + Penalty 499.007475 = -20563.494966 nChanged 13 SP:Iteration 15F (30.587623 sec): 3 clusters Score: Raw -21071.538200 + Penalty 516.399857 = -20555.138343 nChanged 13 SP:Iteration 16F (30.588643 sec): 3 clusters Score: Raw -21081.353731 + Penalty 539.882169 = -20541.471562 nChanged 14 SP:Iteration 17F (30.589662 sec): 3 clusters Score: Raw -21093.460159 + Penalty 558.779352 = -20534.680807 nChanged 13 SP:Iteration 18F (30.590683 sec): 3 clusters Score: Raw -21101.929099 + Penalty 573.200287 = -20528.728812 nChanged 8 SP:Iteration 19F (30.591702 sec): 3 clusters Score: Raw -21106.125559 + Penalty 584.073523 = -20522.052036 nChanged 6 SP:Iteration 20F (30.592719 sec): 3 clusters Score: Raw -21108.961435 + Penalty 589.959147 = -20519.002288 nChanged 4 SP:Iteration 21F (30.593737 sec): 3 clusters Score: Raw -21111.097445 + Penalty 592.659456 = -20518.437989 nChanged 2 SP:Iteration 22F (30.594753 sec): 3 clusters Score: Raw -21111.590444 + Penalty 594.692731 = -20516.897713 nChanged 2 SP:Iteration 23F (30.595768 sec): 3 clusters Score: Raw -21112.336210 + Penalty 595.930258 = -20516.405953 nChanged 1 SP:Iteration 24F (30.596785 sec): 3 clusters Score: Raw -21112.461496 + Penalty 595.930258 = -20516.531238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.597935 sec): 2 clusters Score: Raw -1020.067807 + Penalty 168.111613 = -851.956194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.598192 sec): 3 clusters Score: Raw -1043.262354 + Penalty 331.524856 = -711.737498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.599792 sec): 2 clusters Score: Raw -6646.495440 + Penalty 468.648504 = -6177.846936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.600321 sec): 3 clusters Score: Raw -6683.559951 + Penalty 947.327010 = -5736.232941 nChanged 29 SP:Iteration 1F (30.600831 sec): 3 clusters Score: Raw -6738.711159 + Penalty 957.711818 = -5780.999341 nChanged 8 SP:Iteration 2Q (30.601325 sec): 3 clusters Score: Raw -6752.584557 + Penalty 958.544441 = -5794.040116 nChanged 1 SP:Iteration 3Q (30.601813 sec): 3 clusters Score: Raw -6753.075464 + Penalty 958.347903 = -5794.727561 nChanged 1 SP:Iteration 4Q (30.602298 sec): 3 clusters Score: Raw -6754.553570 + Penalty 958.347903 = -5796.205667 nChanged 0 SP:Iteration 5F (30.602804 sec): 3 clusters Score: Raw -6754.553570 + Penalty 958.347903 = -5796.205667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.603826 sec): 2 clusters Score: Raw -559.900361 + Penalty 115.706934 = -444.193427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.604067 sec): 3 clusters Score: Raw -598.237132 + Penalty 231.154852 = -367.082280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.605163 sec): 2 clusters Score: Raw -4466.616866 + Penalty 475.251334 = -3991.365532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.605543 sec): 3 clusters Score: Raw -4521.063299 + Penalty 949.586657 = -3571.476642 nChanged 8 SP:Iteration 1F (30.605916 sec): 3 clusters Score: Raw -4543.682588 + Penalty 946.706874 = -3596.975714 nChanged 3 SP:Iteration 2Q (30.606275 sec): 3 clusters Score: Raw -4550.045800 + Penalty 945.829289 = -3604.216511 nChanged 1 SP:Iteration 3Q (30.606640 sec): 3 clusters Score: Raw -4550.711800 + Penalty 945.829289 = -3604.882511 nChanged 0 SP:Iteration 4F (30.607011 sec): 3 clusters Score: Raw -4550.711800 + Penalty 945.829289 = -3604.882511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.607905 sec): 2 clusters Score: Raw -313.883589 + Penalty 125.724047 = -188.159543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.608130 sec): 3 clusters Score: Raw -307.811880 + Penalty 295.546168 = -12.265712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.609191 sec): 2 clusters Score: Raw -3893.119199 + Penalty 93.410783 = -3799.708416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.609571 sec): 3 clusters Score: Raw -3870.125787 + Penalty 191.164329 = -3678.961458 nChanged 25 SP:Iteration 1F (30.609943 sec): 3 clusters Score: Raw -3888.545174 + Penalty 197.162130 = -3691.383044 nChanged 5 SP:Iteration 2F (30.610318 sec): 3 clusters Score: Raw -3892.548719 + Penalty 206.111082 = -3686.437638 nChanged 6 SP:Iteration 3F (30.610689 sec): 3 clusters Score: Raw -3898.673482 + Penalty 217.473694 = -3681.199789 nChanged 6 SP:Iteration 4F (30.611060 sec): 3 clusters Score: Raw -3907.372917 + Penalty 224.917657 = -3682.455260 nChanged 3 SP:Iteration 5Q (30.611431 sec): 3 clusters Score: Raw -3911.616189 + Penalty 235.234929 = -3676.381260 nChanged 3 SP:Iteration 6F (30.611803 sec): 3 clusters Score: Raw -3917.773615 + Penalty 245.471638 = -3672.301977 nChanged 2 SP:Iteration 7F (30.612172 sec): 3 clusters Score: Raw -3921.680072 + Penalty 247.694050 = -3673.986022 nChanged 1 SP:Iteration 8Q (30.612535 sec): 3 clusters Score: Raw -3925.367470 + Penalty 247.694050 = -3677.673420 nChanged 0 SP:Iteration 9F (30.612929 sec): 3 clusters Score: Raw -3925.367470 + Penalty 247.694050 = -3677.673420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.613951 sec): 2 clusters Score: Raw -2301.605089 + Penalty 322.242101 = -1979.362988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.614264 sec): 3 clusters Score: Raw -2330.169664 + Penalty 648.473810 = -1681.695854 nChanged 2 SP:Iteration 1Q (30.614573 sec): 3 clusters Score: Raw -2334.987449 + Penalty 653.670910 = -1681.316539 nChanged 2 SP:Iteration 2F (30.614884 sec): 3 clusters Score: Raw -2338.845702 + Penalty 653.670910 = -1685.174792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.615808 sec): 2 clusters Score: Raw -714.206644 + Penalty 187.092311 = -527.114333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.616048 sec): 3 clusters Score: Raw -762.630976 + Penalty 374.234995 = -388.395980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.616928 sec): 2 clusters Score: Raw -856.093175 + Penalty 161.912972 = -694.180203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.617175 sec): 3 clusters Score: Raw -874.886450 + Penalty 343.869573 = -531.016877 nChanged 1 SP:Iteration 1F (30.617422 sec): 3 clusters Score: Raw -879.197928 + Penalty 343.869573 = -535.328355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.618361 sec): 2 clusters Score: Raw -1561.760023 + Penalty 192.437045 = -1369.322978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.618638 sec): 3 clusters Score: Raw -1576.288038 + Penalty 385.587279 = -1190.700758 nChanged 2 SP:Iteration 1F (30.618912 sec): 3 clusters Score: Raw -1584.165499 + Penalty 385.587279 = -1198.578220 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 (30.619833 sec): 2 clusters Score: Raw -1008.887418 + Penalty 206.491588 = -802.395830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.620087 sec): 3 clusters Score: Raw -1042.944987 + Penalty 405.316046 = -637.628940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.620939 sec): 2 clusters Score: Raw -313.724289 + Penalty 116.257166 = -197.467123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.621164 sec): 3 clusters Score: Raw -308.214559 + Penalty 241.915037 = -66.299522 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 56 (4811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.642865 sec): 2 clusters Score: Raw -209593.960738 + Penalty 91.391838 = -209502.568900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.651747 sec): 3 clusters Score: Raw -206348.466518 + Penalty 183.027133 = -206165.439385 nChanged 2329 SP:Iteration 1F (30.660714 sec): 3 clusters Score: Raw -207102.927001 + Penalty 183.562557 = -206919.364444 nChanged 624 SP:Iteration 2F (30.669289 sec): 3 clusters Score: Raw -207637.969778 + Penalty 184.129352 = -207453.840426 nChanged 739 SP:Iteration 3F (30.677862 sec): 3 clusters Score: Raw -208396.979390 + Penalty 185.499533 = -208211.479857 nChanged 433 SP:Iteration 4F (30.686411 sec): 3 clusters Score: Raw -208883.887070 + Penalty 186.793878 = -208697.093192 nChanged 226 SP:Iteration 5Q (30.694962 sec): 3 clusters Score: Raw -209234.494368 + Penalty 185.053934 = -209049.440433 nChanged 113 SP:Iteration 6Q (30.702731 sec): 3 clusters Score: Raw -209331.645167 + Penalty 187.415852 = -209144.229314 nChanged 100 SP:Iteration 7Q (30.710236 sec): 3 clusters Score: Raw -209376.394079 + Penalty 188.196452 = -209188.197627 nChanged 63 SP:Iteration 8Q (30.717882 sec): 3 clusters Score: Raw -209399.972935 + Penalty 188.949357 = -209211.023578 nChanged 67 SP:Iteration 9Q (30.725339 sec): 3 clusters Score: Raw -209428.361542 + Penalty 188.847941 = -209239.513601 nChanged 59 SP:Iteration 10F (30.734097 sec): 3 clusters Score: Raw -209453.822816 + Penalty 190.474771 = -209263.348045 nChanged 53 SP:Iteration 11Q (30.741232 sec): 3 clusters Score: Raw -209477.342022 + Penalty 192.850327 = -209284.491694 nChanged 39 SP:Iteration 12Q (30.748311 sec): 3 clusters Score: Raw -209494.827122 + Penalty 196.979736 = -209297.847386 nChanged 36 SP:Iteration 13Q (30.755391 sec): 3 clusters Score: Raw -209511.192073 + Penalty 198.206860 = -209312.985213 nChanged 34 SP:Iteration 14Q (30.762393 sec): 3 clusters Score: Raw -209526.640628 + Penalty 200.606243 = -209326.034385 nChanged 31 SP:Iteration 15Q (30.769354 sec): 3 clusters Score: Raw -209539.752909 + Penalty 202.623744 = -209337.129165 nChanged 26 SP:Iteration 16Q (30.776307 sec): 3 clusters Score: Raw -209550.517072 + Penalty 206.216333 = -209344.300739 nChanged 23 SP:Iteration 17Q (30.783230 sec): 3 clusters Score: Raw -209560.587626 + Penalty 205.531996 = -209355.055630 nChanged 23 SP:Iteration 18Q (30.790097 sec): 3 clusters Score: Raw -209571.278794 + Penalty 203.964309 = -209367.314485 nChanged 17 SP:Iteration 19Q (30.796940 sec): 3 clusters Score: Raw -209578.862614 + Penalty 204.491780 = -209374.370834 nChanged 18 SP:Iteration 20F (30.805528 sec): 3 clusters Score: Raw -209585.588387 + Penalty 208.640773 = -209376.947614 nChanged 16 SP:Iteration 21Q (30.812395 sec): 3 clusters Score: Raw -209592.407316 + Penalty 207.175686 = -209385.231630 nChanged 12 SP:Iteration 22Q (30.819464 sec): 3 clusters Score: Raw -209596.818676 + Penalty 206.001977 = -209390.816699 nChanged 7 SP:Iteration 23Q (30.826272 sec): 3 clusters Score: Raw -209599.235038 + Penalty 206.811429 = -209392.423609 nChanged 4 SP:Iteration 24Q (30.833037 sec): 3 clusters Score: Raw -209600.112652 + Penalty 208.756909 = -209391.355742 nChanged 5 SP:Iteration 25F (30.841609 sec): 3 clusters Score: Raw -209600.995034 + Penalty 208.597642 = -209392.397392 nChanged 2 SP:Iteration 26Q (30.848354 sec): 3 clusters Score: Raw -209601.518427 + Penalty 208.597642 = -209392.920785 nChanged 0 SP:Iteration 27F (30.856944 sec): 3 clusters Score: Raw -209601.518427 + Penalty 208.597642 = -209392.920785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.860687 sec): 2 clusters Score: Raw -3049.278325 + Penalty 247.353716 = -2801.924609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.861037 sec): 3 clusters Score: Raw -3042.607946 + Penalty 494.377746 = -2548.230200 nChanged 9 SP:Iteration 1F (30.861366 sec): 3 clusters Score: Raw -3052.625619 + Penalty 493.676951 = -2558.948667 nChanged 1 SP:Iteration 2Q (30.861693 sec): 3 clusters Score: Raw -3053.352642 + Penalty 493.676951 = -2559.675691 nChanged 0 SP:Iteration 3F (30.862035 sec): 3 clusters Score: Raw -3053.352642 + Penalty 493.676951 = -2559.675691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.862549 sec): 2 clusters Score: Raw -958.432540 + Penalty 216.134633 = -742.297907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.862799 sec): 3 clusters Score: Raw -992.766480 + Penalty 438.283922 = -554.482557 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 (30.863303 sec): 2 clusters Score: Raw -799.677836 + Penalty 169.740321 = -629.937515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.863581 sec): 3 clusters Score: Raw -820.184123 + Penalty 339.480642 = -480.703481 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 71 (1765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.871726 sec): 2 clusters Score: Raw -80424.639296 + Penalty 88.262712 = -80336.376584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.875010 sec): 3 clusters Score: Raw -79284.447888 + Penalty 174.754988 = -79109.692899 nChanged 819 SP:Iteration 1F (30.878268 sec): 3 clusters Score: Raw -80060.240779 + Penalty 177.670214 = -79882.570564 nChanged 166 SP:Iteration 2F (30.881508 sec): 3 clusters Score: Raw -80167.226008 + Penalty 179.096109 = -79988.129899 nChanged 67 SP:Iteration 3Q (30.884613 sec): 3 clusters Score: Raw -80190.415575 + Penalty 179.811360 = -80010.604215 nChanged 30 SP:Iteration 4Q (30.887702 sec): 3 clusters Score: Raw -80199.522722 + Penalty 180.659066 = -80018.863656 nChanged 24 SP:Iteration 5Q (30.890760 sec): 3 clusters Score: Raw -80206.535065 + Penalty 180.860868 = -80025.674196 nChanged 17 SP:Iteration 6Q (30.893799 sec): 3 clusters Score: Raw -80209.938155 + Penalty 181.059248 = -80028.878906 nChanged 18 SP:Iteration 7Q (30.896832 sec): 3 clusters Score: Raw -80212.751428 + Penalty 181.938157 = -80030.813271 nChanged 19 SP:Iteration 8Q (30.899851 sec): 3 clusters Score: Raw -80219.006884 + Penalty 183.656156 = -80035.350728 nChanged 21 SP:Iteration 9Q (30.902861 sec): 3 clusters Score: Raw -80227.218677 + Penalty 185.021963 = -80042.196714 nChanged 18 SP:Iteration 10F (30.906086 sec): 3 clusters Score: Raw -80233.193836 + Penalty 186.045465 = -80047.148371 nChanged 17 SP:Iteration 11Q (30.909106 sec): 3 clusters Score: Raw -80238.407431 + Penalty 186.704314 = -80051.703117 nChanged 16 SP:Iteration 12Q (30.912104 sec): 3 clusters Score: Raw -80242.286973 + Penalty 187.280766 = -80055.006207 nChanged 14 SP:Iteration 13Q (30.915127 sec): 3 clusters Score: Raw -80245.585956 + Penalty 188.590404 = -80056.995552 nChanged 9 SP:Iteration 14Q (30.918119 sec): 3 clusters Score: Raw -80248.516924 + Penalty 190.083321 = -80058.433603 nChanged 8 SP:Iteration 15Q (30.921366 sec): 3 clusters Score: Raw -80250.761952 + Penalty 191.020165 = -80059.741787 nChanged 9 SP:Iteration 16Q (30.924436 sec): 3 clusters Score: Raw -80251.850673 + Penalty 191.827888 = -80060.022786 nChanged 10 SP:Iteration 17Q (30.927427 sec): 3 clusters Score: Raw -80252.591925 + Penalty 192.484581 = -80060.107343 nChanged 8 SP:Iteration 18Q (30.930395 sec): 3 clusters Score: Raw -80253.629617 + Penalty 192.402227 = -80061.227390 nChanged 6 SP:Iteration 19Q (30.933356 sec): 3 clusters Score: Raw -80255.333942 + Penalty 194.448147 = -80060.885795 nChanged 17 SP:Iteration 20F (30.936584 sec): 3 clusters Score: Raw -80262.127946 + Penalty 196.581519 = -80065.546427 nChanged 21 SP:Iteration 21Q (30.939540 sec): 3 clusters Score: Raw -80270.751903 + Penalty 198.398637 = -80072.353266 nChanged 20 SP:Iteration 22Q (30.942479 sec): 3 clusters Score: Raw -80278.284287 + Penalty 200.184507 = -80078.099780 nChanged 24 SP:Iteration 23Q (30.945403 sec): 3 clusters Score: Raw -80288.390242 + Penalty 203.240748 = -80085.149494 nChanged 22 SP:Iteration 24Q (30.948309 sec): 3 clusters Score: Raw -80296.305116 + Penalty 203.349784 = -80092.955332 nChanged 24 SP:Iteration 25Q (30.951197 sec): 3 clusters Score: Raw -80304.380818 + Penalty 206.151233 = -80098.229585 nChanged 22 SP:Iteration 26Q (30.954060 sec): 3 clusters Score: Raw -80313.317019 + Penalty 210.109821 = -80103.207198 nChanged 30 SP:Iteration 27Q (30.956909 sec): 3 clusters Score: Raw -80331.444893 + Penalty 217.688912 = -80113.755981 nChanged 31 SP:Iteration 28Q (30.959734 sec): 3 clusters Score: Raw -80350.990078 + Penalty 224.930391 = -80126.059686 nChanged 27 SP:Iteration 29Q (30.962552 sec): 3 clusters Score: Raw -80366.623714 + Penalty 232.855612 = -80133.768103 nChanged 26 SP:Iteration 30F (30.965807 sec): 3 clusters Score: Raw -80388.795333 + Penalty 240.040957 = -80148.754376 nChanged 20 SP:Iteration 31Q (30.968530 sec): 3 clusters Score: Raw -80402.466075 + Penalty 242.300236 = -80160.165838 nChanged 15 SP:Iteration 32Q (30.971226 sec): 3 clusters Score: Raw -80409.956353 + Penalty 250.706385 = -80159.249968 nChanged 12 SP:Iteration 33F (30.974448 sec): 3 clusters Score: Raw -80417.287387 + Penalty 259.254261 = -80158.033126 nChanged 11 SP:Iteration 34F (30.977667 sec): 3 clusters Score: Raw -80423.255230 + Penalty 275.712052 = -80147.543178 nChanged 10 SP:Iteration 35F (30.980910 sec): 3 clusters Score: Raw -80427.624827 + Penalty 287.115561 = -80140.509266 nChanged 5 SP:Iteration 36F (30.984131 sec): 3 clusters Score: Raw -80431.240145 + Penalty 294.357740 = -80136.882404 nChanged 5 SP:Iteration 37F (30.987366 sec): 3 clusters Score: Raw -80435.458457 + Penalty 298.832967 = -80136.625490 nChanged 4 SP:Iteration 38F (30.990590 sec): 3 clusters Score: Raw -80438.614698 + Penalty 305.146633 = -80133.468065 nChanged 3 SP:Iteration 39F (30.993811 sec): 3 clusters Score: Raw -80449.157651 + Penalty 304.379949 = -80144.777702 nChanged 3 SP:Iteration 40F (30.997028 sec): 3 clusters Score: Raw -80451.125013 + Penalty 301.259558 = -80149.865455 nChanged 1 SP:Iteration 41Q (30.999582 sec): 3 clusters Score: Raw -80451.594406 + Penalty 301.259558 = -80150.334848 nChanged 0 SP:Iteration 42F (31.002805 sec): 3 clusters Score: Raw -80451.594406 + Penalty 301.259558 = -80150.334848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.005022 sec): 2 clusters Score: Raw -469.669414 + Penalty 107.264585 = -362.404829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.005270 sec): 3 clusters Score: Raw -473.138246 + Penalty 215.212290 = -257.925956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.005762 sec): 2 clusters Score: Raw -441.757616 + Penalty 102.316389 = -339.441227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.005985 sec): 3 clusters Score: Raw -440.984422 + Penalty 207.691975 = -233.292446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 86 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.009605 sec): 2 clusters Score: Raw -44511.897513 + Penalty 162.208975 = -44349.688538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.011556 sec): 3 clusters Score: Raw -43927.433252 + Penalty 326.612898 = -43600.820353 nChanged 399 SP:Iteration 1F (31.013457 sec): 3 clusters Score: Raw -44186.703676 + Penalty 325.632350 = -43861.071326 nChanged 85 SP:Iteration 2F (31.015332 sec): 3 clusters Score: Raw -44257.674696 + Penalty 324.299154 = -43933.375542 nChanged 59 SP:Iteration 3F (31.017232 sec): 3 clusters Score: Raw -44299.837410 + Penalty 323.199776 = -43976.637634 nChanged 43 SP:Iteration 4Q (31.019072 sec): 3 clusters Score: Raw -44327.620207 + Penalty 322.804413 = -44004.815794 nChanged 32 SP:Iteration 5Q (31.020967 sec): 3 clusters Score: Raw -44342.372051 + Penalty 323.186988 = -44019.185063 nChanged 28 SP:Iteration 6Q (31.022933 sec): 3 clusters Score: Raw -44354.066973 + Penalty 324.461587 = -44029.605386 nChanged 20 SP:Iteration 7Q (31.024817 sec): 3 clusters Score: Raw -44358.776005 + Penalty 325.468638 = -44033.307367 nChanged 17 SP:Iteration 8Q (31.026634 sec): 3 clusters Score: Raw -44363.645077 + Penalty 325.822385 = -44037.822692 nChanged 14 SP:Iteration 9Q (31.028429 sec): 3 clusters Score: Raw -44368.910996 + Penalty 326.699671 = -44042.211326 nChanged 16 SP:Iteration 10F (31.030298 sec): 3 clusters Score: Raw -44375.710551 + Penalty 327.383090 = -44048.327461 nChanged 15 SP:Iteration 11Q (31.032079 sec): 3 clusters Score: Raw -44380.682109 + Penalty 326.471504 = -44054.210606 nChanged 15 SP:Iteration 12Q (31.033884 sec): 3 clusters Score: Raw -44384.550709 + Penalty 326.322557 = -44058.228152 nChanged 14 SP:Iteration 13Q (31.035651 sec): 3 clusters Score: Raw -44389.142930 + Penalty 325.664116 = -44063.478814 nChanged 15 SP:Iteration 14Q (31.037403 sec): 3 clusters Score: Raw -44393.948556 + Penalty 324.537826 = -44069.410730 nChanged 15 SP:Iteration 15Q (31.039149 sec): 3 clusters Score: Raw -44398.528055 + Penalty 324.437011 = -44074.091043 nChanged 11 SP:Iteration 16Q (31.040884 sec): 3 clusters Score: Raw -44401.173913 + Penalty 324.928760 = -44076.245154 nChanged 9 SP:Iteration 17Q (31.042609 sec): 3 clusters Score: Raw -44403.299413 + Penalty 325.166511 = -44078.132902 nChanged 8 SP:Iteration 18Q (31.044331 sec): 3 clusters Score: Raw -44404.775875 + Penalty 325.079848 = -44079.696026 nChanged 6 SP:Iteration 19Q (31.046050 sec): 3 clusters Score: Raw -44405.875312 + Penalty 325.703525 = -44080.171786 nChanged 13 SP:Iteration 20F (31.047916 sec): 3 clusters Score: Raw -44409.679485 + Penalty 326.803958 = -44082.875527 nChanged 10 SP:Iteration 21Q (31.049629 sec): 3 clusters Score: Raw -44412.421402 + Penalty 327.738038 = -44084.683365 nChanged 9 SP:Iteration 22Q (31.051380 sec): 3 clusters Score: Raw -44416.857170 + Penalty 331.409576 = -44085.447594 nChanged 10 SP:Iteration 23Q (31.053091 sec): 3 clusters Score: Raw -44421.356450 + Penalty 333.244809 = -44088.111641 nChanged 11 SP:Iteration 24Q (31.054755 sec): 3 clusters Score: Raw -44425.489076 + Penalty 336.615769 = -44088.873307 nChanged 11 SP:Iteration 25Q (31.056409 sec): 3 clusters Score: Raw -44430.250501 + Penalty 343.531220 = -44086.719281 nChanged 18 SP:Iteration 26F (31.058272 sec): 3 clusters Score: Raw -44440.040141 + Penalty 354.444709 = -44085.595432 nChanged 17 SP:Iteration 27F (31.060134 sec): 3 clusters Score: Raw -44449.682126 + Penalty 372.382051 = -44077.300075 nChanged 21 SP:Iteration 28F (31.062000 sec): 3 clusters Score: Raw -44466.022112 + Penalty 373.567537 = -44092.454575 nChanged 22 SP:Iteration 29Q (31.063613 sec): 3 clusters Score: Raw -44487.379732 + Penalty 389.996838 = -44097.382894 nChanged 20 SP:Iteration 30F (31.065533 sec): 3 clusters Score: Raw -44509.274182 + Penalty 414.223308 = -44095.050874 nChanged 13 SP:Iteration 31F (31.067441 sec): 3 clusters Score: Raw -44524.524793 + Penalty 420.269495 = -44104.255299 nChanged 5 SP:Iteration 32Q (31.068981 sec): 3 clusters Score: Raw -44532.074805 + Penalty 433.423527 = -44098.651278 nChanged 3 SP:Iteration 33F (31.070844 sec): 3 clusters Score: Raw -44534.575878 + Penalty 433.423527 = -44101.152350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.071387 sec): 2 clusters Score: Raw -277.258202 + Penalty 58.431394 = -218.826807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.071605 sec): 3 clusters Score: Raw -275.615036 + Penalty 116.862789 = -158.752247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.072072 sec): 2 clusters Score: Raw -197.757522 + Penalty 48.191106 = -149.566416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.072283 sec): 3 clusters Score: Raw -193.665602 + Penalty 91.897446 = -101.768156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.072757 sec): 2 clusters Score: Raw -253.245747 + Penalty 92.570331 = -160.675416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.072973 sec): 3 clusters Score: Raw -248.668334 + Penalty 182.876374 = -65.791960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.073453 sec): 2 clusters Score: Raw -97.032822 + Penalty 39.694643 = -57.338178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.073661 sec): 3 clusters Score: Raw -92.212013 + Penalty 79.389287 = -12.822726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.074122 sec): 2 clusters Score: Raw -157.260165 + Penalty 63.577224 = -93.682941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.074330 sec): 3 clusters Score: Raw -149.064417 + Penalty 121.842582 = -27.221836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.074779 sec): 2 clusters Score: Raw -47.781799 + Penalty 0.000000 = -47.781799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.074968 sec): 2 clusters Score: Raw -47.781799 + Penalty 0.000000 = -47.781799 nChanged 0 Deleting Class 14 (40 points): Lose 169.774744 but Gain 803.703181 Iteration 119Q (31.159403 sec): 47 clusters Score: Raw -876429.727590 + Penalty 25826.057630 = -850603.669960 nChanged 51 Deleting Class 34 (6 points): Lose 70.789693 but Gain 699.349055 Iteration 120F (31.628693 sec): 46 clusters Score: Raw -876457.948090 + Penalty 25135.327588 = -851322.620502 nChanged 21 Deleting Class 30 (92 points): Lose 422.518540 but Gain 1047.534754 Iteration 121Q (31.701478 sec): 45 clusters Score: Raw -876065.596566 + Penalty 24212.850294 = -851852.746272 nChanged 99 Deleting Class 52 (6 points): Lose 37.364843 but Gain 646.688847 Iteration 122Q (31.774833 sec): 44 clusters Score: Raw -876274.730789 + Penalty 23586.851781 = -852687.879009 nChanged 21 Deleting Class 60 (23 points): Lose 104.055994 but Gain 712.730172 Iteration 123Q (31.846275 sec): 43 clusters Score: Raw -876190.838631 + Penalty 22878.239103 = -853312.599528 nChanged 29 Deleting Class 42 (15 points): Lose 85.487819 but Gain 688.580274 Iteration 124Q (31.916321 sec): 42 clusters Score: Raw -876154.347937 + Penalty 22247.256412 = -853907.091525 nChanged 23 Deleting Class 20 (15 points): Lose 60.737474 but Gain 651.784296 Iteration 125Q (31.986845 sec): 41 clusters Score: Raw -876144.166254 + Penalty 21611.990970 = -854532.175284 nChanged 25 Deleting Class 41 (56 points): Lose 269.954751 but Gain 860.972736 Iteration 126Q (32.056575 sec): 40 clusters Score: Raw -875912.529532 + Penalty 20997.369734 = -854915.159798 nChanged 67 Deleting Class 128 (3 points): Lose 6.631035 but Gain 576.783010 Iteration 127Q (32.129202 sec): 39 clusters Score: Raw -876065.351072 + Penalty 20446.097605 = -855619.253467 nChanged 26 Deleting Class 107 (2 points): Lose 9.500810 but Gain 570.770858 Iteration 128Q (32.197517 sec): 38 clusters Score: Raw -876070.770606 + Penalty 19894.026082 = -856176.744524 nChanged 25 Deleting Class 146 (1 points): Lose 2.576182 but Gain 550.988971 Iteration 129Q (32.265888 sec): 37 clusters Score: Raw -876086.577309 + Penalty 19387.762078 = -856698.815230 nChanged 20 Deleting Class 101 (5 points): Lose 29.225119 but Gain 573.261711 Iteration 130F (32.641129 sec): 36 clusters Score: Raw -876073.884476 + Penalty 18817.933242 = -857255.951234 nChanged 16 Deleting Class 66 (18 points): Lose 74.559497 but Gain 585.310968 Iteration 131Q (32.709113 sec): 35 clusters Score: Raw -876012.316172 + Penalty 18248.157166 = -857764.159006 nChanged 30 Deleting Class 27 (23 points): Lose 107.718498 but Gain 557.190160 Iteration 132Q (32.777953 sec): 34 clusters Score: Raw -875945.580160 + Penalty 17678.361495 = -858267.218664 nChanged 38 Deleting Class 48 (22 points): Lose 224.346156 but Gain 665.813724 Iteration 133Q (32.845424 sec): 33 clusters Score: Raw -875782.475454 + Penalty 17075.558356 = -858706.917099 nChanged 34 Deleting Class 29 (16 points): Lose 89.702596 but Gain 536.498438 Iteration 134Q (32.912562 sec): 32 clusters Score: Raw -875829.068575 + Penalty 16564.374799 = -859264.693775 nChanged 29 Deleting Class 89 (5 points): Lose 32.572971 but Gain 467.562572 Iteration 135Q (32.979588 sec): 31 clusters Score: Raw -875831.293632 + Penalty 16088.149015 = -859743.144617 nChanged 12 Deleting Class 11 (28 points): Lose 176.468488 but Gain 611.033899 Iteration 136Q (33.045601 sec): 30 clusters Score: Raw -875664.068616 + Penalty 15506.518181 = -860157.550434 nChanged 30 Deleting Class 57 (78 points): Lose 237.650910 but Gain 662.579122 Iteration 137Q (33.112249 sec): 29 clusters Score: Raw -875486.856079 + Penalty 14808.306025 = -860678.550054 nChanged 90 Deleting Class 81 (9 points): Lose 54.562995 but Gain 464.115534 Iteration 138Q (33.179476 sec): 28 clusters Score: Raw -875573.561105 + Penalty 14339.454994 = -861234.106111 nChanged 30 Deleting Class 7 (195 points): Lose 615.293624 but Gain 990.385247 Iteration 139Q (33.245021 sec): 27 clusters Score: Raw -874980.959411 + Penalty 13525.311232 = -861455.648178 nChanged 214 Deleting Class 74 (16 points): Lose 81.085246 but Gain 455.059162 Iteration 140F (33.522451 sec): 26 clusters Score: Raw -875237.122969 + Penalty 13071.609154 = -862165.513814 nChanged 56 Deleting Class 16 (94 points): Lose 127.431885 but Gain 465.130708 Iteration 141Q (33.587631 sec): 25 clusters Score: Raw -875149.318524 + Penalty 12615.523583 = -862533.794941 nChanged 125 Deleting Class 87 (7 points): Lose 51.033814 but Gain 346.369364 Iteration 142Q (33.652290 sec): 24 clusters Score: Raw -875219.430397 + Penalty 12258.995700 = -862960.434697 nChanged 29 Deleting Class 44 (50 points): Lose 294.790262 but Gain 542.449709 Iteration 143Q (33.716540 sec): 23 clusters Score: Raw -874940.808465 + Penalty 11732.735054 = -863208.073411 nChanged 68 Deleting Class 43 (29 points): Lose 363.981331 but Gain 563.419536 Iteration 144Q (33.779821 sec): 22 clusters Score: Raw -874699.371768 + Penalty 11168.301125 = -863531.070643 nChanged 71 Iteration 145Q (33.842854 sec): 22 clusters Score: Raw -874941.812185 + Penalty 11216.324632 = -863725.487553 nChanged 37 Iteration 146Q (33.904925 sec): 22 clusters Score: Raw -874974.017217 + Penalty 11221.213492 = -863752.803725 nChanged 21 Iteration 147Q (33.966929 sec): 22 clusters Score: Raw -874983.575920 + Penalty 11223.434877 = -863760.141043 nChanged 18 Iteration 148Q (34.030458 sec): 22 clusters Score: Raw -874987.008374 + Penalty 11225.423086 = -863761.585288 nChanged 13 Iteration 149Q (34.093551 sec): 22 clusters Score: Raw -874988.931766 + Penalty 11231.099936 = -863757.831831 nChanged 12 Iteration 150F (34.322001 sec): 22 clusters Score: Raw -874992.038921 + Penalty 11236.072104 = -863755.966816 nChanged 13 Iteration 151F (34.551656 sec): 22 clusters Score: Raw -874995.646321 + Penalty 11241.719285 = -863753.927037 nChanged 23 Iteration 152F (34.778969 sec): 22 clusters Score: Raw -875001.123621 + Penalty 11247.663124 = -863753.460497 nChanged 15 Iteration 153F (35.006215 sec): 22 clusters Score: Raw -875003.221576 + Penalty 11253.727879 = -863749.493697 nChanged 13 Iteration 154F (35.235450 sec): 22 clusters Score: Raw -875005.141627 + Penalty 11257.398745 = -863747.742883 nChanged 13 Iteration 155F (35.462619 sec): 22 clusters Score: Raw -875008.401225 + Penalty 11261.920808 = -863746.480417 nChanged 15 Iteration 156F (35.690184 sec): 22 clusters Score: Raw -875010.392729 + Penalty 11267.064290 = -863743.328439 nChanged 9 Iteration 157F (35.919542 sec): 22 clusters Score: Raw -875011.678859 + Penalty 11271.797808 = -863739.881050 nChanged 8 Iteration 158F (36.146864 sec): 22 clusters Score: Raw -875012.863614 + Penalty 11276.552473 = -863736.311141 nChanged 11 Iteration 159F (36.373559 sec): 22 clusters Score: Raw -875016.931893 + Penalty 11279.901524 = -863737.030370 nChanged 14 Iteration 160F (36.603069 sec): 22 clusters Score: Raw -875022.563764 + Penalty 11285.918210 = -863736.645554 nChanged 18 Iteration 161F (36.832862 sec): 22 clusters Score: Raw -875026.460048 + Penalty 11293.642453 = -863732.817595 nChanged 19 Iteration 162F (37.060025 sec): 22 clusters Score: Raw -875029.808973 + Penalty 11295.400963 = -863734.408010 nChanged 9 Iteration 163Q (37.122891 sec): 22 clusters Score: Raw -875030.783675 + Penalty 11303.283511 = -863727.500164 nChanged 10 Iteration 164F (37.351562 sec): 22 clusters Score: Raw -875032.256163 + Penalty 11312.577324 = -863719.678839 nChanged 11 Iteration 165F (37.581031 sec): 22 clusters Score: Raw -875034.682377 + Penalty 11318.883253 = -863715.799124 nChanged 7 Iteration 166F (37.808551 sec): 22 clusters Score: Raw -875035.444602 + Penalty 11319.395755 = -863716.048848 nChanged 3 Iteration 167Q (37.871673 sec): 22 clusters Score: Raw -875035.663726 + Penalty 11317.702238 = -863717.961488 nChanged 5 Iteration 168Q (37.935267 sec): 22 clusters Score: Raw -875039.232116 + Penalty 11318.285352 = -863720.946764 nChanged 4 Iteration 169Q (37.999884 sec): 22 clusters Score: Raw -875040.159070 + Penalty 11318.689476 = -863721.469594 nChanged 4 Iteration 170F (38.228242 sec): 22 clusters Score: Raw -875042.304798 + Penalty 11324.238271 = -863718.066527 nChanged 5 Iteration 171F (38.456716 sec): 22 clusters Score: Raw -875042.817055 + Penalty 11328.204163 = -863714.612892 nChanged 5 Iteration 172F (38.685849 sec): 22 clusters Score: Raw -875044.303187 + Penalty 11329.836039 = -863714.467148 nChanged 6 Iteration 173F (38.913547 sec): 22 clusters Score: Raw -875045.584965 + Penalty 11329.158424 = -863716.426541 nChanged 1 Iteration 174Q (38.976323 sec): 22 clusters Score: Raw -875045.666692 + Penalty 11329.113390 = -863716.553301 nChanged 1 Iteration 175Q (39.038961 sec): 22 clusters Score: Raw -875045.717387 + Penalty 11329.394792 = -863716.322594 nChanged 1 Iteration 176F (39.267384 sec): 22 clusters Score: Raw -875045.741460 + Penalty 11329.394792 = -863716.346668 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -875045.741460 + Penalty 11329.394792 = -863716.346668Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.317524 sec): 2 clusters Score: Raw -118177.089720 + Penalty 77.297534 = -118099.792186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.322589 sec): 3 clusters Score: Raw -116423.481292 + Penalty 152.546154 = -116270.935138 nChanged 1267 SP:Iteration 1F (39.327455 sec): 3 clusters Score: Raw -117671.085892 + Penalty 149.636025 = -117521.449868 nChanged 103 SP:Iteration 2Q (39.332144 sec): 3 clusters Score: Raw -117726.908093 + Penalty 148.940661 = -117577.967432 nChanged 57 SP:Iteration 3Q (39.336732 sec): 3 clusters Score: Raw -117746.429331 + Penalty 148.141947 = -117598.287384 nChanged 56 SP:Iteration 4Q (39.341280 sec): 3 clusters Score: Raw -117773.537722 + Penalty 147.902958 = -117625.634764 nChanged 60 SP:Iteration 5Q (39.345784 sec): 3 clusters Score: Raw -117807.807621 + Penalty 148.229244 = -117659.578376 nChanged 77 SP:Iteration 6Q (39.350274 sec): 3 clusters Score: Raw -117854.220203 + Penalty 148.128982 = -117706.091221 nChanged 67 SP:Iteration 7Q (39.354700 sec): 3 clusters Score: Raw -117885.992949 + Penalty 147.993849 = -117737.999100 nChanged 67 SP:Iteration 8Q (39.359055 sec): 3 clusters Score: Raw -117917.626572 + Penalty 147.588824 = -117770.037748 nChanged 58 SP:Iteration 9Q (39.363399 sec): 3 clusters Score: Raw -117947.163243 + Penalty 149.027271 = -117798.135972 nChanged 56 SP:Iteration 10F (39.368301 sec): 3 clusters Score: Raw -117973.704769 + Penalty 148.554360 = -117825.150409 nChanged 49 SP:Iteration 11Q (39.372507 sec): 3 clusters Score: Raw -117997.220121 + Penalty 149.108418 = -117848.111702 nChanged 51 SP:Iteration 12Q (39.376683 sec): 3 clusters Score: Raw -118025.641440 + Penalty 147.323527 = -117878.317914 nChanged 54 SP:Iteration 13Q (39.380769 sec): 3 clusters Score: Raw -118057.179506 + Penalty 149.651012 = -117907.528494 nChanged 43 SP:Iteration 14Q (39.384867 sec): 3 clusters Score: Raw -118086.240084 + Penalty 153.524633 = -117932.715451 nChanged 47 SP:Iteration 15Q (39.388939 sec): 3 clusters Score: Raw -118123.831211 + Penalty 165.543580 = -117958.287631 nChanged 39 SP:Iteration 16Q (39.392925 sec): 3 clusters Score: Raw -118159.338491 + Penalty 192.669951 = -117966.668539 nChanged 21 SP:Iteration 17Q (39.396813 sec): 3 clusters Score: Raw -118179.522906 + Penalty 218.201346 = -117961.321560 nChanged 8 SP:Iteration 18F (39.401611 sec): 3 clusters Score: Raw -118185.002817 + Penalty 249.439402 = -117935.563415 nChanged 6 SP:Iteration 19F (39.406522 sec): 3 clusters Score: Raw -118188.450470 + Penalty 260.649208 = -117927.801262 nChanged 2 SP:Iteration 20F (39.411270 sec): 3 clusters Score: Raw -118188.839699 + Penalty 266.776459 = -117922.063240 nChanged 1 SP:Iteration 21F (39.416078 sec): 3 clusters Score: Raw -118188.902202 + Penalty 266.776459 = -117922.125743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 2 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.421474 sec): 2 clusters Score: Raw -41022.978493 + Penalty 59.052014 = -40963.926479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.423387 sec): 3 clusters Score: Raw -40470.622845 + Penalty 134.156276 = -40336.466569 nChanged 406 SP:Iteration 1F (39.425179 sec): 3 clusters Score: Raw -40855.810167 + Penalty 138.973042 = -40716.837125 nChanged 67 SP:Iteration 2F (39.426922 sec): 3 clusters Score: Raw -40920.392296 + Penalty 143.612662 = -40776.779634 nChanged 53 SP:Iteration 3F (39.428667 sec): 3 clusters Score: Raw -40975.981549 + Penalty 147.003010 = -40828.978539 nChanged 31 SP:Iteration 4Q (39.430384 sec): 3 clusters Score: Raw -41002.002143 + Penalty 146.621135 = -40855.381008 nChanged 13 SP:Iteration 5Q (39.431996 sec): 3 clusters Score: Raw -41014.065524 + Penalty 141.747575 = -40872.317949 nChanged 12 SP:Iteration 6Q (39.433570 sec): 3 clusters Score: Raw -41027.159400 + Penalty 142.626952 = -40884.532448 nChanged 6 SP:Iteration 7Q (39.435115 sec): 3 clusters Score: Raw -41029.531487 + Penalty 143.009258 = -40886.522229 nChanged 3 SP:Iteration 8Q (39.436637 sec): 3 clusters Score: Raw -41030.300586 + Penalty 144.878915 = -40885.421671 nChanged 3 SP:Iteration 9F (39.438392 sec): 3 clusters Score: Raw -41031.344541 + Penalty 148.107348 = -40883.237192 nChanged 4 SP:Iteration 10F (39.440135 sec): 3 clusters Score: Raw -41034.147359 + Penalty 148.820044 = -40885.327315 nChanged 1 SP:Iteration 11Q (39.441595 sec): 3 clusters Score: Raw -41034.763073 + Penalty 148.820044 = -40885.943029 nChanged 0 SP:Iteration 12F (39.443391 sec): 3 clusters Score: Raw -41034.763073 + Penalty 148.820044 = -40885.943029 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 3 (3066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.457529 sec): 2 clusters Score: Raw -136997.782281 + Penalty 71.774595 = -136926.007686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.463235 sec): 3 clusters Score: Raw -135035.629403 + Penalty 154.600546 = -134881.028857 nChanged 1455 SP:Iteration 1F (39.468676 sec): 3 clusters Score: Raw -136346.591070 + Penalty 157.260651 = -136189.330419 nChanged 183 SP:Iteration 2F (39.474111 sec): 3 clusters Score: Raw -136450.308943 + Penalty 163.010658 = -136287.298285 nChanged 151 SP:Iteration 3Q (39.479578 sec): 3 clusters Score: Raw -136552.851406 + Penalty 170.560085 = -136382.291322 nChanged 148 SP:Iteration 4Q (39.485019 sec): 3 clusters Score: Raw -136670.922227 + Penalty 181.485662 = -136489.436565 nChanged 147 SP:Iteration 5Q (39.490470 sec): 3 clusters Score: Raw -136800.660137 + Penalty 194.586938 = -136606.073199 nChanged 119 SP:Iteration 6Q (39.495925 sec): 3 clusters Score: Raw -136899.161629 + Penalty 200.726493 = -136698.435136 nChanged 78 SP:Iteration 7Q (39.501325 sec): 3 clusters Score: Raw -136964.084826 + Penalty 214.277968 = -136749.806858 nChanged 52 SP:Iteration 8Q (39.506484 sec): 3 clusters Score: Raw -137003.965089 + Penalty 217.526276 = -136786.438813 nChanged 27 SP:Iteration 9Q (39.511484 sec): 3 clusters Score: Raw -137023.815397 + Penalty 225.987631 = -136797.827766 nChanged 17 SP:Iteration 10F (39.516974 sec): 3 clusters Score: Raw -137036.310614 + Penalty 230.750280 = -136805.560335 nChanged 4 SP:Iteration 11Q (39.521630 sec): 3 clusters Score: Raw -137039.033804 + Penalty 233.817035 = -136805.216769 nChanged 2 SP:Iteration 12F (39.527407 sec): 3 clusters Score: Raw -137040.220815 + Penalty 235.280624 = -136804.940191 nChanged 3 SP:Iteration 13F (39.532851 sec): 3 clusters Score: Raw -137040.678885 + Penalty 236.582743 = -136804.096142 nChanged 1 SP:Iteration 14F (39.538382 sec): 3 clusters Score: Raw -137040.698321 + Penalty 236.582743 = -136804.115578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.543146 sec): 2 clusters Score: Raw -11096.880391 + Penalty 672.977921 = -10423.902471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.543862 sec): 3 clusters Score: Raw -11119.924412 + Penalty 1346.521728 = -9773.402684 nChanged 48 SP:Iteration 1F (39.544563 sec): 3 clusters Score: Raw -11233.836759 + Penalty 1347.501090 = -9886.335669 nChanged 17 SP:Iteration 2F (39.545261 sec): 3 clusters Score: Raw -11273.830328 + Penalty 1348.204206 = -9925.626121 nChanged 7 SP:Iteration 3Q (39.545919 sec): 3 clusters Score: Raw -11285.484693 + Penalty 1349.664431 = -9935.820262 nChanged 7 SP:Iteration 4Q (39.546557 sec): 3 clusters Score: Raw -11300.974868 + Penalty 1351.990380 = -9948.984488 nChanged 6 SP:Iteration 5Q (39.547210 sec): 3 clusters Score: Raw -11315.584671 + Penalty 1353.285264 = -9962.299406 nChanged 4 SP:Iteration 6Q (39.547842 sec): 3 clusters Score: Raw -11319.378711 + Penalty 1353.667875 = -9965.710836 nChanged 1 SP:Iteration 7Q (39.548494 sec): 3 clusters Score: Raw -11320.339109 + Penalty 1354.254785 = -9966.084324 nChanged 1 SP:Iteration 8Q (39.549124 sec): 3 clusters Score: Raw -11321.063777 + Penalty 1354.771189 = -9966.292588 nChanged 2 SP:Iteration 9Q (39.549754 sec): 3 clusters Score: Raw -11322.823194 + Penalty 1356.111534 = -9966.711660 nChanged 2 SP:Iteration 10F (39.550438 sec): 3 clusters Score: Raw -11325.666094 + Penalty 1356.862492 = -9968.803602 nChanged 1 SP:Iteration 11Q (39.551069 sec): 3 clusters Score: Raw -11326.436461 + Penalty 1356.862492 = -9969.573969 nChanged 0 SP:Iteration 12F (39.551759 sec): 3 clusters Score: Raw -11326.436461 + Penalty 1356.862492 = -9969.573969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.554046 sec): 2 clusters Score: Raw -15641.527423 + Penalty 403.176742 = -15238.350681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.554945 sec): 3 clusters Score: Raw -15495.813710 + Penalty 804.266967 = -14691.546744 nChanged 111 SP:Iteration 1F (39.555801 sec): 3 clusters Score: Raw -15597.482313 + Penalty 818.270400 = -14779.211914 nChanged 54 SP:Iteration 2F (39.556655 sec): 3 clusters Score: Raw -15669.401816 + Penalty 844.266256 = -14825.135560 nChanged 30 SP:Iteration 3F (39.557506 sec): 3 clusters Score: Raw -15709.985018 + Penalty 853.407843 = -14856.577175 nChanged 11 SP:Iteration 4Q (39.558326 sec): 3 clusters Score: Raw -15724.960396 + Penalty 866.818942 = -14858.141453 nChanged 8 SP:Iteration 5Q (39.559137 sec): 3 clusters Score: Raw -15733.134082 + Penalty 874.584707 = -14858.549375 nChanged 4 SP:Iteration 6Q (39.559937 sec): 3 clusters Score: Raw -15736.155865 + Penalty 880.043066 = -14856.112800 nChanged 4 SP:Iteration 7F (39.560787 sec): 3 clusters Score: Raw -15743.852754 + Penalty 887.739399 = -14856.113355 nChanged 2 SP:Iteration 8Q (39.561577 sec): 3 clusters Score: Raw -15747.464762 + Penalty 893.616649 = -14853.848113 nChanged 2 SP:Iteration 9F (39.562420 sec): 3 clusters Score: Raw -15750.575179 + Penalty 896.569578 = -14854.005601 nChanged 2 SP:Iteration 10F (39.563265 sec): 3 clusters Score: Raw -15753.754771 + Penalty 899.270180 = -14854.484591 nChanged 1 SP:Iteration 11Q (39.564074 sec): 3 clusters Score: Raw -15754.210033 + Penalty 899.270180 = -14854.939853 nChanged 0 SP:Iteration 12F (39.564917 sec): 3 clusters Score: Raw -15754.210033 + Penalty 899.270180 = -14854.939853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.565813 sec): 2 clusters Score: Raw -5041.058895 + Penalty 223.929714 = -4817.129181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.566270 sec): 3 clusters Score: Raw -5025.558042 + Penalty 454.037149 = -4571.520893 nChanged 31 SP:Iteration 1F (39.566715 sec): 3 clusters Score: Raw -5072.551845 + Penalty 455.708425 = -4616.843421 nChanged 9 SP:Iteration 2F (39.567155 sec): 3 clusters Score: Raw -5091.719866 + Penalty 457.841161 = -4633.878706 nChanged 4 SP:Iteration 3Q (39.567581 sec): 3 clusters Score: Raw -5098.928288 + Penalty 459.636304 = -4639.291984 nChanged 4 SP:Iteration 4Q (39.568005 sec): 3 clusters Score: Raw -5104.662905 + Penalty 458.047738 = -4646.615167 nChanged 1 SP:Iteration 5Q (39.568423 sec): 3 clusters Score: Raw -5106.641499 + Penalty 458.047738 = -4648.593761 nChanged 0 SP:Iteration 6F (39.568863 sec): 3 clusters Score: Raw -5106.641499 + Penalty 458.047738 = -4648.593761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.571725 sec): 2 clusters Score: Raw -35895.007222 + Penalty 180.120441 = -35714.886781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.573294 sec): 3 clusters Score: Raw -35449.254934 + Penalty 360.514627 = -35088.740307 nChanged 319 SP:Iteration 1F (39.574832 sec): 3 clusters Score: Raw -35612.478793 + Penalty 359.553718 = -35252.925074 nChanged 69 SP:Iteration 2F (39.576348 sec): 3 clusters Score: Raw -35657.104615 + Penalty 359.159055 = -35297.945560 nChanged 58 SP:Iteration 3F (39.577858 sec): 3 clusters Score: Raw -35682.830323 + Penalty 358.150454 = -35324.679869 nChanged 39 SP:Iteration 4F (39.579408 sec): 3 clusters Score: Raw -35695.552209 + Penalty 358.006718 = -35337.545491 nChanged 27 SP:Iteration 5Q (39.580933 sec): 3 clusters Score: Raw -35705.678396 + Penalty 357.602631 = -35348.075764 nChanged 24 SP:Iteration 6Q (39.582453 sec): 3 clusters Score: Raw -35716.255946 + Penalty 356.968614 = -35359.287332 nChanged 24 SP:Iteration 7Q (39.583962 sec): 3 clusters Score: Raw -35727.314917 + Penalty 356.478029 = -35370.836887 nChanged 14 SP:Iteration 8Q (39.585448 sec): 3 clusters Score: Raw -35731.243429 + Penalty 356.336880 = -35374.906549 nChanged 11 SP:Iteration 9Q (39.586970 sec): 3 clusters Score: Raw -35734.030343 + Penalty 356.229527 = -35377.800816 nChanged 15 SP:Iteration 10F (39.588506 sec): 3 clusters Score: Raw -35738.164674 + Penalty 356.191475 = -35381.973199 nChanged 12 SP:Iteration 11Q (39.590001 sec): 3 clusters Score: Raw -35741.845831 + Penalty 355.917027 = -35385.928803 nChanged 15 SP:Iteration 12Q (39.591484 sec): 3 clusters Score: Raw -35746.124030 + Penalty 355.594209 = -35390.529822 nChanged 15 SP:Iteration 13Q (39.593003 sec): 3 clusters Score: Raw -35750.438863 + Penalty 354.583310 = -35395.855554 nChanged 20 SP:Iteration 14Q (39.594504 sec): 3 clusters Score: Raw -35758.508422 + Penalty 355.635420 = -35402.873002 nChanged 25 SP:Iteration 15Q (39.595993 sec): 3 clusters Score: Raw -35773.787813 + Penalty 357.999748 = -35415.788065 nChanged 36 SP:Iteration 16Q (39.597462 sec): 3 clusters Score: Raw -35795.552114 + Penalty 364.513484 = -35431.038630 nChanged 40 SP:Iteration 17F (39.599015 sec): 3 clusters Score: Raw -35830.218338 + Penalty 378.106117 = -35452.112221 nChanged 41 SP:Iteration 18F (39.600552 sec): 3 clusters Score: Raw -35875.323322 + Penalty 398.022687 = -35477.300635 nChanged 29 SP:Iteration 19Q (39.601997 sec): 3 clusters Score: Raw -35903.859671 + Penalty 421.522553 = -35482.337118 nChanged 18 SP:Iteration 20F (39.603543 sec): 3 clusters Score: Raw -35918.680708 + Penalty 448.119691 = -35470.561017 nChanged 16 SP:Iteration 21F (39.605095 sec): 3 clusters Score: Raw -35939.655810 + Penalty 468.297260 = -35471.358550 nChanged 8 SP:Iteration 22Q (39.606496 sec): 3 clusters Score: Raw -35953.521805 + Penalty 468.297260 = -35485.224545 nChanged 0 SP:Iteration 23F (39.608039 sec): 3 clusters Score: Raw -35953.521805 + Penalty 468.297260 = -35485.224545 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.613030 sec): 2 clusters Score: Raw -42829.170568 + Penalty 63.252093 = -42765.918474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.614937 sec): 3 clusters Score: Raw -42200.107460 + Penalty 126.843212 = -42073.264248 nChanged 452 SP:Iteration 1F (39.616792 sec): 3 clusters Score: Raw -42582.072939 + Penalty 127.179259 = -42454.893680 nChanged 82 SP:Iteration 2F (39.618702 sec): 3 clusters Score: Raw -42632.020074 + Penalty 127.215499 = -42504.804575 nChanged 42 SP:Iteration 3Q (39.620574 sec): 3 clusters Score: Raw -42655.633485 + Penalty 127.158015 = -42528.475470 nChanged 48 SP:Iteration 4Q (39.622416 sec): 3 clusters Score: Raw -42702.632869 + Penalty 126.936205 = -42575.696663 nChanged 48 SP:Iteration 5Q (39.624385 sec): 3 clusters Score: Raw -42749.681966 + Penalty 126.666344 = -42623.015622 nChanged 50 SP:Iteration 6F (39.626352 sec): 3 clusters Score: Raw -42782.576127 + Penalty 126.524564 = -42656.051564 nChanged 40 SP:Iteration 7Q (39.628141 sec): 3 clusters Score: Raw -42812.381589 + Penalty 126.415208 = -42685.966382 nChanged 24 SP:Iteration 8Q (39.629897 sec): 3 clusters Score: Raw -42828.609954 + Penalty 126.301908 = -42702.308047 nChanged 18 SP:Iteration 9Q (39.631651 sec): 3 clusters Score: Raw -42839.144248 + Penalty 126.199289 = -42712.944960 nChanged 17 SP:Iteration 10F (39.633533 sec): 3 clusters Score: Raw -42845.906691 + Penalty 125.978928 = -42719.927763 nChanged 13 SP:Iteration 11Q (39.635281 sec): 3 clusters Score: Raw -42854.490924 + Penalty 125.868504 = -42728.622420 nChanged 8 SP:Iteration 12Q (39.637021 sec): 3 clusters Score: Raw -42856.377528 + Penalty 125.743689 = -42730.633839 nChanged 5 SP:Iteration 13Q (39.638775 sec): 3 clusters Score: Raw -42857.468454 + Penalty 125.600839 = -42731.867615 nChanged 8 SP:Iteration 14Q (39.640512 sec): 3 clusters Score: Raw -42859.698231 + Penalty 125.554504 = -42734.143727 nChanged 4 SP:Iteration 15Q (39.642242 sec): 3 clusters Score: Raw -42859.928809 + Penalty 125.512866 = -42734.415943 nChanged 1 SP:Iteration 16Q (39.643971 sec): 3 clusters Score: Raw -42859.974494 + Penalty 125.492200 = -42734.482294 nChanged 1 SP:Iteration 17Q (39.645699 sec): 3 clusters Score: Raw -42860.017109 + Penalty 125.492200 = -42734.524909 nChanged 0 SP:Iteration 18F (39.647606 sec): 3 clusters Score: Raw -42860.017109 + Penalty 125.492200 = -42734.524909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.651656 sec): 2 clusters Score: Raw -17839.135410 + Penalty 227.205009 = -17611.930401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.652560 sec): 3 clusters Score: Raw -17655.032681 + Penalty 446.907345 = -17208.125336 nChanged 149 SP:Iteration 1F (39.653427 sec): 3 clusters Score: Raw -17820.562317 + Penalty 447.547389 = -17373.014928 nChanged 51 SP:Iteration 2F (39.654294 sec): 3 clusters Score: Raw -17869.777440 + Penalty 451.749950 = -17418.027491 nChanged 22 SP:Iteration 3F (39.655163 sec): 3 clusters Score: Raw -17885.364606 + Penalty 455.394128 = -17429.970478 nChanged 14 SP:Iteration 4Q (39.656017 sec): 3 clusters Score: Raw -17900.903224 + Penalty 453.751100 = -17447.152124 nChanged 6 SP:Iteration 5Q (39.656867 sec): 3 clusters Score: Raw -17907.040206 + Penalty 453.068436 = -17453.971770 nChanged 2 SP:Iteration 6Q (39.657748 sec): 3 clusters Score: Raw -17908.880095 + Penalty 453.068436 = -17455.811660 nChanged 0 SP:Iteration 7F (39.658611 sec): 3 clusters Score: Raw -17908.880095 + Penalty 453.068436 = -17455.811660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.666057 sec): 2 clusters Score: Raw -61492.584685 + Penalty 362.418895 = -61130.165790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.668611 sec): 3 clusters Score: Raw -60716.926800 + Penalty 725.797529 = -59991.129271 nChanged 528 SP:Iteration 1F (39.671110 sec): 3 clusters Score: Raw -60989.534976 + Penalty 726.128781 = -60263.406195 nChanged 148 SP:Iteration 2F (39.673596 sec): 3 clusters Score: Raw -61065.691943 + Penalty 725.395923 = -60340.296019 nChanged 75 SP:Iteration 3F (39.676081 sec): 3 clusters Score: Raw -61115.638722 + Penalty 724.749404 = -60390.889318 nChanged 71 SP:Iteration 4F (39.678566 sec): 3 clusters Score: Raw -61164.941256 + Penalty 725.425107 = -60439.516149 nChanged 68 SP:Iteration 5F (39.681051 sec): 3 clusters Score: Raw -61232.141847 + Penalty 728.046538 = -60504.095309 nChanged 74 SP:Iteration 6F (39.683531 sec): 3 clusters Score: Raw -61303.525884 + Penalty 732.267404 = -60571.258480 nChanged 81 SP:Iteration 7F (39.686011 sec): 3 clusters Score: Raw -61381.505791 + Penalty 736.457067 = -60645.048724 nChanged 80 SP:Iteration 8F (39.688492 sec): 3 clusters Score: Raw -61446.955901 + Penalty 739.466451 = -60707.489450 nChanged 57 SP:Iteration 9Q (39.690916 sec): 3 clusters Score: Raw -61487.014143 + Penalty 743.968106 = -60743.046037 nChanged 46 SP:Iteration 10F (39.693398 sec): 3 clusters Score: Raw -61521.124271 + Penalty 748.757862 = -60772.366409 nChanged 39 SP:Iteration 11Q (39.695810 sec): 3 clusters Score: Raw -61547.566815 + Penalty 754.881815 = -60792.684999 nChanged 36 SP:Iteration 12Q (39.698250 sec): 3 clusters Score: Raw -61579.778133 + Penalty 762.320896 = -60817.457237 nChanged 37 SP:Iteration 13Q (39.700628 sec): 3 clusters Score: Raw -61616.707046 + Penalty 770.972151 = -60845.734895 nChanged 36 SP:Iteration 14Q (39.702998 sec): 3 clusters Score: Raw -61641.519345 + Penalty 777.229008 = -60864.290337 nChanged 22 SP:Iteration 15Q (39.705316 sec): 3 clusters Score: Raw -61658.498180 + Penalty 780.339206 = -60878.158974 nChanged 19 SP:Iteration 16Q (39.707596 sec): 3 clusters Score: Raw -61669.396319 + Penalty 784.146240 = -60885.250079 nChanged 13 SP:Iteration 17Q (39.709857 sec): 3 clusters Score: Raw -61676.091395 + Penalty 787.474234 = -60888.617161 nChanged 11 SP:Iteration 18Q (39.712108 sec): 3 clusters Score: Raw -61681.759933 + Penalty 790.990533 = -60890.769400 nChanged 12 SP:Iteration 19Q (39.714342 sec): 3 clusters Score: Raw -61689.342973 + Penalty 794.644608 = -60894.698365 nChanged 11 SP:Iteration 20F (39.716823 sec): 3 clusters Score: Raw -61696.057734 + Penalty 796.507402 = -60899.550332 nChanged 11 SP:Iteration 21Q (39.719063 sec): 3 clusters Score: Raw -61700.078404 + Penalty 798.740978 = -60901.337426 nChanged 6 SP:Iteration 22Q (39.721344 sec): 3 clusters Score: Raw -61701.380182 + Penalty 799.510865 = -60901.869317 nChanged 3 SP:Iteration 23Q (39.723642 sec): 3 clusters Score: Raw -61701.607026 + Penalty 799.396539 = -60902.210487 nChanged 2 SP:Iteration 24Q (39.726044 sec): 3 clusters Score: Raw -61702.004045 + Penalty 798.804536 = -60903.199509 nChanged 4 SP:Iteration 25Q (39.728434 sec): 3 clusters Score: Raw -61703.457265 + Penalty 798.440268 = -60905.016997 nChanged 2 SP:Iteration 26Q (39.730688 sec): 3 clusters Score: Raw -61704.875205 + Penalty 798.594418 = -60906.280788 nChanged 4 SP:Iteration 27Q (39.732921 sec): 3 clusters Score: Raw -61707.227966 + Penalty 800.192502 = -60907.035464 nChanged 6 SP:Iteration 28Q (39.735152 sec): 3 clusters Score: Raw -61711.401406 + Penalty 800.208148 = -60911.193257 nChanged 7 SP:Iteration 29Q (39.737405 sec): 3 clusters Score: Raw -61715.926728 + Penalty 802.295789 = -60913.630940 nChanged 10 SP:Iteration 30F (39.739876 sec): 3 clusters Score: Raw -61724.043320 + Penalty 802.947336 = -60921.095984 nChanged 10 SP:Iteration 31Q (39.742091 sec): 3 clusters Score: Raw -61726.520998 + Penalty 803.972100 = -60922.548898 nChanged 7 SP:Iteration 32Q (39.744298 sec): 3 clusters Score: Raw -61728.860287 + Penalty 805.146420 = -60923.713867 nChanged 7 SP:Iteration 33Q (39.746502 sec): 3 clusters Score: Raw -61733.204483 + Penalty 804.099149 = -60929.105334 nChanged 7 SP:Iteration 34Q (39.748703 sec): 3 clusters Score: Raw -61737.304964 + Penalty 805.323230 = -60931.981734 nChanged 5 SP:Iteration 35Q (39.750903 sec): 3 clusters Score: Raw -61739.561377 + Penalty 806.048717 = -60933.512659 nChanged 6 SP:Iteration 36Q (39.753095 sec): 3 clusters Score: Raw -61741.844043 + Penalty 806.587880 = -60935.256163 nChanged 7 SP:Iteration 37Q (39.755288 sec): 3 clusters Score: Raw -61743.799473 + Penalty 806.074949 = -60937.724524 nChanged 1 SP:Iteration 38Q (39.757507 sec): 3 clusters Score: Raw -61743.894697 + Penalty 806.074949 = -60937.819747 nChanged 0 SP:Iteration 39F (39.760050 sec): 3 clusters Score: Raw -61743.894697 + Penalty 806.074949 = -60937.819747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 17 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.763626 sec): 2 clusters Score: Raw -27766.573082 + Penalty 191.715135 = -27574.857948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.765018 sec): 3 clusters Score: Raw -27377.808599 + Penalty 398.279259 = -26979.529341 nChanged 277 SP:Iteration 1F (39.766386 sec): 3 clusters Score: Raw -27709.822400 + Penalty 427.125338 = -27282.697062 nChanged 110 SP:Iteration 2F (39.767753 sec): 3 clusters Score: Raw -27863.773319 + Penalty 455.288310 = -27408.485010 nChanged 49 SP:Iteration 3F (39.769135 sec): 3 clusters Score: Raw -27927.301732 + Penalty 474.333781 = -27452.967951 nChanged 22 SP:Iteration 4Q (39.770426 sec): 3 clusters Score: Raw -27943.053099 + Penalty 477.497530 = -27465.555568 nChanged 6 SP:Iteration 5Q (39.771692 sec): 3 clusters Score: Raw -27946.219824 + Penalty 481.045321 = -27465.174504 nChanged 5 SP:Iteration 6F (39.773080 sec): 3 clusters Score: Raw -27948.200670 + Penalty 484.216150 = -27463.984520 nChanged 2 SP:Iteration 7F (39.774446 sec): 3 clusters Score: Raw -27948.972391 + Penalty 486.099663 = -27462.872728 nChanged 3 SP:Iteration 8F (39.775808 sec): 3 clusters Score: Raw -27950.633806 + Penalty 486.099663 = -27464.534143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.776509 sec): 2 clusters Score: Raw -2317.923380 + Penalty 174.868432 = -2143.054948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.776845 sec): 3 clusters Score: Raw -2319.431279 + Penalty 349.441727 = -1969.989552 nChanged 10 SP:Iteration 1F (39.777164 sec): 3 clusters Score: Raw -2342.447508 + Penalty 348.440647 = -1994.006861 nChanged 6 SP:Iteration 2F (39.777481 sec): 3 clusters Score: Raw -2355.835441 + Penalty 348.117442 = -2007.717998 nChanged 2 SP:Iteration 3Q (39.777787 sec): 3 clusters Score: Raw -2358.269743 + Penalty 348.117442 = -2010.152301 nChanged 0 SP:Iteration 4F (39.778103 sec): 3 clusters Score: Raw -2358.269743 + Penalty 348.117442 = -2010.152301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.780623 sec): 2 clusters Score: Raw -19342.159267 + Penalty 606.272753 = -18735.886513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.781552 sec): 3 clusters Score: Raw -19238.490752 + Penalty 1215.376202 = -18023.114550 nChanged 126 SP:Iteration 1F (39.782492 sec): 3 clusters Score: Raw -19399.131968 + Penalty 1224.187944 = -18174.944024 nChanged 30 SP:Iteration 2F (39.783439 sec): 3 clusters Score: Raw -19442.826828 + Penalty 1230.313751 = -18212.513078 nChanged 20 SP:Iteration 3Q (39.784330 sec): 3 clusters Score: Raw -19464.663193 + Penalty 1235.096091 = -18229.567103 nChanged 17 SP:Iteration 4Q (39.785216 sec): 3 clusters Score: Raw -19480.259218 + Penalty 1239.584688 = -18240.674530 nChanged 10 SP:Iteration 5Q (39.786100 sec): 3 clusters Score: Raw -19489.663655 + Penalty 1241.580015 = -18248.083640 nChanged 6 SP:Iteration 6Q (39.786982 sec): 3 clusters Score: Raw -19495.769774 + Penalty 1242.225169 = -18253.544604 nChanged 2 SP:Iteration 7Q (39.787869 sec): 3 clusters Score: Raw -19497.286927 + Penalty 1242.315599 = -18254.971329 nChanged 1 SP:Iteration 8Q (39.788752 sec): 3 clusters Score: Raw -19497.467755 + Penalty 1242.315599 = -18255.152157 nChanged 0 SP:Iteration 9F (39.789663 sec): 3 clusters Score: Raw -19497.467755 + Penalty 1242.315599 = -18255.152157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.790863 sec): 2 clusters Score: Raw -11719.682325 + Penalty 518.951633 = -11200.730692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.791544 sec): 3 clusters Score: Raw -11696.471214 + Penalty 1034.762396 = -10661.708819 nChanged 66 SP:Iteration 1F (39.792212 sec): 3 clusters Score: Raw -11781.931454 + Penalty 1027.972649 = -10753.958805 nChanged 18 SP:Iteration 2F (39.792877 sec): 3 clusters Score: Raw -11806.285394 + Penalty 1030.000602 = -10776.284791 nChanged 6 SP:Iteration 3Q (39.793519 sec): 3 clusters Score: Raw -11816.956934 + Penalty 1030.580460 = -10786.376474 nChanged 3 SP:Iteration 4Q (39.794177 sec): 3 clusters Score: Raw -11825.633697 + Penalty 1032.836515 = -10792.797181 nChanged 5 SP:Iteration 5Q (39.794812 sec): 3 clusters Score: Raw -11831.124387 + Penalty 1034.785413 = -10796.338974 nChanged 3 SP:Iteration 6Q (39.795447 sec): 3 clusters Score: Raw -11834.942204 + Penalty 1033.786652 = -10801.155552 nChanged 1 SP:Iteration 7Q (39.796078 sec): 3 clusters Score: Raw -11836.612381 + Penalty 1033.786652 = -10802.825729 nChanged 0 SP:Iteration 8F (39.796741 sec): 3 clusters Score: Raw -11836.612381 + Penalty 1033.786652 = -10802.825729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.798948 sec): 2 clusters Score: Raw -19369.345476 + Penalty 637.462427 = -18731.883049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.799894 sec): 3 clusters Score: Raw -19266.922248 + Penalty 1275.792236 = -17991.130011 nChanged 112 SP:Iteration 1F (39.800828 sec): 3 clusters Score: Raw -19377.268803 + Penalty 1275.627975 = -18101.640828 nChanged 27 SP:Iteration 2F (39.801757 sec): 3 clusters Score: Raw -19407.708744 + Penalty 1275.654399 = -18132.054346 nChanged 8 SP:Iteration 3Q (39.802663 sec): 3 clusters Score: Raw -19421.745619 + Penalty 1275.712676 = -18146.032942 nChanged 9 SP:Iteration 4Q (39.803564 sec): 3 clusters Score: Raw -19430.460342 + Penalty 1275.851226 = -18154.609116 nChanged 3 SP:Iteration 5Q (39.804460 sec): 3 clusters Score: Raw -19432.238559 + Penalty 1275.766365 = -18156.472194 nChanged 1 SP:Iteration 6Q (39.805356 sec): 3 clusters Score: Raw -19435.100210 + Penalty 1275.868549 = -18159.231661 nChanged 5 SP:Iteration 7Q (39.806250 sec): 3 clusters Score: Raw -19440.521014 + Penalty 1275.708034 = -18164.812981 nChanged 2 SP:Iteration 8Q (39.807140 sec): 3 clusters Score: Raw -19441.057307 + Penalty 1275.634617 = -18165.422690 nChanged 1 SP:Iteration 9Q (39.808053 sec): 3 clusters Score: Raw -19441.795538 + Penalty 1275.286194 = -18166.509344 nChanged 2 SP:Iteration 10F (39.808979 sec): 3 clusters Score: Raw -19443.847283 + Penalty 1275.278393 = -18168.568889 nChanged 1 SP:Iteration 11Q (39.809874 sec): 3 clusters Score: Raw -19445.934443 + Penalty 1274.769606 = -18171.164837 nChanged 3 SP:Iteration 12Q (39.810799 sec): 3 clusters Score: Raw -19450.483497 + Penalty 1274.656617 = -18175.826881 nChanged 3 SP:Iteration 13Q (39.811688 sec): 3 clusters Score: Raw -19451.925282 + Penalty 1274.605059 = -18177.320223 nChanged 2 SP:Iteration 14Q (39.812576 sec): 3 clusters Score: Raw -19456.387291 + Penalty 1274.430664 = -18181.956627 nChanged 2 SP:Iteration 15Q (39.813466 sec): 3 clusters Score: Raw -19457.631623 + Penalty 1274.479437 = -18183.152186 nChanged 1 SP:Iteration 16Q (39.814354 sec): 3 clusters Score: Raw -19458.604008 + Penalty 1274.479437 = -18184.124571 nChanged 0 SP:Iteration 17F (39.815332 sec): 3 clusters Score: Raw -19458.604008 + Penalty 1274.479437 = -18184.124571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.816492 sec): 2 clusters Score: Raw -10836.775046 + Penalty 298.651173 = -10538.123873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.817163 sec): 3 clusters Score: Raw -10740.010223 + Penalty 635.646414 = -10104.363809 nChanged 69 SP:Iteration 1F (39.817819 sec): 3 clusters Score: Raw -10826.205012 + Penalty 672.806715 = -10153.398297 nChanged 24 SP:Iteration 2F (39.818471 sec): 3 clusters Score: Raw -10863.193399 + Penalty 684.560695 = -10178.632704 nChanged 9 SP:Iteration 3Q (39.819111 sec): 3 clusters Score: Raw -10882.134664 + Penalty 697.796323 = -10184.338341 nChanged 7 SP:Iteration 4Q (39.819734 sec): 3 clusters Score: Raw -10893.861913 + Penalty 708.724124 = -10185.137789 nChanged 4 SP:Iteration 5Q (39.820342 sec): 3 clusters Score: Raw -10905.820170 + Penalty 705.088842 = -10200.731328 nChanged 1 SP:Iteration 6Q (39.820936 sec): 3 clusters Score: Raw -10911.230910 + Penalty 704.390755 = -10206.840155 nChanged 2 SP:Iteration 7Q (39.821532 sec): 3 clusters Score: Raw -10917.486989 + Penalty 704.390755 = -10213.096234 nChanged 0 SP:Iteration 8F (39.822182 sec): 3 clusters Score: Raw -10917.486989 + Penalty 704.390755 = -10213.096234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.823415 sec): 2 clusters Score: Raw -6646.495440 + Penalty 468.648504 = -6177.846936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.823924 sec): 3 clusters Score: Raw -6679.713314 + Penalty 946.339408 = -5733.373906 nChanged 31 SP:Iteration 1F (39.824455 sec): 3 clusters Score: Raw -6749.819878 + Penalty 948.076563 = -5801.743315 nChanged 12 SP:Iteration 2F (39.824961 sec): 3 clusters Score: Raw -6775.699547 + Penalty 949.662795 = -5826.036753 nChanged 10 SP:Iteration 3F (39.825465 sec): 3 clusters Score: Raw -6802.628654 + Penalty 949.086967 = -5853.541687 nChanged 2 SP:Iteration 4Q (39.825927 sec): 3 clusters Score: Raw -6806.009454 + Penalty 947.281767 = -5858.727687 nChanged 2 SP:Iteration 5Q (39.826389 sec): 3 clusters Score: Raw -6816.406025 + Penalty 946.683904 = -5869.722121 nChanged 3 SP:Iteration 6Q (39.826847 sec): 3 clusters Score: Raw -6841.964303 + Penalty 944.046920 = -5897.917383 nChanged 3 SP:Iteration 7Q (39.827299 sec): 3 clusters Score: Raw -6871.262734 + Penalty 942.788523 = -5928.474211 nChanged 4 SP:Iteration 8Q (39.827749 sec): 3 clusters Score: Raw -6941.737612 + Penalty 940.993353 = -6000.744259 nChanged 3 SP:Iteration 9Q (39.828199 sec): 3 clusters Score: Raw -6989.291561 + Penalty 942.066527 = -6047.225034 nChanged 1 SP:Iteration 10F (39.828706 sec): 3 clusters Score: Raw -6997.780404 + Penalty 943.485518 = -6054.294886 nChanged 1 SP:Iteration 11Q (39.829147 sec): 3 clusters Score: Raw -7001.415353 + Penalty 942.514650 = -6058.900703 nChanged 1 SP:Iteration 12Q (39.829588 sec): 3 clusters Score: Raw -7005.848232 + Penalty 942.514650 = -6063.333582 nChanged 0 SP:Iteration 13F (39.830092 sec): 3 clusters Score: Raw -7005.848232 + Penalty 942.514650 = -6063.333582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.831008 sec): 2 clusters Score: Raw -6333.794576 + Penalty 162.245346 = -6171.549229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.831499 sec): 3 clusters Score: Raw -6303.392508 + Penalty 394.752161 = -5908.640348 nChanged 42 SP:Iteration 1F (39.831978 sec): 3 clusters Score: Raw -6371.072577 + Penalty 459.553563 = -5911.519014 nChanged 10 SP:Iteration 2F (39.832457 sec): 3 clusters Score: Raw -6389.383525 + Penalty 459.553563 = -5929.829962 nChanged 0 Memory request: 0.03 GB would take us to total of 0.22 GB. Trying to split cluster 56 (5237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.853960 sec): 2 clusters Score: Raw -227473.413961 + Penalty 102.885545 = -227370.528416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.863589 sec): 3 clusters Score: Raw -223967.348452 + Penalty 204.978264 = -223762.370189 nChanged 2425 SP:Iteration 1F (39.872960 sec): 3 clusters Score: Raw -225293.656016 + Penalty 190.249474 = -225103.406542 nChanged 666 SP:Iteration 2F (39.882259 sec): 3 clusters Score: Raw -226225.644833 + Penalty 173.628578 = -226052.016255 nChanged 357 SP:Iteration 3F (39.891551 sec): 3 clusters Score: Raw -226745.735198 + Penalty 170.407309 = -226575.327890 nChanged 249 SP:Iteration 4Q (39.899909 sec): 3 clusters Score: Raw -226915.551149 + Penalty 167.056095 = -226748.495054 nChanged 201 SP:Iteration 5Q (39.908135 sec): 3 clusters Score: Raw -227040.599314 + Penalty 165.260596 = -226875.338717 nChanged 172 SP:Iteration 6Q (39.916312 sec): 3 clusters Score: Raw -227142.402468 + Penalty 163.512547 = -226978.889921 nChanged 166 SP:Iteration 7Q (39.924512 sec): 3 clusters Score: Raw -227249.063535 + Penalty 161.067165 = -227087.996370 nChanged 135 SP:Iteration 8Q (39.932939 sec): 3 clusters Score: Raw -227333.280214 + Penalty 160.443035 = -227172.837179 nChanged 99 SP:Iteration 9Q (39.940940 sec): 3 clusters Score: Raw -227380.834125 + Penalty 160.267663 = -227220.566462 nChanged 88 SP:Iteration 10F (39.950338 sec): 3 clusters Score: Raw -227413.646381 + Penalty 159.793415 = -227253.852966 nChanged 56 SP:Iteration 11Q (39.958191 sec): 3 clusters Score: Raw -227431.380297 + Penalty 159.614882 = -227271.765415 nChanged 40 SP:Iteration 12Q (39.966067 sec): 3 clusters Score: Raw -227438.707486 + Penalty 159.206815 = -227279.500671 nChanged 26 SP:Iteration 13Q (39.973881 sec): 3 clusters Score: Raw -227443.695426 + Penalty 159.159362 = -227284.536064 nChanged 30 SP:Iteration 14Q (39.981683 sec): 3 clusters Score: Raw -227449.655010 + Penalty 158.685478 = -227290.969532 nChanged 21 SP:Iteration 15Q (39.989572 sec): 3 clusters Score: Raw -227454.062170 + Penalty 158.472078 = -227295.590092 nChanged 16 SP:Iteration 16Q (39.997457 sec): 3 clusters Score: Raw -227457.018684 + Penalty 158.476832 = -227298.541852 nChanged 13 SP:Iteration 17Q (40.005231 sec): 3 clusters Score: Raw -227459.466367 + Penalty 158.309411 = -227301.156956 nChanged 9 SP:Iteration 18Q (40.013014 sec): 3 clusters Score: Raw -227461.053086 + Penalty 158.268894 = -227302.784192 nChanged 5 SP:Iteration 19Q (40.020800 sec): 3 clusters Score: Raw -227461.829705 + Penalty 158.245474 = -227303.584231 nChanged 3 SP:Iteration 20F (40.030066 sec): 3 clusters Score: Raw -227462.096183 + Penalty 157.871011 = -227304.225172 nChanged 4 SP:Iteration 21Q (40.038097 sec): 3 clusters Score: Raw -227462.599814 + Penalty 157.800418 = -227304.799396 nChanged 5 SP:Iteration 22Q (40.045827 sec): 3 clusters Score: Raw -227463.221539 + Penalty 157.705224 = -227305.516315 nChanged 8 SP:Iteration 23Q (40.053572 sec): 3 clusters Score: Raw -227464.155838 + Penalty 157.691307 = -227306.464531 nChanged 6 SP:Iteration 24Q (40.061297 sec): 3 clusters Score: Raw -227465.057830 + Penalty 157.101352 = -227307.956478 nChanged 7 SP:Iteration 25Q (40.069039 sec): 3 clusters Score: Raw -227466.101679 + Penalty 156.946075 = -227309.155605 nChanged 7 SP:Iteration 26Q (40.076781 sec): 3 clusters Score: Raw -227466.772919 + Penalty 156.535659 = -227310.237260 nChanged 6 SP:Iteration 27Q (40.084514 sec): 3 clusters Score: Raw -227467.310652 + Penalty 156.503197 = -227310.807455 nChanged 5 SP:Iteration 28Q (40.092248 sec): 3 clusters Score: Raw -227467.549071 + Penalty 156.497134 = -227311.051937 nChanged 1 SP:Iteration 29Q (40.099938 sec): 3 clusters Score: Raw -227467.633228 + Penalty 156.427544 = -227311.205684 nChanged 3 SP:Iteration 30F (40.109214 sec): 3 clusters Score: Raw -227467.903652 + Penalty 156.221613 = -227311.682039 nChanged 4 SP:Iteration 31Q (40.117063 sec): 3 clusters Score: Raw -227468.349415 + Penalty 156.220613 = -227312.128802 nChanged 4 SP:Iteration 32Q (40.124765 sec): 3 clusters Score: Raw -227468.700224 + Penalty 156.198418 = -227312.501806 nChanged 3 SP:Iteration 33Q (40.132498 sec): 3 clusters Score: Raw -227468.818669 + Penalty 156.200608 = -227312.618061 nChanged 4 SP:Iteration 34Q (40.140556 sec): 3 clusters Score: Raw -227469.159186 + Penalty 156.180676 = -227312.978510 nChanged 4 SP:Iteration 35Q (40.148230 sec): 3 clusters Score: Raw -227469.523417 + Penalty 156.133927 = -227313.389489 nChanged 3 SP:Iteration 36Q (40.155907 sec): 3 clusters Score: Raw -227469.723529 + Penalty 156.084588 = -227313.638942 nChanged 4 SP:Iteration 37Q (40.163586 sec): 3 clusters Score: Raw -227470.020494 + Penalty 156.091502 = -227313.928993 nChanged 5 SP:Iteration 38Q (40.171298 sec): 3 clusters Score: Raw -227470.375744 + Penalty 156.096611 = -227314.279133 nChanged 3 SP:Iteration 39Q (40.178971 sec): 3 clusters Score: Raw -227470.672525 + Penalty 156.098478 = -227314.574047 nChanged 1 SP:Iteration 40F (40.188221 sec): 3 clusters Score: Raw -227470.718132 + Penalty 156.098478 = -227314.619655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 71 (1754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.199140 sec): 2 clusters Score: Raw -79920.725552 + Penalty 87.560516 = -79833.165036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.202393 sec): 3 clusters Score: Raw -78798.191180 + Penalty 170.362610 = -78627.828570 nChanged 792 SP:Iteration 1F (40.205571 sec): 3 clusters Score: Raw -79319.105510 + Penalty 170.831654 = -79148.273856 nChanged 162 SP:Iteration 2F (40.208749 sec): 3 clusters Score: Raw -79391.790644 + Penalty 169.286294 = -79222.504350 nChanged 94 SP:Iteration 3F (40.211744 sec): 3 clusters Score: Raw -79442.530204 + Penalty 167.175128 = -79275.355076 nChanged 101 SP:Iteration 4F (40.214820 sec): 3 clusters Score: Raw -79500.842190 + Penalty 165.101128 = -79335.741061 nChanged 94 SP:Iteration 5F (40.217897 sec): 3 clusters Score: Raw -79559.999557 + Penalty 162.147071 = -79397.852486 nChanged 110 SP:Iteration 6F (40.221006 sec): 3 clusters Score: Raw -79643.206675 + Penalty 161.144034 = -79482.062641 nChanged 96 SP:Iteration 7F (40.224077 sec): 3 clusters Score: Raw -79721.560853 + Penalty 159.321152 = -79562.239701 nChanged 72 SP:Iteration 8Q (40.226831 sec): 3 clusters Score: Raw -79775.369239 + Penalty 157.863995 = -79617.505244 nChanged 59 SP:Iteration 9Q (40.229525 sec): 3 clusters Score: Raw -79817.394745 + Penalty 157.105808 = -79660.288937 nChanged 39 SP:Iteration 10F (40.232642 sec): 3 clusters Score: Raw -79840.132516 + Penalty 156.415919 = -79683.716596 nChanged 30 SP:Iteration 11Q (40.235299 sec): 3 clusters Score: Raw -79853.393518 + Penalty 152.640708 = -79700.752810 nChanged 38 SP:Iteration 12Q (40.238018 sec): 3 clusters Score: Raw -79887.956398 + Penalty 87.560516 = -79800.395882 nChanged 31 SP:Iteration 13Q (40.240645 sec): 2 clusters Score: Raw -79920.725552 + Penalty 87.560516 = -79833.165036 nChanged 0 SP:Iteration 14F (40.243253 sec): 2 clusters Score: Raw -79920.725552 + Penalty 87.560516 = -79833.165036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 86 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.247965 sec): 2 clusters Score: Raw -44007.577820 + Penalty 157.427016 = -43850.150803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.249858 sec): 3 clusters Score: Raw -43419.639507 + Penalty 319.090716 = -43100.548791 nChanged 401 SP:Iteration 1F (40.251751 sec): 3 clusters Score: Raw -43667.496364 + Penalty 324.274987 = -43343.221377 nChanged 93 SP:Iteration 2F (40.253632 sec): 3 clusters Score: Raw -43704.202506 + Penalty 328.367948 = -43375.834558 nChanged 58 SP:Iteration 3F (40.255473 sec): 3 clusters Score: Raw -43732.172254 + Penalty 334.447591 = -43397.724663 nChanged 49 SP:Iteration 4F (40.257316 sec): 3 clusters Score: Raw -43766.304919 + Penalty 340.750326 = -43425.554593 nChanged 59 SP:Iteration 5F (40.259157 sec): 3 clusters Score: Raw -43808.160632 + Penalty 345.473810 = -43462.686822 nChanged 53 SP:Iteration 6F (40.260998 sec): 3 clusters Score: Raw -43845.058698 + Penalty 350.127175 = -43494.931524 nChanged 38 SP:Iteration 7Q (40.262845 sec): 3 clusters Score: Raw -43865.320339 + Penalty 358.443985 = -43506.876353 nChanged 33 SP:Iteration 8Q (40.264690 sec): 3 clusters Score: Raw -43888.359011 + Penalty 366.849499 = -43521.509511 nChanged 39 SP:Iteration 9Q (40.266536 sec): 3 clusters Score: Raw -43920.577565 + Penalty 375.978651 = -43544.598915 nChanged 33 SP:Iteration 10F (40.268393 sec): 3 clusters Score: Raw -43951.775090 + Penalty 393.028260 = -43558.746830 nChanged 23 SP:Iteration 11Q (40.270239 sec): 3 clusters Score: Raw -43978.226361 + Penalty 411.554560 = -43566.671801 nChanged 18 SP:Iteration 12Q (40.272076 sec): 3 clusters Score: Raw -44003.914510 + Penalty 430.439188 = -43573.475322 nChanged 5 SP:Iteration 13Q (40.273727 sec): 3 clusters Score: Raw -44010.420412 + Penalty 422.508646 = -43587.911766 nChanged 2 SP:Iteration 14Q (40.275364 sec): 3 clusters Score: Raw -44015.978427 + Penalty 420.603440 = -43595.374987 nChanged 1 SP:Iteration 15Q (40.276945 sec): 3 clusters Score: Raw -44018.192464 + Penalty 420.603440 = -43597.589024 nChanged 0 SP:Iteration 16F (40.278784 sec): 3 clusters Score: Raw -44018.192464 + Penalty 420.603440 = -43597.589024 nChanged 0 Time taken for this iteration:39.715741 seconds. 300->22 Clusters: Score -863716.346668, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 177 (time per iteration =227.716576 ms) Total iterations: 1548 (time per iteration =26.037360 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3245535625.000000 (time per metric unit =12.418854ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 81138390625.000000 (time per metric unit=496.754171ps) That took 40.305834 seconds. FileBase PeterP-2013-09-04_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 0.18 and 0.26 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 18981 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 18981 points ------ Starting initial clusters from distinct float masks Not enough masks (140) to generate starting clusters (300), so starting with (141) clusters instead. Assigned 141 initial classes from 140 unique masks. Deleting Class 96 (2 points): Lose 27.909169 but Gain 1586.983296 Iteration 0F (1.795137 sec): 140 clusters Score: Raw -1090680.412112 + Penalty 117186.068853 = -973494.343258 nChanged 2386 Deleting Class 72 (1 points): Lose 18.100543 but Gain 1555.393706 Iteration 1F (3.015528 sec): 134 clusters Score: Raw -1093768.753849 + Penalty 111919.082384 = -981849.671464 nChanged 728 Deleting Class 98 (1 points): Lose 7.751737 but Gain 1534.063934 Iteration 2Q (3.160676 sec): 129 clusters Score: Raw -1095008.710394 + Penalty 109261.609855 = -985747.100538 nChanged 466 Deleting Class 32 (1 points): Lose 55.711956 but Gain 1502.609722 Iteration 3Q (3.280036 sec): 127 clusters Score: Raw -1095477.211217 + Penalty 109045.544459 = -986431.666758 nChanged 371 Deleting Class 124 (1 points): Lose 7.424486 but Gain 1442.149033 Iteration 4Q (3.391562 sec): 126 clusters Score: Raw -1095818.236295 + Penalty 107589.602821 = -988228.633475 nChanged 311 Deleting Class 140 (1 points): Lose 4.095712 but Gain 1404.605295 Iteration 5Q (3.491101 sec): 125 clusters Score: Raw -1096081.579548 + Penalty 106164.663641 = -989916.915907 nChanged 281 Deleting Class 101 (3 points): Lose 46.232077 but Gain 1431.478015 Iteration 6Q (3.584858 sec): 124 clusters Score: Raw -1096305.967226 + Penalty 104749.823881 = -991556.143345 nChanged 300 Deleting Class 114 (1 points): Lose 6.005596 but Gain 1387.137073 Iteration 7Q (3.677518 sec): 123 clusters Score: Raw -1096605.461583 + Penalty 103064.557430 = -993540.904153 nChanged 310 Deleting Class 100 (2 points): Lose 32.351957 but Gain 1389.958052 Iteration 8Q (3.769048 sec): 121 clusters Score: Raw -1096907.921797 + Penalty 101721.045241 = -995186.876557 nChanged 230 Deleting Class 110 (1 points): Lose 4.757696 but Gain 1359.923738 Iteration 9Q (3.854378 sec): 120 clusters Score: Raw -1097112.708618 + Penalty 100423.572719 = -996689.135900 nChanged 188 Deleting Class 113 (2 points): Lose 22.467442 but Gain 1376.342199 Iteration 10F (4.893057 sec): 119 clusters Score: Raw -1097195.423640 + Penalty 99056.886051 = -998138.537588 nChanged 148 Deleting Class 126 (1 points): Lose 4.566231 but Gain 1332.037515 Iteration 11Q (4.977423 sec): 118 clusters Score: Raw -1097263.572066 + Penalty 97744.773145 = -999518.798921 nChanged 127 Deleting Class 127 (1 points): Lose 9.421661 but Gain 1327.880177 Iteration 12Q (5.060850 sec): 117 clusters Score: Raw -1097327.277800 + Penalty 96484.068746 = -1000843.209054 nChanged 103 Deleting Class 99 (3 points): Lose 46.551344 but Gain 1358.094303 Iteration 13Q (5.142330 sec): 116 clusters Score: Raw -1097327.430994 + Penalty 95259.585339 = -1002067.845655 nChanged 62 Deleting Class 71 (4 points): Lose 47.072656 but Gain 1340.077087 Iteration 14Q (5.220994 sec): 115 clusters Score: Raw -1097330.302963 + Penalty 93955.728725 = -1003374.574239 nChanged 48 Deleting Class 135 (1 points): Lose 10.431456 but Gain 1287.708900 Iteration 15Q (5.299105 sec): 114 clusters Score: Raw -1097348.530527 + Penalty 92696.631288 = -1004651.899238 nChanged 28 Deleting Class 45 (8 points): Lose 150.178749 but Gain 1394.730647 Iteration 16Q (5.376050 sec): 113 clusters Score: Raw -1097209.040640 + Penalty 91413.147846 = -1005795.892794 nChanged 30 Deleting Class 139 (1 points): Lose 8.080317 but Gain 1250.234545 Iteration 17Q (5.453327 sec): 112 clusters Score: Raw -1097246.135614 + Penalty 90174.864937 = -1007071.270677 nChanged 22 Deleting Class 91 (1 points): Lose 7.763648 but Gain 1247.972375 Iteration 18Q (5.529424 sec): 111 clusters Score: Raw -1097249.580942 + Penalty 89024.115678 = -1008225.465265 nChanged 22 Deleting Class 120 (3 points): Lose 55.334609 but Gain 1232.040609 Iteration 19Q (5.605267 sec): 110 clusters Score: Raw -1097217.088247 + Penalty 87830.867520 = -1009386.220727 nChanged 25 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 -1097217.088247 + Penalty 87830.867520 = -1009386.220727Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.679494 sec): 2 clusters Score: Raw -60781.303040 + Penalty 190.555066 = -60590.747975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.681437 sec): 3 clusters Score: Raw -60166.785066 + Penalty 391.944418 = -59774.840648 nChanged 449 SP:Iteration 1F (5.683342 sec): 3 clusters Score: Raw -60451.469244 + Penalty 406.150696 = -60045.318548 nChanged 135 SP:Iteration 2F (5.685240 sec): 3 clusters Score: Raw -60542.578070 + Penalty 441.120960 = -60101.457110 nChanged 100 SP:Iteration 3F (5.687139 sec): 3 clusters Score: Raw -60675.430177 + Penalty 476.420044 = -60199.010133 nChanged 55 SP:Iteration 4F (5.689036 sec): 3 clusters Score: Raw -60760.060771 + Penalty 481.217364 = -60278.843408 nChanged 20 SP:Iteration 5Q (5.690775 sec): 3 clusters Score: Raw -60768.255431 + Penalty 483.338965 = -60284.916466 nChanged 6 SP:Iteration 6Q (5.692489 sec): 3 clusters Score: Raw -60771.858996 + Penalty 483.487245 = -60288.371751 nChanged 4 SP:Iteration 7Q (5.694232 sec): 3 clusters Score: Raw -60772.883278 + Penalty 483.487245 = -60289.396033 nChanged 0 SP:Iteration 8F (5.696168 sec): 3 clusters Score: Raw -60772.883278 + Penalty 483.487245 = -60289.396033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.697502 sec): 2 clusters Score: Raw -10778.131780 + Penalty 303.330071 = -10474.801709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.698034 sec): 3 clusters Score: Raw -10720.587678 + Penalty 606.242030 = -10114.345649 nChanged 48 SP:Iteration 1F (5.698556 sec): 3 clusters Score: Raw -10768.835692 + Penalty 607.255327 = -10161.580365 nChanged 18 SP:Iteration 2F (5.699079 sec): 3 clusters Score: Raw -10789.024072 + Penalty 608.083361 = -10180.940711 nChanged 10 SP:Iteration 3F (5.699592 sec): 3 clusters Score: Raw -10807.086531 + Penalty 608.129116 = -10198.957415 nChanged 2 SP:Iteration 4Q (5.700092 sec): 3 clusters Score: Raw -10809.268412 + Penalty 608.822384 = -10200.446029 nChanged 2 SP:Iteration 5Q (5.700593 sec): 3 clusters Score: Raw -10810.726482 + Penalty 609.226580 = -10201.499902 nChanged 1 SP:Iteration 6Q (5.701091 sec): 3 clusters Score: Raw -10811.166186 + Penalty 609.675523 = -10201.490664 nChanged 1 SP:Iteration 7F (5.701606 sec): 3 clusters Score: Raw -10811.449374 + Penalty 609.675523 = -10201.773851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 3 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.702996 sec): 2 clusters Score: Raw -13155.911963 + Penalty 417.830561 = -12738.081402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.703570 sec): 3 clusters Score: Raw -13104.247358 + Penalty 833.391647 = -12270.855711 nChanged 46 SP:Iteration 1F (5.704122 sec): 3 clusters Score: Raw -13154.695995 + Penalty 835.286395 = -12319.409600 nChanged 13 SP:Iteration 2F (5.704672 sec): 3 clusters Score: Raw -13169.718760 + Penalty 838.562070 = -12331.156690 nChanged 8 SP:Iteration 3Q (5.705245 sec): 3 clusters Score: Raw -13181.270367 + Penalty 841.623684 = -12339.646683 nChanged 7 SP:Iteration 4Q (5.705795 sec): 3 clusters Score: Raw -13189.893504 + Penalty 841.994577 = -12347.898927 nChanged 4 SP:Iteration 5Q (5.706345 sec): 3 clusters Score: Raw -13196.941453 + Penalty 843.233957 = -12353.707496 nChanged 3 SP:Iteration 6Q (5.706890 sec): 3 clusters Score: Raw -13202.977718 + Penalty 843.467406 = -12359.510312 nChanged 2 SP:Iteration 7Q (5.707435 sec): 3 clusters Score: Raw -13204.767133 + Penalty 843.870601 = -12360.896532 nChanged 2 SP:Iteration 8Q (5.707976 sec): 3 clusters Score: Raw -13208.170975 + Penalty 846.599608 = -12361.571366 nChanged 2 SP:Iteration 9Q (5.708517 sec): 3 clusters Score: Raw -13209.965592 + Penalty 847.948240 = -12362.017352 nChanged 1 SP:Iteration 10F (5.709085 sec): 3 clusters Score: Raw -13210.705298 + Penalty 850.595623 = -12360.109675 nChanged 2 SP:Iteration 11F (5.709649 sec): 3 clusters Score: Raw -13213.275385 + Penalty 850.595623 = -12362.679763 nChanged 0 Memory request: 0.03 GB would take us to total of 0.20 GB. Trying to split cluster 4 (5014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.734235 sec): 2 clusters Score: Raw -306153.699570 + Penalty 150.886713 = -306002.812857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.743491 sec): 3 clusters Score: Raw -302859.180431 + Penalty 307.247697 = -302551.932734 nChanged 2345 SP:Iteration 1F (5.752909 sec): 3 clusters Score: Raw -304415.199782 + Penalty 312.419010 = -304102.780773 nChanged 510 SP:Iteration 2F (5.761840 sec): 3 clusters Score: Raw -304721.798422 + Penalty 317.777630 = -304404.020792 nChanged 400 SP:Iteration 3F (5.770783 sec): 3 clusters Score: Raw -304995.609131 + Penalty 323.916676 = -304671.692455 nChanged 334 SP:Iteration 4F (5.779685 sec): 3 clusters Score: Raw -305239.017235 + Penalty 328.133245 = -304910.883990 nChanged 207 SP:Iteration 5Q (5.788486 sec): 3 clusters Score: Raw -305414.825626 + Penalty 330.500460 = -305084.325166 nChanged 150 SP:Iteration 6Q (5.797030 sec): 3 clusters Score: Raw -305511.012101 + Penalty 333.247605 = -305177.764496 nChanged 122 SP:Iteration 7Q (5.805463 sec): 3 clusters Score: Raw -305586.957516 + Penalty 335.600092 = -305251.357425 nChanged 120 SP:Iteration 8Q (5.814116 sec): 3 clusters Score: Raw -305653.157530 + Penalty 336.646184 = -305316.511347 nChanged 117 SP:Iteration 9Q (5.822266 sec): 3 clusters Score: Raw -305718.222768 + Penalty 339.700053 = -305378.522715 nChanged 112 SP:Iteration 10F (5.831324 sec): 3 clusters Score: Raw -305774.997574 + Penalty 341.663475 = -305433.334099 nChanged 94 SP:Iteration 11Q (5.839221 sec): 3 clusters Score: Raw -305821.388044 + Penalty 343.769787 = -305477.618257 nChanged 89 SP:Iteration 12Q (5.847000 sec): 3 clusters Score: Raw -305866.102895 + Penalty 351.115639 = -305514.987256 nChanged 96 SP:Iteration 13Q (5.854626 sec): 3 clusters Score: Raw -305921.542438 + Penalty 358.044869 = -305563.497569 nChanged 80 SP:Iteration 14Q (5.862157 sec): 3 clusters Score: Raw -305967.857599 + Penalty 362.231473 = -305605.626126 nChanged 67 SP:Iteration 15Q (5.869590 sec): 3 clusters Score: Raw -306008.967971 + Penalty 365.434386 = -305643.533585 nChanged 50 SP:Iteration 16Q (5.876906 sec): 3 clusters Score: Raw -306036.813715 + Penalty 370.332516 = -305666.481199 nChanged 40 SP:Iteration 17Q (5.884142 sec): 3 clusters Score: Raw -306057.238362 + Penalty 370.272280 = -305686.966082 nChanged 36 SP:Iteration 18Q (5.891295 sec): 3 clusters Score: Raw -306077.687251 + Penalty 367.737678 = -305709.949573 nChanged 33 SP:Iteration 19Q (5.898588 sec): 3 clusters Score: Raw -306095.791319 + Penalty 372.451574 = -305723.339746 nChanged 26 SP:Iteration 20F (5.907515 sec): 3 clusters Score: Raw -306113.133317 + Penalty 383.552257 = -305729.581060 nChanged 26 SP:Iteration 21Q (5.914805 sec): 3 clusters Score: Raw -306132.374771 + Penalty 390.871656 = -305741.503115 nChanged 22 SP:Iteration 22Q (5.921902 sec): 3 clusters Score: Raw -306149.331354 + Penalty 393.058388 = -305756.272965 nChanged 17 SP:Iteration 23Q (5.928972 sec): 3 clusters Score: Raw -306160.544286 + Penalty 400.724106 = -305759.820179 nChanged 12 SP:Iteration 24Q (5.935998 sec): 3 clusters Score: Raw -306168.048740 + Penalty 400.991375 = -305767.057365 nChanged 12 SP:Iteration 25Q (5.942940 sec): 3 clusters Score: Raw -306175.494561 + Penalty 393.404243 = -305782.090318 nChanged 3 SP:Iteration 26Q (5.949832 sec): 3 clusters Score: Raw -306176.118767 + Penalty 392.596328 = -305783.522439 nChanged 2 SP:Iteration 27Q (5.956720 sec): 3 clusters Score: Raw -306176.701769 + Penalty 388.868268 = -305787.833501 nChanged 3 SP:Iteration 28Q (5.963593 sec): 3 clusters Score: Raw -306178.153538 + Penalty 366.184939 = -305811.968599 nChanged 3 SP:Iteration 29Q (5.970483 sec): 3 clusters Score: Raw -306179.769208 + Penalty 343.794647 = -305835.974561 nChanged 2 SP:Iteration 30F (5.979329 sec): 3 clusters Score: Raw -306180.128395 + Penalty 316.814175 = -305863.314220 nChanged 3 SP:Iteration 31Q (5.986239 sec): 3 clusters Score: Raw -306183.057185 + Penalty 316.814175 = -305866.243010 nChanged 0 SP:Iteration 32F (5.995067 sec): 3 clusters Score: Raw -306183.057185 + Penalty 316.814175 = -305866.243010 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.006553 sec): 2 clusters Score: Raw -99968.351460 + Penalty 131.406801 = -99836.944658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.009654 sec): 3 clusters Score: Raw -98937.770779 + Penalty 260.948491 = -98676.822288 nChanged 749 SP:Iteration 1F (6.012729 sec): 3 clusters Score: Raw -99452.655243 + Penalty 267.862103 = -99184.793140 nChanged 198 SP:Iteration 2F (6.015923 sec): 3 clusters Score: Raw -99632.669495 + Penalty 276.048841 = -99356.620654 nChanged 134 SP:Iteration 3F (6.019230 sec): 3 clusters Score: Raw -99773.259116 + Penalty 284.304795 = -99488.954321 nChanged 88 SP:Iteration 4F (6.022313 sec): 3 clusters Score: Raw -99866.643295 + Penalty 288.710339 = -99577.932957 nChanged 48 SP:Iteration 5Q (6.025163 sec): 3 clusters Score: Raw -99900.239513 + Penalty 291.909577 = -99608.329936 nChanged 21 SP:Iteration 6Q (6.027969 sec): 3 clusters Score: Raw -99907.507367 + Penalty 293.652060 = -99613.855307 nChanged 12 SP:Iteration 7Q (6.030764 sec): 3 clusters Score: Raw -99912.127320 + Penalty 295.616715 = -99616.510605 nChanged 10 SP:Iteration 8Q (6.033525 sec): 3 clusters Score: Raw -99915.772293 + Penalty 297.309838 = -99618.462454 nChanged 9 SP:Iteration 9Q (6.036270 sec): 3 clusters Score: Raw -99918.237620 + Penalty 298.685006 = -99619.552614 nChanged 5 SP:Iteration 10F (6.039304 sec): 3 clusters Score: Raw -99918.875576 + Penalty 299.740763 = -99619.134813 nChanged 4 SP:Iteration 11F (6.042335 sec): 3 clusters Score: Raw -99919.160279 + Penalty 300.728062 = -99618.432217 nChanged 4 SP:Iteration 12F (6.045388 sec): 3 clusters Score: Raw -99919.979563 + Penalty 300.735711 = -99619.243852 nChanged 6 SP:Iteration 13Q (6.048109 sec): 3 clusters Score: Raw -99920.848487 + Penalty 302.737162 = -99618.111326 nChanged 7 SP:Iteration 14F (6.051168 sec): 3 clusters Score: Raw -99921.848509 + Penalty 303.862819 = -99617.985690 nChanged 7 SP:Iteration 15F (6.054208 sec): 3 clusters Score: Raw -99922.977935 + Penalty 306.410527 = -99616.567408 nChanged 9 SP:Iteration 16F (6.057299 sec): 3 clusters Score: Raw -99924.291552 + Penalty 308.470927 = -99615.820625 nChanged 12 SP:Iteration 17F (6.060326 sec): 3 clusters Score: Raw -99927.034065 + Penalty 311.426007 = -99615.608057 nChanged 14 SP:Iteration 18F (6.063359 sec): 3 clusters Score: Raw -99930.727495 + Penalty 314.631778 = -99616.095717 nChanged 13 SP:Iteration 19Q (6.066047 sec): 3 clusters Score: Raw -99933.838001 + Penalty 316.574027 = -99617.263974 nChanged 10 SP:Iteration 20F (6.069078 sec): 3 clusters Score: Raw -99936.459758 + Penalty 319.038464 = -99617.421294 nChanged 11 SP:Iteration 21Q (6.071786 sec): 3 clusters Score: Raw -99940.170179 + Penalty 319.043934 = -99621.126246 nChanged 12 SP:Iteration 22Q (6.074444 sec): 3 clusters Score: Raw -99944.953964 + Penalty 322.232544 = -99622.721420 nChanged 20 SP:Iteration 23Q (6.077086 sec): 3 clusters Score: Raw -99956.381205 + Penalty 326.523115 = -99629.858090 nChanged 20 SP:Iteration 24Q (6.079702 sec): 3 clusters Score: Raw -99968.556144 + Penalty 328.553939 = -99640.002204 nChanged 19 SP:Iteration 25Q (6.082307 sec): 3 clusters Score: Raw -99981.389851 + Penalty 333.183222 = -99648.206629 nChanged 11 SP:Iteration 26Q (6.084847 sec): 3 clusters Score: Raw -99987.765783 + Penalty 333.976027 = -99653.789756 nChanged 3 SP:Iteration 27Q (6.087361 sec): 3 clusters Score: Raw -99990.276566 + Penalty 334.605227 = -99655.671339 nChanged 1 SP:Iteration 28Q (6.089858 sec): 3 clusters Score: Raw -99990.347798 + Penalty 335.728717 = -99654.619081 nChanged 1 SP:Iteration 29F (6.092921 sec): 3 clusters Score: Raw -99990.396678 + Penalty 337.608573 = -99652.788105 nChanged 2 SP:Iteration 30F (6.095977 sec): 3 clusters Score: Raw -99990.767473 + Penalty 337.608573 = -99653.158900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.102163 sec): 2 clusters Score: Raw -88521.984719 + Penalty 317.054704 = -88204.930015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.104820 sec): 3 clusters Score: Raw -87703.042202 + Penalty 632.883403 = -87070.158799 nChanged 607 SP:Iteration 1F (6.107440 sec): 3 clusters Score: Raw -88061.818766 + Penalty 635.649838 = -87426.168928 nChanged 167 SP:Iteration 2F (6.110053 sec): 3 clusters Score: Raw -88160.808516 + Penalty 640.783073 = -87520.025442 nChanged 98 SP:Iteration 3F (6.112660 sec): 3 clusters Score: Raw -88204.900874 + Penalty 645.068964 = -87559.831910 nChanged 56 SP:Iteration 4Q (6.115311 sec): 3 clusters Score: Raw -88229.598546 + Penalty 646.835780 = -87582.762766 nChanged 39 SP:Iteration 5Q (6.118068 sec): 3 clusters Score: Raw -88249.139997 + Penalty 651.964035 = -87597.175962 nChanged 48 SP:Iteration 6Q (6.120900 sec): 3 clusters Score: Raw -88281.004898 + Penalty 653.897685 = -87627.107213 nChanged 47 SP:Iteration 7Q (6.123590 sec): 3 clusters Score: Raw -88319.025844 + Penalty 658.885254 = -87660.140591 nChanged 46 SP:Iteration 8Q (6.126195 sec): 3 clusters Score: Raw -88367.301782 + Penalty 660.398790 = -87706.902992 nChanged 43 SP:Iteration 9Q (6.128800 sec): 3 clusters Score: Raw -88408.036417 + Penalty 667.646230 = -87740.390187 nChanged 35 SP:Iteration 10F (6.131407 sec): 3 clusters Score: Raw -88439.617910 + Penalty 673.677753 = -87765.940157 nChanged 29 SP:Iteration 11Q (6.133887 sec): 3 clusters Score: Raw -88466.850748 + Penalty 674.442090 = -87792.408657 nChanged 23 SP:Iteration 12Q (6.136256 sec): 3 clusters Score: Raw -88489.489458 + Penalty 675.861224 = -87813.628233 nChanged 11 SP:Iteration 13Q (6.138547 sec): 3 clusters Score: Raw -88500.087892 + Penalty 677.340815 = -87822.747077 nChanged 10 SP:Iteration 14Q (6.140796 sec): 3 clusters Score: Raw -88509.425929 + Penalty 679.162213 = -87830.263716 nChanged 7 SP:Iteration 15Q (6.143009 sec): 3 clusters Score: Raw -88514.790423 + Penalty 678.256592 = -87836.533831 nChanged 1 SP:Iteration 16Q (6.145243 sec): 3 clusters Score: Raw -88514.928677 + Penalty 677.295356 = -87837.633321 nChanged 2 SP:Iteration 17Q (6.147467 sec): 3 clusters Score: Raw -88516.146166 + Penalty 677.956725 = -87838.189442 nChanged 1 SP:Iteration 18Q (6.149665 sec): 3 clusters Score: Raw -88517.406850 + Penalty 677.739881 = -87839.666969 nChanged 1 SP:Iteration 19Q (6.151856 sec): 3 clusters Score: Raw -88517.709044 + Penalty 678.326285 = -87839.382759 nChanged 1 SP:Iteration 20F (6.154467 sec): 3 clusters Score: Raw -88518.000568 + Penalty 676.923613 = -87841.076955 nChanged 1 SP:Iteration 21Q (6.156659 sec): 3 clusters Score: Raw -88518.845497 + Penalty 674.213159 = -87844.632338 nChanged 2 SP:Iteration 22Q (6.158846 sec): 3 clusters Score: Raw -88519.641255 + Penalty 672.290837 = -87847.350418 nChanged 1 SP:Iteration 23Q (6.161031 sec): 3 clusters Score: Raw -88520.269515 + Penalty 672.290837 = -87847.978678 nChanged 0 SP:Iteration 24F (6.163629 sec): 3 clusters Score: Raw -88520.269515 + Penalty 672.290837 = -87847.978678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 7 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.164292 sec): 2 clusters Score: Raw -2059.729906 + Penalty 352.739269 = -1706.990637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.164564 sec): 3 clusters Score: Raw -2091.168741 + Penalty 705.762890 = -1385.405851 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.173877 sec): 2 clusters Score: Raw -184023.351433 + Penalty 91.994450 = -183931.356984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.179445 sec): 3 clusters Score: Raw -182042.696714 + Penalty 183.583139 = -181859.113576 nChanged 1436 SP:Iteration 1F (6.184916 sec): 3 clusters Score: Raw -183179.561533 + Penalty 182.445741 = -182997.115792 nChanged 380 SP:Iteration 2F (6.190342 sec): 3 clusters Score: Raw -183468.928107 + Penalty 181.564546 = -183287.363560 nChanged 239 SP:Iteration 3F (6.195758 sec): 3 clusters Score: Raw -183613.708285 + Penalty 180.106773 = -183433.601512 nChanged 153 SP:Iteration 4F (6.201165 sec): 3 clusters Score: Raw -183711.709573 + Penalty 178.978602 = -183532.730971 nChanged 116 SP:Iteration 5Q (6.206645 sec): 3 clusters Score: Raw -183798.838627 + Penalty 177.539826 = -183621.298801 nChanged 109 SP:Iteration 6Q (6.212056 sec): 3 clusters Score: Raw -183858.274223 + Penalty 174.708619 = -183683.565603 nChanged 93 SP:Iteration 7Q (6.217446 sec): 3 clusters Score: Raw -183899.124788 + Penalty 172.502384 = -183726.622405 nChanged 53 SP:Iteration 8Q (6.223032 sec): 3 clusters Score: Raw -183917.014715 + Penalty 170.563400 = -183746.451315 nChanged 27 SP:Iteration 9Q (6.228242 sec): 3 clusters Score: Raw -183926.312198 + Penalty 169.761637 = -183756.550562 nChanged 30 SP:Iteration 10F (6.233678 sec): 3 clusters Score: Raw -183937.005706 + Penalty 168.204404 = -183768.801302 nChanged 21 SP:Iteration 11Q (6.238794 sec): 3 clusters Score: Raw -183943.437026 + Penalty 167.508699 = -183775.928326 nChanged 16 SP:Iteration 12Q (6.243838 sec): 3 clusters Score: Raw -183945.770338 + Penalty 167.284542 = -183778.485796 nChanged 12 SP:Iteration 13Q (6.248898 sec): 3 clusters Score: Raw -183947.663882 + Penalty 167.171902 = -183780.491980 nChanged 13 SP:Iteration 14Q (6.253900 sec): 3 clusters Score: Raw -183949.700677 + Penalty 166.597843 = -183783.102834 nChanged 16 SP:Iteration 15Q (6.258929 sec): 3 clusters Score: Raw -183951.664140 + Penalty 165.730826 = -183785.933314 nChanged 18 SP:Iteration 16Q (6.263923 sec): 3 clusters Score: Raw -183955.048318 + Penalty 164.432446 = -183790.615871 nChanged 21 SP:Iteration 17Q (6.268910 sec): 3 clusters Score: Raw -183958.534867 + Penalty 163.355315 = -183795.179552 nChanged 19 SP:Iteration 18Q (6.273890 sec): 3 clusters Score: Raw -183961.692059 + Penalty 162.234199 = -183799.457860 nChanged 17 SP:Iteration 19Q (6.278900 sec): 3 clusters Score: Raw -183964.888634 + Penalty 160.870456 = -183804.018177 nChanged 17 SP:Iteration 20F (6.284317 sec): 3 clusters Score: Raw -183971.439861 + Penalty 157.914882 = -183813.524979 nChanged 25 SP:Iteration 21Q (6.289251 sec): 3 clusters Score: Raw -183982.998618 + Penalty 155.465549 = -183827.533070 nChanged 28 SP:Iteration 22Q (6.294140 sec): 3 clusters Score: Raw -183997.457150 + Penalty 154.541745 = -183842.915405 nChanged 23 SP:Iteration 23Q (6.298953 sec): 3 clusters Score: Raw -184010.020620 + Penalty 151.957894 = -183858.062725 nChanged 17 SP:Iteration 24Q (6.303691 sec): 3 clusters Score: Raw -184018.527828 + Penalty 150.967783 = -183867.560045 nChanged 13 SP:Iteration 25Q (6.308416 sec): 3 clusters Score: Raw -184024.840516 + Penalty 150.758208 = -183874.082308 nChanged 9 SP:Iteration 26Q (6.313115 sec): 3 clusters Score: Raw -184028.526601 + Penalty 148.752262 = -183879.774339 nChanged 12 SP:Iteration 27Q (6.317755 sec): 3 clusters Score: Raw -184033.540200 + Penalty 147.723022 = -183885.817179 nChanged 11 SP:Iteration 28Q (6.322410 sec): 3 clusters Score: Raw -184036.962586 + Penalty 146.071028 = -183890.891558 nChanged 18 SP:Iteration 29Q (6.327157 sec): 3 clusters Score: Raw -184043.554900 + Penalty 144.342767 = -183899.212133 nChanged 20 SP:Iteration 30F (6.332604 sec): 3 clusters Score: Raw -184049.666456 + Penalty 142.281573 = -183907.384883 nChanged 17 SP:Iteration 31Q (6.337126 sec): 3 clusters Score: Raw -184055.588946 + Penalty 142.438979 = -183913.149967 nChanged 20 SP:Iteration 32Q (6.341645 sec): 3 clusters Score: Raw -184062.827613 + Penalty 142.301852 = -183920.525761 nChanged 16 SP:Iteration 33Q (6.346026 sec): 3 clusters Score: Raw -184067.987344 + Penalty 142.756355 = -183925.230989 nChanged 15 SP:Iteration 34Q (6.350423 sec): 3 clusters Score: Raw -184071.971281 + Penalty 143.442305 = -183928.528976 nChanged 10 SP:Iteration 35Q (6.354817 sec): 3 clusters Score: Raw -184074.488815 + Penalty 144.050844 = -183930.437972 nChanged 7 SP:Iteration 36Q (6.359197 sec): 3 clusters Score: Raw -184076.166786 + Penalty 144.054038 = -183932.112748 nChanged 4 SP:Iteration 37Q (6.363557 sec): 3 clusters Score: Raw -184077.006248 + Penalty 142.541338 = -183934.464910 nChanged 4 SP:Iteration 38Q (6.367880 sec): 3 clusters Score: Raw -184078.084652 + Penalty 142.481619 = -183935.603033 nChanged 5 SP:Iteration 39Q (6.372169 sec): 3 clusters Score: Raw -184079.591868 + Penalty 142.582756 = -183937.009113 nChanged 4 SP:Iteration 40F (6.377136 sec): 3 clusters Score: Raw -184082.459810 + Penalty 142.728360 = -183939.731450 nChanged 1 SP:Iteration 41Q (6.381388 sec): 3 clusters Score: Raw -184082.602348 + Penalty 142.879605 = -183939.722743 nChanged 1 SP:Iteration 42F (6.386352 sec): 3 clusters Score: Raw -184083.014552 + Penalty 142.879605 = -183940.134947 nChanged 0 Score: Raw -1113825.203683 + Penalty 87893.361413 = -1025931.842270 Splitting cluster 8 changes total score from -1009386.220727 to -1025931.842270 So it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.340204 sec): 2 clusters Score: Raw -5447.860143 + Penalty 244.073339 = -5203.786804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.340587 sec): 3 clusters Score: Raw -5440.773688 + Penalty 487.385589 = -4953.388099 nChanged 14 SP:Iteration 1F (7.340957 sec): 3 clusters Score: Raw -5460.774530 + Penalty 488.721869 = -4972.052661 nChanged 4 SP:Iteration 2Q (7.341314 sec): 3 clusters Score: Raw -5467.386165 + Penalty 492.825553 = -4974.560612 nChanged 4 SP:Iteration 3Q (7.341700 sec): 3 clusters Score: Raw -5472.203172 + Penalty 497.980242 = -4974.222930 nChanged 2 SP:Iteration 4F (7.342067 sec): 3 clusters Score: Raw -5473.937775 + Penalty 500.689726 = -4973.248050 nChanged 1 SP:Iteration 5F (7.342428 sec): 3 clusters Score: Raw -5474.281643 + Penalty 500.689726 = -4973.591918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.351369 sec): 2 clusters Score: Raw -113166.490879 + Penalty 62.345728 = -113104.145152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.354878 sec): 3 clusters Score: Raw -111915.118811 + Penalty 133.370148 = -111781.748663 nChanged 919 SP:Iteration 1F (7.358303 sec): 3 clusters Score: Raw -112577.463470 + Penalty 140.366696 = -112437.096774 nChanged 232 SP:Iteration 2F (7.361755 sec): 3 clusters Score: Raw -112842.988440 + Penalty 167.529981 = -112675.458459 nChanged 177 SP:Iteration 3F (7.365155 sec): 3 clusters Score: Raw -113067.756651 + Penalty 179.015012 = -112888.741639 nChanged 53 SP:Iteration 4Q (7.368587 sec): 3 clusters Score: Raw -113137.756202 + Penalty 168.615773 = -112969.140430 nChanged 15 SP:Iteration 5Q (7.371412 sec): 3 clusters Score: Raw -113146.836093 + Penalty 174.139392 = -112972.696701 nChanged 8 SP:Iteration 6Q (7.374160 sec): 3 clusters Score: Raw -113153.284309 + Penalty 175.079289 = -112978.205020 nChanged 4 SP:Iteration 7Q (7.376913 sec): 3 clusters Score: Raw -113156.451185 + Penalty 181.330039 = -112975.121146 nChanged 7 SP:Iteration 8F (7.380328 sec): 3 clusters Score: Raw -113160.667238 + Penalty 188.091429 = -112972.575809 nChanged 4 SP:Iteration 9F (7.383741 sec): 3 clusters Score: Raw -113161.530698 + Penalty 194.278293 = -112967.252405 nChanged 3 SP:Iteration 10F (7.387155 sec): 3 clusters Score: Raw -113162.100214 + Penalty 202.981557 = -112959.118657 nChanged 4 SP:Iteration 11F (7.390564 sec): 3 clusters Score: Raw -113163.926348 + Penalty 215.827746 = -112948.098602 nChanged 7 SP:Iteration 12F (7.393982 sec): 3 clusters Score: Raw -113166.902725 + Penalty 208.890350 = -112958.012375 nChanged 2 SP:Iteration 13Q (7.396697 sec): 3 clusters Score: Raw -113167.691939 + Penalty 217.986962 = -112949.704976 nChanged 3 SP:Iteration 14F (7.400083 sec): 3 clusters Score: Raw -113171.040921 + Penalty 226.971037 = -112944.069883 nChanged 1 SP:Iteration 15F (7.403468 sec): 3 clusters Score: Raw -113173.732550 + Penalty 234.223793 = -112939.508756 nChanged 1 SP:Iteration 16F (7.406853 sec): 3 clusters Score: Raw -113175.450705 + Penalty 234.223793 = -112941.226911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.408514 sec): 2 clusters Score: Raw -10272.892434 + Penalty 274.667448 = -9998.224986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.409034 sec): 3 clusters Score: Raw -10205.172766 + Penalty 552.488273 = -9652.684493 nChanged 43 SP:Iteration 1F (7.409522 sec): 3 clusters Score: Raw -10248.509910 + Penalty 561.811580 = -9686.698330 nChanged 14 SP:Iteration 2F (7.410012 sec): 3 clusters Score: Raw -10261.887802 + Penalty 559.712076 = -9702.175727 nChanged 4 SP:Iteration 3Q (7.410495 sec): 3 clusters Score: Raw -10265.328913 + Penalty 561.816945 = -9703.511968 nChanged 2 SP:Iteration 4Q (7.410979 sec): 3 clusters Score: Raw -10266.752823 + Penalty 561.816945 = -9704.935879 nChanged 0 SP:Iteration 5F (7.411464 sec): 3 clusters Score: Raw -10266.752823 + Penalty 561.816945 = -9704.935879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.412312 sec): 2 clusters Score: Raw -330.286972 + Penalty 104.011403 = -226.275569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.412520 sec): 2 clusters Score: Raw -330.286972 + Penalty 104.011403 = -226.275569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 13 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.413436 sec): 2 clusters Score: Raw -2567.335357 + Penalty 485.516782 = -2081.818575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.413749 sec): 3 clusters Score: Raw -2675.868441 + Penalty 973.587575 = -1702.280866 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.417302 sec): 2 clusters Score: Raw -36209.879763 + Penalty 172.538838 = -36037.340925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.418568 sec): 3 clusters Score: Raw -35876.834474 + Penalty 370.748862 = -35506.085612 nChanged 247 SP:Iteration 1F (7.419834 sec): 3 clusters Score: Raw -36104.983831 + Penalty 393.012780 = -35711.971052 nChanged 76 SP:Iteration 2F (7.421095 sec): 3 clusters Score: Raw -36176.719793 + Penalty 401.522413 = -35775.197380 nChanged 27 SP:Iteration 3Q (7.422356 sec): 3 clusters Score: Raw -36198.268044 + Penalty 404.419696 = -35793.848348 nChanged 14 SP:Iteration 4Q (7.423690 sec): 3 clusters Score: Raw -36207.365837 + Penalty 399.877101 = -35807.488736 nChanged 10 SP:Iteration 5Q (7.424942 sec): 3 clusters Score: Raw -36214.703349 + Penalty 401.133279 = -35813.570070 nChanged 8 SP:Iteration 6Q (7.426196 sec): 3 clusters Score: Raw -36220.463066 + Penalty 398.585206 = -35821.877860 nChanged 5 SP:Iteration 7Q (7.427464 sec): 3 clusters Score: Raw -36227.020207 + Penalty 390.539836 = -35836.480371 nChanged 6 SP:Iteration 8Q (7.428700 sec): 3 clusters Score: Raw -36234.818624 + Penalty 389.235188 = -35845.583436 nChanged 1 SP:Iteration 9Q (7.429882 sec): 3 clusters Score: Raw -36236.377847 + Penalty 390.771482 = -35845.606365 nChanged 1 SP:Iteration 10F (7.431129 sec): 3 clusters Score: Raw -36237.204146 + Penalty 390.771482 = -35846.432664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 15 (2288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.442804 sec): 2 clusters Score: Raw -137408.225846 + Penalty 214.957894 = -137193.267952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.447060 sec): 3 clusters Score: Raw -135928.200329 + Penalty 421.105179 = -135507.095150 nChanged 991 SP:Iteration 1F (7.451480 sec): 3 clusters Score: Raw -136454.940190 + Penalty 405.899125 = -136049.041065 nChanged 342 SP:Iteration 2F (7.455648 sec): 3 clusters Score: Raw -136697.926097 + Penalty 397.567225 = -136300.358872 nChanged 188 SP:Iteration 3F (7.459787 sec): 3 clusters Score: Raw -136812.087579 + Penalty 392.823066 = -136419.264513 nChanged 103 SP:Iteration 4Q (7.463930 sec): 3 clusters Score: Raw -136869.671317 + Penalty 388.336595 = -136481.334722 nChanged 86 SP:Iteration 5Q (7.468071 sec): 3 clusters Score: Raw -136929.692134 + Penalty 385.696280 = -136543.995855 nChanged 103 SP:Iteration 6Q (7.472529 sec): 3 clusters Score: Raw -137011.475683 + Penalty 381.671336 = -136629.804347 nChanged 88 SP:Iteration 7Q (7.476871 sec): 3 clusters Score: Raw -137076.540832 + Penalty 378.056903 = -136698.483930 nChanged 68 SP:Iteration 8Q (7.481020 sec): 3 clusters Score: Raw -137117.120382 + Penalty 373.614564 = -136743.505818 nChanged 58 SP:Iteration 9Q (7.485148 sec): 3 clusters Score: Raw -137148.158320 + Penalty 369.293226 = -136778.865094 nChanged 58 SP:Iteration 10F (7.489273 sec): 3 clusters Score: Raw -137192.929289 + Penalty 361.508858 = -136831.420431 nChanged 65 SP:Iteration 11Q (7.493323 sec): 3 clusters Score: Raw -137249.231719 + Penalty 355.361421 = -136893.870298 nChanged 46 SP:Iteration 12Q (7.497225 sec): 3 clusters Score: Raw -137294.690312 + Penalty 344.433656 = -136950.256655 nChanged 49 SP:Iteration 13Q (7.501016 sec): 3 clusters Score: Raw -137369.532194 + Penalty 343.359067 = -137026.173126 nChanged 21 SP:Iteration 14Q (7.504551 sec): 3 clusters Score: Raw -137441.095069 + Penalty 341.486623 = -137099.608446 nChanged 11 SP:Iteration 15Q (7.507869 sec): 3 clusters Score: Raw -137456.754829 + Penalty 344.165206 = -137112.589623 nChanged 7 SP:Iteration 16Q (7.511168 sec): 3 clusters Score: Raw -137460.639623 + Penalty 344.830208 = -137115.809415 nChanged 4 SP:Iteration 17Q (7.514508 sec): 3 clusters Score: Raw -137460.812339 + Penalty 344.830208 = -137115.982131 nChanged 0 SP:Iteration 18F (7.518628 sec): 3 clusters Score: Raw -137460.812339 + Penalty 344.830208 = -137115.982131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522321 sec): 2 clusters Score: Raw -2923.788894 + Penalty 241.429734 = -2682.359160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.522632 sec): 3 clusters Score: Raw -2933.961957 + Penalty 479.311308 = -2454.650649 nChanged 5 SP:Iteration 1F (7.522922 sec): 3 clusters Score: Raw -2948.022662 + Penalty 479.311308 = -2468.711354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.523559 sec): 2 clusters Score: Raw -4044.442803 + Penalty 178.702175 = -3865.740628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523889 sec): 3 clusters Score: Raw -4022.557167 + Penalty 358.415105 = -3664.142062 nChanged 8 SP:Iteration 1F (7.524215 sec): 3 clusters Score: Raw -4034.535722 + Penalty 356.855777 = -3677.679944 nChanged 3 SP:Iteration 2Q (7.524535 sec): 3 clusters Score: Raw -4039.027705 + Penalty 355.673076 = -3683.354629 nChanged 3 SP:Iteration 3Q (7.524884 sec): 3 clusters Score: Raw -4042.684911 + Penalty 356.336035 = -3686.348876 nChanged 1 SP:Iteration 4Q (7.525212 sec): 3 clusters Score: Raw -4043.598987 + Penalty 356.336035 = -3687.262953 nChanged 0 SP:Iteration 5F (7.525565 sec): 3 clusters Score: Raw -4043.598987 + Penalty 356.336035 = -3687.262953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.527224 sec): 2 clusters Score: Raw -13604.804634 + Penalty 380.065475 = -13224.739159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528006 sec): 3 clusters Score: Raw -13517.941119 + Penalty 759.041260 = -12758.899859 nChanged 58 SP:Iteration 1F (7.528731 sec): 3 clusters Score: Raw -13572.701832 + Penalty 759.577277 = -12813.124555 nChanged 15 SP:Iteration 2F (7.529430 sec): 3 clusters Score: Raw -13591.882675 + Penalty 758.976528 = -12832.906147 nChanged 5 SP:Iteration 3Q (7.530140 sec): 3 clusters Score: Raw -13599.287872 + Penalty 758.108211 = -12841.179661 nChanged 4 SP:Iteration 4Q (7.530866 sec): 3 clusters Score: Raw -13610.456539 + Penalty 757.863761 = -12852.592778 nChanged 4 SP:Iteration 5Q (7.531542 sec): 3 clusters Score: Raw -13615.270132 + Penalty 757.334289 = -12857.935843 nChanged 2 SP:Iteration 6Q (7.532191 sec): 3 clusters Score: Raw -13620.054082 + Penalty 757.027807 = -12863.026275 nChanged 1 SP:Iteration 7Q (7.532814 sec): 3 clusters Score: Raw -13621.128701 + Penalty 757.027807 = -12864.100893 nChanged 0 SP:Iteration 8F (7.533449 sec): 3 clusters Score: Raw -13621.128701 + Penalty 757.027807 = -12864.100893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534107 sec): 2 clusters Score: Raw -841.300119 + Penalty 163.596561 = -677.703558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.534362 sec): 3 clusters Score: Raw -844.461964 + Penalty 330.048983 = -514.412981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.535320 sec): 2 clusters Score: Raw -9039.126932 + Penalty 237.136977 = -8801.989955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535888 sec): 3 clusters Score: Raw -8979.379162 + Penalty 474.155746 = -8505.223417 nChanged 29 SP:Iteration 1F (7.536465 sec): 3 clusters Score: Raw -9016.761663 + Penalty 474.131725 = -8542.629938 nChanged 14 SP:Iteration 2F (7.537102 sec): 3 clusters Score: Raw -9029.293133 + Penalty 473.794807 = -8555.498326 nChanged 11 SP:Iteration 3F (7.537671 sec): 3 clusters Score: Raw -9038.390037 + Penalty 474.549745 = -8563.840291 nChanged 5 SP:Iteration 4Q (7.538231 sec): 3 clusters Score: Raw -9046.212097 + Penalty 474.809118 = -8571.402978 nChanged 2 SP:Iteration 5Q (7.538790 sec): 3 clusters Score: Raw -9052.846557 + Penalty 474.746682 = -8578.099875 nChanged 1 SP:Iteration 6Q (7.539347 sec): 3 clusters Score: Raw -9053.461831 + Penalty 474.746682 = -8578.715149 nChanged 0 SP:Iteration 7F (7.539917 sec): 3 clusters Score: Raw -9053.461831 + Penalty 474.746682 = -8578.715149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540539 sec): 2 clusters Score: Raw -1843.823945 + Penalty 207.863350 = -1635.960594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540828 sec): 3 clusters Score: Raw -1858.264939 + Penalty 415.306476 = -1442.958463 nChanged 3 SP:Iteration 1F (7.541122 sec): 3 clusters Score: Raw -1867.107221 + Penalty 415.306476 = -1451.800745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.541863 sec): 2 clusters Score: Raw -2560.270977 + Penalty 132.510957 = -2427.760020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542186 sec): 3 clusters Score: Raw -2547.581406 + Penalty 264.851711 = -2282.729695 nChanged 6 SP:Iteration 1F (7.542501 sec): 3 clusters Score: Raw -2554.314041 + Penalty 265.701096 = -2288.612945 nChanged 1 SP:Iteration 2Q (7.542825 sec): 3 clusters Score: Raw -2555.555933 + Penalty 265.701096 = -2289.854836 nChanged 0 SP:Iteration 3F (7.543139 sec): 3 clusters Score: Raw -2555.555933 + Penalty 265.701096 = -2289.854836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543762 sec): 2 clusters Score: Raw -651.809202 + Penalty 119.249497 = -532.559705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544017 sec): 3 clusters Score: Raw -683.362098 + Penalty 213.765076 = -469.597022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.544536 sec): 2 clusters Score: Raw -453.566712 + Penalty 217.730589 = -235.836123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544783 sec): 3 clusters Score: Raw -441.037200 + Penalty 435.461179 = -5.576022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545365 sec): 2 clusters Score: Raw -1765.384702 + Penalty 237.989966 = -1527.394736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.545663 sec): 3 clusters Score: Raw -1790.246999 + Penalty 475.363541 = -1314.883457 nChanged 2 SP:Iteration 1F (7.545961 sec): 3 clusters Score: Raw -1793.826646 + Penalty 475.363541 = -1318.463105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.546508 sec): 2 clusters Score: Raw -486.339021 + Penalty 130.411928 = -355.927092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546762 sec): 3 clusters Score: Raw -478.362005 + Penalty 261.132962 = -217.229043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547761 sec): 2 clusters Score: Raw -9618.598095 + Penalty 303.976943 = -9314.621152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548335 sec): 3 clusters Score: Raw -9580.938904 + Penalty 608.095095 = -8972.843809 nChanged 29 SP:Iteration 1F (7.548933 sec): 3 clusters Score: Raw -9618.883207 + Penalty 608.348071 = -9010.535136 nChanged 7 SP:Iteration 2Q (7.549473 sec): 3 clusters Score: Raw -9628.153978 + Penalty 607.998705 = -9020.155273 nChanged 4 SP:Iteration 3Q (7.550006 sec): 3 clusters Score: Raw -9631.448717 + Penalty 607.998705 = -9023.450011 nChanged 0 SP:Iteration 4F (7.550541 sec): 3 clusters Score: Raw -9631.448717 + Penalty 607.998705 = -9023.450011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551106 sec): 2 clusters Score: Raw -817.786679 + Penalty 283.187148 = -534.599531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.551360 sec): 3 clusters Score: Raw -856.937572 + Penalty 569.453574 = -287.483998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551857 sec): 2 clusters Score: Raw -133.863809 + Penalty 52.575410 = -81.288399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552068 sec): 2 clusters Score: Raw -133.863809 + Penalty 52.575410 = -81.288399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.552625 sec): 2 clusters Score: Raw -1649.914143 + Penalty 303.615215 = -1346.298929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552906 sec): 3 clusters Score: Raw -1685.444612 + Penalty 605.848629 = -1079.595984 nChanged 1 SP:Iteration 1Q (7.553170 sec): 3 clusters Score: Raw -1690.912194 + Penalty 605.848629 = -1085.063566 nChanged 0 SP:Iteration 2F (7.553434 sec): 3 clusters Score: Raw -1690.912194 + Penalty 605.848629 = -1085.063566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553947 sec): 2 clusters Score: Raw -639.346591 + Penalty 160.646602 = -478.699990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.554183 sec): 3 clusters Score: Raw -652.738488 + Penalty 321.293203 = -331.445285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.554786 sec): 2 clusters Score: Raw -3220.761834 + Penalty 406.664667 = -2814.097167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555100 sec): 3 clusters Score: Raw -3269.844818 + Penalty 811.142814 = -2458.702004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555595 sec): 2 clusters Score: Raw -207.831689 + Penalty 96.417609 = -111.414080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555801 sec): 2 clusters Score: Raw -207.831689 + Penalty 96.417609 = -111.414080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556303 sec): 2 clusters Score: Raw -557.828610 + Penalty 211.535027 = -346.293583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.556544 sec): 3 clusters Score: Raw -567.186088 + Penalty 423.070054 = -144.116034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557067 sec): 2 clusters Score: Raw -267.822685 + Penalty 98.354357 = -169.468328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557300 sec): 3 clusters Score: Raw -261.790284 + Penalty 196.708713 = -65.081571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557918 sec): 2 clusters Score: Raw -1429.829407 + Penalty 267.415848 = -1162.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558200 sec): 3 clusters Score: Raw -1475.886214 + Penalty 539.671689 = -936.214525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558726 sec): 2 clusters Score: Raw -203.324696 + Penalty 93.098374 = -110.226322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558949 sec): 2 clusters Score: Raw -203.324696 + Penalty 93.098374 = -110.226322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.559485 sec): 2 clusters Score: Raw -451.481151 + Penalty 160.872424 = -290.608727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559732 sec): 3 clusters Score: Raw -460.665964 + Penalty 320.821950 = -139.844014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560321 sec): 2 clusters Score: Raw -1761.636700 + Penalty 230.501579 = -1531.135121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.560611 sec): 3 clusters Score: Raw -1779.311720 + Penalty 461.073383 = -1318.238338 nChanged 1 SP:Iteration 1Q (7.560896 sec): 3 clusters Score: Raw -1783.242665 + Penalty 461.073383 = -1322.169282 nChanged 0 SP:Iteration 2F (7.561185 sec): 3 clusters Score: Raw -1783.242665 + Penalty 461.073383 = -1322.169282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.561736 sec): 2 clusters Score: Raw -999.851718 + Penalty 450.545667 = -549.306050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561997 sec): 3 clusters Score: Raw -1088.285303 + Penalty 901.091335 = -187.193968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.562514 sec): 2 clusters Score: Raw -472.796728 + Penalty 117.535807 = -355.260921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.562758 sec): 3 clusters Score: Raw -470.944959 + Penalty 243.187803 = -227.757156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.563295 sec): 2 clusters Score: Raw -796.429746 + Penalty 278.869212 = -517.560533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.563543 sec): 3 clusters Score: Raw -805.356047 + Penalty 536.249610 = -269.106437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.564094 sec): 2 clusters Score: Raw -1036.907086 + Penalty 154.221715 = -882.685371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.564356 sec): 3 clusters Score: Raw -1043.924218 + Penalty 308.443430 = -735.480788 nChanged 1 SP:Iteration 1F (7.564608 sec): 3 clusters Score: Raw -1045.928267 + Penalty 308.443430 = -737.484837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.565139 sec): 2 clusters Score: Raw -639.837300 + Penalty 159.563975 = -480.273325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.565387 sec): 3 clusters Score: Raw -643.487672 + Penalty 335.342848 = -308.144824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.565936 sec): 2 clusters Score: Raw -276.734837 + Penalty 145.547499 = -131.187338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.566169 sec): 3 clusters Score: Raw -272.073900 + Penalty 291.094998 = 19.021097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.567007 sec): 2 clusters Score: Raw -5186.498721 + Penalty 189.633806 = -4996.864915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.567457 sec): 3 clusters Score: Raw -5160.342252 + Penalty 378.974452 = -4781.367800 nChanged 17 SP:Iteration 1F (7.567910 sec): 3 clusters Score: Raw -5182.820180 + Penalty 380.678947 = -4802.141233 nChanged 9 SP:Iteration 2F (7.568374 sec): 3 clusters Score: Raw -5192.906378 + Penalty 381.095249 = -4811.811130 nChanged 2 SP:Iteration 3Q (7.568836 sec): 3 clusters Score: Raw -5194.671346 + Penalty 382.845935 = -4811.825411 nChanged 2 SP:Iteration 4Q (7.569294 sec): 3 clusters Score: Raw -5198.038814 + Penalty 384.123649 = -4813.915165 nChanged 1 SP:Iteration 5Q (7.569751 sec): 3 clusters Score: Raw -5199.495022 + Penalty 384.123649 = -4815.371374 nChanged 0 SP:Iteration 6F (7.570210 sec): 3 clusters Score: Raw -5199.495022 + Penalty 384.123649 = -4815.371374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.570792 sec): 2 clusters Score: Raw -129.413909 + Penalty 43.028959 = -86.384950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.571019 sec): 2 clusters Score: Raw -129.413909 + Penalty 43.028959 = -86.384950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.571550 sec): 2 clusters Score: Raw -136.557943 + Penalty 67.091170 = -69.466774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.571772 sec): 2 clusters Score: Raw -136.557943 + Penalty 67.091170 = -69.466774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.572330 sec): 2 clusters Score: Raw -1260.083618 + Penalty 301.495547 = -958.588071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.572607 sec): 3 clusters Score: Raw -1307.114801 + Penalty 603.378823 = -703.735978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.573144 sec): 2 clusters Score: Raw -611.614414 + Penalty 180.325610 = -431.288803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.573392 sec): 3 clusters Score: Raw -616.165679 + Penalty 326.407083 = -289.758596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.573930 sec): 2 clusters Score: Raw -1047.229085 + Penalty 318.946691 = -728.282394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.574200 sec): 3 clusters Score: Raw -1083.822117 + Penalty 637.025122 = -446.796995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.574692 sec): 2 clusters Score: Raw -138.703073 + Penalty 62.269571 = -76.433502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.574917 sec): 3 clusters Score: Raw -130.975810 + Penalty 124.539143 = -6.436667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.575683 sec): 2 clusters Score: Raw -369.586675 + Penalty 182.392605 = -187.194070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.575945 sec): 3 clusters Score: Raw -357.715421 + Penalty 366.544327 = 8.828906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.576466 sec): 2 clusters Score: Raw -985.798372 + Penalty 185.187305 = -800.611066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.576707 sec): 3 clusters Score: Raw -984.848251 + Penalty 393.173048 = -591.675202 nChanged 1 SP:Iteration 1F (7.576941 sec): 3 clusters Score: Raw -985.128674 + Penalty 393.173048 = -591.955625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.577398 sec): 2 clusters Score: Raw -136.636716 + Penalty 62.524819 = -74.111898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.577607 sec): 3 clusters Score: Raw -129.077023 + Penalty 125.049637 = -4.027385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 60 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.578123 sec): 2 clusters Score: Raw -1568.949399 + Penalty 198.147841 = -1370.801558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.578378 sec): 3 clusters Score: Raw -1574.138172 + Penalty 415.262114 = -1158.876058 nChanged 1 SP:Iteration 1Q (7.578627 sec): 3 clusters Score: Raw -1575.356449 + Penalty 415.262114 = -1160.094335 nChanged 0 SP:Iteration 2F (7.578877 sec): 3 clusters Score: Raw -1575.356449 + Penalty 415.262114 = -1160.094335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.579338 sec): 2 clusters Score: Raw -291.536994 + Penalty 140.270787 = -151.266206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.579554 sec): 3 clusters Score: Raw -279.547997 + Penalty 280.541575 = 0.993578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.580026 sec): 2 clusters Score: Raw -514.230777 + Penalty 147.253231 = -366.977546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.580250 sec): 3 clusters Score: Raw -516.603427 + Penalty 279.337614 = -237.265813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.580721 sec): 2 clusters Score: Raw -558.256557 + Penalty 164.474367 = -393.782190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.580942 sec): 3 clusters Score: Raw -560.852477 + Penalty 328.948734 = -231.903743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.581411 sec): 2 clusters Score: Raw -404.396237 + Penalty 138.903829 = -265.492408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.581627 sec): 3 clusters Score: Raw -407.652704 + Penalty 257.706194 = -149.946510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.582086 sec): 2 clusters Score: Raw -251.186346 + Penalty 87.012638 = -164.173708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.582300 sec): 3 clusters Score: Raw -252.730500 + Penalty 186.249708 = -66.480792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.582757 sec): 2 clusters Score: Raw -273.061480 + Penalty 76.222570 = -196.838910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.582980 sec): 3 clusters Score: Raw -266.377180 + Penalty 152.445141 = -113.932040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.583465 sec): 2 clusters Score: Raw -893.795378 + Penalty 254.414600 = -639.380778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.583697 sec): 3 clusters Score: Raw -923.696738 + Penalty 504.959161 = -418.737576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.584172 sec): 2 clusters Score: Raw -596.644802 + Penalty 146.946700 = -449.698102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.584397 sec): 3 clusters Score: Raw -595.947620 + Penalty 319.117897 = -276.829723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.584879 sec): 2 clusters Score: Raw -768.114888 + Penalty 223.228944 = -544.885945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.585110 sec): 3 clusters Score: Raw -776.009203 + Penalty 492.534963 = -283.474240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.585564 sec): 2 clusters Score: Raw -66.767202 + Penalty 0.000000 = -66.767202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.585754 sec): 2 clusters Score: Raw -66.767202 + Penalty 0.000000 = -66.767202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.586229 sec): 2 clusters Score: Raw -507.885862 + Penalty 137.140011 = -370.745850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.586453 sec): 3 clusters Score: Raw -510.040361 + Penalty 274.733669 = -235.306691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.586908 sec): 2 clusters Score: Raw -66.646314 + Penalty 0.000000 = -66.646314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587101 sec): 2 clusters Score: Raw -66.646314 + Penalty 0.000000 = -66.646314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.587580 sec): 2 clusters Score: Raw -693.610174 + Penalty 235.100114 = -458.510060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587811 sec): 3 clusters Score: Raw -700.126631 + Penalty 452.820359 = -247.306271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.588268 sec): 2 clusters Score: Raw -135.573009 + Penalty 56.000300 = -79.572709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.588462 sec): 2 clusters Score: Raw -135.573009 + Penalty 56.000300 = -79.572709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.588912 sec): 2 clusters Score: Raw -65.240595 + Penalty 0.000000 = -65.240595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.589104 sec): 2 clusters Score: Raw -65.240595 + Penalty 0.000000 = -65.240595 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 (7.589565 sec): 2 clusters Score: Raw -324.735279 + Penalty 98.645913 = -226.089366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.589941 sec): 3 clusters Score: Raw -320.341408 + Penalty 201.897761 = -118.443647 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 (7.590403 sec): 2 clusters Score: Raw -284.508763 + Penalty 133.797172 = -150.711591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.590601 sec): 2 clusters Score: Raw -284.508763 + Penalty 133.797172 = -150.711591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.591069 sec): 2 clusters Score: Raw -403.152019 + Penalty 116.337948 = -286.814071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.591290 sec): 3 clusters Score: Raw -401.987999 + Penalty 232.675895 = -169.312103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.591747 sec): 2 clusters Score: Raw -210.057933 + Penalty 112.406259 = -97.651674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.591942 sec): 2 clusters Score: Raw -210.057933 + Penalty 112.406259 = -97.651674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.592399 sec): 2 clusters Score: Raw -279.172402 + Penalty 117.435354 = -161.737048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.592613 sec): 3 clusters Score: Raw -272.535706 + Penalty 242.895039 = -29.640666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.593083 sec): 2 clusters Score: Raw -550.979929 + Penalty 189.360587 = -361.619342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.593306 sec): 3 clusters Score: Raw -554.036511 + Penalty 379.836783 = -174.199728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.593759 sec): 2 clusters Score: Raw -140.192043 + Penalty 73.264797 = -66.927246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.593953 sec): 2 clusters Score: Raw -140.192043 + Penalty 73.264797 = -66.927246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.594402 sec): 2 clusters Score: Raw -65.917947 + Penalty 0.000000 = -65.917947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.594594 sec): 2 clusters Score: Raw -65.917947 + Penalty 0.000000 = -65.917947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.595046 sec): 2 clusters Score: Raw -135.545086 + Penalty 62.869948 = -72.675138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.595258 sec): 3 clusters Score: Raw -129.109813 + Penalty 125.739896 = -3.369918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.595722 sec): 2 clusters Score: Raw -323.995419 + Penalty 115.736060 = -208.259359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.595939 sec): 3 clusters Score: Raw -328.173929 + Penalty 232.915390 = -95.258538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.596397 sec): 2 clusters Score: Raw -207.388199 + Penalty 94.380630 = -113.007569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.596623 sec): 3 clusters Score: Raw -198.906104 + Penalty 194.122439 = -4.783666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.597081 sec): 2 clusters Score: Raw -283.703649 + Penalty 140.487320 = -143.216328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.597278 sec): 2 clusters Score: Raw -283.703649 + Penalty 140.487320 = -143.216328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.597753 sec): 2 clusters Score: Raw -615.229494 + Penalty 214.660520 = -400.568974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.597979 sec): 3 clusters Score: Raw -625.536730 + Penalty 431.544017 = -193.992713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.598436 sec): 2 clusters Score: Raw -217.331285 + Penalty 131.180733 = -86.150552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.598648 sec): 3 clusters Score: Raw -206.864341 + Penalty 261.550800 = 54.686459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.599104 sec): 2 clusters Score: Raw -217.748991 + Penalty 113.403522 = -104.345470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.599300 sec): 2 clusters Score: Raw -217.748991 + Penalty 113.403522 = -104.345470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.599759 sec): 2 clusters Score: Raw -255.357136 + Penalty 71.983094 = -183.374042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.599972 sec): 3 clusters Score: Raw -252.143463 + Penalty 152.183420 = -99.960043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.600420 sec): 2 clusters Score: Raw -66.456820 + Penalty 0.000000 = -66.456820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.600612 sec): 2 clusters Score: Raw -66.456820 + Penalty 0.000000 = -66.456820 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 (7.601070 sec): 2 clusters Score: Raw -272.901084 + Penalty 99.153310 = -173.747775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.601285 sec): 3 clusters Score: Raw -266.382380 + Penalty 198.306619 = -68.075761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.601732 sec): 2 clusters Score: Raw -65.808144 + Penalty 0.000000 = -65.808144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.601923 sec): 2 clusters Score: Raw -65.808144 + Penalty 0.000000 = -65.808144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.602391 sec): 2 clusters Score: Raw -447.786269 + Penalty 123.001406 = -324.784863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.602612 sec): 3 clusters Score: Raw -453.165891 + Penalty 242.360256 = -210.805635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.603065 sec): 2 clusters Score: Raw -125.246984 + Penalty 45.610731 = -79.636252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.603283 sec): 3 clusters Score: Raw -122.747268 + Penalty 91.221463 = -31.525805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.603733 sec): 2 clusters Score: Raw -65.217895 + Penalty 0.000000 = -65.217895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.603924 sec): 2 clusters Score: Raw -65.217895 + Penalty 0.000000 = -65.217895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.604379 sec): 2 clusters Score: Raw -204.696484 + Penalty 92.305940 = -112.390544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.604590 sec): 3 clusters Score: Raw -198.386372 + Penalty 179.133241 = -19.253131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.605046 sec): 2 clusters Score: Raw -219.190896 + Penalty 132.511349 = -86.679547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.605260 sec): 3 clusters Score: Raw -208.892822 + Penalty 251.943396 = 43.050575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.605718 sec): 2 clusters Score: Raw -280.468489 + Penalty 126.834325 = -153.634164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.605932 sec): 3 clusters Score: Raw -273.464980 + Penalty 253.668651 = -19.796329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.606390 sec): 2 clusters Score: Raw -217.865478 + Penalty 125.508256 = -92.357222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.606600 sec): 3 clusters Score: Raw -208.230768 + Penalty 256.479826 = 48.249057 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 (7.607050 sec): 2 clusters Score: Raw -65.827188 + Penalty 0.000000 = -65.827188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.607242 sec): 2 clusters Score: Raw -65.827188 + Penalty 0.000000 = -65.827188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.607692 sec): 2 clusters Score: Raw -140.100582 + Penalty 52.805466 = -87.295116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.607892 sec): 3 clusters Score: Raw -130.138492 + Penalty 105.610932 = -24.527559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.608348 sec): 2 clusters Score: Raw -187.949448 + Penalty 66.950345 = -120.999103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.608543 sec): 2 clusters Score: Raw -187.949448 + Penalty 66.950345 = -120.999103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.608996 sec): 2 clusters Score: Raw -138.829135 + Penalty 65.837850 = -72.991285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.609205 sec): 3 clusters Score: Raw -130.349889 + Penalty 131.675700 = 1.325811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 125 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.609658 sec): 2 clusters Score: Raw -137.307348 + Penalty 67.776234 = -69.531114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.609877 sec): 3 clusters Score: Raw -129.134737 + Penalty 135.552468 = 6.417731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.610326 sec): 2 clusters Score: Raw -62.684637 + Penalty 0.000000 = -62.684637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.610518 sec): 2 clusters Score: Raw -62.684637 + Penalty 0.000000 = -62.684637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.610971 sec): 2 clusters Score: Raw -139.565211 + Penalty 69.232589 = -70.332623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.611179 sec): 3 clusters Score: Raw -131.378851 + Penalty 138.465177 = 7.086326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.611633 sec): 2 clusters Score: Raw -142.597100 + Penalty 89.029437 = -53.567662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.611838 sec): 3 clusters Score: Raw -135.782479 + Penalty 178.058875 = 42.276396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.612291 sec): 2 clusters Score: Raw -139.593556 + Penalty 67.138559 = -72.454997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.612499 sec): 3 clusters Score: Raw -131.001651 + Penalty 134.277119 = 3.275468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.612947 sec): 2 clusters Score: Raw -65.772767 + Penalty 0.000000 = -65.772767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.613138 sec): 2 clusters Score: Raw -65.772767 + Penalty 0.000000 = -65.772767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.613585 sec): 2 clusters Score: Raw -66.299958 + Penalty 0.000000 = -66.299958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.613775 sec): 2 clusters Score: Raw -66.299958 + Penalty 0.000000 = -66.299958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.614223 sec): 2 clusters Score: Raw -65.683324 + Penalty 0.000000 = -65.683324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.614414 sec): 2 clusters Score: Raw -65.683324 + Penalty 0.000000 = -65.683324 nChanged 0 Deleting Class 112 (3 points): Lose 26.440985 but Gain 1188.221714 Iteration 20F (8.598176 sec): 110 clusters Score: Raw -1097281.507296 + Penalty 86883.739064 = -1010397.768232 nChanged 26 Deleting Class 95 (3 points): Lose 41.892491 but Gain 1176.290157 Iteration 21Q (8.673635 sec): 109 clusters Score: Raw -1097264.274448 + Penalty 85710.375003 = -1011553.899445 nChanged 14 Deleting Class 132 (2 points): Lose 133.955618 but Gain 1265.310259 Iteration 22Q (8.747709 sec): 108 clusters Score: Raw -1097137.801763 + Penalty 84287.125684 = -1012850.676079 nChanged 14 Deleting Class 24 (6 points): Lose 75.114944 but Gain 1197.094955 Iteration 23Q (8.824077 sec): 107 clusters Score: Raw -1097067.165074 + Penalty 83265.778249 = -1013801.386825 nChanged 13 Deleting Class 136 (2 points): Lose 25.917382 but Gain 1258.409994 Iteration 24Q (8.898358 sec): 106 clusters Score: Raw -1097088.647764 + Penalty 82033.797231 = -1015054.850533 nChanged 11 Deleting Class 117 (3 points): Lose 29.312200 but Gain 1125.425373 Iteration 25Q (8.971566 sec): 105 clusters Score: Raw -1097074.370213 + Penalty 80953.380417 = -1016120.989796 nChanged 11 Deleting Class 73 (1 points): Lose 2.570569 but Gain 1097.386519 Iteration 26Q (9.045051 sec): 104 clusters Score: Raw -1097083.276442 + Penalty 79857.245112 = -1017226.031330 nChanged 6 Deleting Class 75 (1 points): Lose 3.829392 but Gain 1089.369182 Iteration 27Q (9.118978 sec): 103 clusters Score: Raw -1097081.793301 + Penalty 78768.392169 = -1018313.401131 nChanged 7 Deleting Class 55 (16 points): Lose 87.161967 but Gain 1163.383829 Iteration 28Q (9.192135 sec): 102 clusters Score: Raw -1096997.217729 + Penalty 77673.990213 = -1019323.227515 nChanged 19 Deleting Class 57 (5 points): Lose 47.960429 but Gain 1116.405224 Iteration 29Q (9.264219 sec): 101 clusters Score: Raw -1096985.417691 + Penalty 76571.215494 = -1020414.202197 nChanged 17 Deleting Class 59 (3 points): Lose 21.080944 but Gain 1059.266922 Iteration 30F (10.138901 sec): 100 clusters Score: Raw -1096980.485939 + Penalty 75555.105611 = -1021425.380328 nChanged 18 Deleting Class 28 (12 points): Lose 89.271043 but Gain 1122.670530 Iteration 31Q (10.211963 sec): 99 clusters Score: Raw -1096901.987148 + Penalty 74515.773232 = -1022386.213916 nChanged 27 Deleting Class 86 (2 points): Lose 13.349805 but Gain 1041.258964 Iteration 32Q (10.284443 sec): 98 clusters Score: Raw -1096932.031032 + Penalty 73482.466247 = -1023449.564784 nChanged 16 Deleting Class 44 (11 points): Lose 124.872036 but Gain 1145.669152 Iteration 33Q (10.356932 sec): 97 clusters Score: Raw -1096813.414415 + Penalty 72453.105379 = -1024360.309036 nChanged 23 Deleting Class 138 (1 points): Lose 3.748930 but Gain 1017.672703 Iteration 34Q (10.429327 sec): 96 clusters Score: Raw -1096861.691195 + Penalty 71455.621250 = -1025406.069945 nChanged 15 Deleting Class 97 (3 points): Lose 3.945043 but Gain 1016.882912 Iteration 35Q (10.499946 sec): 95 clusters Score: Raw -1096876.469873 + Penalty 70449.909956 = -1026426.559918 nChanged 13 Deleting Class 118 (1 points): Lose 5.053553 but Gain 1012.767123 Iteration 36Q (10.571861 sec): 94 clusters Score: Raw -1096881.512084 + Penalty 69452.351898 = -1027429.160187 nChanged 12 Deleting Class 48 (4 points): Lose 31.117769 but Gain 1034.280057 Iteration 37Q (10.642753 sec): 93 clusters Score: Raw -1096859.048707 + Penalty 68447.661137 = -1028411.387570 nChanged 16 Deleting Class 108 (1 points): Lose 9.166572 but Gain 1005.519410 Iteration 38Q (10.714444 sec): 92 clusters Score: Raw -1096859.941953 + Penalty 67447.645088 = -1029412.296865 nChanged 14 Deleting Class 94 (8 points): Lose 56.969683 but Gain 1047.651480 Iteration 39Q (10.786266 sec): 91 clusters Score: Raw -1096807.402633 + Penalty 66430.070169 = -1030377.332464 nChanged 17 Deleting Class 78 (1 points): Lose 2.534991 but Gain 990.204923 Iteration 40F (11.581333 sec): 90 clusters Score: Raw -1096832.863221 + Penalty 65458.102379 = -1031374.760842 nChanged 6 Deleting Class 87 (1 points): Lose 5.131511 but Gain 990.220607 Iteration 41Q (11.656456 sec): 89 clusters Score: Raw -1096839.603072 + Penalty 64479.251681 = -1032360.351391 nChanged 4 Deleting Class 82 (3 points): Lose 25.857656 but Gain 1007.940516 Iteration 42Q (11.730493 sec): 88 clusters Score: Raw -1096817.343155 + Penalty 63474.191248 = -1033343.151907 nChanged 6 Deleting Class 76 (11 points): Lose 77.784468 but Gain 1059.703004 Iteration 43Q (11.804765 sec): 87 clusters Score: Raw -1096745.097853 + Penalty 62458.746930 = -1034286.350923 nChanged 15 Deleting Class 13 (41 points): Lose 342.688560 but Gain 1319.044148 Iteration 44Q (11.879814 sec): 86 clusters Score: Raw -1096427.949377 + Penalty 61351.913667 = -1035076.035710 nChanged 45 Deleting Class 61 (4 points): Lose 22.916464 but Gain 996.783039 Iteration 45Q (11.956789 sec): 85 clusters Score: Raw -1096558.490687 + Penalty 60363.123420 = -1036195.367267 nChanged 21 Deleting Class 105 (1 points): Lose 12.444936 but Gain 982.006016 Iteration 46Q (12.035499 sec): 84 clusters Score: Raw -1096566.943988 + Penalty 59386.033191 = -1037180.910797 nChanged 13 Deleting Class 36 (11 points): Lose 72.283606 but Gain 1039.668562 Iteration 47Q (12.109987 sec): 83 clusters Score: Raw -1096500.376132 + Penalty 58378.261555 = -1038122.114577 nChanged 23 Deleting Class 93 (4 points): Lose 33.262835 but Gain 998.321751 Iteration 48Q (12.185704 sec): 82 clusters Score: Raw -1096487.291363 + Penalty 57406.900430 = -1039080.390934 nChanged 14 Deleting Class 125 (2 points): Lose 12.231265 but Gain 963.254025 Iteration 49Q (12.257525 sec): 81 clusters Score: Raw -1096487.407591 + Penalty 56455.611324 = -1040031.796267 nChanged 10 Deleting Class 130 (2 points): Lose 33.422184 but Gain 983.952129 Iteration 50F (12.992857 sec): 80 clusters Score: Raw -1096474.263459 + Penalty 55474.734021 = -1040999.529438 nChanged 9 Deleting Class 133 (2 points): Lose 8.992333 but Gain 954.191224 Iteration 51Q (13.070998 sec): 79 clusters Score: Raw -1096474.104489 + Penalty 54475.402795 = -1041998.701694 nChanged 15 Deleting Class 51 (2 points): Lose 13.867927 but Gain 953.517708 Iteration 52Q (13.149231 sec): 78 clusters Score: Raw -1096472.091064 + Penalty 53549.428463 = -1042922.662601 nChanged 11 Deleting Class 52 (22 points): Lose 116.694251 but Gain 1055.096565 Iteration 53Q (13.224078 sec): 77 clusters Score: Raw -1096368.551913 + Penalty 52587.071416 = -1043781.480497 nChanged 33 Deleting Class 103 (1 points): Lose 5.064919 but Gain 934.526314 Iteration 54Q (13.301388 sec): 76 clusters Score: Raw -1096427.870856 + Penalty 51659.802020 = -1044768.068836 nChanged 13 Deleting Class 134 (1 points): Lose 3.682891 but Gain 924.936356 Iteration 55Q (13.374865 sec): 75 clusters Score: Raw -1096445.292409 + Penalty 50745.345844 = -1045699.946566 nChanged 15 Deleting Class 80 (4 points): Lose 39.706343 but Gain 950.780658 Iteration 56Q (13.454228 sec): 74 clusters Score: Raw -1096415.705513 + Penalty 49806.299882 = -1046609.405630 nChanged 15 Deleting Class 88 (2 points): Lose 5.204446 but Gain 893.524571 Iteration 57Q (13.526363 sec): 73 clusters Score: Raw -1096424.620735 + Penalty 48920.066130 = -1047504.554605 nChanged 12 Deleting Class 34 (49 points): Lose 228.174905 but Gain 1115.780691 Iteration 58Q (13.599610 sec): 72 clusters Score: Raw -1096202.499562 + Penalty 47907.764657 = -1048294.734906 nChanged 56 Deleting Class 115 (4 points): Lose 14.009629 but Gain 901.301737 Iteration 59Q (13.673795 sec): 71 clusters Score: Raw -1096291.927957 + Penalty 46993.594773 = -1049298.333184 nChanged 18 Deleting Class 122 (4 points): Lose 30.715319 but Gain 915.401354 Iteration 60F (14.309897 sec): 70 clusters Score: Raw -1096277.801488 + Penalty 46080.329082 = -1050197.472406 nChanged 9 Deleting Class 7 (33 points): Lose 156.757229 but Gain 1033.898784 Iteration 61Q (14.375281 sec): 69 clusters Score: Raw -1096129.416529 + Penalty 45167.702356 = -1050961.714173 nChanged 43 Deleting Class 56 (2 points): Lose 8.596009 but Gain 884.991860 Iteration 62Q (14.441976 sec): 68 clusters Score: Raw -1096221.854456 + Penalty 44292.279627 = -1051929.574829 nChanged 18 Deleting Class 67 (13 points): Lose 115.938799 but Gain 977.129438 Iteration 63Q (14.507437 sec): 67 clusters Score: Raw -1096126.456622 + Penalty 43431.779380 = -1052694.677243 nChanged 26 Deleting Class 84 (9 points): Lose 43.914823 but Gain 900.989425 Iteration 64Q (14.573917 sec): 66 clusters Score: Raw -1096165.292583 + Penalty 42553.458950 = -1053611.833633 nChanged 22 Deleting Class 30 (27 points): Lose 121.973392 but Gain 969.187239 Iteration 65Q (14.638881 sec): 65 clusters Score: Raw -1096075.122413 + Penalty 41610.890859 = -1054464.231554 nChanged 42 Deleting Class 35 (3 points): Lose 18.474164 but Gain 864.571206 Iteration 66Q (14.702483 sec): 64 clusters Score: Raw -1096105.057733 + Penalty 40752.960073 = -1055352.097660 nChanged 15 Deleting Class 69 (12 points): Lose 43.587447 but Gain 881.139154 Iteration 67Q (14.767834 sec): 63 clusters Score: Raw -1096077.144941 + Penalty 39969.118409 = -1056108.026532 nChanged 18 Deleting Class 92 (4 points): Lose 22.122938 but Gain 851.659165 Iteration 68Q (14.831637 sec): 62 clusters Score: Raw -1096085.680656 + Penalty 39146.401061 = -1056939.279595 nChanged 8 Deleting Class 39 (3 points): Lose 11.354691 but Gain 834.807811 Iteration 69Q (14.894887 sec): 61 clusters Score: Raw -1096084.736747 + Penalty 38311.401300 = -1057773.335447 nChanged 6 Deleting Class 109 (3 points): Lose 11.601288 but Gain 827.702101 Iteration 70F (15.425925 sec): 60 clusters Score: Raw -1096077.273221 + Penalty 37485.351638 = -1058591.921583 nChanged 4 Deleting Class 83 (4 points): Lose 25.393988 but Gain 834.511383 Iteration 71Q (15.487959 sec): 59 clusters Score: Raw -1096056.144673 + Penalty 36684.339647 = -1059371.805027 nChanged 4 Deleting Class 38 (26 points): Lose 134.081372 but Gain 941.048782 Iteration 72Q (15.550769 sec): 58 clusters Score: Raw -1095934.166559 + Penalty 35889.049975 = -1060045.116584 nChanged 26 Deleting Class 77 (2 points): Lose 6.973911 but Gain 795.891290 Iteration 73Q (15.613055 sec): 57 clusters Score: Raw -1095994.945375 + Penalty 35098.472996 = -1060896.472378 nChanged 6 Deleting Class 40 (7 points): Lose 62.893742 but Gain 814.418598 Iteration 74Q (15.674543 sec): 56 clusters Score: Raw -1095937.464264 + Penalty 34335.735782 = -1061601.728482 nChanged 11 Deleting Class 64 (6 points): Lose 18.019282 but Gain 763.701017 Iteration 75Q (15.735448 sec): 55 clusters Score: Raw -1095955.333593 + Penalty 33595.925701 = -1062359.407892 nChanged 12 Deleting Class 119 (2 points): Lose 7.842222 but Gain 750.485457 Iteration 76Q (15.798629 sec): 54 clusters Score: Raw -1095967.091580 + Penalty 32879.966554 = -1063087.125025 nChanged 8 Deleting Class 29 (2 points): Lose 10.686006 but Gain 747.215836 Iteration 77Q (15.860340 sec): 53 clusters Score: Raw -1095964.951410 + Penalty 32182.012125 = -1063782.939285 nChanged 7 Deleting Class 53 (11 points): Lose 68.866989 but Gain 794.179426 Iteration 78Q (15.920417 sec): 52 clusters Score: Raw -1095901.406147 + Penalty 31400.833235 = -1064500.572911 nChanged 16 Deleting Class 37 (5 points): Lose 15.269533 but Gain 729.841691 Iteration 79Q (15.980668 sec): 51 clusters Score: Raw -1095905.346853 + Penalty 30674.912946 = -1065230.433907 nChanged 14 Deleting Class 63 (8 points): Lose 64.529921 but Gain 779.184615 Iteration 80F (16.433345 sec): 50 clusters Score: Raw -1095848.007275 + Penalty 29901.789992 = -1065946.217283 nChanged 11 Deleting Class 62 (9 points): Lose 34.114815 but Gain 742.558627 Iteration 81Q (16.493261 sec): 49 clusters Score: Raw -1095830.928270 + Penalty 29194.126103 = -1066636.802167 nChanged 9 Deleting Class 47 (13 points): Lose 62.092422 but Gain 776.672093 Iteration 82Q (16.552561 sec): 48 clusters Score: Raw -1095787.332407 + Penalty 28450.261670 = -1067337.070737 nChanged 16 Deleting Class 58 (14 points): Lose 34.928723 but Gain 733.776281 Iteration 83Q (16.611340 sec): 47 clusters Score: Raw -1095781.483564 + Penalty 27739.792591 = -1068041.690973 nChanged 22 Deleting Class 31 (11 points): Lose 62.735011 but Gain 761.396177 Iteration 84Q (16.669922 sec): 46 clusters Score: Raw -1095745.986908 + Penalty 27016.823139 = -1068729.163769 nChanged 17 Deleting Class 42 (16 points): Lose 902.307039 but Gain 1600.818986 Iteration 85Q (16.728116 sec): 45 clusters Score: Raw -1094872.697177 + Penalty 25629.612634 = -1069243.084543 nChanged 20 Deleting Class 104 (4 points): Lose 12.941162 but Gain 704.596723 Iteration 86Q (16.788155 sec): 44 clusters Score: Raw -1094891.793776 + Penalty 24928.335864 = -1069963.457912 nChanged 8 Deleting Class 107 (4 points): Lose 48.118793 but Gain 731.877340 Iteration 87Q (16.846592 sec): 43 clusters Score: Raw -1094849.784658 + Penalty 24218.066000 = -1070631.718658 nChanged 9 Deleting Class 89 (5 points): Lose 27.549846 but Gain 708.407787 Iteration 88Q (16.904903 sec): 42 clusters Score: Raw -1094840.153638 + Penalty 23578.489740 = -1071261.663898 nChanged 12 Deleting Class 81 (5 points): Lose 15.505511 but Gain 686.832956 Iteration 89Q (16.962224 sec): 41 clusters Score: Raw -1094847.574695 + Penalty 22930.675906 = -1071916.898789 nChanged 15 Deleting Class 74 (13 points): Lose 80.644916 but Gain 752.425293 Iteration 90F (17.326217 sec): 40 clusters Score: Raw -1094781.890642 + Penalty 22189.748698 = -1072592.141943 nChanged 15 Deleting Class 19 (15 points): Lose 35.236460 but Gain 675.583981 Iteration 91Q (17.384239 sec): 39 clusters Score: Raw -1094770.272187 + Penalty 21629.754756 = -1073140.517431 nChanged 17 Deleting Class 12 (7 points): Lose 27.339298 but Gain 761.057552 Iteration 92Q (17.440307 sec): 38 clusters Score: Raw -1094776.224082 + Penalty 20897.988655 = -1073878.235427 nChanged 15 Deleting Class 65 (5 points): Lose 29.874577 but Gain 660.021622 Iteration 93Q (17.497254 sec): 37 clusters Score: Raw -1094765.767075 + Penalty 20242.975193 = -1074522.791882 nChanged 16 Deleting Class 26 (7 points): Lose 31.528312 but Gain 660.211971 Iteration 94Q (17.553844 sec): 36 clusters Score: Raw -1094757.899354 + Penalty 19625.396078 = -1075132.503277 nChanged 16 Deleting Class 68 (9 points): Lose 43.981351 but Gain 658.831340 Iteration 95Q (17.610246 sec): 35 clusters Score: Raw -1094730.967826 + Penalty 19017.271455 = -1075713.696371 nChanged 18 Deleting Class 50 (2 points): Lose 8.786981 but Gain 611.539113 Iteration 96Q (17.665557 sec): 34 clusters Score: Raw -1094742.518462 + Penalty 18425.930629 = -1076316.587834 nChanged 9 Deleting Class 129 (1 points): Lose 5.267931 but Gain 605.297600 Iteration 97Q (17.720710 sec): 33 clusters Score: Raw -1094743.461402 + Penalty 17820.623823 = -1076922.837579 nChanged 3 Deleting Class 41 (33 points): Lose 170.956895 but Gain 766.866990 Iteration 98Q (17.776037 sec): 32 clusters Score: Raw -1094574.614647 + Penalty 17085.614319 = -1077489.000328 nChanged 35 Deleting Class 25 (28 points): Lose 146.326493 but Gain 737.644912 Iteration 99Q (17.831936 sec): 31 clusters Score: Raw -1094494.793396 + Penalty 16387.340080 = -1078107.453316 nChanged 35 Deleting Class 79 (5 points): Lose 16.825257 but Gain 603.800864 Iteration 100F (18.106879 sec): 30 clusters Score: Raw -1094559.032490 + Penalty 15801.200074 = -1078757.832416 nChanged 25 Deleting Class 21 (59 points): Lose 235.936071 but Gain 816.923731 Iteration 101Q (18.162028 sec): 29 clusters Score: Raw -1094348.384899 + Penalty 15056.094912 = -1079292.289987 nChanged 74 Deleting Class 43 (7 points): Lose 28.965146 but Gain 595.026451 Iteration 102Q (18.217577 sec): 28 clusters Score: Raw -1094447.491028 + Penalty 14474.193327 = -1079973.297701 nChanged 38 Deleting Class 106 (7 points): Lose 57.816148 but Gain 622.696110 Iteration 103Q (18.271743 sec): 27 clusters Score: Raw -1094417.207472 + Penalty 13865.493002 = -1080551.714470 nChanged 31 Deleting Class 121 (3 points): Lose 37.675133 but Gain 600.339923 Iteration 104Q (18.325364 sec): 26 clusters Score: Raw -1094400.158909 + Penalty 13285.845139 = -1081114.313770 nChanged 29 Deleting Class 46 (13 points): Lose 30.068513 but Gain 557.031173 Iteration 105Q (18.377803 sec): 25 clusters Score: Raw -1094388.390360 + Penalty 12771.288197 = -1081617.102163 nChanged 29 Deleting Class 66 (5 points): Lose 21.629409 but Gain 570.309807 Iteration 106Q (18.430576 sec): 24 clusters Score: Raw -1094397.627996 + Penalty 12197.327749 = -1082200.300247 nChanged 22 Deleting Class 22 (17 points): Lose 52.098672 but Gain 575.839678 Iteration 107Q (18.482773 sec): 23 clusters Score: Raw -1094360.370594 + Penalty 11647.638418 = -1082712.732176 nChanged 29 Deleting Class 102 (4 points): Lose 14.997104 but Gain 511.521529 Iteration 108Q (18.534125 sec): 22 clusters Score: Raw -1094377.463565 + Penalty 11142.504743 = -1083234.958822 nChanged 20 Deleting Class 60 (40 points): Lose 145.930293 but Gain 631.013125 Iteration 109Q (18.589804 sec): 21 clusters Score: Raw -1094243.479084 + Penalty 10526.350819 = -1083717.128265 nChanged 50 Deleting Class 9 (60 points): Lose 256.026494 but Gain 674.253879 Iteration 110F (18.790019 sec): 20 clusters Score: Raw -1094058.067400 + Penalty 9895.298870 = -1084162.768530 nChanged 80 Deleting Class 11 (140 points): Lose 322.905985 but Gain 691.274617 Iteration 111Q (18.843883 sec): 19 clusters Score: Raw -1093868.721897 + Penalty 9250.455281 = -1084618.266616 nChanged 154 Deleting Class 23 (9 points): Lose 91.062103 but Gain 452.899084 Iteration 112Q (18.896899 sec): 18 clusters Score: Raw -1093995.400132 + Penalty 8736.980857 = -1085258.419276 nChanged 41 Deleting Class 17 (63 points): Lose 128.691512 but Gain 434.110663 Iteration 113Q (18.948804 sec): 17 clusters Score: Raw -1093890.828087 + Penalty 8288.778419 = -1085602.049668 nChanged 77 Deleting Class 20 (111 points): Lose 268.702282 but Gain 529.836482 Iteration 114Q (19.000763 sec): 16 clusters Score: Raw -1093707.956810 + Penalty 7759.972285 = -1085947.984524 nChanged 124 Deleting Class 16 (102 points): Lose 518.198403 but Gain 727.525528 Iteration 115Q (19.052077 sec): 15 clusters Score: Raw -1093350.261179 + Penalty 7090.236376 = -1086260.024803 nChanged 128 Deleting Class 3 (232 points): Lose 854.437265 but Gain 885.683716 Iteration 116Q (19.102792 sec): 14 clusters Score: Raw -1092799.622791 + Penalty 6343.127049 = -1086456.495741 nChanged 246 Iteration 117Q (19.154325 sec): 14 clusters Score: Raw -1093338.512450 + Penalty 6344.924191 = -1086993.588259 nChanged 68 Iteration 118Q (19.201359 sec): 14 clusters Score: Raw -1093389.720266 + Penalty 6343.437872 = -1087046.282393 nChanged 50 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 -1093389.720266 + Penalty 6343.437872 = -1087046.282393Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.240726 sec): 2 clusters Score: Raw -57349.761552 + Penalty 181.710659 = -57168.050892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.242598 sec): 3 clusters Score: Raw -56813.363579 + Penalty 429.237366 = -56384.126213 nChanged 376 SP:Iteration 1F (19.244426 sec): 3 clusters Score: Raw -57195.326361 + Penalty 467.591767 = -56727.734594 nChanged 92 SP:Iteration 2F (19.246249 sec): 3 clusters Score: Raw -57288.725862 + Penalty 470.768517 = -56817.957345 nChanged 34 SP:Iteration 3Q (19.248005 sec): 3 clusters Score: Raw -57317.335142 + Penalty 476.473542 = -56840.861600 nChanged 20 SP:Iteration 4Q (19.249704 sec): 3 clusters Score: Raw -57330.512500 + Penalty 476.797262 = -56853.715238 nChanged 16 SP:Iteration 5Q (19.251376 sec): 3 clusters Score: Raw -57337.107958 + Penalty 481.558396 = -56855.549563 nChanged 10 SP:Iteration 6Q (19.253036 sec): 3 clusters Score: Raw -57343.214788 + Penalty 482.766088 = -56860.448700 nChanged 13 SP:Iteration 7Q (19.254738 sec): 3 clusters Score: Raw -57351.100781 + Penalty 479.312646 = -56871.788134 nChanged 10 SP:Iteration 8Q (19.256431 sec): 3 clusters Score: Raw -57361.659857 + Penalty 478.364892 = -56883.294965 nChanged 5 SP:Iteration 9Q (19.258100 sec): 3 clusters Score: Raw -57374.935805 + Penalty 478.377275 = -56896.558530 nChanged 7 SP:Iteration 10F (19.259931 sec): 3 clusters Score: Raw -57389.431432 + Penalty 478.091704 = -56911.339729 nChanged 7 SP:Iteration 11Q (19.261510 sec): 3 clusters Score: Raw -57396.907469 + Penalty 478.311168 = -56918.596301 nChanged 1 SP:Iteration 12Q (19.263069 sec): 3 clusters Score: Raw -57397.630785 + Penalty 480.136212 = -56917.494573 nChanged 1 SP:Iteration 13F (19.264937 sec): 3 clusters Score: Raw -57398.812780 + Penalty 475.083178 = -56923.729602 nChanged 1 SP:Iteration 14Q (19.266508 sec): 3 clusters Score: Raw -57399.663222 + Penalty 475.083178 = -56924.580043 nChanged 0 SP:Iteration 15F (19.268323 sec): 3 clusters Score: Raw -57399.663222 + Penalty 475.083178 = -56924.580043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.270114 sec): 2 clusters Score: Raw -15474.316391 + Penalty 459.190932 = -15015.125459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.270792 sec): 3 clusters Score: Raw -15401.593477 + Penalty 920.668745 = -14480.924732 nChanged 56 SP:Iteration 1F (19.271456 sec): 3 clusters Score: Raw -15483.892775 + Penalty 920.710283 = -14563.182492 nChanged 20 SP:Iteration 2F (19.272149 sec): 3 clusters Score: Raw -15518.591530 + Penalty 922.509769 = -14596.081761 nChanged 13 SP:Iteration 3Q (19.272793 sec): 3 clusters Score: Raw -15541.524064 + Penalty 913.753184 = -14627.770880 nChanged 11 SP:Iteration 4Q (19.273432 sec): 3 clusters Score: Raw -15567.734800 + Penalty 913.454973 = -14654.279827 nChanged 4 SP:Iteration 5Q (19.274062 sec): 3 clusters Score: Raw -15582.169172 + Penalty 914.639998 = -14667.529173 nChanged 3 SP:Iteration 6Q (19.274690 sec): 3 clusters Score: Raw -15584.100504 + Penalty 918.381864 = -14665.718640 nChanged 3 SP:Iteration 7F (19.275356 sec): 3 clusters Score: Raw -15587.748825 + Penalty 926.555078 = -14661.193747 nChanged 6 SP:Iteration 8F (19.276017 sec): 3 clusters Score: Raw -15593.222603 + Penalty 929.514608 = -14663.707995 nChanged 2 SP:Iteration 9Q (19.276642 sec): 3 clusters Score: Raw -15594.755307 + Penalty 931.087876 = -14663.667431 nChanged 3 SP:Iteration 10F (19.277303 sec): 3 clusters Score: Raw -15599.438304 + Penalty 932.835350 = -14666.602954 nChanged 3 SP:Iteration 11Q (19.277927 sec): 3 clusters Score: Raw -15606.646575 + Penalty 933.137825 = -14673.508750 nChanged 2 SP:Iteration 12Q (19.278553 sec): 3 clusters Score: Raw -15608.961854 + Penalty 933.137825 = -14675.824029 nChanged 0 SP:Iteration 13F (19.279213 sec): 3 clusters Score: Raw -15608.961854 + Penalty 933.137825 = -14675.824029 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 4 (4809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299958 sec): 2 clusters Score: Raw -293808.850768 + Penalty 145.393363 = -293663.457405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308767 sec): 3 clusters Score: Raw -290572.320530 + Penalty 291.055176 = -290281.265354 nChanged 2259 SP:Iteration 1F (19.317520 sec): 3 clusters Score: Raw -291906.195212 + Penalty 291.129817 = -291615.065395 nChanged 556 SP:Iteration 2F (19.326598 sec): 3 clusters Score: Raw -292136.727989 + Penalty 291.643888 = -291845.084101 nChanged 221 SP:Iteration 3Q (19.335417 sec): 3 clusters Score: Raw -292214.706389 + Penalty 292.750831 = -291921.955558 nChanged 157 SP:Iteration 4Q (19.343924 sec): 3 clusters Score: Raw -292282.464876 + Penalty 294.102408 = -291988.362468 nChanged 187 SP:Iteration 5Q (19.352420 sec): 3 clusters Score: Raw -292369.226881 + Penalty 296.468724 = -292072.758157 nChanged 206 SP:Iteration 6Q (19.360819 sec): 3 clusters Score: Raw -292471.926191 + Penalty 299.955156 = -292171.971035 nChanged 250 SP:Iteration 7F (19.369373 sec): 3 clusters Score: Raw -292606.885199 + Penalty 304.694433 = -292302.190766 nChanged 296 SP:Iteration 8F (19.377961 sec): 3 clusters Score: Raw -292796.645751 + Penalty 311.891149 = -292484.754602 nChanged 326 SP:Iteration 9F (19.386532 sec): 3 clusters Score: Raw -293035.124621 + Penalty 323.272848 = -292711.851773 nChanged 333 SP:Iteration 10F (19.395068 sec): 3 clusters Score: Raw -293306.349284 + Penalty 343.621771 = -292962.727514 nChanged 283 SP:Iteration 11F (19.403604 sec): 3 clusters Score: Raw -293550.118012 + Penalty 384.748680 = -293165.369332 nChanged 183 SP:Iteration 12Q (19.410795 sec): 3 clusters Score: Raw -293724.932194 + Penalty 449.651906 = -293275.280288 nChanged 66 SP:Iteration 13Q (19.417820 sec): 3 clusters Score: Raw -293787.362118 + Penalty 524.326160 = -293263.035958 nChanged 26 SP:Iteration 14F (19.426448 sec): 3 clusters Score: Raw -293814.339501 + Penalty 536.840684 = -293277.498817 nChanged 9 SP:Iteration 15Q (19.433427 sec): 3 clusters Score: Raw -293822.256372 + Penalty 542.966795 = -293279.289577 nChanged 3 SP:Iteration 16Q (19.440121 sec): 3 clusters Score: Raw -293824.300612 + Penalty 557.370341 = -293266.930271 nChanged 2 SP:Iteration 17F (19.448648 sec): 3 clusters Score: Raw -293825.475359 + Penalty 563.039875 = -293262.435485 nChanged 1 SP:Iteration 18F (19.457167 sec): 3 clusters Score: Raw -293825.400919 + Penalty 563.039875 = -293262.361044 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.467513 sec): 2 clusters Score: Raw -100225.667911 + Penalty 133.603524 = -100092.064387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.470650 sec): 3 clusters Score: Raw -99140.025022 + Penalty 267.392251 = -98872.632771 nChanged 768 SP:Iteration 1F (19.473718 sec): 3 clusters Score: Raw -99795.965986 + Penalty 265.929394 = -99530.036592 nChanged 223 SP:Iteration 2F (19.476822 sec): 3 clusters Score: Raw -100012.836401 + Penalty 262.552317 = -99750.284084 nChanged 117 SP:Iteration 3F (19.479961 sec): 3 clusters Score: Raw -100153.593121 + Penalty 257.622191 = -99895.970931 nChanged 82 SP:Iteration 4Q (19.482947 sec): 3 clusters Score: Raw -100279.951113 + Penalty 252.331267 = -100027.619846 nChanged 57 SP:Iteration 5Q (19.485848 sec): 3 clusters Score: Raw -100368.965694 + Penalty 245.969886 = -100122.995808 nChanged 48 SP:Iteration 6Q (19.488664 sec): 3 clusters Score: Raw -100429.353525 + Penalty 242.789113 = -100186.564412 nChanged 25 SP:Iteration 7Q (19.491429 sec): 3 clusters Score: Raw -100445.413052 + Penalty 240.685534 = -100204.727518 nChanged 16 SP:Iteration 8Q (19.494131 sec): 3 clusters Score: Raw -100453.252414 + Penalty 239.268908 = -100213.983506 nChanged 16 SP:Iteration 9Q (19.496816 sec): 3 clusters Score: Raw -100458.927799 + Penalty 238.544052 = -100220.383747 nChanged 6 SP:Iteration 10F (19.499910 sec): 3 clusters Score: Raw -100459.767071 + Penalty 237.922764 = -100221.844307 nChanged 5 SP:Iteration 11Q (19.502623 sec): 3 clusters Score: Raw -100460.428910 + Penalty 236.741060 = -100223.687851 nChanged 7 SP:Iteration 12Q (19.505326 sec): 3 clusters Score: Raw -100461.443364 + Penalty 235.972127 = -100225.471237 nChanged 3 SP:Iteration 13Q (19.508025 sec): 3 clusters Score: Raw -100461.713475 + Penalty 235.642057 = -100226.071417 nChanged 1 SP:Iteration 14Q (19.510718 sec): 3 clusters Score: Raw -100461.838800 + Penalty 235.589400 = -100226.249399 nChanged 1 SP:Iteration 15Q (19.513413 sec): 3 clusters Score: Raw -100461.903023 + Penalty 235.589400 = -100226.313623 nChanged 0 SP:Iteration 16F (19.516467 sec): 3 clusters Score: Raw -100461.903023 + Penalty 235.589400 = -100226.313623 nChanged 0 Score: Raw -1109480.297851 + Penalty 6478.862094 = -1103001.435757 Splitting cluster 5 changes total score from -1087046.282393 to -1103001.435757 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.658442 sec): 2 clusters Score: Raw -101952.268317 + Penalty 346.795935 = -101605.472382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.661547 sec): 3 clusters Score: Raw -100977.144209 + Penalty 691.397032 = -100285.747178 nChanged 671 SP:Iteration 1F (19.664574 sec): 3 clusters Score: Raw -101436.396310 + Penalty 691.016853 = -100745.379457 nChanged 195 SP:Iteration 2F (19.667608 sec): 3 clusters Score: Raw -101557.576317 + Penalty 691.814363 = -100865.761954 nChanged 107 SP:Iteration 3F (19.670630 sec): 3 clusters Score: Raw -101618.249967 + Penalty 692.465664 = -100925.784303 nChanged 72 SP:Iteration 4Q (19.673647 sec): 3 clusters Score: Raw -101671.120629 + Penalty 692.692591 = -100978.428038 nChanged 64 SP:Iteration 5Q (19.676664 sec): 3 clusters Score: Raw -101706.629181 + Penalty 693.173498 = -101013.455683 nChanged 52 SP:Iteration 6Q (19.679667 sec): 3 clusters Score: Raw -101736.926411 + Penalty 693.560014 = -101043.366397 nChanged 32 SP:Iteration 7Q (19.682657 sec): 3 clusters Score: Raw -101750.930069 + Penalty 694.022190 = -101056.907878 nChanged 26 SP:Iteration 8Q (19.685643 sec): 3 clusters Score: Raw -101765.707745 + Penalty 694.741982 = -101070.965762 nChanged 30 SP:Iteration 9Q (19.688621 sec): 3 clusters Score: Raw -101779.445604 + Penalty 695.591525 = -101083.854079 nChanged 28 SP:Iteration 10F (19.691678 sec): 3 clusters Score: Raw -101789.731200 + Penalty 696.353756 = -101093.377445 nChanged 28 SP:Iteration 11Q (19.694684 sec): 3 clusters Score: Raw -101800.073467 + Penalty 696.565826 = -101103.507641 nChanged 24 SP:Iteration 12Q (19.697652 sec): 3 clusters Score: Raw -101806.597474 + Penalty 697.269820 = -101109.327653 nChanged 13 SP:Iteration 13Q (19.700602 sec): 3 clusters Score: Raw -101808.695271 + Penalty 697.713741 = -101110.981531 nChanged 7 SP:Iteration 14Q (19.703550 sec): 3 clusters Score: Raw -101810.233423 + Penalty 698.139750 = -101112.093673 nChanged 6 SP:Iteration 15Q (19.706500 sec): 3 clusters Score: Raw -101811.292763 + Penalty 698.547514 = -101112.745248 nChanged 7 SP:Iteration 16Q (19.709444 sec): 3 clusters Score: Raw -101813.085203 + Penalty 698.937666 = -101114.147538 nChanged 6 SP:Iteration 17Q (19.712387 sec): 3 clusters Score: Raw -101814.164729 + Penalty 699.467703 = -101114.697026 nChanged 8 SP:Iteration 18Q (19.715327 sec): 3 clusters Score: Raw -101815.430423 + Penalty 699.620543 = -101115.809880 nChanged 7 SP:Iteration 19Q (19.718266 sec): 3 clusters Score: Raw -101816.391791 + Penalty 699.894037 = -101116.497753 nChanged 6 SP:Iteration 20F (19.721297 sec): 3 clusters Score: Raw -101817.567643 + Penalty 700.369163 = -101117.198480 nChanged 6 SP:Iteration 21Q (19.724237 sec): 3 clusters Score: Raw -101818.220384 + Penalty 700.774509 = -101117.445875 nChanged 4 SP:Iteration 22Q (19.727177 sec): 3 clusters Score: Raw -101819.490271 + Penalty 701.508274 = -101117.981997 nChanged 10 SP:Iteration 23Q (19.730155 sec): 3 clusters Score: Raw -101822.217669 + Penalty 702.588448 = -101119.629221 nChanged 9 SP:Iteration 24Q (19.733090 sec): 3 clusters Score: Raw -101825.401207 + Penalty 703.637133 = -101121.764074 nChanged 11 SP:Iteration 25Q (19.736301 sec): 3 clusters Score: Raw -101827.743792 + Penalty 704.514271 = -101123.229521 nChanged 8 SP:Iteration 26Q (19.739306 sec): 3 clusters Score: Raw -101829.105304 + Penalty 706.198354 = -101122.906949 nChanged 13 SP:Iteration 27F (19.742326 sec): 3 clusters Score: Raw -101832.533722 + Penalty 708.729341 = -101123.804381 nChanged 15 SP:Iteration 28Q (19.745266 sec): 3 clusters Score: Raw -101837.167791 + Penalty 710.671037 = -101126.496753 nChanged 15 SP:Iteration 29Q (19.748207 sec): 3 clusters Score: Raw -101841.006620 + Penalty 712.306096 = -101128.700523 nChanged 13 SP:Iteration 30F (19.751224 sec): 3 clusters Score: Raw -101844.475746 + Penalty 714.020829 = -101130.454917 nChanged 10 SP:Iteration 31Q (19.754147 sec): 3 clusters Score: Raw -101847.055347 + Penalty 715.795617 = -101131.259730 nChanged 8 SP:Iteration 32Q (19.757070 sec): 3 clusters Score: Raw -101849.430293 + Penalty 717.940671 = -101131.489622 nChanged 13 SP:Iteration 33Q (19.759978 sec): 3 clusters Score: Raw -101853.599575 + Penalty 720.350295 = -101133.249280 nChanged 13 SP:Iteration 34Q (19.762946 sec): 3 clusters Score: Raw -101858.012198 + Penalty 724.090532 = -101133.921666 nChanged 21 SP:Iteration 35Q (19.765922 sec): 3 clusters Score: Raw -101865.862069 + Penalty 726.930742 = -101138.931327 nChanged 14 SP:Iteration 36Q (19.768831 sec): 3 clusters Score: Raw -101870.543758 + Penalty 730.172234 = -101140.371523 nChanged 13 SP:Iteration 37Q (19.771717 sec): 3 clusters Score: Raw -101876.699707 + Penalty 735.499482 = -101141.200225 nChanged 20 SP:Iteration 38Q (19.774590 sec): 3 clusters Score: Raw -101890.265745 + Penalty 739.658965 = -101150.606780 nChanged 27 SP:Iteration 39Q (19.777456 sec): 3 clusters Score: Raw -101908.312179 + Penalty 744.354543 = -101163.957635 nChanged 21 SP:Iteration 40F (19.780467 sec): 3 clusters Score: Raw -101934.511439 + Penalty 749.546462 = -101184.964977 nChanged 26 SP:Iteration 41Q (19.783350 sec): 3 clusters Score: Raw -101956.505075 + Penalty 752.795389 = -101203.709686 nChanged 25 SP:Iteration 42Q (19.786179 sec): 3 clusters Score: Raw -101972.418537 + Penalty 756.774157 = -101215.644380 nChanged 20 SP:Iteration 43Q (19.788940 sec): 3 clusters Score: Raw -101983.983964 + Penalty 761.017331 = -101222.966633 nChanged 16 SP:Iteration 44Q (19.791698 sec): 3 clusters Score: Raw -101992.307316 + Penalty 763.664448 = -101228.642868 nChanged 15 SP:Iteration 45Q (19.794451 sec): 3 clusters Score: Raw -102004.141690 + Penalty 766.971851 = -101237.169839 nChanged 15 SP:Iteration 46Q (19.797226 sec): 3 clusters Score: Raw -102014.088947 + Penalty 766.666942 = -101247.422005 nChanged 12 SP:Iteration 47Q (19.799961 sec): 3 clusters Score: Raw -102019.174638 + Penalty 767.123547 = -101252.051091 nChanged 8 SP:Iteration 48Q (19.802645 sec): 3 clusters Score: Raw -102021.909476 + Penalty 766.983341 = -101254.926135 nChanged 5 SP:Iteration 49Q (19.805359 sec): 3 clusters Score: Raw -102024.619358 + Penalty 768.169801 = -101256.449557 nChanged 6 SP:Iteration 50F (19.808498 sec): 3 clusters Score: Raw -102027.319155 + Penalty 769.249590 = -101258.069565 nChanged 6 SP:Iteration 51Q (19.811264 sec): 3 clusters Score: Raw -102031.379625 + Penalty 770.557468 = -101260.822156 nChanged 6 SP:Iteration 52Q (19.814038 sec): 3 clusters Score: Raw -102034.179745 + Penalty 771.548833 = -101262.630912 nChanged 5 SP:Iteration 53Q (19.816792 sec): 3 clusters Score: Raw -102036.004252 + Penalty 773.567444 = -101262.436807 nChanged 4 SP:Iteration 54F (19.819928 sec): 3 clusters Score: Raw -102038.340443 + Penalty 774.049471 = -101264.290972 nChanged 3 SP:Iteration 55Q (19.822625 sec): 3 clusters Score: Raw -102039.879106 + Penalty 775.582860 = -101264.296247 nChanged 6 SP:Iteration 56Q (19.825314 sec): 3 clusters Score: Raw -102042.585782 + Penalty 776.784507 = -101265.801275 nChanged 3 SP:Iteration 57Q (19.827948 sec): 3 clusters Score: Raw -102044.376996 + Penalty 777.871866 = -101266.505131 nChanged 3 SP:Iteration 58Q (19.830665 sec): 3 clusters Score: Raw -102046.078234 + Penalty 779.271381 = -101266.806853 nChanged 5 SP:Iteration 59Q (19.833401 sec): 3 clusters Score: Raw -102048.254693 + Penalty 781.111578 = -101267.143116 nChanged 3 SP:Iteration 60F (19.836543 sec): 3 clusters Score: Raw -102049.489867 + Penalty 781.111578 = -101268.378289 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.845888 sec): 2 clusters Score: Raw -182749.484143 + Penalty 95.624287 = -182653.859857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.851553 sec): 3 clusters Score: Raw -180810.586177 + Penalty 207.274797 = -180603.311380 nChanged 1423 SP:Iteration 1F (19.856931 sec): 3 clusters Score: Raw -181934.651840 + Penalty 222.314570 = -181712.337270 nChanged 318 SP:Iteration 2F (19.862284 sec): 3 clusters Score: Raw -182268.876237 + Penalty 261.741056 = -182007.135181 nChanged 272 SP:Iteration 3F (19.867677 sec): 3 clusters Score: Raw -182586.157859 + Penalty 307.630725 = -182278.527135 nChanged 114 SP:Iteration 4Q (19.872768 sec): 3 clusters Score: Raw -182723.554424 + Penalty 359.494561 = -182364.059862 nChanged 54 SP:Iteration 5Q (19.877340 sec): 3 clusters Score: Raw -182784.200327 + Penalty 422.554862 = -182361.645465 nChanged 19 SP:Iteration 6F (19.882737 sec): 3 clusters Score: Raw -182809.605628 + Penalty 456.630150 = -182352.975478 nChanged 8 SP:Iteration 7F (19.888213 sec): 3 clusters Score: Raw -182822.425707 + Penalty 488.733096 = -182333.692611 nChanged 7 SP:Iteration 8F (19.893797 sec): 3 clusters Score: Raw -182836.803304 + Penalty 494.404081 = -182342.399223 nChanged 2 SP:Iteration 9Q (19.897980 sec): 3 clusters Score: Raw -182840.171049 + Penalty 504.556911 = -182335.614138 nChanged 2 SP:Iteration 10F (19.903295 sec): 3 clusters Score: Raw -182841.849655 + Penalty 504.556911 = -182337.292744 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.914097 sec): 2 clusters Score: Raw -112955.025405 + Penalty 63.664611 = -112891.360794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.917636 sec): 3 clusters Score: Raw -111784.776868 + Penalty 133.108553 = -111651.668316 nChanged 889 SP:Iteration 1F (19.921058 sec): 3 clusters Score: Raw -112441.064187 + Penalty 136.346851 = -112304.717336 nChanged 130 SP:Iteration 2F (19.924472 sec): 3 clusters Score: Raw -112543.021885 + Penalty 142.046688 = -112400.975197 nChanged 119 SP:Iteration 3F (19.927889 sec): 3 clusters Score: Raw -112653.002996 + Penalty 150.274310 = -112502.728686 nChanged 97 SP:Iteration 4F (19.931293 sec): 3 clusters Score: Raw -112747.261568 + Penalty 156.451160 = -112590.810407 nChanged 71 SP:Iteration 5Q (19.934681 sec): 3 clusters Score: Raw -112820.446332 + Penalty 158.087325 = -112662.359008 nChanged 61 SP:Iteration 6Q (19.937923 sec): 3 clusters Score: Raw -112879.181369 + Penalty 166.350205 = -112712.831164 nChanged 41 SP:Iteration 7Q (19.941194 sec): 3 clusters Score: Raw -112912.608987 + Penalty 178.574736 = -112734.034251 nChanged 25 SP:Iteration 8Q (19.944218 sec): 3 clusters Score: Raw -112931.941932 + Penalty 206.882731 = -112725.059202 nChanged 20 SP:Iteration 9F (19.947637 sec): 3 clusters Score: Raw -112950.302295 + Penalty 250.597895 = -112699.704400 nChanged 16 SP:Iteration 10F (19.951007 sec): 3 clusters Score: Raw -112965.857290 + Penalty 308.769533 = -112657.087757 nChanged 12 SP:Iteration 11F (19.954472 sec): 3 clusters Score: Raw -112979.144061 + Penalty 349.760137 = -112629.383924 nChanged 5 SP:Iteration 12F (19.957835 sec): 3 clusters Score: Raw -112984.587821 + Penalty 363.620566 = -112620.967256 nChanged 1 SP:Iteration 13F (19.961199 sec): 3 clusters Score: Raw -112988.339969 + Penalty 363.620566 = -112624.719403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.967306 sec): 2 clusters Score: Raw -50863.456039 + Penalty 247.752630 = -50615.703409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.969086 sec): 3 clusters Score: Raw -50356.565731 + Penalty 497.316327 = -49859.249404 nChanged 346 SP:Iteration 1F (19.970790 sec): 3 clusters Score: Raw -50618.723003 + Penalty 520.269603 = -50098.453401 nChanged 156 SP:Iteration 2F (19.972488 sec): 3 clusters Score: Raw -50823.971148 + Penalty 559.987459 = -50263.983689 nChanged 68 SP:Iteration 3F (19.974196 sec): 3 clusters Score: Raw -50903.862508 + Penalty 604.570421 = -50299.292087 nChanged 46 SP:Iteration 4F (19.975888 sec): 3 clusters Score: Raw -50958.535961 + Penalty 653.177163 = -50305.358798 nChanged 31 SP:Iteration 5Q (19.977571 sec): 3 clusters Score: Raw -50998.388430 + Penalty 689.731178 = -50308.657251 nChanged 21 SP:Iteration 6Q (19.979176 sec): 3 clusters Score: Raw -51031.585320 + Penalty 702.558634 = -50329.026686 nChanged 10 SP:Iteration 7Q (19.980704 sec): 3 clusters Score: Raw -51053.591055 + Penalty 727.337524 = -50326.253531 nChanged 13 SP:Iteration 8F (19.982396 sec): 3 clusters Score: Raw -51080.796087 + Penalty 743.150089 = -50337.645998 nChanged 9 SP:Iteration 9Q (19.983841 sec): 3 clusters Score: Raw -51091.501814 + Penalty 747.875936 = -50343.625878 nChanged 2 SP:Iteration 10F (19.985512 sec): 3 clusters Score: Raw -51093.033100 + Penalty 749.861918 = -50343.171182 nChanged 1 SP:Iteration 11F (19.987179 sec): 3 clusters Score: Raw -51093.784984 + Penalty 750.816127 = -50342.968857 nChanged 1 SP:Iteration 12F (19.988890 sec): 3 clusters Score: Raw -51093.976309 + Penalty 750.816127 = -50343.160182 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 15 (3006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.004022 sec): 2 clusters Score: Raw -179141.027336 + Penalty 264.181025 = -178876.846311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.009716 sec): 3 clusters Score: Raw -177216.291120 + Penalty 543.227774 = -176673.063345 nChanged 1315 SP:Iteration 1F (20.015135 sec): 3 clusters Score: Raw -178232.154973 + Penalty 573.089371 = -177659.065603 nChanged 507 SP:Iteration 2F (20.020572 sec): 3 clusters Score: Raw -178722.833532 + Penalty 588.240912 = -178134.592620 nChanged 203 SP:Iteration 3F (20.025965 sec): 3 clusters Score: Raw -178956.950344 + Penalty 592.171726 = -178364.778618 nChanged 84 SP:Iteration 4Q (20.031298 sec): 3 clusters Score: Raw -179037.333267 + Penalty 595.482439 = -178441.850828 nChanged 52 SP:Iteration 5Q (20.036401 sec): 3 clusters Score: Raw -179059.511414 + Penalty 595.960363 = -178463.551050 nChanged 33 SP:Iteration 6Q (20.041462 sec): 3 clusters Score: Raw -179074.448391 + Penalty 594.659267 = -178479.789124 nChanged 23 SP:Iteration 7Q (20.046408 sec): 3 clusters Score: Raw -179082.336271 + Penalty 594.280757 = -178488.055514 nChanged 19 SP:Iteration 8Q (20.051171 sec): 3 clusters Score: Raw -179087.487345 + Penalty 595.061838 = -178492.425507 nChanged 16 SP:Iteration 9Q (20.055927 sec): 3 clusters Score: Raw -179089.887831 + Penalty 596.958762 = -178492.929070 nChanged 12 SP:Iteration 10F (20.061300 sec): 3 clusters Score: Raw -179091.451647 + Penalty 601.371006 = -178490.080641 nChanged 17 SP:Iteration 11F (20.066730 sec): 3 clusters Score: Raw -179095.119022 + Penalty 608.155666 = -178486.963356 nChanged 19 SP:Iteration 12F (20.072108 sec): 3 clusters Score: Raw -179100.238444 + Penalty 616.485263 = -178483.753180 nChanged 23 SP:Iteration 13F (20.077537 sec): 3 clusters Score: Raw -179108.340928 + Penalty 623.784321 = -178484.556607 nChanged 25 SP:Iteration 14Q (20.082225 sec): 3 clusters Score: Raw -179116.591624 + Penalty 632.335218 = -178484.256406 nChanged 25 SP:Iteration 15F (20.087658 sec): 3 clusters Score: Raw -179128.973171 + Penalty 651.392128 = -178477.581043 nChanged 38 SP:Iteration 16F (20.093048 sec): 3 clusters Score: Raw -179154.255202 + Penalty 674.233439 = -178480.021763 nChanged 44 SP:Iteration 17Q (20.097855 sec): 3 clusters Score: Raw -179181.871508 + Penalty 698.404799 = -178483.466709 nChanged 43 SP:Iteration 18Q (20.102498 sec): 3 clusters Score: Raw -179211.183028 + Penalty 728.615401 = -178482.567627 nChanged 36 SP:Iteration 19F (20.108010 sec): 3 clusters Score: Raw -179236.259511 + Penalty 751.063291 = -178485.196220 nChanged 27 SP:Iteration 20F (20.113388 sec): 3 clusters Score: Raw -179254.456212 + Penalty 765.024067 = -178489.432144 nChanged 18 SP:Iteration 21Q (20.117958 sec): 3 clusters Score: Raw -179268.592151 + Penalty 778.638436 = -178489.953715 nChanged 20 SP:Iteration 22Q (20.122493 sec): 3 clusters Score: Raw -179286.553953 + Penalty 799.945597 = -178486.608355 nChanged 16 SP:Iteration 23F (20.127886 sec): 3 clusters Score: Raw -179305.826258 + Penalty 799.064682 = -178506.761576 nChanged 9 SP:Iteration 24Q (20.132322 sec): 3 clusters Score: Raw -179315.668739 + Penalty 795.128232 = -178520.540507 nChanged 12 SP:Iteration 25Q (20.136699 sec): 3 clusters Score: Raw -179330.370687 + Penalty 786.060783 = -178544.309904 nChanged 11 SP:Iteration 26Q (20.141085 sec): 3 clusters Score: Raw -179342.829545 + Penalty 784.521410 = -178558.308135 nChanged 8 SP:Iteration 27Q (20.145443 sec): 3 clusters Score: Raw -179346.748649 + Penalty 784.522423 = -178562.226227 nChanged 5 SP:Iteration 28Q (20.149823 sec): 3 clusters Score: Raw -179350.876779 + Penalty 789.944152 = -178560.932627 nChanged 4 SP:Iteration 29F (20.155205 sec): 3 clusters Score: Raw -179353.232379 + Penalty 792.214439 = -178561.017940 nChanged 4 SP:Iteration 30F (20.160638 sec): 3 clusters Score: Raw -179355.832830 + Penalty 792.214439 = -178563.618391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.165062 sec): 2 clusters Score: Raw -26735.613136 + Penalty 488.873055 = -26246.740081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.166011 sec): 3 clusters Score: Raw -26551.736807 + Penalty 977.324274 = -25574.412533 nChanged 114 SP:Iteration 1F (20.166926 sec): 3 clusters Score: Raw -26634.128914 + Penalty 981.448674 = -25652.680240 nChanged 41 SP:Iteration 2F (20.167868 sec): 3 clusters Score: Raw -26678.951979 + Penalty 987.512841 = -25691.439138 nChanged 26 SP:Iteration 3F (20.168793 sec): 3 clusters Score: Raw -26711.324550 + Penalty 994.015244 = -25717.309306 nChanged 20 SP:Iteration 4Q (20.169691 sec): 3 clusters Score: Raw -26726.647598 + Penalty 995.486225 = -25731.161373 nChanged 6 SP:Iteration 5Q (20.170587 sec): 3 clusters Score: Raw -26730.442107 + Penalty 996.630445 = -25733.811663 nChanged 3 SP:Iteration 6Q (20.171525 sec): 3 clusters Score: Raw -26732.249395 + Penalty 998.051039 = -25734.198356 nChanged 3 SP:Iteration 7Q (20.172421 sec): 3 clusters Score: Raw -26733.802345 + Penalty 1000.929437 = -25732.872908 nChanged 4 SP:Iteration 8F (20.173325 sec): 3 clusters Score: Raw -26735.254353 + Penalty 1003.169213 = -25732.085140 nChanged 3 SP:Iteration 9F (20.174229 sec): 3 clusters Score: Raw -26736.156128 + Penalty 1003.779608 = -25732.376521 nChanged 1 SP:Iteration 10F (20.175131 sec): 3 clusters Score: Raw -26736.428519 + Penalty 1003.779608 = -25732.648912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.176393 sec): 2 clusters Score: Raw -17328.754734 + Penalty 400.554016 = -16928.200718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.177087 sec): 3 clusters Score: Raw -17225.431840 + Penalty 800.782168 = -16424.649673 nChanged 72 SP:Iteration 1F (20.177767 sec): 3 clusters Score: Raw -17281.172621 + Penalty 801.377491 = -16479.795130 nChanged 18 SP:Iteration 2F (20.178447 sec): 3 clusters Score: Raw -17297.138812 + Penalty 801.231956 = -16495.906857 nChanged 9 SP:Iteration 3Q (20.179122 sec): 3 clusters Score: Raw -17309.893611 + Penalty 801.562551 = -16508.331060 nChanged 3 SP:Iteration 4Q (20.179793 sec): 3 clusters Score: Raw -17312.329643 + Penalty 802.089143 = -16510.240500 nChanged 2 SP:Iteration 5Q (20.180464 sec): 3 clusters Score: Raw -17314.155563 + Penalty 802.089143 = -16512.066420 nChanged 0 SP:Iteration 6F (20.181141 sec): 3 clusters Score: Raw -17314.155563 + Penalty 802.089143 = -16512.066420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.181701 sec): 2 clusters Score: Raw -3213.581337 + Penalty 25.267522 = -3188.313814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.181961 sec): 3 clusters Score: Raw -3192.561898 + Penalty 45.525537 = -3147.036361 nChanged 17 SP:Iteration 1F (20.182207 sec): 3 clusters Score: Raw -3214.001636 + Penalty 45.525537 = -3168.476099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.183048 sec): 2 clusters Score: Raw -8023.468899 + Penalty 258.566928 = -7764.901971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.183524 sec): 3 clusters Score: Raw -7976.712062 + Penalty 516.523036 = -7460.189026 nChanged 35 SP:Iteration 1F (20.183990 sec): 3 clusters Score: Raw -8007.601455 + Penalty 520.178398 = -7487.423057 nChanged 10 SP:Iteration 2F (20.184458 sec): 3 clusters Score: Raw -8029.483419 + Penalty 525.951666 = -7503.531753 nChanged 6 SP:Iteration 3Q (20.184917 sec): 3 clusters Score: Raw -8039.813532 + Penalty 528.043048 = -7511.770484 nChanged 1 SP:Iteration 4Q (20.185375 sec): 3 clusters Score: Raw -8041.993225 + Penalty 529.397014 = -7512.596212 nChanged 1 SP:Iteration 5Q (20.185833 sec): 3 clusters Score: Raw -8042.570233 + Penalty 531.199951 = -7511.370282 nChanged 1 SP:Iteration 6F (20.186294 sec): 3 clusters Score: Raw -8043.790106 + Penalty 531.199951 = -7512.590155 nChanged 0 Iteration 119Q (20.251541 sec): 15 clusters Score: Raw -1093720.884904 + Penalty 6465.873734 = -1087255.011170 nChanged 76 Iteration 120F (20.389688 sec): 15 clusters Score: Raw -1093755.560309 + Penalty 6469.043761 = -1087286.516547 nChanged 59 Iteration 121Q (20.437996 sec): 15 clusters Score: Raw -1093768.276320 + Penalty 6471.139407 = -1087297.136913 nChanged 31 Iteration 122Q (20.486459 sec): 15 clusters Score: Raw -1093771.971285 + Penalty 6473.508698 = -1087298.462588 nChanged 12 Iteration 123Q (20.534371 sec): 15 clusters Score: Raw -1093773.233038 + Penalty 6471.241406 = -1087301.991632 nChanged 12 Iteration 124Q (20.583259 sec): 15 clusters Score: Raw -1093774.056512 + Penalty 6472.495781 = -1087301.560732 nChanged 9 Iteration 125F (20.721826 sec): 15 clusters Score: Raw -1093774.708701 + Penalty 6472.445928 = -1087302.262774 nChanged 5 Iteration 126Q (20.770617 sec): 15 clusters Score: Raw -1093775.067418 + Penalty 6472.445928 = -1087302.621491 nChanged 0 Iteration 127F (20.909813 sec): 15 clusters Score: Raw -1093775.067418 + Penalty 6472.445928 = -1087302.621491 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 -1093775.067418 + Penalty 6472.445928 = -1087302.621491Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.948600 sec): 2 clusters Score: Raw -56605.170190 + Penalty 178.417899 = -56426.752290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.950537 sec): 3 clusters Score: Raw -56053.951601 + Penalty 375.701541 = -55678.250060 nChanged 404 SP:Iteration 1F (20.952461 sec): 3 clusters Score: Raw -56378.274480 + Penalty 387.290885 = -55990.983595 nChanged 124 SP:Iteration 2F (20.954392 sec): 3 clusters Score: Raw -56479.823677 + Penalty 393.038096 = -56086.785580 nChanged 68 SP:Iteration 3F (20.956370 sec): 3 clusters Score: Raw -56537.161998 + Penalty 395.699473 = -56141.462525 nChanged 36 SP:Iteration 4Q (20.958305 sec): 3 clusters Score: Raw -56554.095289 + Penalty 397.912341 = -56156.182949 nChanged 22 SP:Iteration 5Q (20.960179 sec): 3 clusters Score: Raw -56562.055000 + Penalty 398.993118 = -56163.061882 nChanged 11 SP:Iteration 6Q (20.962041 sec): 3 clusters Score: Raw -56568.015916 + Penalty 400.547845 = -56167.468071 nChanged 11 SP:Iteration 7Q (20.964032 sec): 3 clusters Score: Raw -56572.582425 + Penalty 401.317478 = -56171.264947 nChanged 3 SP:Iteration 8Q (20.965985 sec): 3 clusters Score: Raw -56573.330924 + Penalty 401.977609 = -56171.353314 nChanged 2 SP:Iteration 9Q (20.967852 sec): 3 clusters Score: Raw -56573.640167 + Penalty 402.105671 = -56171.534496 nChanged 1 SP:Iteration 10F (20.969794 sec): 3 clusters Score: Raw -56573.773383 + Penalty 402.105671 = -56171.667712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.971530 sec): 2 clusters Score: Raw -15179.040555 + Penalty 450.734556 = -14728.305998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.972228 sec): 3 clusters Score: Raw -15111.507761 + Penalty 906.506907 = -14205.000854 nChanged 60 SP:Iteration 1F (20.972908 sec): 3 clusters Score: Raw -15176.751900 + Penalty 916.345164 = -14260.406736 nChanged 19 SP:Iteration 2F (20.973585 sec): 3 clusters Score: Raw -15205.444285 + Penalty 930.498948 = -14274.945337 nChanged 9 SP:Iteration 3Q (20.974248 sec): 3 clusters Score: Raw -15219.392574 + Penalty 940.011639 = -14279.380935 nChanged 6 SP:Iteration 4Q (20.974907 sec): 3 clusters Score: Raw -15229.784283 + Penalty 952.744566 = -14277.039717 nChanged 8 SP:Iteration 5F (20.975579 sec): 3 clusters Score: Raw -15241.346746 + Penalty 957.906245 = -14283.440501 nChanged 4 SP:Iteration 6Q (20.976229 sec): 3 clusters Score: Raw -15246.502226 + Penalty 961.694700 = -14284.807526 nChanged 1 SP:Iteration 7Q (20.976874 sec): 3 clusters Score: Raw -15249.052301 + Penalty 964.018252 = -14285.034050 nChanged 1 SP:Iteration 8Q (20.977518 sec): 3 clusters Score: Raw -15252.061155 + Penalty 971.126929 = -14280.934226 nChanged 3 SP:Iteration 9F (20.978221 sec): 3 clusters Score: Raw -15259.730978 + Penalty 973.192996 = -14286.537982 nChanged 2 SP:Iteration 10F (20.978892 sec): 3 clusters Score: Raw -15262.989686 + Penalty 978.460117 = -14284.529569 nChanged 2 SP:Iteration 11F (20.979563 sec): 3 clusters Score: Raw -15266.396849 + Penalty 983.844828 = -14282.552020 nChanged 2 SP:Iteration 12F (20.980232 sec): 3 clusters Score: Raw -15269.277583 + Penalty 988.042386 = -14281.235197 nChanged 1 SP:Iteration 13F (20.980901 sec): 3 clusters Score: Raw -15270.867885 + Penalty 991.599460 = -14279.268424 nChanged 1 SP:Iteration 14F (20.981570 sec): 3 clusters Score: Raw -15273.401728 + Penalty 995.613132 = -14277.788596 nChanged 1 SP:Iteration 15F (20.982260 sec): 3 clusters Score: Raw -15274.662061 + Penalty 997.331582 = -14277.330480 nChanged 1 SP:Iteration 16F (20.982933 sec): 3 clusters Score: Raw -15275.775571 + Penalty 1002.014148 = -14273.761423 nChanged 2 SP:Iteration 17F (20.983619 sec): 3 clusters Score: Raw -15278.670935 + Penalty 1006.483382 = -14272.187552 nChanged 2 SP:Iteration 18F (20.984309 sec): 3 clusters Score: Raw -15280.490434 + Penalty 1006.483382 = -14274.007052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.988890 sec): 2 clusters Score: Raw -70819.865753 + Penalty 153.042913 = -70666.822840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.991266 sec): 3 clusters Score: Raw -70122.524231 + Penalty 309.105169 = -69813.419061 nChanged 509 SP:Iteration 1F (20.993567 sec): 3 clusters Score: Raw -70543.595320 + Penalty 314.089736 = -70229.505584 nChanged 116 SP:Iteration 2F (20.995859 sec): 3 clusters Score: Raw -70616.696489 + Penalty 316.398435 = -70300.298054 nChanged 56 SP:Iteration 3Q (20.998111 sec): 3 clusters Score: Raw -70645.533920 + Penalty 318.942969 = -70326.590951 nChanged 39 SP:Iteration 4Q (21.000341 sec): 3 clusters Score: Raw -70667.950487 + Penalty 324.514968 = -70343.435519 nChanged 41 SP:Iteration 5Q (21.002561 sec): 3 clusters Score: Raw -70687.171000 + Penalty 327.920786 = -70359.250214 nChanged 36 SP:Iteration 6Q (21.004737 sec): 3 clusters Score: Raw -70704.594704 + Penalty 335.873041 = -70368.721663 nChanged 36 SP:Iteration 7Q (21.006885 sec): 3 clusters Score: Raw -70722.772480 + Penalty 341.494267 = -70381.278213 nChanged 34 SP:Iteration 8Q (21.009016 sec): 3 clusters Score: Raw -70744.229817 + Penalty 354.403824 = -70389.825992 nChanged 40 SP:Iteration 9Q (21.011099 sec): 3 clusters Score: Raw -70771.427211 + Penalty 366.578586 = -70404.848625 nChanged 33 SP:Iteration 10F (21.013330 sec): 3 clusters Score: Raw -70792.365458 + Penalty 374.484992 = -70417.880465 nChanged 20 SP:Iteration 11Q (21.015332 sec): 3 clusters Score: Raw -70802.836407 + Penalty 385.721809 = -70417.114597 nChanged 16 SP:Iteration 12F (21.017556 sec): 3 clusters Score: Raw -70809.690865 + Penalty 389.509322 = -70420.181544 nChanged 10 SP:Iteration 13Q (21.019500 sec): 3 clusters Score: Raw -70814.095218 + Penalty 399.652135 = -70414.443083 nChanged 8 SP:Iteration 14F (21.021701 sec): 3 clusters Score: Raw -70816.884163 + Penalty 397.452097 = -70419.432066 nChanged 6 SP:Iteration 15Q (21.023617 sec): 3 clusters Score: Raw -70819.982272 + Penalty 407.601269 = -70412.381002 nChanged 8 SP:Iteration 16F (21.025817 sec): 3 clusters Score: Raw -70824.421985 + Penalty 408.587973 = -70415.834012 nChanged 6 SP:Iteration 17Q (21.027708 sec): 3 clusters Score: Raw -70829.858726 + Penalty 410.585286 = -70419.273440 nChanged 5 SP:Iteration 18Q (21.029591 sec): 3 clusters Score: Raw -70834.386317 + Penalty 418.999876 = -70415.386441 nChanged 4 SP:Iteration 19F (21.031792 sec): 3 clusters Score: Raw -70836.690626 + Penalty 434.475657 = -70402.214969 nChanged 6 SP:Iteration 20F (21.033983 sec): 3 clusters Score: Raw -70839.476805 + Penalty 443.013477 = -70396.463328 nChanged 5 SP:Iteration 21F (21.036174 sec): 3 clusters Score: Raw -70841.663412 + Penalty 447.290220 = -70394.373192 nChanged 4 SP:Iteration 22F (21.038397 sec): 3 clusters Score: Raw -70843.975383 + Penalty 438.331407 = -70405.643976 nChanged 6 SP:Iteration 23Q (21.040201 sec): 3 clusters Score: Raw -70849.673432 + Penalty 444.932735 = -70404.740697 nChanged 2 SP:Iteration 24F (21.042389 sec): 3 clusters Score: Raw -70851.796923 + Penalty 444.932735 = -70406.864188 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 4 (4788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.064018 sec): 2 clusters Score: Raw -292556.429779 + Penalty 144.993257 = -292411.436522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.073711 sec): 3 clusters Score: Raw -289332.053625 + Penalty 323.335240 = -289008.718385 nChanged 2304 SP:Iteration 1F (21.083085 sec): 3 clusters Score: Raw -291656.441307 + Penalty 361.766087 = -291294.675221 nChanged 571 SP:Iteration 2F (21.092606 sec): 3 clusters Score: Raw -292119.149192 + Penalty 395.877182 = -291723.272010 nChanged 232 SP:Iteration 3Q (21.101721 sec): 3 clusters Score: Raw -292334.079866 + Penalty 425.350183 = -291908.729684 nChanged 131 SP:Iteration 4Q (21.110543 sec): 3 clusters Score: Raw -292443.061607 + Penalty 444.214512 = -291998.847096 nChanged 79 SP:Iteration 5Q (21.118920 sec): 3 clusters Score: Raw -292505.293577 + Penalty 459.200009 = -292046.093568 nChanged 49 SP:Iteration 6Q (21.127063 sec): 3 clusters Score: Raw -292542.441648 + Penalty 470.062725 = -292072.378923 nChanged 26 SP:Iteration 7Q (21.135035 sec): 3 clusters Score: Raw -292558.332378 + Penalty 484.388841 = -292073.943537 nChanged 16 SP:Iteration 8Q (21.142997 sec): 3 clusters Score: Raw -292568.484708 + Penalty 490.280023 = -292078.204685 nChanged 9 SP:Iteration 9Q (21.150875 sec): 3 clusters Score: Raw -292572.331677 + Penalty 491.910237 = -292080.421440 nChanged 2 SP:Iteration 10F (21.160482 sec): 3 clusters Score: Raw -292574.159696 + Penalty 492.438649 = -292081.721047 nChanged 1 SP:Iteration 11Q (21.168648 sec): 3 clusters Score: Raw -292574.577253 + Penalty 492.438649 = -292082.138604 nChanged 0 SP:Iteration 12F (21.178589 sec): 3 clusters Score: Raw -292574.577253 + Penalty 492.438649 = -292082.138604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.183706 sec): 2 clusters Score: Raw -31129.610720 + Penalty 66.759071 = -31062.851649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.184850 sec): 3 clusters Score: Raw -30819.640720 + Penalty 135.640946 = -30683.999775 nChanged 227 SP:Iteration 1F (21.186021 sec): 3 clusters Score: Raw -30946.775119 + Penalty 140.917747 = -30805.857372 nChanged 61 SP:Iteration 2F (21.187133 sec): 3 clusters Score: Raw -31009.771479 + Penalty 142.341557 = -30867.429922 nChanged 35 SP:Iteration 3F (21.188239 sec): 3 clusters Score: Raw -31048.841892 + Penalty 143.903181 = -30904.938710 nChanged 26 SP:Iteration 4F (21.189344 sec): 3 clusters Score: Raw -31075.325370 + Penalty 147.982493 = -30927.342878 nChanged 29 SP:Iteration 5F (21.190438 sec): 3 clusters Score: Raw -31099.286800 + Penalty 150.900631 = -30948.386169 nChanged 11 SP:Iteration 6Q (21.191432 sec): 3 clusters Score: Raw -31104.766229 + Penalty 150.818049 = -30953.948180 nChanged 3 SP:Iteration 7Q (21.192408 sec): 3 clusters Score: Raw -31105.645299 + Penalty 151.581729 = -30954.063570 nChanged 2 SP:Iteration 8Q (21.193381 sec): 3 clusters Score: Raw -31105.747752 + Penalty 150.682308 = -30955.065444 nChanged 1 SP:Iteration 9Q (21.194353 sec): 3 clusters Score: Raw -31105.807357 + Penalty 150.453763 = -30955.353595 nChanged 3 SP:Iteration 10F (21.195438 sec): 3 clusters Score: Raw -31106.322782 + Penalty 152.836832 = -30953.485950 nChanged 5 SP:Iteration 11F (21.196517 sec): 3 clusters Score: Raw -31106.913774 + Penalty 153.177101 = -30953.736673 nChanged 2 SP:Iteration 12Q (21.197479 sec): 3 clusters Score: Raw -31107.166924 + Penalty 153.655908 = -30953.511016 nChanged 3 SP:Iteration 13F (21.198602 sec): 3 clusters Score: Raw -31107.321768 + Penalty 153.889465 = -30953.432304 nChanged 2 SP:Iteration 14F (21.199695 sec): 3 clusters Score: Raw -31108.221195 + Penalty 153.673051 = -30954.548143 nChanged 4 SP:Iteration 15Q (21.200649 sec): 3 clusters Score: Raw -31109.951445 + Penalty 156.556582 = -30953.394862 nChanged 5 SP:Iteration 16F (21.201735 sec): 3 clusters Score: Raw -31112.164873 + Penalty 159.664776 = -30952.500097 nChanged 8 SP:Iteration 17F (21.202829 sec): 3 clusters Score: Raw -31116.645311 + Penalty 158.839646 = -30957.805665 nChanged 4 SP:Iteration 18Q (21.203765 sec): 3 clusters Score: Raw -31118.449887 + Penalty 157.882868 = -30960.567019 nChanged 3 SP:Iteration 19Q (21.204695 sec): 3 clusters Score: Raw -31119.553363 + Penalty 159.027882 = -30960.525481 nChanged 1 SP:Iteration 20F (21.205776 sec): 3 clusters Score: Raw -31119.930350 + Penalty 159.314876 = -30960.615473 nChanged 4 SP:Iteration 21Q (21.206705 sec): 3 clusters Score: Raw -31120.820785 + Penalty 162.529363 = -30958.291421 nChanged 3 SP:Iteration 22F (21.207786 sec): 3 clusters Score: Raw -31122.154275 + Penalty 164.731795 = -30957.422480 nChanged 1 SP:Iteration 23F (21.208866 sec): 3 clusters Score: Raw -31123.329974 + Penalty 167.517737 = -30955.812237 nChanged 1 SP:Iteration 24F (21.209951 sec): 3 clusters Score: Raw -31124.418271 + Penalty 170.552344 = -30953.865927 nChanged 1 SP:Iteration 25F (21.211030 sec): 3 clusters Score: Raw -31124.989813 + Penalty 170.552344 = -30954.437469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.217652 sec): 2 clusters Score: Raw -99360.309459 + Penalty 345.164781 = -99015.144678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.220844 sec): 3 clusters Score: Raw -98409.956978 + Penalty 685.311546 = -97724.645432 nChanged 684 SP:Iteration 1F (21.223946 sec): 3 clusters Score: Raw -98855.236673 + Penalty 685.380078 = -98169.856595 nChanged 172 SP:Iteration 2F (21.227047 sec): 3 clusters Score: Raw -98947.859358 + Penalty 684.709092 = -98263.150267 nChanged 93 SP:Iteration 3F (21.230141 sec): 3 clusters Score: Raw -99007.993368 + Penalty 682.972465 = -98325.020903 nChanged 76 SP:Iteration 4Q (21.233199 sec): 3 clusters Score: Raw -99056.547669 + Penalty 680.611219 = -98375.936451 nChanged 62 SP:Iteration 5Q (21.236241 sec): 3 clusters Score: Raw -99089.752309 + Penalty 678.725454 = -98411.026855 nChanged 49 SP:Iteration 6Q (21.239261 sec): 3 clusters Score: Raw -99111.102594 + Penalty 675.999240 = -98435.103353 nChanged 45 SP:Iteration 7Q (21.242262 sec): 3 clusters Score: Raw -99129.745431 + Penalty 673.479436 = -98456.265995 nChanged 52 SP:Iteration 8Q (21.245235 sec): 3 clusters Score: Raw -99154.477592 + Penalty 671.475080 = -98483.002511 nChanged 49 SP:Iteration 9Q (21.248178 sec): 3 clusters Score: Raw -99176.938813 + Penalty 670.992868 = -98505.945945 nChanged 52 SP:Iteration 10F (21.251199 sec): 3 clusters Score: Raw -99202.930595 + Penalty 671.275439 = -98531.655156 nChanged 43 SP:Iteration 11Q (21.254059 sec): 3 clusters Score: Raw -99221.370412 + Penalty 671.854025 = -98549.516387 nChanged 44 SP:Iteration 12Q (21.256893 sec): 3 clusters Score: Raw -99240.413376 + Penalty 674.039347 = -98566.374028 nChanged 40 SP:Iteration 13Q (21.259687 sec): 3 clusters Score: Raw -99258.677044 + Penalty 673.525238 = -98585.151806 nChanged 36 SP:Iteration 14Q (21.262447 sec): 3 clusters Score: Raw -99279.039276 + Penalty 672.209341 = -98606.829936 nChanged 31 SP:Iteration 15Q (21.265167 sec): 3 clusters Score: Raw -99298.172308 + Penalty 667.945839 = -98630.226468 nChanged 27 SP:Iteration 16Q (21.267867 sec): 3 clusters Score: Raw -99312.208052 + Penalty 661.162989 = -98651.045063 nChanged 24 SP:Iteration 17Q (21.270663 sec): 3 clusters Score: Raw -99324.268795 + Penalty 663.876673 = -98660.392122 nChanged 23 SP:Iteration 18Q (21.273536 sec): 3 clusters Score: Raw -99337.151776 + Penalty 664.054930 = -98673.096846 nChanged 22 SP:Iteration 19Q (21.276220 sec): 3 clusters Score: Raw -99352.399545 + Penalty 664.361439 = -98688.038105 nChanged 19 SP:Iteration 20F (21.279173 sec): 3 clusters Score: Raw -99362.131548 + Penalty 661.506788 = -98700.624760 nChanged 12 SP:Iteration 21Q (21.281695 sec): 3 clusters Score: Raw -99368.255834 + Penalty 661.259591 = -98706.996243 nChanged 8 SP:Iteration 22Q (21.284203 sec): 3 clusters Score: Raw -99372.617932 + Penalty 665.180605 = -98707.437327 nChanged 7 SP:Iteration 23Q (21.286716 sec): 3 clusters Score: Raw -99376.548128 + Penalty 672.450213 = -98704.097915 nChanged 10 SP:Iteration 24F (21.289747 sec): 3 clusters Score: Raw -99380.452893 + Penalty 673.736630 = -98706.716263 nChanged 6 SP:Iteration 25Q (21.292232 sec): 3 clusters Score: Raw -99383.417753 + Penalty 683.496959 = -98699.920794 nChanged 7 SP:Iteration 26F (21.295172 sec): 3 clusters Score: Raw -99386.383033 + Penalty 694.823530 = -98691.559502 nChanged 7 SP:Iteration 27F (21.298112 sec): 3 clusters Score: Raw -99390.136376 + Penalty 706.048067 = -98684.088310 nChanged 8 SP:Iteration 28F (21.301046 sec): 3 clusters Score: Raw -99394.905879 + Penalty 715.158757 = -98679.747122 nChanged 4 SP:Iteration 29F (21.303978 sec): 3 clusters Score: Raw -99399.181278 + Penalty 715.158757 = -98684.022521 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314355 sec): 2 clusters Score: Raw -182749.484143 + Penalty 95.624287 = -182653.859857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320212 sec): 3 clusters Score: Raw -180777.716287 + Penalty 191.338148 = -180586.378139 nChanged 1421 SP:Iteration 1F (21.325975 sec): 3 clusters Score: Raw -181576.704766 + Penalty 193.056196 = -181383.648570 nChanged 304 SP:Iteration 2F (21.331755 sec): 3 clusters Score: Raw -181789.743741 + Penalty 196.410750 = -181593.332990 nChanged 262 SP:Iteration 3F (21.337590 sec): 3 clusters Score: Raw -181982.037416 + Penalty 199.039253 = -181782.998163 nChanged 202 SP:Iteration 4F (21.343449 sec): 3 clusters Score: Raw -182135.544771 + Penalty 200.713759 = -181934.831012 nChanged 157 SP:Iteration 5F (21.349295 sec): 3 clusters Score: Raw -182268.732054 + Penalty 201.589458 = -182067.142596 nChanged 137 SP:Iteration 6Q (21.355095 sec): 3 clusters Score: Raw -182359.462155 + Penalty 201.306174 = -182158.155981 nChanged 103 SP:Iteration 7Q (21.360909 sec): 3 clusters Score: Raw -182408.982872 + Penalty 200.868172 = -182208.114700 nChanged 69 SP:Iteration 8Q (21.366848 sec): 3 clusters Score: Raw -182449.877589 + Penalty 199.708279 = -182250.169310 nChanged 56 SP:Iteration 9Q (21.372927 sec): 3 clusters Score: Raw -182495.974425 + Penalty 198.286279 = -182297.688146 nChanged 54 SP:Iteration 10F (21.379032 sec): 3 clusters Score: Raw -182539.549341 + Penalty 197.144346 = -182342.404994 nChanged 61 SP:Iteration 11Q (21.384790 sec): 3 clusters Score: Raw -182568.715181 + Penalty 197.237398 = -182371.477783 nChanged 37 SP:Iteration 12Q (21.390494 sec): 3 clusters Score: Raw -182585.195241 + Penalty 198.000599 = -182387.194642 nChanged 36 SP:Iteration 13Q (21.396155 sec): 3 clusters Score: Raw -182594.478699 + Penalty 198.995240 = -182395.483459 nChanged 32 SP:Iteration 14Q (21.401737 sec): 3 clusters Score: Raw -182600.034063 + Penalty 200.144271 = -182399.889792 nChanged 30 SP:Iteration 15Q (21.407350 sec): 3 clusters Score: Raw -182606.817623 + Penalty 201.203355 = -182405.614268 nChanged 31 SP:Iteration 16Q (21.412901 sec): 3 clusters Score: Raw -182612.824696 + Penalty 201.328334 = -182411.496362 nChanged 28 SP:Iteration 17Q (21.418447 sec): 3 clusters Score: Raw -182619.010636 + Penalty 201.509996 = -182417.500640 nChanged 34 SP:Iteration 18Q (21.423974 sec): 3 clusters Score: Raw -182628.346092 + Penalty 203.075255 = -182425.270837 nChanged 34 SP:Iteration 19Q (21.429505 sec): 3 clusters Score: Raw -182636.998807 + Penalty 204.787860 = -182432.210947 nChanged 30 SP:Iteration 20F (21.435417 sec): 3 clusters Score: Raw -182643.830318 + Penalty 205.917388 = -182437.912930 nChanged 32 SP:Iteration 21Q (21.440888 sec): 3 clusters Score: Raw -182651.272597 + Penalty 207.511685 = -182443.760912 nChanged 30 SP:Iteration 22Q (21.446377 sec): 3 clusters Score: Raw -182659.498007 + Penalty 210.378619 = -182449.119388 nChanged 34 SP:Iteration 23Q (21.451799 sec): 3 clusters Score: Raw -182670.278150 + Penalty 212.682568 = -182457.595583 nChanged 29 SP:Iteration 24Q (21.457187 sec): 3 clusters Score: Raw -182679.656140 + Penalty 215.860036 = -182463.796104 nChanged 35 SP:Iteration 25Q (21.462553 sec): 3 clusters Score: Raw -182691.192623 + Penalty 218.138314 = -182473.054309 nChanged 37 SP:Iteration 26Q (21.467880 sec): 3 clusters Score: Raw -182701.212182 + Penalty 220.565466 = -182480.646716 nChanged 26 SP:Iteration 27Q (21.473221 sec): 3 clusters Score: Raw -182709.925265 + Penalty 222.738829 = -182487.186437 nChanged 30 SP:Iteration 28Q (21.478820 sec): 3 clusters Score: Raw -182721.148796 + Penalty 225.282639 = -182495.866157 nChanged 25 SP:Iteration 29Q (21.484043 sec): 3 clusters Score: Raw -182732.073094 + Penalty 230.348029 = -182501.725065 nChanged 25 SP:Iteration 30F (21.490031 sec): 3 clusters Score: Raw -182740.912724 + Penalty 233.214586 = -182507.698138 nChanged 20 SP:Iteration 31Q (21.495304 sec): 3 clusters Score: Raw -182747.936231 + Penalty 238.149178 = -182509.787053 nChanged 19 SP:Iteration 32Q (21.500437 sec): 3 clusters Score: Raw -182753.093639 + Penalty 240.978183 = -182512.115456 nChanged 11 SP:Iteration 33Q (21.505564 sec): 3 clusters Score: Raw -182754.934631 + Penalty 241.133655 = -182513.800976 nChanged 7 SP:Iteration 34Q (21.510895 sec): 3 clusters Score: Raw -182755.842333 + Penalty 242.636671 = -182513.205662 nChanged 6 SP:Iteration 35F (21.517076 sec): 3 clusters Score: Raw -182756.777913 + Penalty 244.636714 = -182512.141198 nChanged 12 SP:Iteration 36F (21.523082 sec): 3 clusters Score: Raw -182758.589809 + Penalty 246.712429 = -182511.877381 nChanged 6 SP:Iteration 37F (21.529094 sec): 3 clusters Score: Raw -182759.237954 + Penalty 248.027077 = -182511.210877 nChanged 4 SP:Iteration 38F (21.535094 sec): 3 clusters Score: Raw -182759.772315 + Penalty 249.970362 = -182509.801954 nChanged 5 SP:Iteration 39F (21.541101 sec): 3 clusters Score: Raw -182760.699209 + Penalty 250.973564 = -182509.725645 nChanged 8 SP:Iteration 40F (21.547145 sec): 3 clusters Score: Raw -182762.809229 + Penalty 252.347397 = -182510.461832 nChanged 6 SP:Iteration 41Q (21.552333 sec): 3 clusters Score: Raw -182764.802343 + Penalty 252.998483 = -182511.803860 nChanged 4 SP:Iteration 42Q (21.557395 sec): 3 clusters Score: Raw -182767.017894 + Penalty 253.015166 = -182514.002728 nChanged 5 SP:Iteration 43Q (21.562456 sec): 3 clusters Score: Raw -182768.216128 + Penalty 253.673546 = -182514.542582 nChanged 4 SP:Iteration 44Q (21.567544 sec): 3 clusters Score: Raw -182768.892463 + Penalty 256.437819 = -182512.454644 nChanged 5 SP:Iteration 45F (21.573647 sec): 3 clusters Score: Raw -182769.646560 + Penalty 259.377204 = -182510.269356 nChanged 7 SP:Iteration 46F (21.580006 sec): 3 clusters Score: Raw -182770.840052 + Penalty 259.008986 = -182511.831066 nChanged 7 SP:Iteration 47Q (21.585092 sec): 3 clusters Score: Raw -182773.126255 + Penalty 262.842141 = -182510.284113 nChanged 7 SP:Iteration 48F (21.591115 sec): 3 clusters Score: Raw -182775.792490 + Penalty 269.923064 = -182505.869426 nChanged 11 SP:Iteration 49F (21.597145 sec): 3 clusters Score: Raw -182779.909555 + Penalty 275.860550 = -182504.049005 nChanged 13 SP:Iteration 50F (21.603390 sec): 3 clusters Score: Raw -182784.125564 + Penalty 282.090534 = -182502.035029 nChanged 7 SP:Iteration 51F (21.609439 sec): 3 clusters Score: Raw -182785.686210 + Penalty 285.411903 = -182500.274307 nChanged 4 SP:Iteration 52F (21.615635 sec): 3 clusters Score: Raw -182786.316206 + Penalty 284.485950 = -182501.830255 nChanged 2 SP:Iteration 53Q (21.621081 sec): 3 clusters Score: Raw -182786.538229 + Penalty 284.485950 = -182502.052279 nChanged 0 SP:Iteration 54F (21.627148 sec): 3 clusters Score: Raw -182786.538229 + Penalty 284.485950 = -182502.052279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.638865 sec): 2 clusters Score: Raw -112955.025405 + Penalty 63.664611 = -112891.360794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.642551 sec): 3 clusters Score: Raw -111722.324940 + Penalty 122.892331 = -111599.432609 nChanged 906 SP:Iteration 1F (21.646121 sec): 3 clusters Score: Raw -112537.256092 + Penalty 122.659191 = -112414.596901 nChanged 135 SP:Iteration 2F (21.649703 sec): 3 clusters Score: Raw -112622.067205 + Penalty 122.798825 = -112499.268380 nChanged 89 SP:Iteration 3Q (21.653148 sec): 3 clusters Score: Raw -112671.634074 + Penalty 122.929540 = -112548.704534 nChanged 64 SP:Iteration 4Q (21.656631 sec): 3 clusters Score: Raw -112695.435052 + Penalty 123.667957 = -112571.767094 nChanged 42 SP:Iteration 5Q (21.659971 sec): 3 clusters Score: Raw -112713.692740 + Penalty 125.065455 = -112588.627284 nChanged 41 SP:Iteration 6Q (21.663277 sec): 3 clusters Score: Raw -112728.741630 + Penalty 125.872133 = -112602.869497 nChanged 28 SP:Iteration 7Q (21.666579 sec): 3 clusters Score: Raw -112738.811483 + Penalty 126.575854 = -112612.235630 nChanged 26 SP:Iteration 8Q (21.669906 sec): 3 clusters Score: Raw -112746.286945 + Penalty 127.626562 = -112618.660382 nChanged 32 SP:Iteration 9Q (21.673212 sec): 3 clusters Score: Raw -112757.292625 + Penalty 128.938062 = -112628.354563 nChanged 30 SP:Iteration 10F (21.676755 sec): 3 clusters Score: Raw -112767.435186 + Penalty 129.249456 = -112638.185730 nChanged 31 SP:Iteration 11Q (21.680031 sec): 3 clusters Score: Raw -112779.269093 + Penalty 130.466031 = -112648.803062 nChanged 29 SP:Iteration 12Q (21.683364 sec): 3 clusters Score: Raw -112791.291904 + Penalty 133.047623 = -112658.244280 nChanged 39 SP:Iteration 13Q (21.686471 sec): 3 clusters Score: Raw -112809.350876 + Penalty 136.355143 = -112672.995733 nChanged 32 SP:Iteration 14Q (21.689527 sec): 3 clusters Score: Raw -112823.111281 + Penalty 140.409040 = -112682.702241 nChanged 29 SP:Iteration 15Q (21.692543 sec): 3 clusters Score: Raw -112836.647783 + Penalty 144.238943 = -112692.408840 nChanged 26 SP:Iteration 16Q (21.695620 sec): 3 clusters Score: Raw -112850.917392 + Penalty 149.637157 = -112701.280235 nChanged 35 SP:Iteration 17Q (21.698589 sec): 3 clusters Score: Raw -112880.635612 + Penalty 161.780040 = -112718.855572 nChanged 35 SP:Iteration 18Q (21.701489 sec): 3 clusters Score: Raw -112912.185327 + Penalty 173.460544 = -112738.724783 nChanged 26 SP:Iteration 19Q (21.704324 sec): 3 clusters Score: Raw -112934.914120 + Penalty 193.161207 = -112741.752914 nChanged 15 SP:Iteration 20F (21.707727 sec): 3 clusters Score: Raw -112946.253400 + Penalty 220.597772 = -112725.655628 nChanged 15 SP:Iteration 21F (21.711121 sec): 3 clusters Score: Raw -112958.477395 + Penalty 258.176452 = -112700.300942 nChanged 15 SP:Iteration 22F (21.714613 sec): 3 clusters Score: Raw -112974.955327 + Penalty 317.387208 = -112657.568119 nChanged 7 SP:Iteration 23F (21.717973 sec): 3 clusters Score: Raw -112983.128644 + Penalty 347.596722 = -112635.531923 nChanged 2 SP:Iteration 24F (21.721335 sec): 3 clusters Score: Raw -112986.489573 + Penalty 363.620566 = -112622.869008 nChanged 1 SP:Iteration 25F (21.724693 sec): 3 clusters Score: Raw -112988.339969 + Penalty 363.620566 = -112624.719403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.731205 sec): 2 clusters Score: Raw -50863.456039 + Penalty 247.752630 = -50615.703409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.733108 sec): 3 clusters Score: Raw -50364.605979 + Penalty 502.628103 = -49861.977876 nChanged 366 SP:Iteration 1F (21.734892 sec): 3 clusters Score: Raw -50686.568816 + Penalty 528.152068 = -50158.416748 nChanged 140 SP:Iteration 2F (21.736618 sec): 3 clusters Score: Raw -50825.571548 + Penalty 562.732966 = -50262.838582 nChanged 67 SP:Iteration 3F (21.738331 sec): 3 clusters Score: Raw -50904.293757 + Penalty 618.995359 = -50285.298398 nChanged 58 SP:Iteration 4F (21.740033 sec): 3 clusters Score: Raw -50974.599432 + Penalty 656.172925 = -50318.426507 nChanged 29 SP:Iteration 5Q (21.741723 sec): 3 clusters Score: Raw -51013.144734 + Penalty 685.728971 = -50327.415762 nChanged 16 SP:Iteration 6Q (21.743343 sec): 3 clusters Score: Raw -51048.223049 + Penalty 706.788728 = -50341.434321 nChanged 14 SP:Iteration 7Q (21.744877 sec): 3 clusters Score: Raw -51071.797723 + Penalty 727.769190 = -50344.028534 nChanged 11 SP:Iteration 8Q (21.746379 sec): 3 clusters Score: Raw -51091.594006 + Penalty 734.647963 = -50356.946044 nChanged 3 SP:Iteration 9Q (21.747845 sec): 3 clusters Score: Raw -51094.276837 + Penalty 736.780205 = -50357.496632 nChanged 1 SP:Iteration 10F (21.749532 sec): 3 clusters Score: Raw -51095.056388 + Penalty 738.478010 = -50356.578378 nChanged 1 SP:Iteration 11F (21.751221 sec): 3 clusters Score: Raw -51095.699109 + Penalty 736.737294 = -50358.961815 nChanged 1 SP:Iteration 12Q (21.752724 sec): 3 clusters Score: Raw -51095.862164 + Penalty 736.737294 = -50359.124870 nChanged 0 SP:Iteration 13F (21.754441 sec): 3 clusters Score: Raw -51095.862164 + Penalty 736.737294 = -50359.124870 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 15 (3061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.770878 sec): 2 clusters Score: Raw -182414.052164 + Penalty 264.025250 = -182150.026913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.777168 sec): 3 clusters Score: Raw -180479.347472 + Penalty 567.851037 = -179911.496435 nChanged 1355 SP:Iteration 1F (21.783258 sec): 3 clusters Score: Raw -181662.352033 + Penalty 638.013336 = -181024.338697 nChanged 489 SP:Iteration 2F (21.789222 sec): 3 clusters Score: Raw -182115.800234 + Penalty 708.465452 = -181407.334782 nChanged 243 SP:Iteration 3F (21.794817 sec): 3 clusters Score: Raw -182371.372238 + Penalty 749.905178 = -181621.467060 nChanged 120 SP:Iteration 4Q (21.800301 sec): 3 clusters Score: Raw -182467.055758 + Penalty 779.606968 = -181687.448790 nChanged 79 SP:Iteration 5Q (21.805558 sec): 3 clusters Score: Raw -182530.453328 + Penalty 795.536731 = -181734.916597 nChanged 53 SP:Iteration 6Q (21.810605 sec): 3 clusters Score: Raw -182564.603249 + Penalty 804.599510 = -181760.003739 nChanged 26 SP:Iteration 7Q (21.815516 sec): 3 clusters Score: Raw -182579.918979 + Penalty 809.223049 = -181770.695931 nChanged 17 SP:Iteration 8Q (21.820300 sec): 3 clusters Score: Raw -182590.991138 + Penalty 810.066563 = -181780.924575 nChanged 11 SP:Iteration 9Q (21.825019 sec): 3 clusters Score: Raw -182601.862682 + Penalty 810.228547 = -181791.634135 nChanged 8 SP:Iteration 10F (21.830525 sec): 3 clusters Score: Raw -182609.151472 + Penalty 811.608514 = -181797.542957 nChanged 3 SP:Iteration 11Q (21.835176 sec): 3 clusters Score: Raw -182611.080342 + Penalty 809.568093 = -181801.512249 nChanged 2 SP:Iteration 12Q (21.839950 sec): 3 clusters Score: Raw -182613.409854 + Penalty 809.407162 = -181804.002692 nChanged 1 SP:Iteration 13Q (21.844734 sec): 3 clusters Score: Raw -182613.745265 + Penalty 808.573524 = -181805.171741 nChanged 1 SP:Iteration 14Q (21.849533 sec): 3 clusters Score: Raw -182614.106205 + Penalty 808.008036 = -181806.098169 nChanged 2 SP:Iteration 15Q (21.854293 sec): 3 clusters Score: Raw -182614.715305 + Penalty 807.146443 = -181807.568862 nChanged 2 SP:Iteration 16Q (21.858874 sec): 3 clusters Score: Raw -182615.218528 + Penalty 808.670518 = -181806.548010 nChanged 1 SP:Iteration 17F (21.864435 sec): 3 clusters Score: Raw -182615.637510 + Penalty 808.670518 = -181806.966992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.869232 sec): 2 clusters Score: Raw -28010.422290 + Penalty 494.759545 = -27515.662745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.870275 sec): 3 clusters Score: Raw -27827.172564 + Penalty 1008.240966 = -26818.931598 nChanged 131 SP:Iteration 1F (21.871284 sec): 3 clusters Score: Raw -27944.650187 + Penalty 1029.098107 = -26915.552081 nChanged 41 SP:Iteration 2F (21.872296 sec): 3 clusters Score: Raw -27982.018594 + Penalty 1047.488487 = -26934.530107 nChanged 20 SP:Iteration 3Q (21.873308 sec): 3 clusters Score: Raw -28008.678337 + Penalty 1061.028975 = -26947.649362 nChanged 17 SP:Iteration 4Q (21.874321 sec): 3 clusters Score: Raw -28025.604385 + Penalty 1070.563163 = -26955.041223 nChanged 12 SP:Iteration 5Q (21.875328 sec): 3 clusters Score: Raw -28040.860867 + Penalty 1083.577559 = -26957.283308 nChanged 12 SP:Iteration 6Q (21.876335 sec): 3 clusters Score: Raw -28058.312771 + Penalty 1099.790053 = -26958.522718 nChanged 11 SP:Iteration 7Q (21.877321 sec): 3 clusters Score: Raw -28078.937571 + Penalty 1112.955084 = -26965.982487 nChanged 9 SP:Iteration 8Q (21.878280 sec): 3 clusters Score: Raw -28093.338147 + Penalty 1121.055326 = -26972.282822 nChanged 5 SP:Iteration 9Q (21.879216 sec): 3 clusters Score: Raw -28099.384970 + Penalty 1121.617792 = -26977.767178 nChanged 3 SP:Iteration 10F (21.880250 sec): 3 clusters Score: Raw -28104.124325 + Penalty 1129.154847 = -26974.969478 nChanged 4 SP:Iteration 11F (21.881274 sec): 3 clusters Score: Raw -28111.516526 + Penalty 1130.985109 = -26980.531416 nChanged 1 SP:Iteration 12Q (21.882193 sec): 3 clusters Score: Raw -28112.721857 + Penalty 1133.987945 = -26978.733912 nChanged 3 SP:Iteration 13F (21.883217 sec): 3 clusters Score: Raw -28117.020401 + Penalty 1135.715967 = -26981.304433 nChanged 1 SP:Iteration 14Q (21.884194 sec): 3 clusters Score: Raw -28117.511541 + Penalty 1137.378910 = -26980.132631 nChanged 1 SP:Iteration 15F (21.885268 sec): 3 clusters Score: Raw -28119.273819 + Penalty 1137.378910 = -26981.894909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.886611 sec): 2 clusters Score: Raw -17322.312489 + Penalty 402.819121 = -16919.493368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.887374 sec): 3 clusters Score: Raw -17222.106821 + Penalty 805.724916 = -16416.381904 nChanged 63 SP:Iteration 1F (21.888120 sec): 3 clusters Score: Raw -17278.642755 + Penalty 805.625738 = -16473.017017 nChanged 26 SP:Iteration 2F (21.888864 sec): 3 clusters Score: Raw -17307.401807 + Penalty 805.536149 = -16501.865659 nChanged 14 SP:Iteration 3F (21.889581 sec): 3 clusters Score: Raw -17322.886820 + Penalty 806.297684 = -16516.589136 nChanged 10 SP:Iteration 4Q (21.890282 sec): 3 clusters Score: Raw -17340.049446 + Penalty 809.939073 = -16530.110373 nChanged 11 SP:Iteration 5Q (21.890978 sec): 3 clusters Score: Raw -17360.494246 + Penalty 816.708089 = -16543.786156 nChanged 15 SP:Iteration 6F (21.891685 sec): 3 clusters Score: Raw -17381.619487 + Penalty 823.123011 = -16558.496476 nChanged 7 SP:Iteration 7Q (21.892367 sec): 3 clusters Score: Raw -17390.801632 + Penalty 827.977521 = -16562.824110 nChanged 5 SP:Iteration 8Q (21.893040 sec): 3 clusters Score: Raw -17395.459991 + Penalty 832.688396 = -16562.771595 nChanged 4 SP:Iteration 9F (21.893742 sec): 3 clusters Score: Raw -17398.210561 + Penalty 834.480718 = -16563.729843 nChanged 2 SP:Iteration 10F (21.894444 sec): 3 clusters Score: Raw -17400.862412 + Penalty 838.100370 = -16562.762042 nChanged 2 SP:Iteration 11F (21.895147 sec): 3 clusters Score: Raw -17401.843526 + Penalty 838.100370 = -16563.743156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.895748 sec): 2 clusters Score: Raw -3213.581337 + Penalty 25.267522 = -3188.313814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.896013 sec): 3 clusters Score: Raw -3192.896824 + Penalty 54.055555 = -3138.841269 nChanged 20 SP:Iteration 1F (21.896269 sec): 3 clusters Score: Raw -3222.098649 + Penalty 52.941958 = -3169.156691 nChanged 2 SP:Iteration 2Q (21.896512 sec): 3 clusters Score: Raw -3224.805457 + Penalty 52.181508 = -3172.623949 nChanged 2 SP:Iteration 3Q (21.896757 sec): 3 clusters Score: Raw -3226.762345 + Penalty 52.136783 = -3174.625562 nChanged 1 SP:Iteration 4Q (21.896997 sec): 3 clusters Score: Raw -3228.302010 + Penalty 52.136783 = -3176.165226 nChanged 0 SP:Iteration 5F (21.897246 sec): 3 clusters Score: Raw -3228.302010 + Penalty 52.136783 = -3176.165226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.898125 sec): 2 clusters Score: Raw -8013.873565 + Penalty 257.758188 = -7756.115377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.898624 sec): 3 clusters Score: Raw -7972.996912 + Penalty 530.610912 = -7442.386000 nChanged 32 SP:Iteration 1F (21.899115 sec): 3 clusters Score: Raw -8030.531341 + Penalty 576.074293 = -7454.457048 nChanged 22 SP:Iteration 2F (21.899610 sec): 3 clusters Score: Raw -8066.075393 + Penalty 598.979169 = -7467.096224 nChanged 8 SP:Iteration 3F (21.900106 sec): 3 clusters Score: Raw -8087.695543 + Penalty 606.917297 = -7480.778246 nChanged 2 SP:Iteration 4Q (21.900571 sec): 3 clusters Score: Raw -8089.461762 + Penalty 611.537227 = -7477.924535 nChanged 1 SP:Iteration 5F (21.901067 sec): 3 clusters Score: Raw -8090.650027 + Penalty 617.176155 = -7473.473872 nChanged 1 SP:Iteration 6F (21.901563 sec): 3 clusters Score: Raw -8094.442885 + Penalty 622.085187 = -7472.357698 nChanged 1 SP:Iteration 7F (21.902059 sec): 3 clusters Score: Raw -8096.544564 + Penalty 622.085187 = -7474.459377 nChanged 0 Time taken for this iteration:21.399045 seconds. 300->15 Clusters: Score -1087302.621491, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 128 (time per iteration =171.286352 ms) Total iterations: 1127 (time per iteration =19.453996 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2401865625.000000 (time per metric unit =9.128176ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 60046640625.000000 (time per metric unit=365.127054ps) That took 21.924653 seconds. FileBase PeterP-2013-09-04_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 0.35 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 25167 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 25167 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 132 (1 points): Lose 13.587626 but Gain 1608.768508 Iteration 0F (3.255071 sec): 209 clusters Score: Raw -1249209.343088 + Penalty 202471.918755 = -1046737.424332 nChanged 4521 Deleting Class 177 (1 points): Lose 6.666271 but Gain 1559.450010 Iteration 1F (5.635732 sec): 204 clusters Score: Raw -1256634.208001 + Penalty 200295.240818 = -1056338.967183 nChanged 1521 Deleting Class 209 (1 points): Lose 0.407408 but Gain 1510.108255 Iteration 2F (7.977714 sec): 202 clusters Score: Raw -1259427.756185 + Penalty 197443.385958 = -1061984.370227 nChanged 1129 Deleting Class 195 (2 points): Lose 18.778905 but Gain 1510.130400 Iteration 3Q (8.251861 sec): 200 clusters Score: Raw -1261438.300597 + Penalty 195957.388805 = -1065480.911792 nChanged 941 Deleting Class 150 (5 points): Lose 97.558473 but Gain 1573.033842 Iteration 4Q (8.501191 sec): 199 clusters Score: Raw -1262821.143056 + Penalty 194535.869019 = -1068285.274037 nChanged 758 Deleting Class 172 (2 points): Lose 22.094102 but Gain 1469.882706 Iteration 5Q (8.732794 sec): 198 clusters Score: Raw -1263990.105445 + Penalty 193106.818927 = -1070883.286518 nChanged 723 Deleting Class 118 (2 points): Lose 28.209193 but Gain 1469.515410 Iteration 6Q (8.953493 sec): 197 clusters Score: Raw -1264795.550581 + Penalty 191928.150501 = -1072867.400080 nChanged 631 Deleting Class 197 (4 points): Lose 52.064113 but Gain 1484.654800 Iteration 7Q (9.164273 sec): 196 clusters Score: Raw -1265280.397345 + Penalty 190694.433128 = -1074585.964217 nChanged 515 Deleting Class 185 (2 points): Lose 18.685205 but Gain 1450.097161 Iteration 8Q (9.359102 sec): 195 clusters Score: Raw -1265648.617133 + Penalty 189239.622958 = -1076408.994176 nChanged 441 Deleting Class 138 (1 points): Lose 2.188657 but Gain 1416.100749 Iteration 9Q (9.543107 sec): 194 clusters Score: Raw -1265933.954606 + Penalty 187860.167030 = -1078073.787576 nChanged 346 Deleting Class 64 (4 points): Lose 45.734847 but Gain 1458.688768 Iteration 10F (11.778770 sec): 193 clusters Score: Raw -1266324.208206 + Penalty 185707.513952 = -1080616.694254 nChanged 349 Deleting Class 191 (3 points): Lose 44.366741 but Gain 1449.808934 Iteration 11Q (11.956627 sec): 192 clusters Score: Raw -1266690.393632 + Penalty 184487.863982 = -1082202.529650 nChanged 288 Deleting Class 188 (1 points): Lose 6.380232 but Gain 1408.321414 Iteration 12Q (12.123722 sec): 191 clusters Score: Raw -1266914.625527 + Penalty 182171.655234 = -1084742.970293 nChanged 242 Deleting Class 101 (13 points): Lose 188.826809 but Gain 1570.420857 Iteration 13Q (12.285899 sec): 189 clusters Score: Raw -1266893.171151 + Penalty 180700.191522 = -1086192.979629 nChanged 218 Deleting Class 196 (3 points): Lose 44.181535 but Gain 1422.167833 Iteration 14Q (12.443418 sec): 188 clusters Score: Raw -1267026.547219 + Penalty 179335.330984 = -1087691.216235 nChanged 190 Deleting Class 142 (1 points): Lose 6.633484 but Gain 1376.227698 Iteration 15Q (12.598362 sec): 187 clusters Score: Raw -1267152.813583 + Penalty 178016.692241 = -1089136.121342 nChanged 174 Deleting Class 189 (1 points): Lose 9.015311 but Gain 1375.532197 Iteration 16Q (12.751188 sec): 186 clusters Score: Raw -1267251.817744 + Penalty 176661.820047 = -1090589.997697 nChanged 144 Deleting Class 89 (19 points): Lose 240.573534 but Gain 1589.745551 Iteration 17Q (12.899954 sec): 185 clusters Score: Raw -1267069.449297 + Penalty 175505.370122 = -1091564.079175 nChanged 148 Deleting Class 193 (1 points): Lose 6.709961 but Gain 1355.837862 Iteration 18Q (13.050499 sec): 184 clusters Score: Raw -1267234.449706 + Penalty 174191.632340 = -1093042.817366 nChanged 122 Deleting Class 148 (14 points): Lose 165.624361 but Gain 1513.064401 Iteration 19Q (13.196320 sec): 183 clusters Score: Raw -1267107.868293 + Penalty 172992.453449 = -1094115.414844 nChanged 108 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1267107.868293 + Penalty 172992.453449 = -1094115.414844Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 1 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.286815 sec): 2 clusters Score: Raw -1941.481480 + Penalty 276.726762 = -1664.754718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287108 sec): 3 clusters Score: Raw -1946.995734 + Penalty 563.324920 = -1383.670814 nChanged 2 SP:Iteration 1F (13.287386 sec): 3 clusters Score: Raw -1955.183621 + Penalty 563.324920 = -1391.858701 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 2 (3246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.302411 sec): 2 clusters Score: Raw -175035.919200 + Penalty 224.882489 = -174811.036711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.308464 sec): 3 clusters Score: Raw -172914.187340 + Penalty 452.403193 = -172461.784147 nChanged 1518 SP:Iteration 1F (13.314276 sec): 3 clusters Score: Raw -173902.143878 + Penalty 463.479105 = -173438.664773 nChanged 507 SP:Iteration 2F (13.320105 sec): 3 clusters Score: Raw -174253.364714 + Penalty 474.780177 = -173778.584538 nChanged 270 SP:Iteration 3F (13.325986 sec): 3 clusters Score: Raw -174505.714318 + Penalty 485.298183 = -174020.416135 nChanged 186 SP:Iteration 4F (13.331763 sec): 3 clusters Score: Raw -174691.294859 + Penalty 498.406094 = -174192.888765 nChanged 127 SP:Iteration 5Q (13.337409 sec): 3 clusters Score: Raw -174828.978551 + Penalty 514.328821 = -174314.649729 nChanged 109 SP:Iteration 6Q (13.342802 sec): 3 clusters Score: Raw -174945.887820 + Penalty 536.135945 = -174409.751875 nChanged 61 SP:Iteration 7Q (13.347932 sec): 3 clusters Score: Raw -175027.937173 + Penalty 552.068758 = -174475.868415 nChanged 39 SP:Iteration 8Q (13.353008 sec): 3 clusters Score: Raw -175073.446273 + Penalty 565.355636 = -174508.090637 nChanged 36 SP:Iteration 9Q (13.357870 sec): 3 clusters Score: Raw -175117.291904 + Penalty 577.698910 = -174539.592994 nChanged 24 SP:Iteration 10F (13.363674 sec): 3 clusters Score: Raw -175152.231703 + Penalty 582.643246 = -174569.588457 nChanged 16 SP:Iteration 11Q (13.368681 sec): 3 clusters Score: Raw -175177.663367 + Penalty 582.123182 = -174595.540185 nChanged 13 SP:Iteration 12Q (13.373594 sec): 3 clusters Score: Raw -175195.421546 + Penalty 582.565766 = -174612.855780 nChanged 11 SP:Iteration 13Q (13.378420 sec): 3 clusters Score: Raw -175202.460347 + Penalty 583.568642 = -174618.891705 nChanged 4 SP:Iteration 14Q (13.383278 sec): 3 clusters Score: Raw -175204.838976 + Penalty 585.796644 = -174619.042332 nChanged 6 SP:Iteration 15Q (13.387988 sec): 3 clusters Score: Raw -175208.447780 + Penalty 584.424918 = -174624.022862 nChanged 4 SP:Iteration 16Q (13.392681 sec): 3 clusters Score: Raw -175211.553460 + Penalty 587.733605 = -174623.819855 nChanged 5 SP:Iteration 17F (13.398433 sec): 3 clusters Score: Raw -175216.549585 + Penalty 587.183123 = -174629.366462 nChanged 6 SP:Iteration 18Q (13.403236 sec): 3 clusters Score: Raw -175219.929762 + Penalty 585.641286 = -174634.288476 nChanged 6 SP:Iteration 19Q (13.408089 sec): 3 clusters Score: Raw -175221.931167 + Penalty 586.888204 = -174635.042963 nChanged 4 SP:Iteration 20F (13.413859 sec): 3 clusters Score: Raw -175223.193484 + Penalty 589.521657 = -174633.671827 nChanged 4 SP:Iteration 21F (13.419625 sec): 3 clusters Score: Raw -175225.773478 + Penalty 592.869672 = -174632.903806 nChanged 6 SP:Iteration 22F (13.425511 sec): 3 clusters Score: Raw -175230.432023 + Penalty 598.572673 = -174631.859350 nChanged 7 SP:Iteration 23F (13.431265 sec): 3 clusters Score: Raw -175233.609068 + Penalty 599.396177 = -174634.212891 nChanged 4 SP:Iteration 24Q (13.436002 sec): 3 clusters Score: Raw -175234.952800 + Penalty 599.912959 = -174635.039841 nChanged 2 SP:Iteration 25Q (13.440750 sec): 3 clusters Score: Raw -175235.708344 + Penalty 599.705995 = -174636.002349 nChanged 3 SP:Iteration 26Q (13.445487 sec): 3 clusters Score: Raw -175236.398679 + Penalty 600.377284 = -174636.021396 nChanged 1 SP:Iteration 27Q (13.450265 sec): 3 clusters Score: Raw -175236.610858 + Penalty 600.377284 = -174636.233574 nChanged 0 SP:Iteration 28F (13.456121 sec): 3 clusters Score: Raw -175236.610858 + Penalty 600.377284 = -174636.233574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.458006 sec): 2 clusters Score: Raw -13988.275907 + Penalty 505.531213 = -13482.744693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.458680 sec): 3 clusters Score: Raw -13960.201580 + Penalty 1011.062426 = -12949.139154 nChanged 62 SP:Iteration 1F (13.459330 sec): 3 clusters Score: Raw -14034.128776 + Penalty 1010.620854 = -13023.507922 nChanged 18 SP:Iteration 2F (13.459975 sec): 3 clusters Score: Raw -14062.310576 + Penalty 1011.449183 = -13050.861393 nChanged 17 SP:Iteration 3F (13.460619 sec): 3 clusters Score: Raw -14085.570316 + Penalty 1013.373431 = -13072.196886 nChanged 7 SP:Iteration 4Q (13.461243 sec): 3 clusters Score: Raw -14089.616336 + Penalty 1014.787289 = -13074.829047 nChanged 5 SP:Iteration 5Q (13.461869 sec): 3 clusters Score: Raw -14095.487712 + Penalty 1016.334069 = -13079.153643 nChanged 7 SP:Iteration 6Q (13.462492 sec): 3 clusters Score: Raw -14120.916305 + Penalty 1017.830409 = -13103.085896 nChanged 1 SP:Iteration 7Q (13.463108 sec): 3 clusters Score: Raw -14129.235776 + Penalty 1020.788087 = -13108.447689 nChanged 4 SP:Iteration 8Q (13.463722 sec): 3 clusters Score: Raw -14135.562245 + Penalty 1020.788087 = -13114.774158 nChanged 0 SP:Iteration 9F (13.464364 sec): 3 clusters Score: Raw -14135.562245 + Penalty 1020.788087 = -13114.774158 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 4 (6358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.492848 sec): 2 clusters Score: Raw -336622.201256 + Penalty 137.324965 = -336484.876292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.504493 sec): 3 clusters Score: Raw -332470.219993 + Penalty 272.704979 = -332197.515013 nChanged 2995 SP:Iteration 1F (13.515874 sec): 3 clusters Score: Raw -334431.320376 + Penalty 270.599165 = -334160.721211 nChanged 581 SP:Iteration 2F (13.527190 sec): 3 clusters Score: Raw -334847.803777 + Penalty 268.252987 = -334579.550790 nChanged 498 SP:Iteration 3F (13.538414 sec): 3 clusters Score: Raw -335341.333307 + Penalty 266.351830 = -335074.981478 nChanged 386 SP:Iteration 4F (13.549707 sec): 3 clusters Score: Raw -335676.429859 + Penalty 264.728089 = -335411.701771 nChanged 284 SP:Iteration 5Q (13.560888 sec): 3 clusters Score: Raw -335846.424632 + Penalty 263.119958 = -335583.304675 nChanged 172 SP:Iteration 6Q (13.571839 sec): 3 clusters Score: Raw -335905.438624 + Penalty 261.380240 = -335644.058383 nChanged 123 SP:Iteration 7Q (13.582985 sec): 3 clusters Score: Raw -335941.236850 + Penalty 259.790563 = -335681.446287 nChanged 104 SP:Iteration 8Q (13.593705 sec): 3 clusters Score: Raw -335969.918568 + Penalty 258.386564 = -335711.532004 nChanged 97 SP:Iteration 9Q (13.604400 sec): 3 clusters Score: Raw -335996.687476 + Penalty 256.896546 = -335739.790929 nChanged 102 SP:Iteration 10F (13.615729 sec): 3 clusters Score: Raw -336030.581685 + Penalty 255.167164 = -335775.414521 nChanged 101 SP:Iteration 11Q (13.626286 sec): 3 clusters Score: Raw -336061.689419 + Penalty 254.045868 = -335807.643551 nChanged 97 SP:Iteration 12Q (13.636736 sec): 3 clusters Score: Raw -336094.966681 + Penalty 253.204372 = -335841.762309 nChanged 85 SP:Iteration 13Q (13.647098 sec): 3 clusters Score: Raw -336123.940427 + Penalty 251.936720 = -335872.003707 nChanged 83 SP:Iteration 14Q (13.657439 sec): 3 clusters Score: Raw -336148.947850 + Penalty 250.996415 = -335897.951435 nChanged 67 SP:Iteration 15Q (13.667640 sec): 3 clusters Score: Raw -336165.191193 + Penalty 250.217330 = -335914.973863 nChanged 64 SP:Iteration 16Q (13.678167 sec): 3 clusters Score: Raw -336181.736174 + Penalty 249.414955 = -335932.321220 nChanged 59 SP:Iteration 17Q (13.688319 sec): 3 clusters Score: Raw -336195.442908 + Penalty 248.680792 = -335946.762115 nChanged 55 SP:Iteration 18Q (13.698352 sec): 3 clusters Score: Raw -336208.094546 + Penalty 247.936828 = -335960.157717 nChanged 58 SP:Iteration 19Q (13.708364 sec): 3 clusters Score: Raw -336226.234404 + Penalty 246.974764 = -335979.259640 nChanged 69 SP:Iteration 20F (13.719616 sec): 3 clusters Score: Raw -336256.060030 + Penalty 246.356789 = -336009.703241 nChanged 78 SP:Iteration 21Q (13.729483 sec): 3 clusters Score: Raw -336290.150430 + Penalty 245.499224 = -336044.651206 nChanged 78 SP:Iteration 22Q (13.739247 sec): 3 clusters Score: Raw -336322.321391 + Penalty 244.081962 = -336078.239429 nChanged 62 SP:Iteration 23Q (13.748905 sec): 3 clusters Score: Raw -336342.992432 + Penalty 243.591720 = -336099.400712 nChanged 47 SP:Iteration 24Q (13.758511 sec): 3 clusters Score: Raw -336357.901693 + Penalty 243.743854 = -336114.157839 nChanged 55 SP:Iteration 25Q (13.768147 sec): 3 clusters Score: Raw -336378.638606 + Penalty 243.134010 = -336135.504596 nChanged 59 SP:Iteration 26Q (13.777842 sec): 3 clusters Score: Raw -336400.869412 + Penalty 242.873960 = -336157.995452 nChanged 57 SP:Iteration 27Q (13.787686 sec): 3 clusters Score: Raw -336419.827134 + Penalty 242.084676 = -336177.742458 nChanged 44 SP:Iteration 28Q (13.797066 sec): 3 clusters Score: Raw -336436.884704 + Penalty 240.484351 = -336196.400353 nChanged 44 SP:Iteration 29Q (13.806431 sec): 3 clusters Score: Raw -336453.944682 + Penalty 238.503059 = -336215.441624 nChanged 42 SP:Iteration 30F (13.817644 sec): 3 clusters Score: Raw -336470.102732 + Penalty 237.943063 = -336232.159668 nChanged 47 SP:Iteration 31Q (13.826913 sec): 3 clusters Score: Raw -336492.752331 + Penalty 237.464028 = -336255.288304 nChanged 46 SP:Iteration 32Q (13.836110 sec): 3 clusters Score: Raw -336512.055227 + Penalty 236.084774 = -336275.970452 nChanged 42 SP:Iteration 33Q (13.845259 sec): 3 clusters Score: Raw -336526.224736 + Penalty 236.120542 = -336290.104193 nChanged 24 SP:Iteration 34Q (13.854369 sec): 3 clusters Score: Raw -336531.564612 + Penalty 236.312833 = -336295.251779 nChanged 13 SP:Iteration 35Q (13.863488 sec): 3 clusters Score: Raw -336534.109131 + Penalty 236.048959 = -336298.060172 nChanged 14 SP:Iteration 36Q (13.872570 sec): 3 clusters Score: Raw -336536.823459 + Penalty 235.984517 = -336300.838942 nChanged 16 SP:Iteration 37Q (13.882000 sec): 3 clusters Score: Raw -336540.890204 + Penalty 236.140396 = -336304.749807 nChanged 26 SP:Iteration 38Q (13.891094 sec): 3 clusters Score: Raw -336548.838478 + Penalty 235.969490 = -336312.868988 nChanged 21 SP:Iteration 39Q (13.900138 sec): 3 clusters Score: Raw -336554.550942 + Penalty 234.885034 = -336319.665907 nChanged 16 SP:Iteration 40F (13.911274 sec): 3 clusters Score: Raw -336558.405209 + Penalty 234.424401 = -336323.980808 nChanged 14 SP:Iteration 41Q (13.920416 sec): 3 clusters Score: Raw -336561.431533 + Penalty 231.933841 = -336329.497692 nChanged 12 SP:Iteration 42Q (13.929441 sec): 3 clusters Score: Raw -336564.164591 + Penalty 228.728034 = -336335.436556 nChanged 9 SP:Iteration 43Q (13.939141 sec): 3 clusters Score: Raw -336567.108593 + Penalty 228.888701 = -336338.219892 nChanged 5 SP:Iteration 44Q (13.948522 sec): 3 clusters Score: Raw -336568.286011 + Penalty 228.273925 = -336340.012086 nChanged 6 SP:Iteration 45Q (13.957493 sec): 3 clusters Score: Raw -336569.152505 + Penalty 228.494140 = -336340.658364 nChanged 3 SP:Iteration 46Q (13.966506 sec): 3 clusters Score: Raw -336569.549443 + Penalty 228.724902 = -336340.824541 nChanged 4 SP:Iteration 47Q (13.975510 sec): 3 clusters Score: Raw -336570.126274 + Penalty 229.088052 = -336341.038222 nChanged 5 SP:Iteration 48Q (13.984940 sec): 3 clusters Score: Raw -336570.901560 + Penalty 229.308510 = -336341.593049 nChanged 4 SP:Iteration 49Q (13.993907 sec): 3 clusters Score: Raw -336571.352147 + Penalty 229.078407 = -336342.273740 nChanged 3 SP:Iteration 50F (14.005042 sec): 3 clusters Score: Raw -336571.613459 + Penalty 229.190008 = -336342.423451 nChanged 3 SP:Iteration 51Q (14.014060 sec): 3 clusters Score: Raw -336571.978809 + Penalty 229.279993 = -336342.698816 nChanged 4 SP:Iteration 52Q (14.023168 sec): 3 clusters Score: Raw -336572.468567 + Penalty 229.361259 = -336343.107309 nChanged 1 SP:Iteration 53Q (14.032163 sec): 3 clusters Score: Raw -336572.574524 + Penalty 229.520250 = -336343.054275 nChanged 2 SP:Iteration 54F (14.043399 sec): 3 clusters Score: Raw -336572.711520 + Penalty 229.602823 = -336343.108696 nChanged 1 SP:Iteration 55Q (14.052356 sec): 3 clusters Score: Raw -336572.803625 + Penalty 229.682301 = -336343.121324 nChanged 1 SP:Iteration 56Q (14.061325 sec): 3 clusters Score: Raw -336572.856566 + Penalty 229.682301 = -336343.174265 nChanged 0 SP:Iteration 57F (14.072490 sec): 3 clusters Score: Raw -336572.856566 + Penalty 229.682301 = -336343.174265 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.080492 sec): 2 clusters Score: Raw -39874.641780 + Penalty 145.666225 = -39728.975555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.082015 sec): 3 clusters Score: Raw -39430.671782 + Penalty 287.718649 = -39142.953133 nChanged 300 SP:Iteration 1F (14.083509 sec): 3 clusters Score: Raw -39601.000132 + Penalty 283.514574 = -39317.485558 nChanged 84 SP:Iteration 2F (14.085076 sec): 3 clusters Score: Raw -39665.579266 + Penalty 279.392440 = -39386.186826 nChanged 62 SP:Iteration 3F (14.086644 sec): 3 clusters Score: Raw -39746.877958 + Penalty 279.822424 = -39467.055534 nChanged 58 SP:Iteration 4F (14.088209 sec): 3 clusters Score: Raw -39828.308538 + Penalty 281.476644 = -39546.831894 nChanged 39 SP:Iteration 5F (14.089777 sec): 3 clusters Score: Raw -39855.122200 + Penalty 282.685652 = -39572.436548 nChanged 24 SP:Iteration 6Q (14.091169 sec): 3 clusters Score: Raw -39863.907135 + Penalty 283.886520 = -39580.020616 nChanged 14 SP:Iteration 7Q (14.092566 sec): 3 clusters Score: Raw -39867.685583 + Penalty 284.231533 = -39583.454050 nChanged 5 SP:Iteration 8Q (14.093959 sec): 3 clusters Score: Raw -39869.498819 + Penalty 285.153839 = -39584.344980 nChanged 7 SP:Iteration 9Q (14.095384 sec): 3 clusters Score: Raw -39870.394021 + Penalty 286.281765 = -39584.112257 nChanged 6 SP:Iteration 10F (14.096900 sec): 3 clusters Score: Raw -39871.591060 + Penalty 286.953788 = -39584.637272 nChanged 4 SP:Iteration 11Q (14.098323 sec): 3 clusters Score: Raw -39871.965925 + Penalty 287.529309 = -39584.436616 nChanged 3 SP:Iteration 12F (14.099818 sec): 3 clusters Score: Raw -39872.433908 + Penalty 287.529309 = -39584.904599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.102633 sec): 2 clusters Score: Raw -6748.584273 + Penalty 221.079831 = -6527.504442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.103073 sec): 3 clusters Score: Raw -6712.960723 + Penalty 454.205353 = -6258.755370 nChanged 33 SP:Iteration 1F (14.103505 sec): 3 clusters Score: Raw -6742.649168 + Penalty 462.179309 = -6280.469859 nChanged 12 SP:Iteration 2F (14.103934 sec): 3 clusters Score: Raw -6758.568726 + Penalty 477.699717 = -6280.869009 nChanged 6 SP:Iteration 3Q (14.104359 sec): 3 clusters Score: Raw -6773.373478 + Penalty 487.677505 = -6285.695973 nChanged 5 SP:Iteration 4Q (14.104780 sec): 3 clusters Score: Raw -6784.571532 + Penalty 486.560540 = -6298.010992 nChanged 1 SP:Iteration 5Q (14.105194 sec): 3 clusters Score: Raw -6785.430029 + Penalty 486.560540 = -6298.869488 nChanged 0 SP:Iteration 6F (14.105624 sec): 3 clusters Score: Raw -6785.430029 + Penalty 486.560540 = -6298.869488 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 7 (5455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.123059 sec): 2 clusters Score: Raw -279418.913946 + Penalty 143.831595 = -279275.082351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.133124 sec): 3 clusters Score: Raw -275780.194918 + Penalty 283.410340 = -275496.784578 nChanged 2504 SP:Iteration 1F (14.143007 sec): 3 clusters Score: Raw -277108.429879 + Penalty 276.533819 = -276831.896060 nChanged 1100 SP:Iteration 2F (14.152743 sec): 3 clusters Score: Raw -278501.673639 + Penalty 262.670285 = -278239.003354 nChanged 737 SP:Iteration 3F (14.162449 sec): 3 clusters Score: Raw -279636.951740 + Penalty 251.169153 = -279385.782587 nChanged 279 SP:Iteration 4F (14.172170 sec): 3 clusters Score: Raw -280206.571434 + Penalty 245.648845 = -279960.922589 nChanged 88 SP:Iteration 5Q (14.180399 sec): 3 clusters Score: Raw -280346.211063 + Penalty 240.906498 = -280105.304565 nChanged 50 SP:Iteration 6Q (14.188725 sec): 3 clusters Score: Raw -280392.063384 + Penalty 238.422046 = -280153.641339 nChanged 25 SP:Iteration 7Q (14.196851 sec): 3 clusters Score: Raw -280409.695233 + Penalty 236.619074 = -280173.076159 nChanged 17 SP:Iteration 8Q (14.204817 sec): 3 clusters Score: Raw -280416.164546 + Penalty 235.681162 = -280180.483384 nChanged 9 SP:Iteration 9Q (14.212612 sec): 3 clusters Score: Raw -280417.635037 + Penalty 235.357843 = -280182.277194 nChanged 5 SP:Iteration 10F (14.222349 sec): 3 clusters Score: Raw -280418.217285 + Penalty 234.587270 = -280183.630015 nChanged 3 SP:Iteration 11Q (14.230336 sec): 3 clusters Score: Raw -280418.508137 + Penalty 234.378515 = -280184.129622 nChanged 3 SP:Iteration 12Q (14.238445 sec): 3 clusters Score: Raw -280419.245889 + Penalty 234.323358 = -280184.922531 nChanged 4 SP:Iteration 13Q (14.246549 sec): 3 clusters Score: Raw -280419.890835 + Penalty 234.077142 = -280185.813693 nChanged 3 SP:Iteration 14Q (14.254362 sec): 3 clusters Score: Raw -280420.126535 + Penalty 234.115292 = -280186.011243 nChanged 1 SP:Iteration 15Q (14.262155 sec): 3 clusters Score: Raw -280420.147836 + Penalty 234.115292 = -280186.032544 nChanged 0 SP:Iteration 16F (14.271844 sec): 3 clusters Score: Raw -280420.147836 + Penalty 234.115292 = -280186.032544 nChanged 0 Score: Raw -1287731.518851 + Penalty 173098.780760 = -1114632.738091 Splitting cluster 7 changes total score from -1094115.414844 to -1114632.738091 So it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.393195 sec): 2 clusters Score: Raw -706.117743 + Penalty 303.479930 = -402.637813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.393442 sec): 3 clusters Score: Raw -724.747516 + Penalty 588.255529 = -136.491987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.394052 sec): 2 clusters Score: Raw -2713.065700 + Penalty 203.751157 = -2509.314544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.394357 sec): 3 clusters Score: Raw -2716.321148 + Penalty 408.071897 = -2308.249252 nChanged 6 SP:Iteration 1F (16.394656 sec): 3 clusters Score: Raw -2729.031015 + Penalty 407.233311 = -2321.797704 nChanged 3 SP:Iteration 2F (16.394955 sec): 3 clusters Score: Raw -2733.553728 + Penalty 407.700682 = -2325.853046 nChanged 1 SP:Iteration 3Q (16.395245 sec): 3 clusters Score: Raw -2734.239457 + Penalty 407.700682 = -2326.538775 nChanged 0 SP:Iteration 4F (16.395544 sec): 3 clusters Score: Raw -2734.239457 + Penalty 407.700682 = -2326.538775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.400664 sec): 2 clusters Score: Raw -49721.907589 + Penalty 314.724990 = -49407.182599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.402454 sec): 3 clusters Score: Raw -49248.086395 + Penalty 635.646284 = -48612.440111 nChanged 373 SP:Iteration 1F (16.404209 sec): 3 clusters Score: Raw -49604.493140 + Penalty 645.836459 = -48958.656681 nChanged 109 SP:Iteration 2F (16.406016 sec): 3 clusters Score: Raw -49697.032748 + Penalty 650.052931 = -49046.979817 nChanged 40 SP:Iteration 3Q (16.407783 sec): 3 clusters Score: Raw -49718.409992 + Penalty 653.928337 = -49064.481656 nChanged 28 SP:Iteration 4Q (16.409550 sec): 3 clusters Score: Raw -49733.868074 + Penalty 661.214215 = -49072.653860 nChanged 28 SP:Iteration 5Q (16.411319 sec): 3 clusters Score: Raw -49751.544956 + Penalty 666.797926 = -49084.747029 nChanged 25 SP:Iteration 6Q (16.413060 sec): 3 clusters Score: Raw -49762.715616 + Penalty 669.038021 = -49093.677595 nChanged 16 SP:Iteration 7Q (16.414791 sec): 3 clusters Score: Raw -49771.766727 + Penalty 669.714280 = -49102.052447 nChanged 9 SP:Iteration 8Q (16.416520 sec): 3 clusters Score: Raw -49776.911598 + Penalty 670.097110 = -49106.814488 nChanged 5 SP:Iteration 9Q (16.418249 sec): 3 clusters Score: Raw -49781.542878 + Penalty 674.100008 = -49107.442870 nChanged 9 SP:Iteration 10F (16.420048 sec): 3 clusters Score: Raw -49790.327214 + Penalty 674.669036 = -49115.658178 nChanged 4 SP:Iteration 11Q (16.421814 sec): 3 clusters Score: Raw -49792.938915 + Penalty 676.142788 = -49116.796127 nChanged 7 SP:Iteration 12Q (16.423535 sec): 3 clusters Score: Raw -49795.591664 + Penalty 678.842739 = -49116.748925 nChanged 4 SP:Iteration 13F (16.425321 sec): 3 clusters Score: Raw -49797.282012 + Penalty 680.124265 = -49117.157747 nChanged 2 SP:Iteration 14Q (16.427083 sec): 3 clusters Score: Raw -49798.272694 + Penalty 680.428394 = -49117.844301 nChanged 1 SP:Iteration 15Q (16.428816 sec): 3 clusters Score: Raw -49798.813001 + Penalty 680.428394 = -49118.384607 nChanged 0 SP:Iteration 16F (16.430568 sec): 3 clusters Score: Raw -49798.813001 + Penalty 680.428394 = -49118.384607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.433100 sec): 2 clusters Score: Raw -27187.837258 + Penalty 486.175208 = -26701.662050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.434127 sec): 3 clusters Score: Raw -26992.943463 + Penalty 967.056558 = -26025.886905 nChanged 150 SP:Iteration 1F (16.435163 sec): 3 clusters Score: Raw -27108.502171 + Penalty 967.850971 = -26140.651200 nChanged 34 SP:Iteration 2F (16.436203 sec): 3 clusters Score: Raw -27131.151253 + Penalty 968.128587 = -26163.022666 nChanged 14 SP:Iteration 3Q (16.437205 sec): 3 clusters Score: Raw -27137.283715 + Penalty 968.252169 = -26169.031546 nChanged 5 SP:Iteration 4Q (16.438203 sec): 3 clusters Score: Raw -27139.170611 + Penalty 968.807856 = -26170.362755 nChanged 5 SP:Iteration 5Q (16.439202 sec): 3 clusters Score: Raw -27141.541342 + Penalty 968.784808 = -26172.756534 nChanged 1 SP:Iteration 6Q (16.440267 sec): 3 clusters Score: Raw -27141.981846 + Penalty 968.859137 = -26173.122709 nChanged 1 SP:Iteration 7Q (16.441319 sec): 3 clusters Score: Raw -27142.159530 + Penalty 968.859137 = -26173.300393 nChanged 0 SP:Iteration 8F (16.442372 sec): 3 clusters Score: Raw -27142.159530 + Penalty 968.859137 = -26173.300393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 12 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.445070 sec): 2 clusters Score: Raw -45817.675544 + Penalty 375.151761 = -45442.523784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.446667 sec): 3 clusters Score: Raw -45343.215243 + Penalty 750.653275 = -44592.561968 nChanged 317 SP:Iteration 1F (16.448238 sec): 3 clusters Score: Raw -45476.734233 + Penalty 752.145370 = -44724.588863 nChanged 84 SP:Iteration 2F (16.449853 sec): 3 clusters Score: Raw -45516.340546 + Penalty 758.173568 = -44758.166978 nChanged 69 SP:Iteration 3F (16.451453 sec): 3 clusters Score: Raw -45558.550861 + Penalty 774.999500 = -44783.551361 nChanged 72 SP:Iteration 4F (16.453023 sec): 3 clusters Score: Raw -45627.064072 + Penalty 800.138204 = -44826.925868 nChanged 66 SP:Iteration 5F (16.454593 sec): 3 clusters Score: Raw -45707.566768 + Penalty 834.447109 = -44873.119659 nChanged 61 SP:Iteration 6F (16.456163 sec): 3 clusters Score: Raw -45802.055230 + Penalty 868.928932 = -44933.126298 nChanged 52 SP:Iteration 7F (16.457780 sec): 3 clusters Score: Raw -45885.413466 + Penalty 882.156668 = -45003.256798 nChanged 24 SP:Iteration 8Q (16.459234 sec): 3 clusters Score: Raw -45911.363914 + Penalty 890.396080 = -45020.967834 nChanged 11 SP:Iteration 9Q (16.460656 sec): 3 clusters Score: Raw -45920.053757 + Penalty 894.868917 = -45025.184840 nChanged 5 SP:Iteration 10F (16.462225 sec): 3 clusters Score: Raw -45926.477034 + Penalty 896.916568 = -45029.560466 nChanged 2 SP:Iteration 11Q (16.463625 sec): 3 clusters Score: Raw -45930.245134 + Penalty 899.356488 = -45030.888646 nChanged 1 SP:Iteration 12Q (16.465014 sec): 3 clusters Score: Raw -45931.168086 + Penalty 899.356488 = -45031.811597 nChanged 0 SP:Iteration 13F (16.466598 sec): 3 clusters Score: Raw -45931.168086 + Penalty 899.356488 = -45031.811597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.467559 sec): 2 clusters Score: Raw -8976.134398 + Penalty 258.424897 = -8717.709502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.468064 sec): 3 clusters Score: Raw -8919.233660 + Penalty 517.802147 = -8401.431513 nChanged 32 SP:Iteration 1F (16.468575 sec): 3 clusters Score: Raw -8960.327642 + Penalty 520.387452 = -8439.940190 nChanged 18 SP:Iteration 2F (16.469065 sec): 3 clusters Score: Raw -8982.661351 + Penalty 520.361236 = -8462.300115 nChanged 8 SP:Iteration 3F (16.469555 sec): 3 clusters Score: Raw -8989.296597 + Penalty 520.496666 = -8468.799931 nChanged 4 SP:Iteration 4Q (16.470039 sec): 3 clusters Score: Raw -8995.901338 + Penalty 520.576694 = -8475.324644 nChanged 3 SP:Iteration 5Q (16.470523 sec): 3 clusters Score: Raw -9001.182944 + Penalty 517.347272 = -8483.835672 nChanged 4 SP:Iteration 6Q (16.471010 sec): 3 clusters Score: Raw -9006.968393 + Penalty 514.637897 = -8492.330496 nChanged 3 SP:Iteration 7Q (16.471490 sec): 3 clusters Score: Raw -9010.592630 + Penalty 514.028529 = -8496.564101 nChanged 1 SP:Iteration 8Q (16.471994 sec): 3 clusters Score: Raw -9011.172349 + Penalty 514.028529 = -8497.143820 nChanged 0 SP:Iteration 9F (16.472496 sec): 3 clusters Score: Raw -9011.172349 + Penalty 514.028529 = -8497.143820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 14 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.473509 sec): 2 clusters Score: Raw -12258.041746 + Penalty 206.216794 = -12051.824952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.474103 sec): 3 clusters Score: Raw -12154.679575 + Penalty 411.751103 = -11742.928472 nChanged 66 SP:Iteration 1F (16.474685 sec): 3 clusters Score: Raw -12192.440690 + Penalty 407.228154 = -11785.212536 nChanged 17 SP:Iteration 2F (16.475268 sec): 3 clusters Score: Raw -12210.549804 + Penalty 409.612801 = -11800.937004 nChanged 14 SP:Iteration 3F (16.475849 sec): 3 clusters Score: Raw -12224.015487 + Penalty 410.663876 = -11813.351611 nChanged 6 SP:Iteration 4Q (16.476404 sec): 3 clusters Score: Raw -12228.928775 + Penalty 412.611681 = -11816.317093 nChanged 7 SP:Iteration 5Q (16.476960 sec): 3 clusters Score: Raw -12233.862880 + Penalty 414.962095 = -11818.900785 nChanged 6 SP:Iteration 6Q (16.477515 sec): 3 clusters Score: Raw -12238.978724 + Penalty 413.380429 = -11825.598294 nChanged 4 SP:Iteration 7Q (16.478068 sec): 3 clusters Score: Raw -12242.024559 + Penalty 413.693271 = -11828.331288 nChanged 3 SP:Iteration 8Q (16.478619 sec): 3 clusters Score: Raw -12245.755568 + Penalty 413.645990 = -11832.109578 nChanged 3 SP:Iteration 9Q (16.479165 sec): 3 clusters Score: Raw -12248.010494 + Penalty 413.937952 = -11834.072542 nChanged 1 SP:Iteration 10F (16.479729 sec): 3 clusters Score: Raw -12248.318978 + Penalty 413.937952 = -11834.381027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 15 (1370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.486431 sec): 2 clusters Score: Raw -73817.498969 + Penalty 184.559887 = -73632.939082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.489016 sec): 3 clusters Score: Raw -72993.574378 + Penalty 400.044788 = -72593.529590 nChanged 611 SP:Iteration 1F (16.491536 sec): 3 clusters Score: Raw -73512.179451 + Penalty 419.702540 = -73092.476910 nChanged 128 SP:Iteration 2F (16.494047 sec): 3 clusters Score: Raw -73637.962630 + Penalty 463.544796 = -73174.417834 nChanged 89 SP:Iteration 3F (16.496558 sec): 3 clusters Score: Raw -73741.296418 + Penalty 511.110605 = -73230.185813 nChanged 46 SP:Iteration 4Q (16.499006 sec): 3 clusters Score: Raw -73800.332802 + Penalty 542.471551 = -73257.861251 nChanged 16 SP:Iteration 5Q (16.501342 sec): 3 clusters Score: Raw -73833.756775 + Penalty 548.535567 = -73285.221208 nChanged 7 SP:Iteration 6Q (16.503400 sec): 3 clusters Score: Raw -73840.472070 + Penalty 553.288949 = -73287.183121 nChanged 4 SP:Iteration 7Q (16.505431 sec): 3 clusters Score: Raw -73846.434439 + Penalty 554.157278 = -73292.277161 nChanged 2 SP:Iteration 8Q (16.507448 sec): 3 clusters Score: Raw -73847.441463 + Penalty 550.458925 = -73296.982538 nChanged 1 SP:Iteration 9Q (16.509464 sec): 3 clusters Score: Raw -73848.273677 + Penalty 551.038152 = -73297.235525 nChanged 2 SP:Iteration 10F (16.511976 sec): 3 clusters Score: Raw -73849.173006 + Penalty 551.038152 = -73298.134853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.515928 sec): 2 clusters Score: Raw -9632.010928 + Penalty 529.764907 = -9102.246021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.516481 sec): 3 clusters Score: Raw -9601.346829 + Penalty 1061.082851 = -8540.263979 nChanged 37 SP:Iteration 1F (16.517011 sec): 3 clusters Score: Raw -9677.649894 + Penalty 1059.351749 = -8618.298145 nChanged 15 SP:Iteration 2F (16.517540 sec): 3 clusters Score: Raw -9718.990842 + Penalty 1058.194860 = -8660.795982 nChanged 5 SP:Iteration 3Q (16.518081 sec): 3 clusters Score: Raw -9725.443382 + Penalty 1056.903581 = -8668.539801 nChanged 5 SP:Iteration 4Q (16.518588 sec): 3 clusters Score: Raw -9729.873960 + Penalty 1056.272726 = -8673.601234 nChanged 1 SP:Iteration 5Q (16.519093 sec): 3 clusters Score: Raw -9730.570253 + Penalty 1056.272726 = -8674.297527 nChanged 0 SP:Iteration 6F (16.519620 sec): 3 clusters Score: Raw -9730.570253 + Penalty 1056.272726 = -8674.297527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.521615 sec): 2 clusters Score: Raw -19955.386154 + Penalty 421.814516 = -19533.571637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.522443 sec): 3 clusters Score: Raw -19838.400759 + Penalty 844.028039 = -18994.372720 nChanged 96 SP:Iteration 1F (16.523260 sec): 3 clusters Score: Raw -19958.591903 + Penalty 846.488042 = -19112.103861 nChanged 30 SP:Iteration 2F (16.524080 sec): 3 clusters Score: Raw -19992.442112 + Penalty 851.670988 = -19140.771125 nChanged 20 SP:Iteration 3F (16.524909 sec): 3 clusters Score: Raw -20016.266597 + Penalty 855.493916 = -19160.772681 nChanged 12 SP:Iteration 4Q (16.525717 sec): 3 clusters Score: Raw -20032.243468 + Penalty 859.052495 = -19173.190973 nChanged 7 SP:Iteration 5Q (16.526522 sec): 3 clusters Score: Raw -20037.968108 + Penalty 863.703954 = -19174.264153 nChanged 4 SP:Iteration 6Q (16.527326 sec): 3 clusters Score: Raw -20039.265663 + Penalty 865.245233 = -19174.020429 nChanged 1 SP:Iteration 7F (16.528148 sec): 3 clusters Score: Raw -20039.349309 + Penalty 865.245233 = -19174.104076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 18 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.528862 sec): 2 clusters Score: Raw -2093.530101 + Penalty 182.171673 = -1911.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.529149 sec): 3 clusters Score: Raw -2105.804296 + Penalty 365.389431 = -1740.414865 nChanged 4 SP:Iteration 1F (16.529423 sec): 3 clusters Score: Raw -2111.334057 + Penalty 364.343346 = -1746.990711 nChanged 1 SP:Iteration 2Q (16.529691 sec): 3 clusters Score: Raw -2111.878545 + Penalty 364.343346 = -1747.535199 nChanged 0 SP:Iteration 3F (16.529965 sec): 3 clusters Score: Raw -2111.878545 + Penalty 364.343346 = -1747.535199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.532047 sec): 2 clusters Score: Raw -21672.102972 + Penalty 62.628490 = -21609.474482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.532950 sec): 3 clusters Score: Raw -21446.343905 + Penalty 121.656388 = -21324.687517 nChanged 162 SP:Iteration 1F (16.533821 sec): 3 clusters Score: Raw -21585.173009 + Penalty 124.745504 = -21460.427505 nChanged 38 SP:Iteration 2F (16.534662 sec): 3 clusters Score: Raw -21632.770507 + Penalty 138.633952 = -21494.136554 nChanged 25 SP:Iteration 3F (16.535506 sec): 3 clusters Score: Raw -21667.244830 + Penalty 132.860004 = -21534.384826 nChanged 4 SP:Iteration 4Q (16.536325 sec): 3 clusters Score: Raw -21675.931482 + Penalty 132.860004 = -21543.071478 nChanged 0 SP:Iteration 5F (16.537145 sec): 3 clusters Score: Raw -21675.931482 + Penalty 132.860004 = -21543.071478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 20 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.537720 sec): 2 clusters Score: Raw -1336.622674 + Penalty 373.050509 = -963.572164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.537976 sec): 3 clusters Score: Raw -1395.793661 + Penalty 751.171696 = -644.621965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 21 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.538745 sec): 2 clusters Score: Raw -5894.812153 + Penalty 560.025400 = -5334.786753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.539149 sec): 3 clusters Score: Raw -5959.187097 + Penalty 1123.836804 = -4835.350293 nChanged 6 SP:Iteration 1F (16.539548 sec): 3 clusters Score: Raw -5977.711676 + Penalty 1122.265834 = -4855.445843 nChanged 1 SP:Iteration 2Q (16.539927 sec): 3 clusters Score: Raw -5979.142636 + Penalty 1122.265834 = -4856.876802 nChanged 0 SP:Iteration 3F (16.540326 sec): 3 clusters Score: Raw -5979.142636 + Penalty 1122.265834 = -4856.876802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.540792 sec): 2 clusters Score: Raw -189.235483 + Penalty 117.930812 = -71.304671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.541000 sec): 3 clusters Score: Raw -180.784098 + Penalty 233.032298 = 52.248200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.541636 sec): 2 clusters Score: Raw -2916.965921 + Penalty 282.093855 = -2634.872066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.541954 sec): 3 clusters Score: Raw -2951.484032 + Penalty 563.934000 = -2387.550031 nChanged 6 SP:Iteration 1F (16.542267 sec): 3 clusters Score: Raw -2974.599690 + Penalty 572.072819 = -2402.526871 nChanged 6 SP:Iteration 2F (16.542578 sec): 3 clusters Score: Raw -2989.266291 + Penalty 572.072819 = -2417.193472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.543142 sec): 2 clusters Score: Raw -2290.377591 + Penalty 282.448257 = -2007.929333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.543423 sec): 3 clusters Score: Raw -2320.563947 + Penalty 578.952917 = -1741.611030 nChanged 1 SP:Iteration 1Q (16.543692 sec): 3 clusters Score: Raw -2328.848520 + Penalty 578.952917 = -1749.895603 nChanged 0 SP:Iteration 2F (16.543968 sec): 3 clusters Score: Raw -2328.848520 + Penalty 578.952917 = -1749.895603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.544455 sec): 2 clusters Score: Raw -607.973469 + Penalty 182.332178 = -425.641290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.544685 sec): 3 clusters Score: Raw -613.786312 + Penalty 362.093309 = -251.693003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.545999 sec): 2 clusters Score: Raw -18445.628690 + Penalty 149.413516 = -18296.215173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.546793 sec): 3 clusters Score: Raw -18264.631053 + Penalty 305.013805 = -17959.617248 nChanged 122 SP:Iteration 1F (16.547560 sec): 3 clusters Score: Raw -18353.551059 + Penalty 307.327042 = -18046.224017 nChanged 35 SP:Iteration 2F (16.548325 sec): 3 clusters Score: Raw -18382.104093 + Penalty 311.510572 = -18070.593521 nChanged 20 SP:Iteration 3F (16.549089 sec): 3 clusters Score: Raw -18399.566763 + Penalty 310.070435 = -18089.496328 nChanged 18 SP:Iteration 4F (16.549854 sec): 3 clusters Score: Raw -18414.321188 + Penalty 307.397344 = -18106.923844 nChanged 11 SP:Iteration 5Q (16.550621 sec): 3 clusters Score: Raw -18422.533668 + Penalty 307.212403 = -18115.321265 nChanged 8 SP:Iteration 6Q (16.551382 sec): 3 clusters Score: Raw -18427.993457 + Penalty 307.888363 = -18120.105095 nChanged 4 SP:Iteration 7Q (16.552138 sec): 3 clusters Score: Raw -18430.999992 + Penalty 306.081779 = -18124.918213 nChanged 5 SP:Iteration 8Q (16.552891 sec): 3 clusters Score: Raw -18434.603566 + Penalty 304.890476 = -18129.713090 nChanged 6 SP:Iteration 9Q (16.553664 sec): 3 clusters Score: Raw -18438.884933 + Penalty 306.419780 = -18132.465153 nChanged 3 SP:Iteration 10F (16.554427 sec): 3 clusters Score: Raw -18442.494476 + Penalty 305.604866 = -18136.889609 nChanged 4 SP:Iteration 11Q (16.555162 sec): 3 clusters Score: Raw -18446.874133 + Penalty 311.862894 = -18135.011238 nChanged 6 SP:Iteration 12F (16.555928 sec): 3 clusters Score: Raw -18454.652041 + Penalty 313.061146 = -18141.590895 nChanged 3 SP:Iteration 13Q (16.556641 sec): 3 clusters Score: Raw -18456.443398 + Penalty 314.579658 = -18141.863740 nChanged 2 SP:Iteration 14Q (16.557339 sec): 3 clusters Score: Raw -18456.888360 + Penalty 314.579658 = -18142.308702 nChanged 0 SP:Iteration 15F (16.558106 sec): 3 clusters Score: Raw -18456.888360 + Penalty 314.579658 = -18142.308702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.558647 sec): 2 clusters Score: Raw -1393.830796 + Penalty 441.901409 = -951.929387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.558906 sec): 3 clusters Score: Raw -1528.540971 + Penalty 885.283476 = -643.257495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 28 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.559752 sec): 2 clusters Score: Raw -4009.018812 + Penalty 311.471197 = -3697.547615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.560102 sec): 3 clusters Score: Raw -4004.095662 + Penalty 626.908186 = -3377.187476 nChanged 7 SP:Iteration 1F (16.560441 sec): 3 clusters Score: Raw -4016.102167 + Penalty 626.403590 = -3389.698576 nChanged 1 SP:Iteration 2Q (16.560775 sec): 3 clusters Score: Raw -4019.114108 + Penalty 626.403590 = -3392.710518 nChanged 0 SP:Iteration 3F (16.561112 sec): 3 clusters Score: Raw -4019.114108 + Penalty 626.403590 = -3392.710518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 29 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.562055 sec): 2 clusters Score: Raw -2573.758439 + Penalty 491.588257 = -2082.170182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.562361 sec): 3 clusters Score: Raw -2691.377945 + Penalty 982.760084 = -1708.617862 nChanged 1 SP:Iteration 1Q (16.562642 sec): 3 clusters Score: Raw -2695.044309 + Penalty 982.760084 = -1712.284225 nChanged 0 SP:Iteration 2F (16.562943 sec): 3 clusters Score: Raw -2695.044309 + Penalty 982.760084 = -1712.284225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.565384 sec): 2 clusters Score: Raw -20211.350211 + Penalty 227.378336 = -19983.971875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.566329 sec): 3 clusters Score: Raw -20025.544929 + Penalty 479.588841 = -19545.956088 nChanged 146 SP:Iteration 1F (16.567272 sec): 3 clusters Score: Raw -20240.700275 + Penalty 475.656523 = -19765.043752 nChanged 31 SP:Iteration 2F (16.568207 sec): 3 clusters Score: Raw -20278.435801 + Penalty 472.426672 = -19806.009128 nChanged 14 SP:Iteration 3Q (16.569086 sec): 3 clusters Score: Raw -20292.284913 + Penalty 469.364751 = -19822.920161 nChanged 9 SP:Iteration 4Q (16.569960 sec): 3 clusters Score: Raw -20304.778750 + Penalty 467.299735 = -19837.479015 nChanged 10 SP:Iteration 5Q (16.570830 sec): 3 clusters Score: Raw -20314.347902 + Penalty 466.188575 = -19848.159327 nChanged 9 SP:Iteration 6Q (16.571693 sec): 3 clusters Score: Raw -20328.304294 + Penalty 463.035879 = -19865.268415 nChanged 15 SP:Iteration 7Q (16.572551 sec): 3 clusters Score: Raw -20351.751812 + Penalty 458.939338 = -19892.812474 nChanged 14 SP:Iteration 8Q (16.573411 sec): 3 clusters Score: Raw -20380.054462 + Penalty 451.197314 = -19928.857148 nChanged 18 SP:Iteration 9Q (16.574294 sec): 3 clusters Score: Raw -20410.315469 + Penalty 446.366500 = -19963.948968 nChanged 9 SP:Iteration 10F (16.575227 sec): 3 clusters Score: Raw -20430.924943 + Penalty 445.013540 = -19985.911403 nChanged 2 SP:Iteration 11Q (16.576054 sec): 3 clusters Score: Raw -20431.915176 + Penalty 444.345569 = -19987.569607 nChanged 1 SP:Iteration 12Q (16.576881 sec): 3 clusters Score: Raw -20432.216619 + Penalty 444.345569 = -19987.871050 nChanged 0 SP:Iteration 13F (16.577813 sec): 3 clusters Score: Raw -20432.216619 + Penalty 444.345569 = -19987.871050 nChanged 0 Score: Raw -1287952.386702 + Penalty 173461.917877 = -1114490.468825 Splitting cluster 30 changes total score from -1094115.414844 to -1114490.468825 So it's getting split into cluster 89. Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.689533 sec): 2 clusters Score: Raw -1868.247931 + Penalty 203.080860 = -1665.167071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.689818 sec): 3 clusters Score: Raw -1873.336891 + Penalty 404.979147 = -1468.357745 nChanged 3 SP:Iteration 1F (18.690090 sec): 3 clusters Score: Raw -1876.729713 + Penalty 404.979147 = -1471.750566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.693000 sec): 2 clusters Score: Raw -28208.862083 + Penalty 298.621127 = -27910.240956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.694145 sec): 3 clusters Score: Raw -27936.378380 + Penalty 598.628753 = -27337.749627 nChanged 186 SP:Iteration 1F (18.695270 sec): 3 clusters Score: Raw -28072.743318 + Penalty 602.182672 = -27470.560646 nChanged 63 SP:Iteration 2F (18.696393 sec): 3 clusters Score: Raw -28135.810289 + Penalty 603.862720 = -27531.947569 nChanged 31 SP:Iteration 3F (18.697511 sec): 3 clusters Score: Raw -28164.449329 + Penalty 605.129501 = -27559.319828 nChanged 28 SP:Iteration 4F (18.698577 sec): 3 clusters Score: Raw -28191.386410 + Penalty 605.335006 = -27586.051405 nChanged 22 SP:Iteration 5Q (18.699608 sec): 3 clusters Score: Raw -28221.477644 + Penalty 604.575411 = -27616.902233 nChanged 27 SP:Iteration 6F (18.700680 sec): 3 clusters Score: Raw -28264.045820 + Penalty 600.726121 = -27663.319699 nChanged 33 SP:Iteration 7F (18.701773 sec): 3 clusters Score: Raw -28294.784020 + Penalty 599.072880 = -27695.711139 nChanged 15 SP:Iteration 8Q (18.702789 sec): 3 clusters Score: Raw -28304.407003 + Penalty 597.967291 = -27706.439713 nChanged 8 SP:Iteration 9Q (18.703795 sec): 3 clusters Score: Raw -28309.921304 + Penalty 597.089004 = -27712.832300 nChanged 7 SP:Iteration 10F (18.704862 sec): 3 clusters Score: Raw -28314.355023 + Penalty 596.435525 = -27717.919498 nChanged 8 SP:Iteration 11Q (18.705862 sec): 3 clusters Score: Raw -28319.275193 + Penalty 595.482567 = -27723.792626 nChanged 5 SP:Iteration 12Q (18.706860 sec): 3 clusters Score: Raw -28321.114357 + Penalty 593.479117 = -27727.635240 nChanged 6 SP:Iteration 13Q (18.707858 sec): 3 clusters Score: Raw -28323.018955 + Penalty 591.324718 = -27731.694237 nChanged 6 SP:Iteration 14Q (18.708855 sec): 3 clusters Score: Raw -28324.815837 + Penalty 589.159036 = -27735.656801 nChanged 6 SP:Iteration 15Q (18.709856 sec): 3 clusters Score: Raw -28326.645429 + Penalty 588.180121 = -27738.465307 nChanged 4 SP:Iteration 16Q (18.710853 sec): 3 clusters Score: Raw -28328.696298 + Penalty 589.200967 = -27739.495331 nChanged 4 SP:Iteration 17Q (18.711857 sec): 3 clusters Score: Raw -28334.733277 + Penalty 591.571880 = -27743.161398 nChanged 9 SP:Iteration 18Q (18.712859 sec): 3 clusters Score: Raw -28345.454108 + Penalty 596.191786 = -27749.262322 nChanged 12 SP:Iteration 19Q (18.713854 sec): 3 clusters Score: Raw -28363.926092 + Penalty 600.062661 = -27763.863432 nChanged 13 SP:Iteration 20F (18.714952 sec): 3 clusters Score: Raw -28375.954038 + Penalty 600.940218 = -27775.013820 nChanged 6 SP:Iteration 21Q (18.715948 sec): 3 clusters Score: Raw -28379.052930 + Penalty 600.007299 = -27779.045631 nChanged 4 SP:Iteration 22Q (18.716942 sec): 3 clusters Score: Raw -28381.389212 + Penalty 600.007299 = -27781.381913 nChanged 0 SP:Iteration 23F (18.718008 sec): 3 clusters Score: Raw -28381.389212 + Penalty 600.007299 = -27781.381913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.718533 sec): 2 clusters Score: Raw -240.895520 + Penalty 114.228460 = -126.667060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718732 sec): 2 clusters Score: Raw -240.895520 + Penalty 114.228460 = -126.667060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.719211 sec): 2 clusters Score: Raw -586.290935 + Penalty 266.831031 = -319.459904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.719436 sec): 3 clusters Score: Raw -592.772831 + Penalty 534.813480 = -57.959350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.719908 sec): 2 clusters Score: Raw -385.960270 + Penalty 188.432128 = -197.528142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.720127 sec): 3 clusters Score: Raw -378.637438 + Penalty 376.864256 = -1.773183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.720617 sec): 2 clusters Score: Raw -792.759711 + Penalty 312.940530 = -479.819181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.720849 sec): 3 clusters Score: Raw -820.762384 + Penalty 628.372092 = -192.390292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.721347 sec): 2 clusters Score: Raw -887.606679 + Penalty 143.377704 = -744.228976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.721586 sec): 3 clusters Score: Raw -899.111358 + Penalty 277.208228 = -621.903131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.722078 sec): 2 clusters Score: Raw -877.617931 + Penalty 250.560771 = -627.057160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.722316 sec): 3 clusters Score: Raw -934.406019 + Penalty 501.121542 = -433.284477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.722841 sec): 2 clusters Score: Raw -1731.839397 + Penalty 351.018076 = -1380.821320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.723103 sec): 3 clusters Score: Raw -1764.046523 + Penalty 698.860111 = -1065.186411 nChanged 2 SP:Iteration 1F (18.723361 sec): 3 clusters Score: Raw -1769.782122 + Penalty 698.860111 = -1070.922011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 40 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.723994 sec): 2 clusters Score: Raw -3679.735361 + Penalty 237.849136 = -3441.886225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.724333 sec): 3 clusters Score: Raw -3688.271175 + Penalty 473.104575 = -3215.166600 nChanged 12 SP:Iteration 1F (18.724666 sec): 3 clusters Score: Raw -3708.148174 + Penalty 473.303607 = -3234.844566 nChanged 1 SP:Iteration 2Q (18.724992 sec): 3 clusters Score: Raw -3710.102829 + Penalty 473.303607 = -3236.799222 nChanged 0 SP:Iteration 3F (18.725341 sec): 3 clusters Score: Raw -3710.102829 + Penalty 473.303607 = -3236.799222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.725806 sec): 2 clusters Score: Raw -202.653468 + Penalty 146.240919 = -56.412549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.726016 sec): 3 clusters Score: Raw -190.276299 + Penalty 288.584731 = 98.308432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.726486 sec): 2 clusters Score: Raw -357.501717 + Penalty 142.432674 = -215.069043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.726704 sec): 3 clusters Score: Raw -352.859171 + Penalty 288.618467 = -64.240704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 43 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.727330 sec): 2 clusters Score: Raw -3680.980987 + Penalty 379.646710 = -3301.334277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.727657 sec): 3 clusters Score: Raw -3732.688542 + Penalty 757.082510 = -2975.606032 nChanged 3 SP:Iteration 1Q (18.727968 sec): 3 clusters Score: Raw -3741.605050 + Penalty 757.082510 = -2984.522540 nChanged 0 SP:Iteration 2F (18.728288 sec): 3 clusters Score: Raw -3741.605050 + Penalty 757.082510 = -2984.522540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 44 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.728904 sec): 2 clusters Score: Raw -3561.425787 + Penalty 437.283239 = -3124.142548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.729226 sec): 3 clusters Score: Raw -3611.939732 + Penalty 879.113393 = -2732.826339 nChanged 6 SP:Iteration 1F (18.729542 sec): 3 clusters Score: Raw -3638.771215 + Penalty 873.508970 = -2765.262245 nChanged 1 SP:Iteration 2Q (18.729844 sec): 3 clusters Score: Raw -3639.375517 + Penalty 873.508970 = -2765.866547 nChanged 0 SP:Iteration 3F (18.730160 sec): 3 clusters Score: Raw -3639.375517 + Penalty 873.508970 = -2765.866547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.731159 sec): 2 clusters Score: Raw -11515.693681 + Penalty 319.245981 = -11196.447699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.731750 sec): 3 clusters Score: Raw -11414.915181 + Penalty 637.931589 = -10776.983592 nChanged 64 SP:Iteration 1F (18.732319 sec): 3 clusters Score: Raw -11470.193885 + Penalty 636.991554 = -10833.202330 nChanged 27 SP:Iteration 2F (18.732888 sec): 3 clusters Score: Raw -11507.225292 + Penalty 638.190729 = -10869.034562 nChanged 16 SP:Iteration 3F (18.733457 sec): 3 clusters Score: Raw -11517.004476 + Penalty 639.300058 = -10877.704418 nChanged 9 SP:Iteration 4Q (18.734015 sec): 3 clusters Score: Raw -11526.553066 + Penalty 639.668670 = -10886.884396 nChanged 5 SP:Iteration 5Q (18.734584 sec): 3 clusters Score: Raw -11530.160331 + Penalty 639.306810 = -10890.853521 nChanged 1 SP:Iteration 6Q (18.735138 sec): 3 clusters Score: Raw -11531.045098 + Penalty 639.306810 = -10891.738288 nChanged 0 SP:Iteration 7F (18.735701 sec): 3 clusters Score: Raw -11531.045098 + Penalty 639.306810 = -10891.738288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.736191 sec): 2 clusters Score: Raw -406.622135 + Penalty 162.639941 = -243.982194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.736417 sec): 3 clusters Score: Raw -410.993096 + Penalty 330.439549 = -80.553547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.736937 sec): 2 clusters Score: Raw -778.524459 + Penalty 260.341731 = -518.182727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.737167 sec): 3 clusters Score: Raw -800.305178 + Penalty 516.664937 = -283.640241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.739175 sec): 2 clusters Score: Raw -29652.815551 + Penalty 509.322085 = -29143.493467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.740316 sec): 3 clusters Score: Raw -29450.317727 + Penalty 1023.756620 = -28426.561107 nChanged 148 SP:Iteration 1F (18.741412 sec): 3 clusters Score: Raw -29557.803909 + Penalty 1035.572455 = -28522.231454 nChanged 50 SP:Iteration 2F (18.742507 sec): 3 clusters Score: Raw -29608.172427 + Penalty 1057.980227 = -28550.192200 nChanged 36 SP:Iteration 3F (18.743606 sec): 3 clusters Score: Raw -29653.030602 + Penalty 1097.827512 = -28555.203090 nChanged 29 SP:Iteration 4F (18.744725 sec): 3 clusters Score: Raw -29685.473541 + Penalty 1120.353575 = -28565.119966 nChanged 14 SP:Iteration 5Q (18.745814 sec): 3 clusters Score: Raw -29702.770767 + Penalty 1153.206547 = -28549.564220 nChanged 12 SP:Iteration 6F (18.746932 sec): 3 clusters Score: Raw -29728.023502 + Penalty 1176.890759 = -28551.132743 nChanged 8 SP:Iteration 7Q (18.747978 sec): 3 clusters Score: Raw -29744.510654 + Penalty 1187.355726 = -28557.154928 nChanged 3 SP:Iteration 8Q (18.748998 sec): 3 clusters Score: Raw -29749.154894 + Penalty 1189.142887 = -28560.012008 nChanged 1 SP:Iteration 9Q (18.750004 sec): 3 clusters Score: Raw -29752.900784 + Penalty 1189.142887 = -28563.757898 nChanged 0 SP:Iteration 10F (18.751126 sec): 3 clusters Score: Raw -29752.900784 + Penalty 1189.142887 = -28563.757898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.751942 sec): 2 clusters Score: Raw -7770.343332 + Penalty 505.365615 = -7264.977717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.752398 sec): 3 clusters Score: Raw -7766.864484 + Penalty 1006.400031 = -6760.464453 nChanged 19 SP:Iteration 1F (18.752848 sec): 3 clusters Score: Raw -7801.070116 + Penalty 1006.253713 = -6794.816403 nChanged 4 SP:Iteration 2Q (18.753289 sec): 3 clusters Score: Raw -7806.475057 + Penalty 1005.440127 = -6801.034931 nChanged 3 SP:Iteration 3Q (18.753728 sec): 3 clusters Score: Raw -7811.080220 + Penalty 1004.618716 = -6806.461504 nChanged 1 SP:Iteration 4Q (18.754165 sec): 3 clusters Score: Raw -7811.945776 + Penalty 1004.949392 = -6806.996384 nChanged 1 SP:Iteration 5Q (18.754602 sec): 3 clusters Score: Raw -7814.828234 + Penalty 1004.949392 = -6809.878842 nChanged 0 SP:Iteration 6F (18.755049 sec): 3 clusters Score: Raw -7814.828234 + Penalty 1004.949392 = -6809.878842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 50 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.755531 sec): 2 clusters Score: Raw -315.819969 + Penalty 149.863788 = -165.956181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.755747 sec): 3 clusters Score: Raw -311.456597 + Penalty 259.973941 = -51.482657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 51 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.756217 sec): 2 clusters Score: Raw -175.994256 + Penalty 75.037589 = -100.956667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.756414 sec): 2 clusters Score: Raw -175.994256 + Penalty 75.037589 = -100.956667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 52 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.757009 sec): 2 clusters Score: Raw -2291.786991 + Penalty 245.689206 = -2046.097786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.757296 sec): 3 clusters Score: Raw -2317.575104 + Penalty 493.561231 = -1824.013873 nChanged 2 SP:Iteration 1Q (18.757573 sec): 3 clusters Score: Raw -2323.238762 + Penalty 495.400826 = -1827.837936 nChanged 1 SP:Iteration 2Q (18.757846 sec): 3 clusters Score: Raw -2323.923974 + Penalty 495.400826 = -1828.523148 nChanged 0 SP:Iteration 3F (18.758127 sec): 3 clusters Score: Raw -2323.923974 + Penalty 495.400826 = -1828.523148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 53 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.758615 sec): 2 clusters Score: Raw -624.350060 + Penalty 248.531449 = -375.818612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.758844 sec): 3 clusters Score: Raw -661.896358 + Penalty 495.764872 = -166.131486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759311 sec): 2 clusters Score: Raw -316.213230 + Penalty 149.789674 = -166.423556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.759527 sec): 3 clusters Score: Raw -309.120670 + Penalty 303.894044 = -5.226626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759995 sec): 2 clusters Score: Raw -328.412580 + Penalty 188.869491 = -139.543089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760210 sec): 3 clusters Score: Raw -318.743513 + Penalty 396.059851 = 77.316338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.760672 sec): 2 clusters Score: Raw -178.925332 + Penalty 79.411879 = -99.513453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760884 sec): 3 clusters Score: Raw -172.740223 + Penalty 173.156902 = 0.416679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 57 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.761422 sec): 2 clusters Score: Raw -1428.398690 + Penalty 552.694575 = -875.704115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.761690 sec): 3 clusters Score: Raw -1706.181158 + Penalty 1105.389149 = -600.792008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 58 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762190 sec): 2 clusters Score: Raw -1115.432925 + Penalty 377.520725 = -737.912201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.762429 sec): 3 clusters Score: Raw -1169.112190 + Penalty 752.622229 = -416.489961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762900 sec): 2 clusters Score: Raw -384.669455 + Penalty 211.179028 = -173.490426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.763099 sec): 2 clusters Score: Raw -384.669455 + Penalty 211.179028 = -173.490426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.763578 sec): 2 clusters Score: Raw -603.185552 + Penalty 180.775845 = -422.409707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.763804 sec): 3 clusters Score: Raw -615.811204 + Penalty 354.978170 = -260.833035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 61 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.764398 sec): 2 clusters Score: Raw -2463.334785 + Penalty 375.847611 = -2087.487174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.764694 sec): 3 clusters Score: Raw -2514.871645 + Penalty 740.921633 = -1773.950012 nChanged 2 SP:Iteration 1Q (18.764975 sec): 3 clusters Score: Raw -2521.393975 + Penalty 740.921633 = -1780.472342 nChanged 0 SP:Iteration 2F (18.765266 sec): 3 clusters Score: Raw -2521.393975 + Penalty 740.921633 = -1780.472342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 62 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.765753 sec): 2 clusters Score: Raw -600.387930 + Penalty 137.846366 = -462.541564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.765981 sec): 3 clusters Score: Raw -612.790752 + Penalty 272.897025 = -339.893727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 63 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.766471 sec): 2 clusters Score: Raw -882.546724 + Penalty 329.564008 = -552.982715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.766707 sec): 3 clusters Score: Raw -947.655834 + Penalty 664.903178 = -282.752656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 65 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.767228 sec): 2 clusters Score: Raw -1576.080250 + Penalty 495.541102 = -1080.539148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.767486 sec): 3 clusters Score: Raw -1707.155742 + Penalty 991.082204 = -716.073538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.767959 sec): 2 clusters Score: Raw -520.156562 + Penalty 246.350624 = -273.805938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768179 sec): 3 clusters Score: Raw -522.169024 + Penalty 480.915969 = -41.253055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.768640 sec): 2 clusters Score: Raw -173.446716 + Penalty 69.529884 = -103.916832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768849 sec): 3 clusters Score: Raw -169.438771 + Penalty 145.158823 = -24.279948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.769340 sec): 2 clusters Score: Raw -837.102032 + Penalty 105.214997 = -731.887034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.769574 sec): 3 clusters Score: Raw -836.290363 + Penalty 211.867305 = -624.423059 nChanged 1 SP:Iteration 1F (18.769806 sec): 3 clusters Score: Raw -837.420050 + Penalty 211.867305 = -625.552745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.770289 sec): 2 clusters Score: Raw -703.917072 + Penalty 209.469547 = -494.447525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.770518 sec): 3 clusters Score: Raw -722.588809 + Penalty 419.361454 = -303.227356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 70 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.771021 sec): 2 clusters Score: Raw -1071.258342 + Penalty 253.185850 = -818.072492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771262 sec): 3 clusters Score: Raw -1087.880312 + Penalty 522.401099 = -565.479214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.771752 sec): 2 clusters Score: Raw -547.772544 + Penalty 172.982509 = -374.790035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771976 sec): 3 clusters Score: Raw -548.685542 + Penalty 347.840686 = -200.844856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 72 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.772508 sec): 2 clusters Score: Raw -1614.939789 + Penalty 165.893265 = -1449.046524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.772774 sec): 3 clusters Score: Raw -1620.803226 + Penalty 332.239700 = -1288.563527 nChanged 3 SP:Iteration 1F (18.773037 sec): 3 clusters Score: Raw -1624.885751 + Penalty 332.239700 = -1292.646052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 73 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.773528 sec): 2 clusters Score: Raw -904.325628 + Penalty 296.378605 = -607.947023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.773764 sec): 3 clusters Score: Raw -933.057569 + Penalty 588.013784 = -345.043785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.774252 sec): 2 clusters Score: Raw -701.013006 + Penalty 177.822870 = -523.190136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.774485 sec): 3 clusters Score: Raw -729.763376 + Penalty 381.129473 = -348.633903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 75 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.775060 sec): 2 clusters Score: Raw -2531.521953 + Penalty 592.072246 = -1939.449707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.775359 sec): 3 clusters Score: Raw -2733.757039 + Penalty 1184.616254 = -1549.140785 nChanged 1 SP:Iteration 1Q (18.775633 sec): 3 clusters Score: Raw -2739.502250 + Penalty 1184.616254 = -1554.885997 nChanged 0 SP:Iteration 2F (18.775925 sec): 3 clusters Score: Raw -2739.502250 + Penalty 1184.616254 = -1554.885997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.776410 sec): 2 clusters Score: Raw -720.189882 + Penalty 249.219227 = -470.970654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.776641 sec): 3 clusters Score: Raw -743.443779 + Penalty 498.438455 = -245.005325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777102 sec): 2 clusters Score: Raw -198.926236 + Penalty 140.601017 = -58.325218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777314 sec): 3 clusters Score: Raw -189.999357 + Penalty 267.857618 = 77.858261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777777 sec): 2 clusters Score: Raw -192.942435 + Penalty 136.697172 = -56.245263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777973 sec): 2 clusters Score: Raw -192.942435 + Penalty 136.697172 = -56.245263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.778453 sec): 2 clusters Score: Raw -591.681331 + Penalty 161.939422 = -429.741910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.778680 sec): 3 clusters Score: Raw -598.432459 + Penalty 323.074864 = -275.357595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.779152 sec): 2 clusters Score: Raw -203.239042 + Penalty 151.637616 = -51.601425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.779364 sec): 3 clusters Score: Raw -191.624870 + Penalty 294.043625 = 102.418755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 81 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.779860 sec): 2 clusters Score: Raw -948.820245 + Penalty 210.275709 = -738.544536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.780100 sec): 3 clusters Score: Raw -972.385171 + Penalty 407.382973 = -565.002197 nChanged 1 SP:Iteration 1F (18.780336 sec): 3 clusters Score: Raw -978.825709 + Penalty 407.382973 = -571.442735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 82 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.780844 sec): 2 clusters Score: Raw -1261.819151 + Penalty 423.033807 = -838.785343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.781098 sec): 3 clusters Score: Raw -1376.443688 + Penalty 845.756137 = -530.687551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 83 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.781581 sec): 2 clusters Score: Raw -710.306346 + Penalty 247.689899 = -462.616447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.781809 sec): 3 clusters Score: Raw -721.405984 + Penalty 494.020816 = -227.385168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 84 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.782333 sec): 2 clusters Score: Raw -1451.413701 + Penalty 142.464470 = -1308.949231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.782592 sec): 3 clusters Score: Raw -1450.327725 + Penalty 286.179197 = -1164.148528 nChanged 2 SP:Iteration 1F (18.782846 sec): 3 clusters Score: Raw -1453.154248 + Penalty 292.855364 = -1160.298885 nChanged 2 SP:Iteration 2F (18.783105 sec): 3 clusters Score: Raw -1456.524827 + Penalty 296.503311 = -1160.021516 nChanged 1 SP:Iteration 3F (18.783364 sec): 3 clusters Score: Raw -1457.722185 + Penalty 296.503311 = -1161.218874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.783828 sec): 2 clusters Score: Raw -267.074949 + Penalty 166.687880 = -100.387069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.784026 sec): 2 clusters Score: Raw -267.074949 + Penalty 166.687880 = -100.387069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 86 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.784507 sec): 2 clusters Score: Raw -611.504418 + Penalty 217.806139 = -393.698279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.784736 sec): 3 clusters Score: Raw -645.662669 + Penalty 431.053845 = -214.608824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.785196 sec): 2 clusters Score: Raw -130.064462 + Penalty 93.531848 = -36.532614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.785403 sec): 3 clusters Score: Raw -119.285881 + Penalty 187.063696 = 67.777815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.785873 sec): 2 clusters Score: Raw -356.795457 + Penalty 112.657418 = -244.138039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.786091 sec): 3 clusters Score: Raw -352.295632 + Penalty 228.647107 = -123.648525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.786581 sec): 2 clusters Score: Raw -645.280354 + Penalty 322.989484 = -322.290870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.786805 sec): 3 clusters Score: Raw -638.671874 + Penalty 646.529938 = 7.858063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.787279 sec): 2 clusters Score: Raw -485.307699 + Penalty 173.053495 = -312.254203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.787501 sec): 3 clusters Score: Raw -488.663827 + Penalty 346.106991 = -142.556836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 92 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.787988 sec): 2 clusters Score: Raw -853.531954 + Penalty 310.688521 = -542.843433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.788222 sec): 3 clusters Score: Raw -888.134079 + Penalty 621.377043 = -266.757037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 93 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.788710 sec): 2 clusters Score: Raw -898.738377 + Penalty 360.398260 = -538.340117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.788942 sec): 3 clusters Score: Raw -941.378552 + Penalty 718.936900 = -222.441652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.789430 sec): 2 clusters Score: Raw -927.653471 + Penalty 378.489791 = -549.163681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.789664 sec): 3 clusters Score: Raw -949.193495 + Penalty 759.466969 = -189.726526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.790511 sec): 2 clusters Score: Raw -9397.611220 + Penalty 455.284050 = -8942.327169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.790998 sec): 3 clusters Score: Raw -9352.194821 + Penalty 916.382761 = -8435.812060 nChanged 23 SP:Iteration 1F (18.791480 sec): 3 clusters Score: Raw -9379.617787 + Penalty 918.098953 = -8461.518834 nChanged 7 SP:Iteration 2Q (18.791957 sec): 3 clusters Score: Raw -9386.937638 + Penalty 920.018891 = -8466.918747 nChanged 3 SP:Iteration 3Q (18.792434 sec): 3 clusters Score: Raw -9394.286578 + Penalty 925.914748 = -8468.371829 nChanged 3 SP:Iteration 4Q (18.792909 sec): 3 clusters Score: Raw -9405.411507 + Penalty 930.113619 = -8475.297889 nChanged 4 SP:Iteration 5Q (18.793378 sec): 3 clusters Score: Raw -9411.989040 + Penalty 935.972421 = -8476.016618 nChanged 4 SP:Iteration 6Q (18.793848 sec): 3 clusters Score: Raw -9420.098321 + Penalty 936.662675 = -8483.435646 nChanged 1 SP:Iteration 7Q (18.794312 sec): 3 clusters Score: Raw -9421.619963 + Penalty 936.662675 = -8484.957288 nChanged 0 SP:Iteration 8F (18.794790 sec): 3 clusters Score: Raw -9421.619963 + Penalty 936.662675 = -8484.957288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 97 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.795319 sec): 2 clusters Score: Raw -1527.446321 + Penalty 417.709412 = -1109.736910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.795576 sec): 3 clusters Score: Raw -1591.588275 + Penalty 826.695561 = -764.892714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.796053 sec): 2 clusters Score: Raw -451.681701 + Penalty 202.395053 = -249.286648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.796293 sec): 3 clusters Score: Raw -450.131205 + Penalty 408.586154 = -41.545051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 99 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.796797 sec): 2 clusters Score: Raw -1015.658256 + Penalty 235.544123 = -780.114133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.797041 sec): 3 clusters Score: Raw -1082.461270 + Penalty 471.088245 = -611.373025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.797506 sec): 2 clusters Score: Raw -262.114724 + Penalty 167.381036 = -94.733688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.797704 sec): 2 clusters Score: Raw -262.114724 + Penalty 167.381036 = -94.733688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.798160 sec): 2 clusters Score: Raw -126.994021 + Penalty 84.234045 = -42.759976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.798354 sec): 2 clusters Score: Raw -126.994021 + Penalty 84.234045 = -42.759976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.798837 sec): 2 clusters Score: Raw -693.302630 + Penalty 214.464115 = -478.838515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.799070 sec): 3 clusters Score: Raw -724.473598 + Penalty 428.928231 = -295.545367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.799537 sec): 2 clusters Score: Raw -316.456915 + Penalty 169.040228 = -147.416687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.799753 sec): 3 clusters Score: Raw -308.746077 + Penalty 325.160879 = 16.414802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.800231 sec): 2 clusters Score: Raw -597.678577 + Penalty 309.389632 = -288.288945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.800455 sec): 3 clusters Score: Raw -609.192042 + Penalty 620.486154 = 11.294112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.800918 sec): 2 clusters Score: Raw -244.890625 + Penalty 102.727375 = -142.163250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.801136 sec): 3 clusters Score: Raw -237.187058 + Penalty 228.244241 = -8.942817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.801600 sec): 2 clusters Score: Raw -231.495283 + Penalty 107.621643 = -123.873640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.801798 sec): 2 clusters Score: Raw -231.495283 + Penalty 107.621643 = -123.873640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.802268 sec): 2 clusters Score: Raw -409.006194 + Penalty 213.586094 = -195.420100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.802487 sec): 3 clusters Score: Raw -398.995964 + Penalty 427.172188 = 28.176224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.802956 sec): 2 clusters Score: Raw -362.365499 + Penalty 144.941381 = -217.424118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.803189 sec): 3 clusters Score: Raw -363.509410 + Penalty 289.882762 = -73.626649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.803651 sec): 2 clusters Score: Raw -267.249932 + Penalty 168.033397 = -99.216535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.803865 sec): 3 clusters Score: Raw -256.001609 + Penalty 336.066794 = 80.065185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 112 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.804380 sec): 2 clusters Score: Raw -1353.317772 + Penalty 374.123698 = -979.194075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.804630 sec): 3 clusters Score: Raw -1405.494523 + Penalty 748.247395 = -657.247128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 113 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.805098 sec): 2 clusters Score: Raw -316.745327 + Penalty 164.780673 = -151.964654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.805312 sec): 3 clusters Score: Raw -309.579220 + Penalty 347.958875 = 38.379655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.805774 sec): 2 clusters Score: Raw -175.177790 + Penalty 68.333135 = -106.844656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.805984 sec): 3 clusters Score: Raw -170.362687 + Penalty 143.062008 = -27.300679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.806452 sec): 2 clusters Score: Raw -331.257813 + Penalty 189.733788 = -141.524025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.806665 sec): 3 clusters Score: Raw -326.991675 + Penalty 402.239205 = 75.247530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.807127 sec): 2 clusters Score: Raw -175.352522 + Penalty 76.539623 = -98.812898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.807340 sec): 3 clusters Score: Raw -169.408209 + Penalty 160.936774 = -8.471435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.807792 sec): 2 clusters Score: Raw -59.600108 + Penalty 0.000000 = -59.600108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.807982 sec): 2 clusters Score: Raw -59.600108 + Penalty 0.000000 = -59.600108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.808440 sec): 2 clusters Score: Raw -130.182783 + Penalty 82.979697 = -47.203086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.808632 sec): 2 clusters Score: Raw -130.182783 + Penalty 82.979697 = -47.203086 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 (18.809105 sec): 2 clusters Score: Raw -495.191775 + Penalty 167.157541 = -328.034235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.809328 sec): 3 clusters Score: Raw -493.881054 + Penalty 333.839735 = -160.041319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.809784 sec): 2 clusters Score: Raw -124.840236 + Penalty 73.374183 = -51.466053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.810002 sec): 3 clusters Score: Raw -116.215043 + Penalty 146.748366 = 30.533323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.810475 sec): 2 clusters Score: Raw -475.004885 + Penalty 126.600686 = -348.404200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.810695 sec): 3 clusters Score: Raw -470.501996 + Penalty 310.350506 = -160.151490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 123 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.811165 sec): 2 clusters Score: Raw -337.787686 + Penalty 202.429957 = -135.357729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.811381 sec): 3 clusters Score: Raw -327.847796 + Penalty 410.046090 = 82.198294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.811851 sec): 2 clusters Score: Raw -380.456153 + Penalty 197.479524 = -182.976629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.812068 sec): 3 clusters Score: Raw -381.073085 + Penalty 378.587810 = -2.485275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.812531 sec): 2 clusters Score: Raw -238.774345 + Penalty 90.067644 = -148.706701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.812728 sec): 2 clusters Score: Raw -238.774345 + Penalty 90.067644 = -148.706701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 126 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.813206 sec): 2 clusters Score: Raw -537.167744 + Penalty 201.171114 = -335.996631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.813429 sec): 3 clusters Score: Raw -552.958162 + Penalty 395.292101 = -157.666061 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 (18.813898 sec): 2 clusters Score: Raw -351.066299 + Penalty 146.431965 = -204.634334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.814111 sec): 3 clusters Score: Raw -358.235769 + Penalty 285.971617 = -72.264152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.814572 sec): 2 clusters Score: Raw -197.969355 + Penalty 131.934323 = -66.035032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.814782 sec): 3 clusters Score: Raw -186.790095 + Penalty 269.431040 = 82.640946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 129 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.815264 sec): 2 clusters Score: Raw -701.861951 + Penalty 308.698616 = -393.163335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.815491 sec): 3 clusters Score: Raw -717.468918 + Penalty 629.911836 = -87.557082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 130 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.815979 sec): 2 clusters Score: Raw -752.478837 + Penalty 198.518854 = -553.959983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.816213 sec): 3 clusters Score: Raw -767.232373 + Penalty 396.303963 = -370.928411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.816687 sec): 2 clusters Score: Raw -490.671129 + Penalty 232.202001 = -258.469128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.816925 sec): 3 clusters Score: Raw -498.579284 + Penalty 463.457340 = -35.121944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 133 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.817412 sec): 2 clusters Score: Raw -805.771095 + Penalty 358.003442 = -447.767653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.817643 sec): 3 clusters Score: Raw -823.081312 + Penalty 716.006884 = -107.074427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.818110 sec): 2 clusters Score: Raw -296.135007 + Penalty 112.907734 = -183.227273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.818326 sec): 3 clusters Score: Raw -293.897816 + Penalty 232.266035 = -61.631781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.818789 sec): 2 clusters Score: Raw -199.771901 + Penalty 142.586180 = -57.185721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.819001 sec): 3 clusters Score: Raw -188.118397 + Penalty 299.228648 = 111.110250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.819459 sec): 2 clusters Score: Raw -127.106953 + Penalty 87.444244 = -39.662709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.819666 sec): 3 clusters Score: Raw -118.257847 + Penalty 174.888488 = 56.630641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.820126 sec): 2 clusters Score: Raw -185.396581 + Penalty 102.934584 = -82.461997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.820321 sec): 2 clusters Score: Raw -185.396581 + Penalty 102.934584 = -82.461997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 139 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.820797 sec): 2 clusters Score: Raw -544.746577 + Penalty 210.602018 = -334.144559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.821023 sec): 3 clusters Score: Raw -556.600780 + Penalty 420.837195 = -135.763585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.821472 sec): 2 clusters Score: Raw -57.123231 + Penalty 0.000000 = -57.123231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.821661 sec): 2 clusters Score: Raw -57.123231 + Penalty 0.000000 = -57.123231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.822118 sec): 2 clusters Score: Raw -128.717333 + Penalty 87.183422 = -41.533911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.822326 sec): 3 clusters Score: Raw -119.059922 + Penalty 174.366844 = 55.306922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.822786 sec): 2 clusters Score: Raw -184.826428 + Penalty 122.903069 = -61.923359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.822997 sec): 3 clusters Score: Raw -176.954377 + Penalty 266.799433 = 89.845056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.823469 sec): 2 clusters Score: Raw -178.901688 + Penalty 65.668240 = -113.233448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.823665 sec): 2 clusters Score: Raw -178.901688 + Penalty 65.668240 = -113.233448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.824117 sec): 2 clusters Score: Raw -59.819020 + Penalty 0.000000 = -59.819020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.824307 sec): 2 clusters Score: Raw -59.819020 + Penalty 0.000000 = -59.819020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.824776 sec): 2 clusters Score: Raw -360.144737 + Penalty 161.878649 = -198.266089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.824993 sec): 3 clusters Score: Raw -357.720848 + Penalty 293.382991 = -64.337856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.825466 sec): 2 clusters Score: Raw -477.050449 + Penalty 253.027800 = -224.022649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.825686 sec): 3 clusters Score: Raw -471.463243 + Penalty 506.133171 = 34.669927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.826143 sec): 2 clusters Score: Raw -125.806781 + Penalty 72.213765 = -53.593016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.826335 sec): 2 clusters Score: Raw -125.806781 + Penalty 72.213765 = -53.593016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.826795 sec): 2 clusters Score: Raw -189.004826 + Penalty 116.449103 = -72.555723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.827007 sec): 3 clusters Score: Raw -181.553372 + Penalty 227.789805 = 46.236433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.827458 sec): 2 clusters Score: Raw -60.083046 + Penalty 0.000000 = -60.083046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.827649 sec): 2 clusters Score: Raw -60.083046 + Penalty 0.000000 = -60.083046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.828125 sec): 2 clusters Score: Raw -532.184175 + Penalty 186.795267 = -345.388908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.828343 sec): 3 clusters Score: Raw -534.219523 + Penalty 316.279250 = -217.940273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.828816 sec): 2 clusters Score: Raw -505.758148 + Penalty 201.652790 = -304.105358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.829039 sec): 3 clusters Score: Raw -506.365990 + Penalty 399.393447 = -106.972543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.829495 sec): 2 clusters Score: Raw -126.739307 + Penalty 79.981015 = -46.758292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.829701 sec): 3 clusters Score: Raw -117.417345 + Penalty 159.962030 = 42.544685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.830181 sec): 2 clusters Score: Raw -299.407028 + Penalty 133.940249 = -165.466779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.830393 sec): 3 clusters Score: Raw -295.658357 + Penalty 271.753821 = -23.904536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.830863 sec): 2 clusters Score: Raw -396.632669 + Penalty 214.830301 = -181.802368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.831085 sec): 3 clusters Score: Raw -392.634929 + Penalty 429.660602 = 37.025673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.831543 sec): 2 clusters Score: Raw -130.385788 + Penalty 92.386593 = -37.999194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.831750 sec): 3 clusters Score: Raw -120.409474 + Penalty 184.773187 = 64.363713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.832214 sec): 2 clusters Score: Raw -253.349960 + Penalty 141.764463 = -111.585498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.832428 sec): 3 clusters Score: Raw -246.753828 + Penalty 277.433591 = 30.679763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.832883 sec): 2 clusters Score: Raw -127.451731 + Penalty 73.439461 = -54.012270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.833088 sec): 3 clusters Score: Raw -118.019558 + Penalty 146.878922 = 28.859365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.833539 sec): 2 clusters Score: Raw -60.253623 + Penalty 0.000000 = -60.253623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.833730 sec): 2 clusters Score: Raw -60.253623 + Penalty 0.000000 = -60.253623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 163 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.834193 sec): 2 clusters Score: Raw -298.967262 + Penalty 90.053256 = -208.914006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.834406 sec): 3 clusters Score: Raw -294.229183 + Penalty 186.421731 = -107.807452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.834867 sec): 2 clusters Score: Raw -190.770105 + Penalty 117.076662 = -73.693443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.835079 sec): 3 clusters Score: Raw -182.625330 + Penalty 239.602744 = 56.977413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.835539 sec): 2 clusters Score: Raw -189.799347 + Penalty 112.945189 = -76.854158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.835749 sec): 3 clusters Score: Raw -180.990293 + Penalty 227.451554 = 46.461261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.836205 sec): 2 clusters Score: Raw -122.809874 + Penalty 64.222290 = -58.587583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.836412 sec): 3 clusters Score: Raw -115.166061 + Penalty 128.444580 = 13.278519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.836879 sec): 2 clusters Score: Raw -123.132835 + Penalty 75.497401 = -47.635433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.837086 sec): 3 clusters Score: Raw -115.677241 + Penalty 150.994802 = 35.317561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.837558 sec): 2 clusters Score: Raw -491.537559 + Penalty 49.654869 = -441.882689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.837775 sec): 3 clusters Score: Raw -490.303850 + Penalty 113.316592 = -376.987259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.838235 sec): 2 clusters Score: Raw -198.479659 + Penalty 136.014092 = -62.465567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.838443 sec): 3 clusters Score: Raw -187.141553 + Penalty 278.242856 = 91.101303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.838904 sec): 2 clusters Score: Raw -180.674815 + Penalty 95.687414 = -84.987400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.839113 sec): 3 clusters Score: Raw -173.540642 + Penalty 188.258501 = 14.717860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.839570 sec): 2 clusters Score: Raw -128.680858 + Penalty 85.220693 = -43.460165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.839765 sec): 2 clusters Score: Raw -128.680858 + Penalty 85.220693 = -43.460165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.840221 sec): 2 clusters Score: Raw -122.091274 + Penalty 65.305180 = -56.786093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.840428 sec): 3 clusters Score: Raw -114.704112 + Penalty 130.610360 = 15.906248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.840890 sec): 2 clusters Score: Raw -254.104232 + Penalty 143.401373 = -110.702858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.841107 sec): 3 clusters Score: Raw -246.077073 + Penalty 286.802746 = 40.725674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.841561 sec): 2 clusters Score: Raw -115.843481 + Penalty 26.446992 = -89.396489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.841753 sec): 2 clusters Score: Raw -115.843481 + Penalty 26.446992 = -89.396489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.842202 sec): 2 clusters Score: Raw -57.881172 + Penalty 0.000000 = -57.881172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.842391 sec): 2 clusters Score: Raw -57.881172 + Penalty 0.000000 = -57.881172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.842851 sec): 2 clusters Score: Raw -198.874061 + Penalty 148.439792 = -50.434269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.843048 sec): 2 clusters Score: Raw -198.874061 + Penalty 148.439792 = -50.434269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.843521 sec): 2 clusters Score: Raw -185.492561 + Penalty 101.109649 = -84.382912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.843732 sec): 3 clusters Score: Raw -178.078266 + Penalty 210.398218 = 32.319952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.844199 sec): 2 clusters Score: Raw -277.895517 + Penalty 128.266394 = -149.629123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.844417 sec): 3 clusters Score: Raw -285.584410 + Penalty 270.449023 = -15.135387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 183 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.844879 sec): 2 clusters Score: Raw -188.240818 + Penalty 126.218235 = -62.022584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.845091 sec): 3 clusters Score: Raw -181.250985 + Penalty 245.287297 = 64.036312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 187 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.845558 sec): 2 clusters Score: Raw -308.099565 + Penalty 138.026356 = -170.073210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.845757 sec): 2 clusters Score: Raw -308.099565 + Penalty 138.026356 = -170.073210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.846208 sec): 2 clusters Score: Raw -58.739306 + Penalty 0.000000 = -58.739306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.846398 sec): 2 clusters Score: Raw -58.739306 + Penalty 0.000000 = -58.739306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.846850 sec): 2 clusters Score: Raw -57.055475 + Penalty 0.000000 = -57.055475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.847041 sec): 2 clusters Score: Raw -57.055475 + Penalty 0.000000 = -57.055475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.847497 sec): 2 clusters Score: Raw -126.113475 + Penalty 73.494131 = -52.619345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.847703 sec): 3 clusters Score: Raw -116.961142 + Penalty 146.988261 = 30.027120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.848158 sec): 2 clusters Score: Raw -125.189762 + Penalty 67.705004 = -57.484758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.848351 sec): 2 clusters Score: Raw -125.189762 + Penalty 67.705004 = -57.484758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.848801 sec): 2 clusters Score: Raw -56.529175 + Penalty 0.000000 = -56.529175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.848992 sec): 2 clusters Score: Raw -56.529175 + Penalty 0.000000 = -56.529175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 200 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.849477 sec): 2 clusters Score: Raw -694.521730 + Penalty 99.159675 = -595.362055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.849707 sec): 3 clusters Score: Raw -703.500787 + Penalty 196.895294 = -506.605493 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 (18.850171 sec): 2 clusters Score: Raw -58.224900 + Penalty 0.000000 = -58.224900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.850362 sec): 2 clusters Score: Raw -58.224900 + Penalty 0.000000 = -58.224900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.850814 sec): 2 clusters Score: Raw -59.745133 + Penalty 0.000000 = -59.745133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.851003 sec): 2 clusters Score: Raw -59.745133 + Penalty 0.000000 = -59.745133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.851462 sec): 2 clusters Score: Raw -129.518087 + Penalty 86.236920 = -43.281167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.851655 sec): 2 clusters Score: Raw -129.518087 + Penalty 86.236920 = -43.281167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.852115 sec): 2 clusters Score: Raw -203.466800 + Penalty 144.910409 = -58.556391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.852325 sec): 3 clusters Score: Raw -190.381802 + Penalty 305.880517 = 115.498715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.852780 sec): 2 clusters Score: Raw -123.898713 + Penalty 62.306557 = -61.592156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.852985 sec): 3 clusters Score: Raw -115.396381 + Penalty 124.613114 = 9.216733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.853441 sec): 2 clusters Score: Raw -129.158963 + Penalty 90.902012 = -38.256951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.853634 sec): 2 clusters Score: Raw -129.158963 + Penalty 90.902012 = -38.256951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.854090 sec): 2 clusters Score: Raw -115.533129 + Penalty 54.735530 = -60.797598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.854288 sec): 3 clusters Score: Raw -111.625275 + Penalty 109.471061 = -2.154214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.854741 sec): 2 clusters Score: Raw -59.391705 + Penalty 0.000000 = -59.391705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.854931 sec): 2 clusters Score: Raw -59.391705 + Penalty 0.000000 = -59.391705 nChanged 0 Deleting Class 87 (2 points): Lose 21.646398 but Gain 1367.365059 Iteration 20F (20.991875 sec): 184 clusters Score: Raw -1268430.334823 + Penalty 172112.736275 = -1096317.598548 nChanged 396 Deleting Class 80 (3 points): Lose 53.582259 but Gain 1398.662468 Iteration 21Q (21.166746 sec): 183 clusters Score: Raw -1268560.012748 + Penalty 170768.624792 = -1097791.387956 nChanged 323 Deleting Class 179 (3 points): Lose 25.820147 but Gain 1369.166639 Iteration 22Q (21.332190 sec): 182 clusters Score: Raw -1268682.373479 + Penalty 169479.751046 = -1099202.622433 nChanged 277 Deleting Class 90 (9 points): Lose 154.736091 but Gain 1489.581804 Iteration 23Q (21.494219 sec): 181 clusters Score: Raw -1268663.035214 + Penalty 168282.714994 = -1100380.320220 nChanged 267 Deleting Class 159 (2 points): Lose 30.108697 but Gain 1350.622302 Iteration 24Q (21.653032 sec): 180 clusters Score: Raw -1268865.737243 + Penalty 167054.280827 = -1101811.456417 nChanged 239 Deleting Class 41 (3 points): Lose 41.056321 but Gain 1348.884857 Iteration 25Q (21.809977 sec): 179 clusters Score: Raw -1269028.848754 + Penalty 165688.352130 = -1103340.496623 nChanged 214 Deleting Class 65 (26 points): Lose 234.430223 but Gain 1541.225401 Iteration 26Q (21.962349 sec): 178 clusters Score: Raw -1268934.983843 + Penalty 164242.302848 = -1104692.680995 nChanged 192 Deleting Class 106 (9 points): Lose 123.541028 but Gain 1426.861209 Iteration 27Q (22.111690 sec): 177 clusters Score: Raw -1268930.545027 + Penalty 162898.339186 = -1106032.205841 nChanged 130 Deleting Class 204 (3 points): Lose 34.621410 but Gain 1336.612605 Iteration 28Q (22.254512 sec): 176 clusters Score: Raw -1268998.537018 + Penalty 161596.851819 = -1107401.685199 nChanged 102 Deleting Class 206 (2 points): Lose 31.112970 but Gain 1328.918839 Iteration 29Q (22.395729 sec): 175 clusters Score: Raw -1269000.596150 + Penalty 160270.782020 = -1108729.814129 nChanged 87 Deleting Class 145 (1 points): Lose 8.461390 but Gain 1298.378036 Iteration 30F (24.413285 sec): 174 clusters Score: Raw -1269012.865042 + Penalty 159001.533920 = -1110011.331122 nChanged 67 Deleting Class 135 (3 points): Lose 31.608872 but Gain 1315.174579 Iteration 31Q (24.551754 sec): 173 clusters Score: Raw -1268995.706532 + Penalty 157699.846310 = -1111295.860222 nChanged 70 Deleting Class 133 (12 points): Lose 176.939158 but Gain 1459.914924 Iteration 32Q (24.689070 sec): 172 clusters Score: Raw -1268846.692328 + Penalty 156567.038689 = -1112279.653639 nChanged 66 Deleting Class 153 (1 points): Lose 5.283260 but Gain 1276.821180 Iteration 33Q (24.825528 sec): 171 clusters Score: Raw -1268922.439732 + Penalty 155342.552141 = -1113579.887592 nChanged 51 Deleting Class 77 (3 points): Lose 27.548695 but Gain 1296.864000 Iteration 34Q (24.959655 sec): 170 clusters Score: Raw -1268921.033378 + Penalty 154067.520788 = -1114853.512590 nChanged 47 Deleting Class 94 (15 points): Lose 187.149958 but Gain 1455.749109 Iteration 35Q (25.092799 sec): 169 clusters Score: Raw -1268749.885144 + Penalty 152843.592519 = -1115906.292625 nChanged 59 Deleting Class 141 (2 points): Lose 11.547060 but Gain 1274.555861 Iteration 36Q (25.226462 sec): 168 clusters Score: Raw -1268800.875211 + Penalty 151598.654205 = -1117202.221007 nChanged 43 Deleting Class 202 (1 points): Lose 3.453893 but Gain 1265.484733 Iteration 37Q (25.359481 sec): 167 clusters Score: Raw -1268812.806906 + Penalty 150337.987547 = -1118474.819359 nChanged 30 Deleting Class 136 (2 points): Lose 19.192173 but Gain 1278.368885 Iteration 38Q (25.491310 sec): 166 clusters Score: Raw -1268799.613696 + Penalty 149082.870084 = -1119716.743611 nChanged 23 Deleting Class 82 (22 points): Lose 143.083236 but Gain 1386.821387 Iteration 39Q (25.620422 sec): 165 clusters Score: Raw -1268672.978137 + Penalty 147741.551200 = -1120931.426937 nChanged 52 Deleting Class 203 (3 points): Lose 24.968391 but Gain 1266.143552 Iteration 40F (27.506705 sec): 164 clusters Score: Raw -1268698.927461 + Penalty 146518.556680 = -1122180.370781 nChanged 25 Deleting Class 123 (5 points): Lose 34.713533 but Gain 1274.532692 Iteration 41Q (27.635393 sec): 163 clusters Score: Raw -1268676.321063 + Penalty 145252.012334 = -1123424.308729 nChanged 23 Deleting Class 78 (3 points): Lose 29.469937 but Gain 1260.856038 Iteration 42Q (27.764690 sec): 162 clusters Score: Raw -1268659.106916 + Penalty 143924.327973 = -1124734.778943 nChanged 22 Deleting Class 147 (7 points): Lose 86.478641 but Gain 1317.637301 Iteration 43Q (27.893127 sec): 161 clusters Score: Raw -1268582.930370 + Penalty 142666.318278 = -1125916.612092 nChanged 12 Deleting Class 93 (14 points): Lose 158.612693 but Gain 1383.834918 Iteration 44Q (28.022003 sec): 160 clusters Score: Raw -1268446.797103 + Penalty 141342.713196 = -1127104.083907 nChanged 23 Deleting Class 129 (11 points): Lose 81.377473 but Gain 1304.532475 Iteration 45Q (28.149328 sec): 159 clusters Score: Raw -1268424.999149 + Penalty 140073.223779 = -1128351.775370 nChanged 23 Deleting Class 162 (1 points): Lose 20.523345 but Gain 1240.503505 Iteration 46Q (28.275791 sec): 158 clusters Score: Raw -1268432.029121 + Penalty 138902.815564 = -1129529.213557 nChanged 13 Deleting Class 85 (5 points): Lose 72.164172 but Gain 1289.902784 Iteration 47Q (28.401442 sec): 157 clusters Score: Raw -1268390.420343 + Penalty 137687.714693 = -1130702.705650 nChanged 12 Deleting Class 102 (2 points): Lose 18.784597 but Gain 1231.438188 Iteration 48Q (28.527399 sec): 156 clusters Score: Raw -1268401.623979 + Penalty 136485.513293 = -1131916.110686 nChanged 6 Deleting Class 170 (3 points): Lose 42.441893 but Gain 1254.555500 Iteration 49Q (28.652282 sec): 155 clusters Score: Raw -1268370.276863 + Penalty 135244.987425 = -1133125.289438 nChanged 6 Deleting Class 173 (2 points): Lose 39.737745 but Gain 1245.862239 Iteration 50F (30.435175 sec): 154 clusters Score: Raw -1268344.235306 + Penalty 134001.312131 = -1134342.923175 nChanged 6 Deleting Class 119 (2 points): Lose 7.311213 but Gain 1213.100571 Iteration 51Q (30.560292 sec): 153 clusters Score: Raw -1268340.905534 + Penalty 132798.838817 = -1135542.066717 nChanged 6 Deleting Class 8 (11 points): Lose 89.031984 but Gain 1282.478778 Iteration 52Q (30.684967 sec): 152 clusters Score: Raw -1268259.810031 + Penalty 131580.456529 = -1136679.353502 nChanged 12 Deleting Class 55 (6 points): Lose 54.623348 but Gain 1238.630417 Iteration 53Q (30.808491 sec): 151 clusters Score: Raw -1268227.403589 + Penalty 130536.164318 = -1137691.239271 nChanged 9 Deleting Class 128 (3 points): Lose 35.680728 but Gain 1216.924862 Iteration 54Q (30.932612 sec): 150 clusters Score: Raw -1268225.396062 + Penalty 129347.039184 = -1138878.356879 nChanged 6 Deleting Class 158 (6 points): Lose 35.867087 but Gain 1214.971954 Iteration 55Q (31.055766 sec): 149 clusters Score: Raw -1268199.305311 + Penalty 128140.680727 = -1140058.624583 nChanged 6 Deleting Class 58 (17 points): Lose 174.171010 but Gain 1350.243028 Iteration 56Q (31.178031 sec): 148 clusters Score: Raw -1268034.702255 + Penalty 127091.324557 = -1140943.377698 nChanged 19 Deleting Class 111 (4 points): Lose 56.564918 but Gain 1228.260751 Iteration 57Q (31.301785 sec): 147 clusters Score: Raw -1268080.498847 + Penalty 125940.766776 = -1142139.732071 nChanged 6 Deleting Class 34 (11 points): Lose 118.584787 but Gain 1280.929126 Iteration 58Q (31.424203 sec): 146 clusters Score: Raw -1267986.408009 + Penalty 124772.808575 = -1143213.599434 nChanged 11 Deleting Class 115 (5 points): Lose 35.968614 but Gain 1194.595499 Iteration 59Q (31.547993 sec): 145 clusters Score: Raw -1267993.465526 + Penalty 123585.718201 = -1144407.747325 nChanged 6 Deleting Class 109 (6 points): Lose 52.079695 but Gain 1207.935346 Iteration 60F (33.232733 sec): 144 clusters Score: Raw -1267949.305251 + Penalty 122386.233127 = -1145563.072124 nChanged 6 Deleting Class 27 (26 points): Lose 254.315576 but Gain 1400.969979 Iteration 61Q (33.354380 sec): 143 clusters Score: Raw -1267704.655725 + Penalty 121087.606852 = -1146617.048873 nChanged 28 Deleting Class 117 (1 points): Lose 3.532683 but Gain 1148.806107 Iteration 62Q (33.476426 sec): 142 clusters Score: Raw -1267859.886117 + Penalty 119954.293919 = -1147905.592198 nChanged 9 Deleting Class 156 (2 points): Lose 26.472394 but Gain 1169.262101 Iteration 63Q (33.597392 sec): 141 clusters Score: Raw -1267860.501460 + Penalty 118863.568143 = -1148996.933317 nChanged 8 Deleting Class 100 (5 points): Lose 79.332954 but Gain 1219.632065 Iteration 64Q (33.716818 sec): 140 clusters Score: Raw -1267807.520705 + Penalty 117679.653467 = -1150127.867238 nChanged 13 Deleting Class 112 (24 points): Lose 119.063272 but Gain 1258.791266 Iteration 65Q (33.836269 sec): 139 clusters Score: Raw -1267734.336117 + Penalty 116465.797770 = -1151268.538347 nChanged 33 Deleting Class 201 (2 points): Lose 34.225368 but Gain 1172.475916 Iteration 66Q (33.958540 sec): 138 clusters Score: Raw -1267766.550494 + Penalty 115335.000161 = -1152431.550333 nChanged 12 Deleting Class 183 (3 points): Lose 29.698165 but Gain 1164.201282 Iteration 67Q (34.079101 sec): 137 clusters Score: Raw -1267769.497636 + Penalty 114175.936134 = -1153593.561502 nChanged 9 Deleting Class 75 (44 points): Lose 443.571748 but Gain 1571.340309 Iteration 68Q (34.196892 sec): 136 clusters Score: Raw -1267338.524415 + Penalty 113037.090517 = -1154301.433898 nChanged 47 Deleting Class 66 (8 points): Lose 74.116379 but Gain 1200.486761 Iteration 69Q (34.317707 sec): 135 clusters Score: Raw -1267533.774303 + Penalty 111874.665953 = -1155659.108350 nChanged 26 Deleting Class 36 (14 points): Lose 125.230740 but Gain 1245.660125 Iteration 70F (35.867206 sec): 134 clusters Score: Raw -1267479.845056 + Penalty 110670.430947 = -1156809.414109 nChanged 28 Deleting Class 143 (3 points): Lose 26.090989 but Gain 1133.623133 Iteration 71Q (35.986978 sec): 133 clusters Score: Raw -1267507.352881 + Penalty 109538.664054 = -1157968.688827 nChanged 14 Deleting Class 59 (6 points): Lose 90.569534 but Gain 1194.322195 Iteration 72Q (36.106059 sec): 132 clusters Score: Raw -1267433.995466 + Penalty 108358.018008 = -1159075.977458 nChanged 11 Deleting Class 20 (22 points): Lose 160.832056 but Gain 1259.535770 Iteration 73Q (36.224286 sec): 131 clusters Score: Raw -1267299.334027 + Penalty 107242.638335 = -1160056.695692 nChanged 30 Deleting Class 63 (15 points): Lose 136.248881 but Gain 1233.199925 Iteration 74Q (36.341998 sec): 130 clusters Score: Raw -1267251.905262 + Penalty 106072.933710 = -1161178.971552 nChanged 22 Deleting Class 152 (4 points): Lose 31.415093 but Gain 1125.039800 Iteration 75Q (36.459255 sec): 129 clusters Score: Raw -1267282.597247 + Penalty 104962.166691 = -1162320.430556 nChanged 10 Deleting Class 168 (2 points): Lose 14.612642 but Gain 1103.715053 Iteration 76Q (36.574509 sec): 128 clusters Score: Raw -1267286.231991 + Penalty 103881.001437 = -1163405.230554 nChanged 9 Deleting Class 164 (4 points): Lose 54.513508 but Gain 1129.116799 Iteration 77Q (36.690763 sec): 127 clusters Score: Raw -1267243.174069 + Penalty 102860.203946 = -1164382.970123 nChanged 8 Deleting Class 208 (1 points): Lose 13.566934 but Gain 1088.051037 Iteration 78Q (36.805684 sec): 126 clusters Score: Raw -1267261.796337 + Penalty 101811.358892 = -1165450.437446 nChanged 7 Deleting Class 97 (37 points): Lose 309.127195 but Gain 1382.523121 Iteration 79Q (36.919504 sec): 125 clusters Score: Raw -1266972.084011 + Penalty 100729.894065 = -1166242.189945 nChanged 42 Deleting Class 137 (5 points): Lose 34.330194 but Gain 1152.150220 Iteration 80F (38.370583 sec): 124 clusters Score: Raw -1267128.756902 + Penalty 99628.074515 = -1167500.682387 nChanged 17 Deleting Class 124 (6 points): Lose 48.345386 but Gain 1116.844702 Iteration 81Q (38.485288 sec): 123 clusters Score: Raw -1267112.238583 + Penalty 98364.864471 = -1168747.374112 nChanged 20 Deleting Class 121 (2 points): Lose 6.150746 but Gain 1072.675208 Iteration 82Q (38.601173 sec): 122 clusters Score: Raw -1267135.908263 + Penalty 97304.145374 = -1169831.762889 nChanged 14 Deleting Class 194 (2 points): Lose 8.435155 but Gain 1074.428750 Iteration 83Q (38.715512 sec): 121 clusters Score: Raw -1267144.246516 + Penalty 96232.835400 = -1170911.411116 nChanged 14 Deleting Class 73 (19 points): Lose 103.265667 but Gain 1160.687212 Iteration 84Q (38.828986 sec): 120 clusters Score: Raw -1267047.252180 + Penalty 95155.758600 = -1171891.493580 nChanged 30 Deleting Class 47 (22 points): Lose 128.223306 but Gain 1186.730326 Iteration 85Q (38.942713 sec): 119 clusters Score: Raw -1266964.295609 + Penalty 94071.779821 = -1172892.515788 nChanged 31 Deleting Class 92 (19 points): Lose 184.888428 but Gain 1251.228277 Iteration 86Q (39.056357 sec): 118 clusters Score: Raw -1266838.755283 + Penalty 92896.268251 = -1173942.487032 nChanged 28 Deleting Class 22 (3 points): Lose 32.195702 but Gain 1087.760439 Iteration 87Q (39.169512 sec): 117 clusters Score: Raw -1266873.713658 + Penalty 91850.652191 = -1175023.061467 nChanged 22 Deleting Class 174 (3 points): Lose 28.925217 but Gain 1082.841153 Iteration 88Q (39.282547 sec): 116 clusters Score: Raw -1266884.547134 + Penalty 90761.282033 = -1176123.265101 nChanged 17 Deleting Class 151 (2 points): Lose 3.941201 but Gain 1055.710768 Iteration 89Q (39.393650 sec): 115 clusters Score: Raw -1266897.041418 + Penalty 89698.588535 = -1177198.452883 nChanged 15 Deleting Class 131 (8 points): Lose 84.975749 but Gain 1131.539363 Iteration 90F (40.722096 sec): 114 clusters Score: Raw -1266829.340859 + Penalty 88612.666079 = -1178216.674780 nChanged 13 Deleting Class 104 (5 points): Lose 33.596783 but Gain 1064.305400 Iteration 91Q (40.833381 sec): 113 clusters Score: Raw -1266820.122766 + Penalty 87554.144107 = -1179265.978659 nChanged 8 Deleting Class 160 (4 points): Lose 17.659092 but Gain 1036.244751 Iteration 92Q (40.943921 sec): 112 clusters Score: Raw -1266810.525670 + Penalty 86519.262067 = -1180291.263603 nChanged 9 Deleting Class 166 (3 points): Lose 25.407494 but Gain 1041.774463 Iteration 93Q (41.052936 sec): 111 clusters Score: Raw -1266790.848667 + Penalty 85482.040813 = -1181308.807853 nChanged 5 Deleting Class 161 (3 points): Lose 47.238302 but Gain 1059.984871 Iteration 94Q (41.161398 sec): 110 clusters Score: Raw -1266748.919577 + Penalty 84457.025572 = -1182291.894005 nChanged 6 Deleting Class 113 (5 points): Lose 31.278697 but Gain 1037.486537 Iteration 95Q (41.270641 sec): 109 clusters Score: Raw -1266734.263159 + Penalty 83420.849831 = -1183313.413329 nChanged 7 Deleting Class 98 (7 points): Lose 51.636794 but Gain 1053.968266 Iteration 96Q (41.378530 sec): 108 clusters Score: Raw -1266691.079058 + Penalty 82422.319794 = -1184268.759264 nChanged 7 Deleting Class 35 (6 points): Lose 67.045289 but Gain 1065.677186 Iteration 97Q (41.487315 sec): 107 clusters Score: Raw -1266640.797044 + Penalty 81409.113398 = -1185231.683646 nChanged 7 Deleting Class 175 (4 points): Lose 51.995451 but Gain 1048.209949 Iteration 98Q (41.595134 sec): 106 clusters Score: Raw -1266608.227794 + Penalty 80391.764792 = -1186216.463002 nChanged 8 Deleting Class 83 (15 points): Lose 149.222388 but Gain 1140.639014 Iteration 99Q (41.702875 sec): 105 clusters Score: Raw -1266477.539137 + Penalty 79379.087855 = -1187098.451282 nChanged 18 Deleting Class 178 (1 points): Lose 20.609475 but Gain 1006.697847 Iteration 100F (42.918417 sec): 104 clusters Score: Raw -1266509.521945 + Penalty 78368.783717 = -1188140.738228 nChanged 4 Deleting Class 190 (1 points): Lose 20.485225 but Gain 1005.141744 Iteration 101Q (43.026602 sec): 103 clusters Score: Raw -1266495.602956 + Penalty 77363.156371 = -1189132.446585 nChanged 2 Deleting Class 198 (2 points): Lose 11.304985 but Gain 989.796085 Iteration 102Q (43.134893 sec): 102 clusters Score: Raw -1266488.017381 + Penalty 76376.172975 = -1190111.844405 nChanged 2 Deleting Class 187 (8 points): Lose 50.223600 but Gain 1023.053821 Iteration 103Q (43.241976 sec): 101 clusters Score: Raw -1266441.591492 + Penalty 75392.318957 = -1191049.272536 nChanged 8 Deleting Class 192 (2 points): Lose 73.608093 but Gain 1027.734744 Iteration 104Q (43.347439 sec): 100 clusters Score: Raw -1266383.850413 + Penalty 74374.943089 = -1192008.907324 nChanged 6 Deleting Class 155 (8 points): Lose 43.114402 but Gain 982.670557 Iteration 105Q (43.454079 sec): 99 clusters Score: Raw -1266376.916143 + Penalty 73408.304987 = -1192968.611156 nChanged 11 Deleting Class 76 (13 points): Lose 110.091089 but Gain 1047.426927 Iteration 106Q (43.560105 sec): 98 clusters Score: Raw -1266281.373032 + Penalty 72425.544408 = -1193855.828624 nChanged 15 Deleting Class 53 (14 points): Lose 155.651971 but Gain 1091.748067 Iteration 107Q (43.666394 sec): 97 clusters Score: Raw -1266159.183805 + Penalty 71365.928281 = -1194793.255524 nChanged 22 Deleting Class 39 (32 points): Lose 174.602946 but Gain 1110.467314 Iteration 108Q (43.773284 sec): 96 clusters Score: Raw -1266026.419858 + Penalty 70321.699437 = -1195704.720421 nChanged 41 Deleting Class 139 (9 points): Lose 45.944276 but Gain 971.266711 Iteration 109Q (43.879083 sec): 95 clusters Score: Raw -1266050.022843 + Penalty 69386.616267 = -1196663.406576 nChanged 22 Deleting Class 54 (5 points): Lose 23.043365 but Gain 943.100711 Iteration 110F (44.986265 sec): 94 clusters Score: Raw -1266053.836970 + Penalty 68449.837694 = -1197603.999276 nChanged 20 Deleting Class 167 (2 points): Lose 19.416664 but Gain 938.881434 Iteration 111Q (45.091760 sec): 93 clusters Score: Raw -1266049.070057 + Penalty 67514.990392 = -1198534.079665 nChanged 16 Deleting Class 181 (3 points): Lose 16.026291 but Gain 932.606795 Iteration 112Q (45.195233 sec): 92 clusters Score: Raw -1266038.577775 + Penalty 66589.005875 = -1199449.571900 nChanged 10 Deleting Class 57 (26 points): Lose 730.402507 but Gain 1646.659445 Iteration 113Q (45.298312 sec): 91 clusters Score: Raw -1265315.561890 + Penalty 66653.075774 = -1198662.486115 nChanged 38 Deleting Class 126 (10 points): Lose 52.888984 but Gain 964.716935 Iteration 114F (46.363781 sec): 90 clusters Score: Raw -1265373.865221 + Penalty 65706.629827 = -1199667.235394 nChanged 20 Deleting Class 199 (1 points): Lose 8.889292 but Gain 913.087446 Iteration 115Q (46.466902 sec): 89 clusters Score: Raw -1265384.551893 + Penalty 64807.417745 = -1200577.134147 nChanged 13 Deleting Class 50 (5 points): Lose 42.427246 but Gain 943.567345 Iteration 116Q (46.568588 sec): 88 clusters Score: Raw -1265348.252564 + Penalty 63873.024597 = -1201475.227967 nChanged 13 Deleting Class 205 (2 points): Lose 21.347856 but Gain 910.874860 Iteration 117Q (46.669272 sec): 87 clusters Score: Raw -1265338.939507 + Penalty 62960.496401 = -1202378.443106 nChanged 13 Deleting Class 127 (7 points): Lose 43.728468 but Gain 923.560329 Iteration 118Q (46.771916 sec): 86 clusters Score: Raw -1265302.198751 + Penalty 62044.070784 = -1203258.127967 nChanged 24 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1265302.198751 + Penalty 62044.070784 = -1203258.127967Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 1 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.820625 sec): 2 clusters Score: Raw -2945.140078 + Penalty 346.768803 = -2598.371275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.820933 sec): 3 clusters Score: Raw -2955.678757 + Penalty 682.769874 = -2272.908882 nChanged 2 SP:Iteration 1Q (46.821227 sec): 3 clusters Score: Raw -2961.444497 + Penalty 683.694921 = -2277.749576 nChanged 1 SP:Iteration 2Q (46.821520 sec): 3 clusters Score: Raw -2964.964186 + Penalty 686.319683 = -2278.644503 nChanged 1 SP:Iteration 3Q (46.821811 sec): 3 clusters Score: Raw -2966.936928 + Penalty 686.319683 = -2280.617245 nChanged 0 SP:Iteration 4F (46.822106 sec): 3 clusters Score: Raw -2966.936928 + Penalty 686.319683 = -2280.617245 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 2 (2996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.836046 sec): 2 clusters Score: Raw -161824.839144 + Penalty 231.527399 = -161593.311745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.841680 sec): 3 clusters Score: Raw -159922.525505 + Penalty 463.264010 = -159459.261496 nChanged 1339 SP:Iteration 1F (46.847052 sec): 3 clusters Score: Raw -160791.574786 + Penalty 464.327034 = -160327.247751 nChanged 312 SP:Iteration 2F (46.852785 sec): 3 clusters Score: Raw -160948.607013 + Penalty 467.514258 = -160481.092755 nChanged 230 SP:Iteration 3F (46.858523 sec): 3 clusters Score: Raw -161119.790127 + Penalty 474.639383 = -160645.150744 nChanged 233 SP:Iteration 4F (46.863890 sec): 3 clusters Score: Raw -161346.583672 + Penalty 483.365044 = -160863.218629 nChanged 216 SP:Iteration 5F (46.869276 sec): 3 clusters Score: Raw -161573.800099 + Penalty 489.042916 = -161084.757183 nChanged 165 SP:Iteration 6F (46.874628 sec): 3 clusters Score: Raw -161732.871390 + Penalty 490.489286 = -161242.382105 nChanged 97 SP:Iteration 7Q (46.879875 sec): 3 clusters Score: Raw -161801.325388 + Penalty 491.106223 = -161310.219165 nChanged 61 SP:Iteration 8Q (46.885001 sec): 3 clusters Score: Raw -161827.897316 + Penalty 491.636683 = -161336.260633 nChanged 30 SP:Iteration 9Q (46.890246 sec): 3 clusters Score: Raw -161838.069854 + Penalty 492.236144 = -161345.833711 nChanged 18 SP:Iteration 10F (46.895630 sec): 3 clusters Score: Raw -161843.295173 + Penalty 493.515763 = -161349.779410 nChanged 18 SP:Iteration 11Q (46.900657 sec): 3 clusters Score: Raw -161848.457717 + Penalty 493.798444 = -161354.659273 nChanged 13 SP:Iteration 12Q (46.905763 sec): 3 clusters Score: Raw -161851.323116 + Penalty 494.462363 = -161356.860753 nChanged 10 SP:Iteration 13Q (46.910745 sec): 3 clusters Score: Raw -161852.816234 + Penalty 495.502365 = -161357.313869 nChanged 10 SP:Iteration 14Q (46.915734 sec): 3 clusters Score: Raw -161854.210889 + Penalty 496.510603 = -161357.700285 nChanged 10 SP:Iteration 15Q (46.920882 sec): 3 clusters Score: Raw -161855.259980 + Penalty 497.294194 = -161357.965786 nChanged 7 SP:Iteration 16Q (46.925903 sec): 3 clusters Score: Raw -161856.580986 + Penalty 497.839720 = -161358.741266 nChanged 9 SP:Iteration 17Q (46.930851 sec): 3 clusters Score: Raw -161857.755284 + Penalty 498.316489 = -161359.438795 nChanged 11 SP:Iteration 18Q (46.935799 sec): 3 clusters Score: Raw -161859.390136 + Penalty 499.351513 = -161360.038624 nChanged 9 SP:Iteration 19Q (46.940733 sec): 3 clusters Score: Raw -161860.959091 + Penalty 500.122643 = -161360.836449 nChanged 7 SP:Iteration 20F (46.946075 sec): 3 clusters Score: Raw -161861.924401 + Penalty 500.813235 = -161361.111167 nChanged 7 SP:Iteration 21Q (46.951061 sec): 3 clusters Score: Raw -161863.460154 + Penalty 501.614538 = -161361.845616 nChanged 12 SP:Iteration 22Q (46.956403 sec): 3 clusters Score: Raw -161866.203375 + Penalty 501.965820 = -161364.237555 nChanged 10 SP:Iteration 23Q (46.961344 sec): 3 clusters Score: Raw -161867.886469 + Penalty 502.236466 = -161365.650003 nChanged 8 SP:Iteration 24Q (46.966354 sec): 3 clusters Score: Raw -161869.008104 + Penalty 503.067954 = -161365.940150 nChanged 6 SP:Iteration 25Q (46.971274 sec): 3 clusters Score: Raw -161869.522787 + Penalty 503.539525 = -161365.983261 nChanged 5 SP:Iteration 26Q (46.976177 sec): 3 clusters Score: Raw -161869.864181 + Penalty 503.970500 = -161365.893681 nChanged 5 SP:Iteration 27F (46.981721 sec): 3 clusters Score: Raw -161870.125279 + Penalty 504.428443 = -161365.696836 nChanged 4 SP:Iteration 28F (46.987091 sec): 3 clusters Score: Raw -161870.315373 + Penalty 504.657314 = -161365.658058 nChanged 6 SP:Iteration 29F (46.992744 sec): 3 clusters Score: Raw -161870.707744 + Penalty 504.747424 = -161365.960320 nChanged 2 SP:Iteration 30F (46.998151 sec): 3 clusters Score: Raw -161870.866825 + Penalty 504.874624 = -161365.992201 nChanged 1 SP:Iteration 31Q (47.003144 sec): 3 clusters Score: Raw -161870.879130 + Penalty 505.037210 = -161365.841920 nChanged 2 SP:Iteration 32F (47.008620 sec): 3 clusters Score: Raw -161870.957089 + Penalty 505.210432 = -161365.746657 nChanged 1 SP:Iteration 33F (47.013961 sec): 3 clusters Score: Raw -161870.987033 + Penalty 505.480400 = -161365.506634 nChanged 3 SP:Iteration 34F (47.019308 sec): 3 clusters Score: Raw -161871.081223 + Penalty 505.621918 = -161365.459305 nChanged 3 SP:Iteration 35F (47.024760 sec): 3 clusters Score: Raw -161871.277868 + Penalty 505.694221 = -161365.583647 nChanged 2 SP:Iteration 36Q (47.029670 sec): 3 clusters Score: Raw -161871.483899 + Penalty 505.930026 = -161365.553873 nChanged 2 SP:Iteration 37F (47.035046 sec): 3 clusters Score: Raw -161871.623564 + Penalty 505.950823 = -161365.672741 nChanged 2 SP:Iteration 38Q (47.040073 sec): 3 clusters Score: Raw -161871.873570 + Penalty 505.987757 = -161365.885813 nChanged 2 SP:Iteration 39Q (47.044973 sec): 3 clusters Score: Raw -161871.945349 + Penalty 506.097164 = -161365.848185 nChanged 1 SP:Iteration 40F (47.050314 sec): 3 clusters Score: Raw -161872.007848 + Penalty 506.425942 = -161365.581906 nChanged 4 SP:Iteration 41F (47.055686 sec): 3 clusters Score: Raw -161872.168730 + Penalty 506.720604 = -161365.448127 nChanged 2 SP:Iteration 42F (47.061289 sec): 3 clusters Score: Raw -161872.324828 + Penalty 506.679073 = -161365.645755 nChanged 1 SP:Iteration 43Q (47.066381 sec): 3 clusters Score: Raw -161872.444334 + Penalty 506.986850 = -161365.457484 nChanged 2 SP:Iteration 44F (47.071729 sec): 3 clusters Score: Raw -161872.602803 + Penalty 507.101292 = -161365.501510 nChanged 1 SP:Iteration 45Q (47.076625 sec): 3 clusters Score: Raw -161872.648737 + Penalty 507.301068 = -161365.347670 nChanged 2 SP:Iteration 46F (47.081976 sec): 3 clusters Score: Raw -161872.776159 + Penalty 507.574772 = -161365.201387 nChanged 2 SP:Iteration 47F (47.087363 sec): 3 clusters Score: Raw -161872.853793 + Penalty 507.805398 = -161365.048395 nChanged 2 SP:Iteration 48F (47.092880 sec): 3 clusters Score: Raw -161872.940568 + Penalty 507.805398 = -161365.135171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.094539 sec): 2 clusters Score: Raw -14381.458445 + Penalty 528.440640 = -13853.017805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.095205 sec): 3 clusters Score: Raw -14336.190683 + Penalty 1056.726868 = -13279.463815 nChanged 63 SP:Iteration 1F (47.095859 sec): 3 clusters Score: Raw -14412.755498 + Penalty 1060.678938 = -13352.076560 nChanged 21 SP:Iteration 2F (47.096510 sec): 3 clusters Score: Raw -14439.326899 + Penalty 1066.092764 = -13373.234135 nChanged 9 SP:Iteration 3Q (47.097149 sec): 3 clusters Score: Raw -14449.739797 + Penalty 1068.154566 = -13381.585231 nChanged 5 SP:Iteration 4Q (47.097789 sec): 3 clusters Score: Raw -14457.516610 + Penalty 1068.748564 = -13388.768046 nChanged 4 SP:Iteration 5Q (47.098424 sec): 3 clusters Score: Raw -14463.276570 + Penalty 1068.074684 = -13395.201886 nChanged 2 SP:Iteration 6Q (47.099058 sec): 3 clusters Score: Raw -14465.021241 + Penalty 1069.732321 = -13395.288920 nChanged 1 SP:Iteration 7Q (47.099693 sec): 3 clusters Score: Raw -14465.566427 + Penalty 1070.470698 = -13395.095729 nChanged 1 SP:Iteration 8F (47.100343 sec): 3 clusters Score: Raw -14465.684003 + Penalty 1070.470698 = -13395.213305 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 4 (6046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.127342 sec): 2 clusters Score: Raw -320754.598120 + Penalty 139.627104 = -320614.971015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.138333 sec): 3 clusters Score: Raw -316695.965665 + Penalty 294.361588 = -316401.604077 nChanged 2897 SP:Iteration 1F (47.149299 sec): 3 clusters Score: Raw -319014.158375 + Penalty 307.126399 = -318707.031976 nChanged 883 SP:Iteration 2F (47.160600 sec): 3 clusters Score: Raw -319770.890945 + Penalty 313.945419 = -319456.945525 nChanged 368 SP:Iteration 3F (47.171696 sec): 3 clusters Score: Raw -319954.445757 + Penalty 318.077377 = -319636.368380 nChanged 179 SP:Iteration 4Q (47.182087 sec): 3 clusters Score: Raw -320002.104432 + Penalty 322.210110 = -319679.894322 nChanged 108 SP:Iteration 5Q (47.192550 sec): 3 clusters Score: Raw -320032.896384 + Penalty 326.489975 = -319706.406409 nChanged 98 SP:Iteration 6Q (47.202791 sec): 3 clusters Score: Raw -320064.190893 + Penalty 331.494002 = -319732.696891 nChanged 107 SP:Iteration 7Q (47.213002 sec): 3 clusters Score: Raw -320103.600895 + Penalty 337.876334 = -319765.724560 nChanged 116 SP:Iteration 8Q (47.223136 sec): 3 clusters Score: Raw -320153.351252 + Penalty 343.653162 = -319809.698090 nChanged 110 SP:Iteration 9Q (47.233289 sec): 3 clusters Score: Raw -320198.313237 + Penalty 350.132999 = -319848.180237 nChanged 112 SP:Iteration 10F (47.244265 sec): 3 clusters Score: Raw -320244.150459 + Penalty 357.353133 = -319886.797326 nChanged 115 SP:Iteration 11Q (47.254207 sec): 3 clusters Score: Raw -320296.811492 + Penalty 364.481791 = -319932.329701 nChanged 112 SP:Iteration 12Q (47.264717 sec): 3 clusters Score: Raw -320340.405650 + Penalty 372.251651 = -319968.153999 nChanged 104 SP:Iteration 13Q (47.274736 sec): 3 clusters Score: Raw -320386.480595 + Penalty 380.540469 = -320005.940126 nChanged 105 SP:Iteration 14Q (47.284215 sec): 3 clusters Score: Raw -320437.652244 + Penalty 389.137726 = -320048.514518 nChanged 102 SP:Iteration 15Q (47.293871 sec): 3 clusters Score: Raw -320489.031117 + Penalty 394.033330 = -320094.997787 nChanged 101 SP:Iteration 16Q (47.303261 sec): 3 clusters Score: Raw -320542.577873 + Penalty 402.202548 = -320140.375325 nChanged 92 SP:Iteration 17Q (47.312519 sec): 3 clusters Score: Raw -320600.075792 + Penalty 410.599863 = -320189.475929 nChanged 102 SP:Iteration 18Q (47.321555 sec): 3 clusters Score: Raw -320672.544309 + Penalty 409.136918 = -320263.407391 nChanged 78 SP:Iteration 19Q (47.330493 sec): 3 clusters Score: Raw -320734.731923 + Penalty 398.396487 = -320336.335436 nChanged 48 SP:Iteration 20F (47.341105 sec): 3 clusters Score: Raw -320776.461823 + Penalty 399.208944 = -320377.252878 nChanged 29 SP:Iteration 21Q (47.349819 sec): 3 clusters Score: Raw -320795.394593 + Penalty 405.361952 = -320390.032641 nChanged 17 SP:Iteration 22Q (47.358484 sec): 3 clusters Score: Raw -320808.683105 + Penalty 407.494795 = -320401.188310 nChanged 12 SP:Iteration 23Q (47.367173 sec): 3 clusters Score: Raw -320815.404655 + Penalty 408.308053 = -320407.096602 nChanged 4 SP:Iteration 24Q (47.375832 sec): 3 clusters Score: Raw -320816.666973 + Penalty 415.378577 = -320401.288397 nChanged 5 SP:Iteration 25F (47.386506 sec): 3 clusters Score: Raw -320819.338836 + Penalty 419.264199 = -320400.074637 nChanged 3 SP:Iteration 26F (47.397229 sec): 3 clusters Score: Raw -320820.863202 + Penalty 423.554970 = -320397.308232 nChanged 2 SP:Iteration 27F (47.408031 sec): 3 clusters Score: Raw -320821.683670 + Penalty 425.251799 = -320396.431870 nChanged 3 SP:Iteration 28F (47.418765 sec): 3 clusters Score: Raw -320823.788811 + Penalty 428.327484 = -320395.461327 nChanged 1 SP:Iteration 29F (47.429494 sec): 3 clusters Score: Raw -320824.819583 + Penalty 431.784023 = -320393.035560 nChanged 1 SP:Iteration 30F (47.440106 sec): 3 clusters Score: Raw -320825.003284 + Penalty 431.784023 = -320393.219261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.447356 sec): 2 clusters Score: Raw -29538.384993 + Penalty 158.696230 = -29379.688762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.448542 sec): 3 clusters Score: Raw -29227.322243 + Penalty 323.349103 = -28903.973140 nChanged 215 SP:Iteration 1F (47.449690 sec): 3 clusters Score: Raw -29379.598909 + Penalty 332.759555 = -29046.839354 nChanged 63 SP:Iteration 2F (47.450845 sec): 3 clusters Score: Raw -29416.284941 + Penalty 348.871890 = -29067.413051 nChanged 41 SP:Iteration 3F (47.451989 sec): 3 clusters Score: Raw -29443.910017 + Penalty 366.581733 = -29077.328283 nChanged 29 SP:Iteration 4F (47.453134 sec): 3 clusters Score: Raw -29463.938435 + Penalty 383.897631 = -29080.040804 nChanged 22 SP:Iteration 5Q (47.454280 sec): 3 clusters Score: Raw -29482.736042 + Penalty 407.902440 = -29074.833602 nChanged 24 SP:Iteration 6F (47.455426 sec): 3 clusters Score: Raw -29504.896942 + Penalty 429.116039 = -29075.780903 nChanged 13 SP:Iteration 7Q (47.456564 sec): 3 clusters Score: Raw -29515.079040 + Penalty 447.641275 = -29067.437765 nChanged 11 SP:Iteration 8F (47.457715 sec): 3 clusters Score: Raw -29527.585633 + Penalty 466.420742 = -29061.164892 nChanged 9 SP:Iteration 9F (47.458862 sec): 3 clusters Score: Raw -29543.304951 + Penalty 470.740114 = -29072.564837 nChanged 3 SP:Iteration 10F (47.460008 sec): 3 clusters Score: Raw -29545.456424 + Penalty 470.740114 = -29074.716310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.461611 sec): 2 clusters Score: Raw -8078.654754 + Penalty 255.239052 = -7823.415702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.462125 sec): 3 clusters Score: Raw -8013.135190 + Penalty 510.381767 = -7502.753424 nChanged 36 SP:Iteration 1F (47.462607 sec): 3 clusters Score: Raw -8035.925705 + Penalty 511.027171 = -7524.898534 nChanged 10 SP:Iteration 2F (47.463080 sec): 3 clusters Score: Raw -8044.335016 + Penalty 513.409637 = -7530.925379 nChanged 8 SP:Iteration 3F (47.463552 sec): 3 clusters Score: Raw -8053.396604 + Penalty 522.438780 = -7530.957824 nChanged 13 SP:Iteration 4F (47.464046 sec): 3 clusters Score: Raw -8076.160051 + Penalty 534.789556 = -7541.370494 nChanged 13 SP:Iteration 5F (47.464543 sec): 3 clusters Score: Raw -8110.783535 + Penalty 559.290670 = -7551.492865 nChanged 13 SP:Iteration 6F (47.465040 sec): 3 clusters Score: Raw -8147.956108 + Penalty 577.432697 = -7570.523412 nChanged 8 SP:Iteration 7F (47.465539 sec): 3 clusters Score: Raw -8162.666879 + Penalty 580.087198 = -7582.579680 nChanged 1 SP:Iteration 8Q (47.465982 sec): 3 clusters Score: Raw -8163.483466 + Penalty 585.030941 = -7578.452525 nChanged 2 SP:Iteration 9F (47.466465 sec): 3 clusters Score: Raw -8166.129834 + Penalty 585.030941 = -7581.098893 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.470355 sec): 2 clusters Score: Raw -34353.934817 + Penalty 61.645436 = -34292.289381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.471737 sec): 3 clusters Score: Raw -33928.320341 + Penalty 123.152078 = -33805.168263 nChanged 294 SP:Iteration 1F (47.473125 sec): 3 clusters Score: Raw -34172.994808 + Penalty 123.468203 = -34049.526605 nChanged 69 SP:Iteration 2F (47.474543 sec): 3 clusters Score: Raw -34199.796294 + Penalty 123.315233 = -34076.481061 nChanged 21 SP:Iteration 3Q (47.475850 sec): 3 clusters Score: Raw -34208.944328 + Penalty 123.215268 = -34085.729061 nChanged 18 SP:Iteration 4Q (47.477165 sec): 3 clusters Score: Raw -34217.371596 + Penalty 123.193406 = -34094.178191 nChanged 22 SP:Iteration 5Q (47.478485 sec): 3 clusters Score: Raw -34225.761715 + Penalty 123.267734 = -34102.493982 nChanged 21 SP:Iteration 6Q (47.479784 sec): 3 clusters Score: Raw -34233.390294 + Penalty 122.918774 = -34110.471519 nChanged 21 SP:Iteration 7Q (47.481086 sec): 3 clusters Score: Raw -34241.247956 + Penalty 123.004914 = -34118.243042 nChanged 15 SP:Iteration 8Q (47.482378 sec): 3 clusters Score: Raw -34248.117074 + Penalty 123.397993 = -34124.719081 nChanged 21 SP:Iteration 9Q (47.483660 sec): 3 clusters Score: Raw -34254.855876 + Penalty 123.022281 = -34131.833595 nChanged 19 SP:Iteration 10F (47.484987 sec): 3 clusters Score: Raw -34261.411811 + Penalty 123.654723 = -34137.757087 nChanged 20 SP:Iteration 11Q (47.486261 sec): 3 clusters Score: Raw -34266.981825 + Penalty 124.216627 = -34142.765199 nChanged 20 SP:Iteration 12Q (47.487524 sec): 3 clusters Score: Raw -34274.399315 + Penalty 125.775253 = -34148.624063 nChanged 19 SP:Iteration 13Q (47.488781 sec): 3 clusters Score: Raw -34280.879416 + Penalty 128.399221 = -34152.480195 nChanged 27 SP:Iteration 14Q (47.490036 sec): 3 clusters Score: Raw -34296.456285 + Penalty 136.197889 = -34160.258396 nChanged 42 SP:Iteration 15F (47.491385 sec): 3 clusters Score: Raw -34340.856387 + Penalty 143.311608 = -34197.544778 nChanged 31 SP:Iteration 16Q (47.492640 sec): 3 clusters Score: Raw -34374.033344 + Penalty 148.701759 = -34225.331585 nChanged 14 SP:Iteration 17Q (47.493855 sec): 3 clusters Score: Raw -34385.027374 + Penalty 147.566608 = -34237.460765 nChanged 5 SP:Iteration 18Q (47.495003 sec): 3 clusters Score: Raw -34387.574131 + Penalty 150.476850 = -34237.097281 nChanged 2 SP:Iteration 19F (47.496352 sec): 3 clusters Score: Raw -34388.315329 + Penalty 152.590269 = -34235.725060 nChanged 2 SP:Iteration 20F (47.497683 sec): 3 clusters Score: Raw -34388.648703 + Penalty 152.590269 = -34236.058434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.500167 sec): 2 clusters Score: Raw -2477.862841 + Penalty 219.477694 = -2258.385147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.500465 sec): 3 clusters Score: Raw -2488.091944 + Penalty 438.953706 = -2049.138238 nChanged 5 SP:Iteration 1F (47.500755 sec): 3 clusters Score: Raw -2496.594438 + Penalty 438.197294 = -2058.397143 nChanged 2 SP:Iteration 2Q (47.501045 sec): 3 clusters Score: Raw -2502.313493 + Penalty 438.197294 = -2064.116199 nChanged 0 SP:Iteration 3F (47.501333 sec): 3 clusters Score: Raw -2502.313493 + Penalty 438.197294 = -2064.116199 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.505915 sec): 2 clusters Score: Raw -47858.700355 + Penalty 316.642913 = -47542.057442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.507641 sec): 3 clusters Score: Raw -47390.759740 + Penalty 632.943911 = -46757.815828 nChanged 370 SP:Iteration 1F (47.509330 sec): 3 clusters Score: Raw -47646.171621 + Penalty 632.582758 = -47013.588863 nChanged 87 SP:Iteration 2F (47.511136 sec): 3 clusters Score: Raw -47700.544817 + Penalty 633.954425 = -47066.590392 nChanged 49 SP:Iteration 3F (47.512851 sec): 3 clusters Score: Raw -47731.191634 + Penalty 637.030679 = -47094.160955 nChanged 43 SP:Iteration 4Q (47.514529 sec): 3 clusters Score: Raw -47754.048065 + Penalty 642.550996 = -47111.497068 nChanged 36 SP:Iteration 5Q (47.516207 sec): 3 clusters Score: Raw -47776.355225 + Penalty 652.634113 = -47123.721111 nChanged 48 SP:Iteration 6F (47.517896 sec): 3 clusters Score: Raw -47808.731622 + Penalty 667.052720 = -47141.678903 nChanged 45 SP:Iteration 7F (47.519583 sec): 3 clusters Score: Raw -47846.009452 + Penalty 674.666903 = -47171.342549 nChanged 35 SP:Iteration 8Q (47.521268 sec): 3 clusters Score: Raw -47871.905969 + Penalty 684.513449 = -47187.392520 nChanged 26 SP:Iteration 9Q (47.523001 sec): 3 clusters Score: Raw -47887.858351 + Penalty 692.853414 = -47195.004937 nChanged 14 SP:Iteration 10F (47.524719 sec): 3 clusters Score: Raw -47896.616826 + Penalty 691.479327 = -47205.137498 nChanged 8 SP:Iteration 11Q (47.526390 sec): 3 clusters Score: Raw -47900.170586 + Penalty 693.356129 = -47206.814457 nChanged 7 SP:Iteration 12Q (47.528060 sec): 3 clusters Score: Raw -47906.396740 + Penalty 695.254078 = -47211.142662 nChanged 5 SP:Iteration 13Q (47.529716 sec): 3 clusters Score: Raw -47910.081173 + Penalty 696.959800 = -47213.121373 nChanged 6 SP:Iteration 14Q (47.531387 sec): 3 clusters Score: Raw -47913.767686 + Penalty 696.479068 = -47217.288618 nChanged 6 SP:Iteration 15Q (47.533053 sec): 3 clusters Score: Raw -47916.660314 + Penalty 699.628427 = -47217.031886 nChanged 3 SP:Iteration 16F (47.534769 sec): 3 clusters Score: Raw -47918.549429 + Penalty 700.116373 = -47218.433056 nChanged 2 SP:Iteration 17Q (47.536404 sec): 3 clusters Score: Raw -47920.321493 + Penalty 702.942960 = -47217.378533 nChanged 3 SP:Iteration 18F (47.538092 sec): 3 clusters Score: Raw -47922.361972 + Penalty 703.821280 = -47218.540692 nChanged 4 SP:Iteration 19Q (47.539724 sec): 3 clusters Score: Raw -47925.825854 + Penalty 705.615082 = -47220.210771 nChanged 3 SP:Iteration 20F (47.541407 sec): 3 clusters Score: Raw -47931.101882 + Penalty 712.236832 = -47218.865050 nChanged 7 SP:Iteration 21F (47.543146 sec): 3 clusters Score: Raw -47941.476269 + Penalty 714.633722 = -47226.842547 nChanged 6 SP:Iteration 22Q (47.544753 sec): 3 clusters Score: Raw -47944.670295 + Penalty 716.636725 = -47228.033570 nChanged 3 SP:Iteration 23Q (47.546315 sec): 3 clusters Score: Raw -47948.649399 + Penalty 720.110542 = -47228.538857 nChanged 3 SP:Iteration 24Q (47.547867 sec): 3 clusters Score: Raw -47955.763236 + Penalty 725.084029 = -47230.679207 nChanged 5 SP:Iteration 25Q (47.549416 sec): 3 clusters Score: Raw -47962.148831 + Penalty 728.467991 = -47233.680840 nChanged 2 SP:Iteration 26Q (47.550971 sec): 3 clusters Score: Raw -47964.450742 + Penalty 727.876189 = -47236.574552 nChanged 1 SP:Iteration 27Q (47.552485 sec): 3 clusters Score: Raw -47965.681397 + Penalty 727.876189 = -47237.805208 nChanged 0 SP:Iteration 28F (47.554206 sec): 3 clusters Score: Raw -47965.681397 + Penalty 727.876189 = -47237.805208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.558534 sec): 2 clusters Score: Raw -28610.505352 + Penalty 512.130671 = -28098.374681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.559604 sec): 3 clusters Score: Raw -28402.583196 + Penalty 1024.703573 = -27377.879623 nChanged 147 SP:Iteration 1F (47.560668 sec): 3 clusters Score: Raw -28505.537955 + Penalty 1024.167467 = -27481.370488 nChanged 42 SP:Iteration 2F (47.561723 sec): 3 clusters Score: Raw -28544.120384 + Penalty 1023.334209 = -27520.786175 nChanged 34 SP:Iteration 3F (47.562777 sec): 3 clusters Score: Raw -28569.716278 + Penalty 1023.125210 = -27546.591068 nChanged 21 SP:Iteration 4Q (47.563820 sec): 3 clusters Score: Raw -28584.980300 + Penalty 1023.164726 = -27561.815573 nChanged 7 SP:Iteration 5Q (47.564860 sec): 3 clusters Score: Raw -28588.750998 + Penalty 1023.942340 = -27564.808658 nChanged 9 SP:Iteration 6Q (47.565910 sec): 3 clusters Score: Raw -28594.766975 + Penalty 1025.159424 = -27569.607551 nChanged 7 SP:Iteration 7Q (47.566949 sec): 3 clusters Score: Raw -28600.114234 + Penalty 1026.823614 = -27573.290621 nChanged 12 SP:Iteration 8Q (47.567994 sec): 3 clusters Score: Raw -28609.385581 + Penalty 1028.421429 = -27580.964152 nChanged 9 SP:Iteration 9Q (47.569029 sec): 3 clusters Score: Raw -28613.797947 + Penalty 1030.288445 = -27583.509502 nChanged 7 SP:Iteration 10F (47.570137 sec): 3 clusters Score: Raw -28615.911582 + Penalty 1032.203850 = -27583.707732 nChanged 6 SP:Iteration 11Q (47.571218 sec): 3 clusters Score: Raw -28616.805682 + Penalty 1033.092430 = -27583.713252 nChanged 2 SP:Iteration 12Q (47.572301 sec): 3 clusters Score: Raw -28617.645101 + Penalty 1034.689262 = -27582.955839 nChanged 4 SP:Iteration 13F (47.573403 sec): 3 clusters Score: Raw -28619.589681 + Penalty 1036.475327 = -27583.114354 nChanged 4 SP:Iteration 14Q (47.574499 sec): 3 clusters Score: Raw -28622.765950 + Penalty 1039.142531 = -27583.623419 nChanged 6 SP:Iteration 15Q (47.575561 sec): 3 clusters Score: Raw -28626.895645 + Penalty 1041.178369 = -27585.717276 nChanged 5 SP:Iteration 16Q (47.576590 sec): 3 clusters Score: Raw -28629.696304 + Penalty 1042.140898 = -27587.555407 nChanged 2 SP:Iteration 17Q (47.577614 sec): 3 clusters Score: Raw -28630.801950 + Penalty 1042.140898 = -27588.661053 nChanged 0 SP:Iteration 18F (47.578656 sec): 3 clusters Score: Raw -28630.801950 + Penalty 1042.140898 = -27588.661053 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 12 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.580941 sec): 2 clusters Score: Raw -32527.974565 + Penalty 455.066789 = -32072.907776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.582144 sec): 3 clusters Score: Raw -32236.869417 + Penalty 910.422022 = -31326.447395 nChanged 194 SP:Iteration 1F (47.583326 sec): 3 clusters Score: Raw -32349.267732 + Penalty 917.486190 = -31431.781542 nChanged 62 SP:Iteration 2F (47.584505 sec): 3 clusters Score: Raw -32393.886959 + Penalty 932.729630 = -31461.157329 nChanged 43 SP:Iteration 3F (47.585684 sec): 3 clusters Score: Raw -32433.233017 + Penalty 948.441403 = -31484.791614 nChanged 36 SP:Iteration 4F (47.586863 sec): 3 clusters Score: Raw -32468.708066 + Penalty 970.556977 = -31498.151090 nChanged 34 SP:Iteration 5F (47.588046 sec): 3 clusters Score: Raw -32499.222625 + Penalty 997.458645 = -31501.763980 nChanged 25 SP:Iteration 6Q (47.589250 sec): 3 clusters Score: Raw -32523.916907 + Penalty 1021.952059 = -31501.964847 nChanged 16 SP:Iteration 7Q (47.590418 sec): 3 clusters Score: Raw -32543.381081 + Penalty 1038.645856 = -31504.735225 nChanged 8 SP:Iteration 8Q (47.591560 sec): 3 clusters Score: Raw -32551.209239 + Penalty 1047.865528 = -31503.343711 nChanged 4 SP:Iteration 9F (47.592752 sec): 3 clusters Score: Raw -32554.643948 + Penalty 1068.025466 = -31486.618482 nChanged 5 SP:Iteration 10F (47.593941 sec): 3 clusters Score: Raw -32561.170977 + Penalty 1106.084977 = -31455.086000 nChanged 7 SP:Iteration 11F (47.595127 sec): 3 clusters Score: Raw -32576.631249 + Penalty 1116.142825 = -31460.488424 nChanged 3 SP:Iteration 12Q (47.596200 sec): 3 clusters Score: Raw -32585.685546 + Penalty 1119.235456 = -31466.450090 nChanged 1 SP:Iteration 13Q (47.597243 sec): 3 clusters Score: Raw -32588.056855 + Penalty 1120.468498 = -31467.588357 nChanged 1 SP:Iteration 14Q (47.598287 sec): 3 clusters Score: Raw -32590.287453 + Penalty 1120.468498 = -31469.818954 nChanged 0 SP:Iteration 15F (47.599474 sec): 3 clusters Score: Raw -32590.287453 + Penalty 1120.468498 = -31469.818954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.600385 sec): 2 clusters Score: Raw -9782.557238 + Penalty 299.476777 = -9483.080460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.600896 sec): 3 clusters Score: Raw -9740.105867 + Penalty 598.580313 = -9141.525553 nChanged 38 SP:Iteration 1F (47.601399 sec): 3 clusters Score: Raw -9779.460373 + Penalty 598.718061 = -9180.742312 nChanged 12 SP:Iteration 2F (47.601901 sec): 3 clusters Score: Raw -9794.153105 + Penalty 598.873014 = -9195.280092 nChanged 6 SP:Iteration 3Q (47.602393 sec): 3 clusters Score: Raw -9797.818505 + Penalty 599.093184 = -9198.725321 nChanged 2 SP:Iteration 4Q (47.602885 sec): 3 clusters Score: Raw -9798.740837 + Penalty 599.115213 = -9199.625624 nChanged 1 SP:Iteration 5Q (47.603375 sec): 3 clusters Score: Raw -9799.100273 + Penalty 599.115213 = -9199.985060 nChanged 0 SP:Iteration 6F (47.603879 sec): 3 clusters Score: Raw -9799.100273 + Penalty 599.115213 = -9199.985060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 14 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.604844 sec): 2 clusters Score: Raw -11967.093221 + Penalty 211.319374 = -11755.773847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.605413 sec): 3 clusters Score: Raw -11878.491231 + Penalty 431.497524 = -11446.993706 nChanged 61 SP:Iteration 1F (47.606007 sec): 3 clusters Score: Raw -11931.960314 + Penalty 446.142650 = -11485.817663 nChanged 17 SP:Iteration 2F (47.606589 sec): 3 clusters Score: Raw -11947.586509 + Penalty 455.579040 = -11492.007469 nChanged 11 SP:Iteration 3F (47.607169 sec): 3 clusters Score: Raw -11957.107907 + Penalty 461.089120 = -11496.018787 nChanged 6 SP:Iteration 4Q (47.607743 sec): 3 clusters Score: Raw -11962.445364 + Penalty 469.963379 = -11492.481985 nChanged 3 SP:Iteration 5F (47.608321 sec): 3 clusters Score: Raw -11963.689399 + Penalty 499.627945 = -11464.061454 nChanged 7 SP:Iteration 6F (47.608894 sec): 3 clusters Score: Raw -11971.251351 + Penalty 504.372946 = -11466.878405 nChanged 4 SP:Iteration 7Q (47.609437 sec): 3 clusters Score: Raw -11974.170381 + Penalty 511.132252 = -11463.038129 nChanged 1 SP:Iteration 8F (47.610015 sec): 3 clusters Score: Raw -11974.925713 + Penalty 519.005390 = -11455.920323 nChanged 1 SP:Iteration 9F (47.610590 sec): 3 clusters Score: Raw -11977.403475 + Penalty 527.420570 = -11449.982905 nChanged 1 SP:Iteration 10F (47.611162 sec): 3 clusters Score: Raw -11979.430308 + Penalty 531.391703 = -11448.038604 nChanged 1 SP:Iteration 11F (47.611734 sec): 3 clusters Score: Raw -11981.114417 + Penalty 531.391703 = -11449.722714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.613562 sec): 2 clusters Score: Raw -29250.837678 + Penalty 87.985023 = -29162.852655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.614703 sec): 3 clusters Score: Raw -28912.669066 + Penalty 177.618548 = -28735.050518 nChanged 246 SP:Iteration 1F (47.615825 sec): 3 clusters Score: Raw -29099.431265 + Penalty 178.359676 = -28921.071589 nChanged 41 SP:Iteration 2F (47.616946 sec): 3 clusters Score: Raw -29118.751667 + Penalty 179.032785 = -28939.718882 nChanged 27 SP:Iteration 3F (47.618072 sec): 3 clusters Score: Raw -29131.002085 + Penalty 179.802301 = -28951.199784 nChanged 28 SP:Iteration 4F (47.619190 sec): 3 clusters Score: Raw -29148.945144 + Penalty 179.135001 = -28969.810143 nChanged 33 SP:Iteration 5F (47.620307 sec): 3 clusters Score: Raw -29172.034323 + Penalty 183.500791 = -28988.533532 nChanged 26 SP:Iteration 6Q (47.621427 sec): 3 clusters Score: Raw -29188.745810 + Penalty 186.219270 = -29002.526540 nChanged 16 SP:Iteration 7Q (47.622547 sec): 3 clusters Score: Raw -29208.171132 + Penalty 187.767928 = -29020.403204 nChanged 20 SP:Iteration 8Q (47.623673 sec): 3 clusters Score: Raw -29230.932771 + Penalty 185.995567 = -29044.937204 nChanged 11 SP:Iteration 9Q (47.624736 sec): 3 clusters Score: Raw -29241.885716 + Penalty 193.345545 = -29048.540171 nChanged 7 SP:Iteration 10F (47.625861 sec): 3 clusters Score: Raw -29246.857817 + Penalty 197.352947 = -29049.504870 nChanged 2 SP:Iteration 11Q (47.626843 sec): 3 clusters Score: Raw -29248.589483 + Penalty 196.123298 = -29052.466186 nChanged 2 SP:Iteration 12Q (47.627820 sec): 3 clusters Score: Raw -29248.946358 + Penalty 195.046815 = -29053.899542 nChanged 2 SP:Iteration 13Q (47.628813 sec): 3 clusters Score: Raw -29251.927831 + Penalty 200.654968 = -29051.272863 nChanged 2 SP:Iteration 14F (47.629933 sec): 3 clusters Score: Raw -29254.953011 + Penalty 203.521700 = -29051.431311 nChanged 2 SP:Iteration 15Q (47.630892 sec): 3 clusters Score: Raw -29259.053200 + Penalty 204.371115 = -29054.682085 nChanged 1 SP:Iteration 16Q (47.631842 sec): 3 clusters Score: Raw -29258.964007 + Penalty 204.371115 = -29054.592892 nChanged 0 SP:Iteration 17F (47.632963 sec): 3 clusters Score: Raw -29258.964007 + Penalty 204.371115 = -29054.592892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.634038 sec): 2 clusters Score: Raw -11943.104351 + Penalty 629.237002 = -11313.867349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.634663 sec): 3 clusters Score: Raw -11955.682709 + Penalty 1258.684445 = -10696.998264 nChanged 42 SP:Iteration 1F (47.635278 sec): 3 clusters Score: Raw -12032.854487 + Penalty 1258.063643 = -10774.790844 nChanged 9 SP:Iteration 2Q (47.635872 sec): 3 clusters Score: Raw -12050.498537 + Penalty 1257.169657 = -10793.328880 nChanged 9 SP:Iteration 3Q (47.636462 sec): 3 clusters Score: Raw -12073.990554 + Penalty 1256.025590 = -10817.964964 nChanged 6 SP:Iteration 4Q (47.637047 sec): 3 clusters Score: Raw -12085.988706 + Penalty 1255.795469 = -10830.193237 nChanged 6 SP:Iteration 5Q (47.637631 sec): 3 clusters Score: Raw -12098.606335 + Penalty 1256.143094 = -10842.463240 nChanged 6 SP:Iteration 6Q (47.638211 sec): 3 clusters Score: Raw -12110.702468 + Penalty 1255.824269 = -10854.878200 nChanged 4 SP:Iteration 7Q (47.638789 sec): 3 clusters Score: Raw -12121.517356 + Penalty 1255.259039 = -10866.258318 nChanged 3 SP:Iteration 8Q (47.639363 sec): 3 clusters Score: Raw -12123.708363 + Penalty 1255.175553 = -10868.532811 nChanged 1 SP:Iteration 9Q (47.639936 sec): 3 clusters Score: Raw -12125.266803 + Penalty 1255.729866 = -10869.536937 nChanged 1 SP:Iteration 10F (47.640550 sec): 3 clusters Score: Raw -12132.884563 + Penalty 1255.594023 = -10877.290540 nChanged 2 SP:Iteration 11Q (47.641122 sec): 3 clusters Score: Raw -12147.831231 + Penalty 1256.485371 = -10891.345859 nChanged 1 SP:Iteration 12Q (47.641721 sec): 3 clusters Score: Raw -12150.642672 + Penalty 1256.485371 = -10894.157301 nChanged 0 SP:Iteration 13F (47.642335 sec): 3 clusters Score: Raw -12150.642672 + Penalty 1256.485371 = -10894.157301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.643719 sec): 2 clusters Score: Raw -20700.955878 + Penalty 451.708242 = -20249.247637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.644548 sec): 3 clusters Score: Raw -20585.601711 + Penalty 900.792383 = -19684.809328 nChanged 102 SP:Iteration 1F (47.645365 sec): 3 clusters Score: Raw -20706.860846 + Penalty 899.278927 = -19807.581919 nChanged 39 SP:Iteration 2F (47.646179 sec): 3 clusters Score: Raw -20761.845433 + Penalty 903.071759 = -19858.773673 nChanged 21 SP:Iteration 3F (47.646993 sec): 3 clusters Score: Raw -20781.830698 + Penalty 910.119014 = -19871.711684 nChanged 14 SP:Iteration 4Q (47.647793 sec): 3 clusters Score: Raw -20793.399563 + Penalty 907.734663 = -19885.664900 nChanged 4 SP:Iteration 5Q (47.648591 sec): 3 clusters Score: Raw -20796.371657 + Penalty 909.427402 = -19886.944255 nChanged 2 SP:Iteration 6Q (47.649385 sec): 3 clusters Score: Raw -20797.314261 + Penalty 910.723918 = -19886.590342 nChanged 3 SP:Iteration 7F (47.650198 sec): 3 clusters Score: Raw -20799.929577 + Penalty 913.403966 = -19886.525611 nChanged 2 SP:Iteration 8F (47.651010 sec): 3 clusters Score: Raw -20800.715249 + Penalty 919.347854 = -19881.367395 nChanged 4 SP:Iteration 9F (47.651823 sec): 3 clusters Score: Raw -20802.519882 + Penalty 922.956567 = -19879.563314 nChanged 4 SP:Iteration 10F (47.652635 sec): 3 clusters Score: Raw -20804.693037 + Penalty 926.541706 = -19878.151331 nChanged 2 SP:Iteration 11F (47.653448 sec): 3 clusters Score: Raw -20806.163879 + Penalty 930.930950 = -19875.232929 nChanged 3 SP:Iteration 12F (47.654260 sec): 3 clusters Score: Raw -20809.102017 + Penalty 934.415296 = -19874.686721 nChanged 3 SP:Iteration 13F (47.655091 sec): 3 clusters Score: Raw -20812.241061 + Penalty 939.875346 = -19872.365715 nChanged 2 SP:Iteration 14F (47.655904 sec): 3 clusters Score: Raw -20813.284981 + Penalty 944.603282 = -19868.681700 nChanged 2 SP:Iteration 15F (47.656716 sec): 3 clusters Score: Raw -20816.601697 + Penalty 953.487580 = -19863.114117 nChanged 5 SP:Iteration 16F (47.657532 sec): 3 clusters Score: Raw -20822.794938 + Penalty 956.536764 = -19866.258174 nChanged 2 SP:Iteration 17Q (47.658316 sec): 3 clusters Score: Raw -20824.189092 + Penalty 956.536764 = -19867.652328 nChanged 0 SP:Iteration 18F (47.659128 sec): 3 clusters Score: Raw -20824.189092 + Penalty 956.536764 = -19867.652328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 18 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.659690 sec): 2 clusters Score: Raw -1788.826634 + Penalty 201.809089 = -1587.017544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.659964 sec): 3 clusters Score: Raw -1799.852713 + Penalty 401.387230 = -1398.465483 nChanged 2 SP:Iteration 1F (47.660235 sec): 3 clusters Score: Raw -1802.936272 + Penalty 401.387230 = -1401.549042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.661237 sec): 2 clusters Score: Raw -12971.614035 + Penalty 56.260125 = -12915.353910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.661875 sec): 3 clusters Score: Raw -12839.252005 + Penalty 115.032226 = -12724.219779 nChanged 97 SP:Iteration 1F (47.662474 sec): 3 clusters Score: Raw -12903.880825 + Penalty 117.294989 = -12786.585837 nChanged 31 SP:Iteration 2F (47.663056 sec): 3 clusters Score: Raw -12931.084572 + Penalty 114.179487 = -12816.905085 nChanged 23 SP:Iteration 3F (47.663651 sec): 3 clusters Score: Raw -12954.906086 + Penalty 115.535383 = -12839.370703 nChanged 8 SP:Iteration 4Q (47.664219 sec): 3 clusters Score: Raw -12961.886737 + Penalty 128.189517 = -12833.697220 nChanged 5 SP:Iteration 5F (47.664788 sec): 3 clusters Score: Raw -12967.372381 + Penalty 56.260125 = -12911.112257 nChanged 3 SP:Iteration 6Q (47.665273 sec): 2 clusters Score: Raw -12971.614035 + Penalty 56.260125 = -12915.353910 nChanged 0 SP:Iteration 7F (47.665758 sec): 2 clusters Score: Raw -12971.614035 + Penalty 56.260125 = -12915.353910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.666823 sec): 2 clusters Score: Raw -7298.170700 + Penalty 589.331998 = -6708.838701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.667269 sec): 3 clusters Score: Raw -7330.286133 + Penalty 1182.347828 = -6147.938305 nChanged 10 SP:Iteration 1F (47.667715 sec): 3 clusters Score: Raw -7357.348536 + Penalty 1184.618677 = -6172.729860 nChanged 3 SP:Iteration 2Q (47.668139 sec): 3 clusters Score: Raw -7366.457336 + Penalty 1187.162298 = -6179.295037 nChanged 2 SP:Iteration 3Q (47.668563 sec): 3 clusters Score: Raw -7369.067583 + Penalty 1187.162298 = -6181.905284 nChanged 0 SP:Iteration 4F (47.669000 sec): 3 clusters Score: Raw -7369.067583 + Penalty 1187.162298 = -6181.905284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.669746 sec): 2 clusters Score: Raw -2639.227384 + Penalty 316.659249 = -2322.568135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.670060 sec): 3 clusters Score: Raw -2698.050654 + Penalty 606.297556 = -2091.753098 nChanged 7 SP:Iteration 1F (47.670369 sec): 3 clusters Score: Raw -2716.909604 + Penalty 606.297556 = -2110.612048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.670971 sec): 2 clusters Score: Raw -2859.838596 + Penalty 335.754744 = -2524.083852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.671281 sec): 3 clusters Score: Raw -2896.898718 + Penalty 664.836260 = -2232.062457 nChanged 2 SP:Iteration 1Q (47.671581 sec): 3 clusters Score: Raw -2905.192176 + Penalty 664.836260 = -2240.355916 nChanged 0 SP:Iteration 2F (47.671888 sec): 3 clusters Score: Raw -2905.192176 + Penalty 664.836260 = -2240.355916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.672376 sec): 2 clusters Score: Raw -554.196317 + Penalty 183.050683 = -371.145634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.672604 sec): 3 clusters Score: Raw -568.979160 + Penalty 366.101365 = -202.877795 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.674977 sec): 2 clusters Score: Raw -38983.377018 + Penalty 139.637202 = -38843.739816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.676437 sec): 3 clusters Score: Raw -38560.070476 + Penalty 281.734433 = -38278.336043 nChanged 296 SP:Iteration 1F (47.677872 sec): 3 clusters Score: Raw -38759.939214 + Penalty 285.369663 = -38474.569551 nChanged 88 SP:Iteration 2F (47.679304 sec): 3 clusters Score: Raw -38838.120724 + Penalty 287.740903 = -38550.379821 nChanged 46 SP:Iteration 3F (47.680822 sec): 3 clusters Score: Raw -38879.343013 + Penalty 288.514782 = -38590.828231 nChanged 35 SP:Iteration 4Q (47.682311 sec): 3 clusters Score: Raw -38911.374930 + Penalty 287.941242 = -38623.433687 nChanged 21 SP:Iteration 5Q (47.683729 sec): 3 clusters Score: Raw -38920.933570 + Penalty 287.518263 = -38633.415307 nChanged 7 SP:Iteration 6Q (47.685122 sec): 3 clusters Score: Raw -38922.616557 + Penalty 286.726303 = -38635.890255 nChanged 3 SP:Iteration 7Q (47.686568 sec): 3 clusters Score: Raw -38923.877693 + Penalty 286.187956 = -38637.689738 nChanged 4 SP:Iteration 8Q (47.688015 sec): 3 clusters Score: Raw -38924.927689 + Penalty 285.694636 = -38639.233053 nChanged 2 SP:Iteration 9Q (47.689438 sec): 3 clusters Score: Raw -38925.192807 + Penalty 285.638601 = -38639.554206 nChanged 1 SP:Iteration 10F (47.690970 sec): 3 clusters Score: Raw -38925.280936 + Penalty 285.551836 = -38639.729101 nChanged 1 SP:Iteration 11Q (47.692410 sec): 3 clusters Score: Raw -38925.343820 + Penalty 285.395235 = -38639.948585 nChanged 1 SP:Iteration 12Q (47.693796 sec): 3 clusters Score: Raw -38925.508528 + Penalty 285.395235 = -38640.113293 nChanged 0 SP:Iteration 13F (47.695198 sec): 3 clusters Score: Raw -38925.508528 + Penalty 285.395235 = -38640.113293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 28 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.696002 sec): 2 clusters Score: Raw -5227.334744 + Penalty 390.690146 = -4836.644598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.696385 sec): 3 clusters Score: Raw -5227.334728 + Penalty 789.165412 = -4438.169316 nChanged 11 SP:Iteration 1F (47.696758 sec): 3 clusters Score: Raw -5252.124410 + Penalty 791.658222 = -4460.466188 nChanged 2 SP:Iteration 2Q (47.697124 sec): 3 clusters Score: Raw -5255.778486 + Penalty 794.538721 = -4461.239766 nChanged 1 SP:Iteration 3Q (47.697488 sec): 3 clusters Score: Raw -5258.115662 + Penalty 797.228893 = -4460.886769 nChanged 1 SP:Iteration 4F (47.697861 sec): 3 clusters Score: Raw -5260.029814 + Penalty 799.651756 = -4460.378058 nChanged 1 SP:Iteration 5F (47.698233 sec): 3 clusters Score: Raw -5261.296078 + Penalty 799.651756 = -4461.644322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 29 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.698867 sec): 2 clusters Score: Raw -3173.167022 + Penalty 568.578827 = -2604.588195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.699202 sec): 3 clusters Score: Raw -3268.777570 + Penalty 1135.438207 = -2133.339363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.700253 sec): 2 clusters Score: Raw -10328.331033 + Penalty 168.566332 = -10159.764700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.700860 sec): 3 clusters Score: Raw -10255.309507 + Penalty 336.932632 = -9918.376875 nChanged 65 SP:Iteration 1F (47.701456 sec): 3 clusters Score: Raw -10317.774559 + Penalty 337.309232 = -9980.465327 nChanged 21 SP:Iteration 2F (47.702053 sec): 3 clusters Score: Raw -10348.719356 + Penalty 337.418528 = -10011.300828 nChanged 15 SP:Iteration 3F (47.702649 sec): 3 clusters Score: Raw -10380.629439 + Penalty 337.539480 = -10043.089959 nChanged 11 SP:Iteration 4F (47.703249 sec): 3 clusters Score: Raw -10401.611001 + Penalty 337.434582 = -10064.176419 nChanged 5 SP:Iteration 5Q (47.703790 sec): 3 clusters Score: Raw -10412.074798 + Penalty 338.504003 = -10073.570796 nChanged 5 SP:Iteration 6Q (47.704332 sec): 3 clusters Score: Raw -10420.015947 + Penalty 338.683909 = -10081.332038 nChanged 2 SP:Iteration 7Q (47.704865 sec): 3 clusters Score: Raw -10421.496596 + Penalty 338.467999 = -10083.028598 nChanged 3 SP:Iteration 8Q (47.705399 sec): 3 clusters Score: Raw -10423.048474 + Penalty 338.774370 = -10084.274104 nChanged 1 SP:Iteration 9Q (47.705930 sec): 3 clusters Score: Raw -10423.185513 + Penalty 338.362281 = -10084.823233 nChanged 1 SP:Iteration 10F (47.706507 sec): 3 clusters Score: Raw -10424.589038 + Penalty 338.243321 = -10086.345717 nChanged 1 SP:Iteration 11Q (47.707039 sec): 3 clusters Score: Raw -10425.016360 + Penalty 338.109212 = -10086.907149 nChanged 1 SP:Iteration 12Q (47.707597 sec): 3 clusters Score: Raw -10425.331341 + Penalty 338.109212 = -10087.222130 nChanged 0 SP:Iteration 13F (47.708174 sec): 3 clusters Score: Raw -10425.331341 + Penalty 338.109212 = -10087.222130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.708702 sec): 2 clusters Score: Raw -1238.852339 + Penalty 187.495871 = -1051.356468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.708956 sec): 3 clusters Score: Raw -1250.087793 + Penalty 343.106461 = -906.981333 nChanged 2 SP:Iteration 1F (47.709208 sec): 3 clusters Score: Raw -1264.082260 + Penalty 343.106461 = -920.975799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.711143 sec): 2 clusters Score: Raw -27566.256021 + Penalty 304.521468 = -27261.734553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.712257 sec): 3 clusters Score: Raw -27307.231077 + Penalty 614.131627 = -26693.099450 nChanged 184 SP:Iteration 1F (47.713347 sec): 3 clusters Score: Raw -27479.121113 + Penalty 614.017784 = -26865.103329 nChanged 68 SP:Iteration 2F (47.714395 sec): 3 clusters Score: Raw -27529.769980 + Penalty 614.347391 = -26915.422589 nChanged 20 SP:Iteration 3Q (47.715430 sec): 3 clusters Score: Raw -27543.777970 + Penalty 612.600359 = -26931.177611 nChanged 14 SP:Iteration 4Q (47.716461 sec): 3 clusters Score: Raw -27556.339569 + Penalty 611.679716 = -26944.659853 nChanged 15 SP:Iteration 5Q (47.717493 sec): 3 clusters Score: Raw -27572.314886 + Penalty 610.523612 = -26961.791274 nChanged 15 SP:Iteration 6Q (47.718521 sec): 3 clusters Score: Raw -27586.694867 + Penalty 611.075327 = -26975.619540 nChanged 10 SP:Iteration 7Q (47.719543 sec): 3 clusters Score: Raw -27591.752716 + Penalty 611.199009 = -26980.553707 nChanged 4 SP:Iteration 8Q (47.720562 sec): 3 clusters Score: Raw -27594.096941 + Penalty 611.019280 = -26983.077661 nChanged 3 SP:Iteration 9Q (47.721573 sec): 3 clusters Score: Raw -27595.997101 + Penalty 610.977978 = -26985.019124 nChanged 2 SP:Iteration 10F (47.722607 sec): 3 clusters Score: Raw -27596.299457 + Penalty 610.934240 = -26985.365216 nChanged 2 SP:Iteration 11Q (47.723617 sec): 3 clusters Score: Raw -27596.659705 + Penalty 610.912298 = -26985.747407 nChanged 2 SP:Iteration 12Q (47.724642 sec): 3 clusters Score: Raw -27596.899386 + Penalty 610.874741 = -26986.024646 nChanged 2 SP:Iteration 13Q (47.725662 sec): 3 clusters Score: Raw -27597.423768 + Penalty 610.987973 = -26986.435795 nChanged 2 SP:Iteration 14Q (47.726681 sec): 3 clusters Score: Raw -27598.870398 + Penalty 611.596506 = -26987.273893 nChanged 4 SP:Iteration 15Q (47.727701 sec): 3 clusters Score: Raw -27603.048146 + Penalty 612.649870 = -26990.398276 nChanged 7 SP:Iteration 16Q (47.728712 sec): 3 clusters Score: Raw -27611.335867 + Penalty 613.455749 = -26997.880118 nChanged 5 SP:Iteration 17Q (47.729721 sec): 3 clusters Score: Raw -27613.717701 + Penalty 613.372575 = -27000.345126 nChanged 3 SP:Iteration 18Q (47.730719 sec): 3 clusters Score: Raw -27614.849584 + Penalty 613.472090 = -27001.377493 nChanged 3 SP:Iteration 19Q (47.731714 sec): 3 clusters Score: Raw -27616.247030 + Penalty 613.196602 = -27003.050429 nChanged 6 SP:Iteration 20F (47.732758 sec): 3 clusters Score: Raw -27620.637774 + Penalty 613.216000 = -27007.421773 nChanged 5 SP:Iteration 21Q (47.733756 sec): 3 clusters Score: Raw -27626.829345 + Penalty 613.793933 = -27013.035412 nChanged 6 SP:Iteration 22Q (47.734749 sec): 3 clusters Score: Raw -27632.708604 + Penalty 613.499503 = -27019.209101 nChanged 5 SP:Iteration 23Q (47.735741 sec): 3 clusters Score: Raw -27635.225878 + Penalty 613.178549 = -27022.047329 nChanged 2 SP:Iteration 24Q (47.736729 sec): 3 clusters Score: Raw -27636.037430 + Penalty 612.887992 = -27023.149438 nChanged 4 SP:Iteration 25Q (47.737748 sec): 3 clusters Score: Raw -27638.151515 + Penalty 612.437105 = -27025.714410 nChanged 6 SP:Iteration 26Q (47.738736 sec): 3 clusters Score: Raw -27647.781002 + Penalty 611.854979 = -27035.926023 nChanged 8 SP:Iteration 27Q (47.739721 sec): 3 clusters Score: Raw -27652.610685 + Penalty 612.072801 = -27040.537884 nChanged 5 SP:Iteration 28Q (47.740705 sec): 3 clusters Score: Raw -27657.882116 + Penalty 612.129866 = -27045.752251 nChanged 4 SP:Iteration 29Q (47.741687 sec): 3 clusters Score: Raw -27662.188203 + Penalty 612.238409 = -27049.949793 nChanged 4 SP:Iteration 30F (47.742731 sec): 3 clusters Score: Raw -27663.654318 + Penalty 611.718337 = -27051.935981 nChanged 4 SP:Iteration 31Q (47.743713 sec): 3 clusters Score: Raw -27664.773346 + Penalty 611.262692 = -27053.510654 nChanged 4 SP:Iteration 32Q (47.744693 sec): 3 clusters Score: Raw -27666.455253 + Penalty 611.262692 = -27055.192561 nChanged 0 SP:Iteration 33F (47.745737 sec): 3 clusters Score: Raw -27666.455253 + Penalty 611.262692 = -27055.192561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.746229 sec): 2 clusters Score: Raw -240.895520 + Penalty 114.228460 = -126.667060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.746450 sec): 3 clusters Score: Raw -235.506785 + Penalty 203.160557 = -32.346227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.746942 sec): 2 clusters Score: Raw -561.134587 + Penalty 133.910112 = -427.224475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.747169 sec): 3 clusters Score: Raw -570.136080 + Penalty 264.090029 = -306.046051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.747669 sec): 2 clusters Score: Raw -877.617931 + Penalty 250.560771 = -627.057160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.747908 sec): 3 clusters Score: Raw -922.391319 + Penalty 501.080792 = -421.310528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 40 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.748547 sec): 2 clusters Score: Raw -3950.724262 + Penalty 276.185506 = -3674.538756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.748887 sec): 3 clusters Score: Raw -3955.287698 + Penalty 548.584185 = -3406.703512 nChanged 9 SP:Iteration 1F (47.749220 sec): 3 clusters Score: Raw -3968.424141 + Penalty 547.153531 = -3421.270610 nChanged 1 SP:Iteration 2Q (47.749545 sec): 3 clusters Score: Raw -3972.718088 + Penalty 545.751735 = -3426.966353 nChanged 1 SP:Iteration 3Q (47.749868 sec): 3 clusters Score: Raw -3974.118795 + Penalty 544.326296 = -3429.792499 nChanged 2 SP:Iteration 4Q (47.750192 sec): 3 clusters Score: Raw -3977.392343 + Penalty 545.323198 = -3432.069145 nChanged 2 SP:Iteration 5Q (47.750513 sec): 3 clusters Score: Raw -3979.248907 + Penalty 546.409905 = -3432.839003 nChanged 1 SP:Iteration 6Q (47.750834 sec): 3 clusters Score: Raw -3982.070315 + Penalty 546.409905 = -3435.660410 nChanged 0 SP:Iteration 7F (47.751164 sec): 3 clusters Score: Raw -3982.070315 + Penalty 546.409905 = -3435.660410 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 (47.751639 sec): 2 clusters Score: Raw -419.097139 + Penalty 163.248456 = -255.848684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.751860 sec): 3 clusters Score: Raw -414.884665 + Penalty 314.558831 = -100.325834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 43 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.752537 sec): 2 clusters Score: Raw -4595.663426 + Penalty 456.384781 = -4139.278645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.752896 sec): 3 clusters Score: Raw -4635.935393 + Penalty 913.183000 = -3722.752393 nChanged 7 SP:Iteration 1F (47.753250 sec): 3 clusters Score: Raw -4651.873086 + Penalty 914.887116 = -3736.985970 nChanged 3 SP:Iteration 2Q (47.753591 sec): 3 clusters Score: Raw -4661.361316 + Penalty 919.650142 = -3741.711174 nChanged 2 SP:Iteration 3Q (47.753928 sec): 3 clusters Score: Raw -4669.114963 + Penalty 924.874047 = -3744.240916 nChanged 2 SP:Iteration 4Q (47.754262 sec): 3 clusters Score: Raw -4676.149223 + Penalty 924.938797 = -3751.210426 nChanged 1 SP:Iteration 5Q (47.754593 sec): 3 clusters Score: Raw -4689.320724 + Penalty 931.991486 = -3757.329238 nChanged 2 SP:Iteration 6Q (47.754922 sec): 3 clusters Score: Raw -4695.666274 + Penalty 934.898622 = -3760.767652 nChanged 1 SP:Iteration 7Q (47.755251 sec): 3 clusters Score: Raw -4697.564116 + Penalty 934.898622 = -3762.665494 nChanged 0 SP:Iteration 8F (47.755599 sec): 3 clusters Score: Raw -4697.564116 + Penalty 934.898622 = -3762.665494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 44 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.756240 sec): 2 clusters Score: Raw -4414.188495 + Penalty 461.574726 = -3952.613769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.756580 sec): 3 clusters Score: Raw -4440.256623 + Penalty 923.012255 = -3517.244368 nChanged 4 SP:Iteration 1F (47.756923 sec): 3 clusters Score: Raw -4456.729330 + Penalty 922.809173 = -3533.920157 nChanged 2 SP:Iteration 2Q (47.757244 sec): 3 clusters Score: Raw -4460.632230 + Penalty 922.809173 = -3537.823057 nChanged 0 SP:Iteration 3F (47.757589 sec): 3 clusters Score: Raw -4460.632230 + Penalty 922.809173 = -3537.823057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.758660 sec): 2 clusters Score: Raw -12942.010021 + Penalty 365.164994 = -12576.845027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.759276 sec): 3 clusters Score: Raw -12861.486028 + Penalty 765.479231 = -12096.006798 nChanged 64 SP:Iteration 1F (47.759880 sec): 3 clusters Score: Raw -12923.635961 + Penalty 795.540597 = -12128.095363 nChanged 26 SP:Iteration 2F (47.760495 sec): 3 clusters Score: Raw -12949.831459 + Penalty 820.597470 = -12129.233989 nChanged 11 SP:Iteration 3Q (47.761147 sec): 3 clusters Score: Raw -12962.727863 + Penalty 861.659316 = -12101.068548 nChanged 11 SP:Iteration 4F (47.761764 sec): 3 clusters Score: Raw -12981.516103 + Penalty 891.225262 = -12090.290841 nChanged 4 SP:Iteration 5F (47.762409 sec): 3 clusters Score: Raw -12989.815478 + Penalty 891.225262 = -12098.590216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 46 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.762892 sec): 2 clusters Score: Raw -346.354530 + Penalty 143.296370 = -203.058160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.763109 sec): 3 clusters Score: Raw -352.811007 + Penalty 263.296200 = -89.514807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.765015 sec): 2 clusters Score: Raw -31327.404708 + Penalty 531.079592 = -30796.325116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.766207 sec): 3 clusters Score: Raw -31111.522875 + Penalty 1062.213607 = -30049.309268 nChanged 167 SP:Iteration 1F (47.767379 sec): 3 clusters Score: Raw -31257.740153 + Penalty 1063.298037 = -30194.442117 nChanged 38 SP:Iteration 2F (47.768575 sec): 3 clusters Score: Raw -31292.269023 + Penalty 1065.380570 = -30226.888453 nChanged 29 SP:Iteration 3F (47.769796 sec): 3 clusters Score: Raw -31315.223489 + Penalty 1070.065367 = -30245.158121 nChanged 23 SP:Iteration 4Q (47.770923 sec): 3 clusters Score: Raw -31337.975461 + Penalty 1079.843365 = -30258.132096 nChanged 23 SP:Iteration 5Q (47.772063 sec): 3 clusters Score: Raw -31358.987980 + Penalty 1089.058517 = -30269.929463 nChanged 16 SP:Iteration 6Q (47.773219 sec): 3 clusters Score: Raw -31380.444103 + Penalty 1099.773341 = -30280.670762 nChanged 16 SP:Iteration 7Q (47.774374 sec): 3 clusters Score: Raw -31398.799534 + Penalty 1111.903408 = -30286.896126 nChanged 16 SP:Iteration 8Q (47.775648 sec): 3 clusters Score: Raw -31415.726415 + Penalty 1122.593997 = -30293.132419 nChanged 11 SP:Iteration 9Q (47.776806 sec): 3 clusters Score: Raw -31429.628932 + Penalty 1130.638302 = -30298.990629 nChanged 9 SP:Iteration 10F (47.777979 sec): 3 clusters Score: Raw -31440.733993 + Penalty 1138.586674 = -30302.147319 nChanged 10 SP:Iteration 11Q (47.779140 sec): 3 clusters Score: Raw -31452.179477 + Penalty 1147.227792 = -30304.951686 nChanged 8 SP:Iteration 12Q (47.780244 sec): 3 clusters Score: Raw -31461.625163 + Penalty 1155.357144 = -30306.268019 nChanged 7 SP:Iteration 13Q (47.781339 sec): 3 clusters Score: Raw -31471.063068 + Penalty 1158.622422 = -30312.440646 nChanged 4 SP:Iteration 14Q (47.782434 sec): 3 clusters Score: Raw -31475.088234 + Penalty 1162.443398 = -30312.644836 nChanged 2 SP:Iteration 15Q (47.783521 sec): 3 clusters Score: Raw -31476.820531 + Penalty 1164.762076 = -30312.058456 nChanged 2 SP:Iteration 16F (47.784636 sec): 3 clusters Score: Raw -31478.616905 + Penalty 1168.853653 = -30309.763252 nChanged 2 SP:Iteration 17F (47.785750 sec): 3 clusters Score: Raw -31479.867459 + Penalty 1173.040441 = -30306.827019 nChanged 3 SP:Iteration 18F (47.786869 sec): 3 clusters Score: Raw -31484.082595 + Penalty 1175.370989 = -30308.711606 nChanged 1 SP:Iteration 19Q (47.787942 sec): 3 clusters Score: Raw -31485.558354 + Penalty 1175.370989 = -30310.187365 nChanged 0 SP:Iteration 20F (47.789056 sec): 3 clusters Score: Raw -31485.558354 + Penalty 1175.370989 = -30310.187365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.789913 sec): 2 clusters Score: Raw -8489.309976 + Penalty 517.410219 = -7971.899757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.790384 sec): 3 clusters Score: Raw -8489.724220 + Penalty 1040.832366 = -7448.891854 nChanged 22 SP:Iteration 1F (47.790850 sec): 3 clusters Score: Raw -8527.823767 + Penalty 1042.563507 = -7485.260260 nChanged 5 SP:Iteration 2Q (47.791302 sec): 3 clusters Score: Raw -8536.085078 + Penalty 1044.177806 = -7491.907272 nChanged 1 SP:Iteration 3Q (47.791751 sec): 3 clusters Score: Raw -8538.230289 + Penalty 1049.317626 = -7488.912663 nChanged 4 SP:Iteration 4F (47.792214 sec): 3 clusters Score: Raw -8545.722592 + Penalty 1051.146518 = -7494.576074 nChanged 3 SP:Iteration 5Q (47.792659 sec): 3 clusters Score: Raw -8551.784041 + Penalty 1051.146518 = -7500.637523 nChanged 0 SP:Iteration 6F (47.793122 sec): 3 clusters Score: Raw -8551.784041 + Penalty 1051.146518 = -7500.637523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.793595 sec): 2 clusters Score: Raw -112.750606 + Penalty 35.317396 = -77.433210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.793796 sec): 2 clusters Score: Raw -112.750606 + Penalty 35.317396 = -77.433210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 52 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.794380 sec): 2 clusters Score: Raw -2633.664210 + Penalty 251.764032 = -2381.900178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.794675 sec): 3 clusters Score: Raw -2654.727684 + Penalty 504.239774 = -2150.487911 nChanged 4 SP:Iteration 1F (47.794985 sec): 3 clusters Score: Raw -2659.923759 + Penalty 506.284021 = -2153.639738 nChanged 2 SP:Iteration 2Q (47.795268 sec): 3 clusters Score: Raw -2663.198227 + Penalty 506.284021 = -2156.914206 nChanged 0 SP:Iteration 3F (47.795555 sec): 3 clusters Score: Raw -2663.198227 + Penalty 506.284021 = -2156.914206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.796025 sec): 2 clusters Score: Raw -304.488127 + Penalty 128.870838 = -175.617289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.796242 sec): 3 clusters Score: Raw -298.669409 + Penalty 265.340796 = -33.328613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 60 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.796725 sec): 2 clusters Score: Raw -667.672156 + Penalty 199.355892 = -468.316264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.796954 sec): 3 clusters Score: Raw -686.862773 + Penalty 391.521979 = -295.340794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 61 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.797661 sec): 2 clusters Score: Raw -4667.456323 + Penalty 522.942270 = -4144.514054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.798040 sec): 3 clusters Score: Raw -4714.257846 + Penalty 1046.189833 = -3668.068014 nChanged 7 SP:Iteration 1F (47.798414 sec): 3 clusters Score: Raw -4736.338574 + Penalty 1046.189833 = -3690.148742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.798905 sec): 2 clusters Score: Raw -710.498076 + Penalty 153.532117 = -556.965958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.799137 sec): 3 clusters Score: Raw -727.479264 + Penalty 306.051786 = -421.427478 nChanged 1 SP:Iteration 1F (47.799365 sec): 3 clusters Score: Raw -736.146324 + Penalty 306.051786 = -430.094537 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 64 (6642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.828225 sec): 2 clusters Score: Raw -344376.478448 + Penalty 184.770924 = -344191.707523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.840618 sec): 3 clusters Score: Raw -339982.286426 + Penalty 369.366664 = -339612.919762 nChanged 3126 SP:Iteration 1F (47.852542 sec): 3 clusters Score: Raw -341681.464342 + Penalty 370.241429 = -341311.222912 nChanged 809 SP:Iteration 2F (47.864557 sec): 3 clusters Score: Raw -342253.817816 + Penalty 377.117699 = -341876.700116 nChanged 712 SP:Iteration 3F (47.876752 sec): 3 clusters Score: Raw -343023.039391 + Penalty 386.043506 = -342636.995885 nChanged 414 SP:Iteration 4F (47.889093 sec): 3 clusters Score: Raw -343362.106529 + Penalty 396.931353 = -342965.175176 nChanged 303 SP:Iteration 5Q (47.901210 sec): 3 clusters Score: Raw -343585.470694 + Penalty 412.889988 = -343172.580706 nChanged 263 SP:Iteration 6Q (47.913261 sec): 3 clusters Score: Raw -343820.861640 + Penalty 429.644889 = -343391.216752 nChanged 188 SP:Iteration 7Q (47.924260 sec): 3 clusters Score: Raw -344100.682000 + Penalty 432.352857 = -343668.329143 nChanged 70 SP:Iteration 8Q (47.934578 sec): 3 clusters Score: Raw -344264.761076 + Penalty 431.258743 = -343833.502334 nChanged 34 SP:Iteration 9Q (47.944327 sec): 3 clusters Score: Raw -344311.474488 + Penalty 427.879345 = -343883.595142 nChanged 20 SP:Iteration 10F (47.956246 sec): 3 clusters Score: Raw -344342.112211 + Penalty 428.547694 = -343913.564517 nChanged 26 SP:Iteration 11Q (47.966101 sec): 3 clusters Score: Raw -344361.888730 + Penalty 431.378153 = -343930.510577 nChanged 27 SP:Iteration 12Q (47.976071 sec): 3 clusters Score: Raw -344384.820624 + Penalty 432.757980 = -343952.062644 nChanged 25 SP:Iteration 13Q (47.985972 sec): 3 clusters Score: Raw -344404.215507 + Penalty 434.630759 = -343969.584748 nChanged 22 SP:Iteration 14Q (47.995906 sec): 3 clusters Score: Raw -344416.176929 + Penalty 434.676175 = -343981.500754 nChanged 17 SP:Iteration 15Q (48.005670 sec): 3 clusters Score: Raw -344422.723649 + Penalty 436.314164 = -343986.409485 nChanged 11 SP:Iteration 16Q (48.015196 sec): 3 clusters Score: Raw -344425.751208 + Penalty 434.685829 = -343991.065379 nChanged 12 SP:Iteration 17Q (48.024849 sec): 3 clusters Score: Raw -344429.928352 + Penalty 436.525557 = -343993.402795 nChanged 7 SP:Iteration 18Q (48.034295 sec): 3 clusters Score: Raw -344431.417390 + Penalty 436.666837 = -343994.750554 nChanged 7 SP:Iteration 19Q (48.043816 sec): 3 clusters Score: Raw -344434.404097 + Penalty 436.787340 = -343997.616757 nChanged 9 SP:Iteration 20F (48.055564 sec): 3 clusters Score: Raw -344437.241836 + Penalty 436.781192 = -344000.460644 nChanged 6 SP:Iteration 21Q (48.064979 sec): 3 clusters Score: Raw -344439.104337 + Penalty 437.403250 = -344001.701087 nChanged 4 SP:Iteration 22Q (48.074398 sec): 3 clusters Score: Raw -344439.638130 + Penalty 438.862371 = -344000.775759 nChanged 4 SP:Iteration 23F (48.086252 sec): 3 clusters Score: Raw -344440.346203 + Penalty 439.718433 = -344000.627770 nChanged 5 SP:Iteration 24F (48.098133 sec): 3 clusters Score: Raw -344441.146489 + Penalty 440.073014 = -344001.073475 nChanged 2 SP:Iteration 25Q (48.107523 sec): 3 clusters Score: Raw -344441.648653 + Penalty 440.652137 = -344000.996516 nChanged 2 SP:Iteration 26F (48.119325 sec): 3 clusters Score: Raw -344441.911053 + Penalty 441.121925 = -344000.789128 nChanged 2 SP:Iteration 27F (48.131066 sec): 3 clusters Score: Raw -344442.159514 + Penalty 441.121925 = -344001.037588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.134889 sec): 2 clusters Score: Raw -173.446716 + Penalty 69.529884 = -103.916832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.135114 sec): 3 clusters Score: Raw -168.747943 + Penalty 137.504852 = -31.243091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.135604 sec): 2 clusters Score: Raw -665.585753 + Penalty 112.923203 = -552.662550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.135835 sec): 3 clusters Score: Raw -674.346128 + Penalty 292.062609 = -382.283519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.136325 sec): 2 clusters Score: Raw -823.832953 + Penalty 229.881566 = -593.951387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.136559 sec): 3 clusters Score: Raw -844.692963 + Penalty 456.089170 = -388.603793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 70 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.137072 sec): 2 clusters Score: Raw -1301.005512 + Penalty 288.730853 = -1012.274660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.137320 sec): 3 clusters Score: Raw -1328.552177 + Penalty 581.409120 = -747.143057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.137801 sec): 2 clusters Score: Raw -553.819776 + Penalty 187.430947 = -366.388830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138026 sec): 3 clusters Score: Raw -559.288637 + Penalty 381.932550 = -177.356087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 72 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.138603 sec): 2 clusters Score: Raw -1863.957692 + Penalty 233.685001 = -1630.272691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138882 sec): 3 clusters Score: Raw -1875.960663 + Penalty 464.983972 = -1410.976690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.139368 sec): 2 clusters Score: Raw -657.495803 + Penalty 179.296096 = -478.199707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.139598 sec): 3 clusters Score: Raw -684.829015 + Penalty 365.726594 = -319.102421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.140079 sec): 2 clusters Score: Raw -655.461651 + Penalty 182.905500 = -472.556151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.140306 sec): 3 clusters Score: Raw -658.470137 + Penalty 335.807011 = -322.663127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 81 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.140829 sec): 2 clusters Score: Raw -1512.472807 + Penalty 298.121226 = -1214.351581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.141086 sec): 3 clusters Score: Raw -1553.587147 + Penalty 605.642263 = -947.944884 nChanged 1 SP:Iteration 1Q (48.141334 sec): 3 clusters Score: Raw -1557.916374 + Penalty 605.642263 = -952.274112 nChanged 0 SP:Iteration 2F (48.141586 sec): 3 clusters Score: Raw -1557.916374 + Penalty 605.642263 = -952.274112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 84 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.142134 sec): 2 clusters Score: Raw -1762.584249 + Penalty 162.094096 = -1600.490152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.142410 sec): 3 clusters Score: Raw -1761.251062 + Penalty 325.888622 = -1435.362440 nChanged 4 SP:Iteration 1F (48.142682 sec): 3 clusters Score: Raw -1767.897563 + Penalty 325.888622 = -1442.008941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.143171 sec): 2 clusters Score: Raw -771.594551 + Penalty 248.404451 = -523.190100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.143403 sec): 3 clusters Score: Raw -807.012405 + Penalty 531.219586 = -275.792819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.143874 sec): 2 clusters Score: Raw -363.851599 + Penalty 124.187669 = -239.663930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.144094 sec): 3 clusters Score: Raw -358.440853 + Penalty 248.375338 = -110.065515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.145412 sec): 2 clusters Score: Raw -14546.903958 + Penalty 322.753867 = -14224.150091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.146168 sec): 3 clusters Score: Raw -14432.227811 + Penalty 647.230961 = -13784.996851 nChanged 73 SP:Iteration 1F (48.146889 sec): 3 clusters Score: Raw -14499.033094 + Penalty 648.657975 = -13850.375119 nChanged 30 SP:Iteration 2F (48.147613 sec): 3 clusters Score: Raw -14542.093939 + Penalty 651.893669 = -13890.200270 nChanged 21 SP:Iteration 3F (48.148333 sec): 3 clusters Score: Raw -14562.353588 + Penalty 653.387235 = -13908.966353 nChanged 10 SP:Iteration 4Q (48.149041 sec): 3 clusters Score: Raw -14572.565931 + Penalty 655.628316 = -13916.937615 nChanged 7 SP:Iteration 5Q (48.149771 sec): 3 clusters Score: Raw -14580.693137 + Penalty 656.803844 = -13923.889293 nChanged 6 SP:Iteration 6Q (48.150473 sec): 3 clusters Score: Raw -14590.243773 + Penalty 659.517035 = -13930.726738 nChanged 7 SP:Iteration 7Q (48.151167 sec): 3 clusters Score: Raw -14610.291920 + Penalty 659.282546 = -13951.009374 nChanged 4 SP:Iteration 8Q (48.151855 sec): 3 clusters Score: Raw -14615.292707 + Penalty 656.247697 = -13959.045009 nChanged 5 SP:Iteration 9Q (48.152542 sec): 3 clusters Score: Raw -14627.315428 + Penalty 653.064645 = -13974.250783 nChanged 6 SP:Iteration 10F (48.153260 sec): 3 clusters Score: Raw -14632.654324 + Penalty 653.064645 = -13979.589679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.153761 sec): 2 clusters Score: Raw -660.557360 + Penalty 201.030402 = -459.526958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.153996 sec): 3 clusters Score: Raw -666.866400 + Penalty 400.635831 = -266.230569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.154903 sec): 2 clusters Score: Raw -10392.078642 + Penalty 526.096943 = -9865.981699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.155419 sec): 3 clusters Score: Raw -10371.993992 + Penalty 1060.383594 = -9311.610398 nChanged 25 SP:Iteration 1F (48.155928 sec): 3 clusters Score: Raw -10421.597734 + Penalty 1070.038761 = -9351.558974 nChanged 9 SP:Iteration 2F (48.156444 sec): 3 clusters Score: Raw -10434.151786 + Penalty 1078.276582 = -9355.875204 nChanged 4 SP:Iteration 3Q (48.156942 sec): 3 clusters Score: Raw -10439.012895 + Penalty 1083.498684 = -9355.514211 nChanged 2 SP:Iteration 4F (48.157458 sec): 3 clusters Score: Raw -10443.047771 + Penalty 1089.782906 = -9353.264865 nChanged 2 SP:Iteration 5F (48.157984 sec): 3 clusters Score: Raw -10446.188723 + Penalty 1097.641074 = -9348.547649 nChanged 3 SP:Iteration 6F (48.158478 sec): 3 clusters Score: Raw -10449.844145 + Penalty 1100.934144 = -9348.910001 nChanged 2 SP:Iteration 7Q (48.158968 sec): 3 clusters Score: Raw -10457.764573 + Penalty 1100.934144 = -9356.830430 nChanged 0 SP:Iteration 8F (48.159462 sec): 3 clusters Score: Raw -10457.764573 + Penalty 1100.934144 = -9356.830430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 99 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.159993 sec): 2 clusters Score: Raw -1298.832213 + Penalty 275.032402 = -1023.799811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.160251 sec): 3 clusters Score: Raw -1363.186719 + Penalty 548.136963 = -815.049757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.160740 sec): 2 clusters Score: Raw -744.567943 + Penalty 228.497360 = -516.070583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.160972 sec): 3 clusters Score: Raw -780.977845 + Penalty 454.391093 = -326.586752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.161438 sec): 2 clusters Score: Raw -311.045929 + Penalty 135.666365 = -175.379564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.161647 sec): 3 clusters Score: Raw -305.053526 + Penalty 250.602068 = -54.451458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.162109 sec): 2 clusters Score: Raw -231.495283 + Penalty 107.621643 = -123.873640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.162338 sec): 3 clusters Score: Raw -226.987385 + Penalty 242.519159 = 15.531774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.162808 sec): 2 clusters Score: Raw -366.612656 + Penalty 154.041885 = -212.570771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.163026 sec): 3 clusters Score: Raw -367.336469 + Penalty 314.781116 = -52.555353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.163486 sec): 2 clusters Score: Raw -175.177790 + Penalty 68.333135 = -106.844656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.163695 sec): 3 clusters Score: Raw -170.362687 + Penalty 143.062008 = -27.300679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.164156 sec): 2 clusters Score: Raw -175.352522 + Penalty 76.539623 = -98.812898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.164365 sec): 3 clusters Score: Raw -169.408209 + Penalty 160.936774 = -8.471435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.164846 sec): 2 clusters Score: Raw -686.439945 + Penalty 213.802309 = -472.637636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.165075 sec): 3 clusters Score: Raw -691.770837 + Penalty 428.269088 = -263.501749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.165551 sec): 2 clusters Score: Raw -536.408198 + Penalty 149.669842 = -386.738356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.165774 sec): 3 clusters Score: Raw -536.502979 + Penalty 364.246290 = -172.256689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.166240 sec): 2 clusters Score: Raw -238.774345 + Penalty 90.067644 = -148.706701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.166453 sec): 3 clusters Score: Raw -233.289754 + Penalty 180.135288 = -53.154465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 130 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.166951 sec): 2 clusters Score: Raw -978.683724 + Penalty 234.597080 = -744.086644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.167190 sec): 3 clusters Score: Raw -994.424960 + Penalty 473.258329 = -521.166631 nChanged 1 SP:Iteration 1F (48.167424 sec): 3 clusters Score: Raw -996.918550 + Penalty 473.258329 = -523.660221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 134 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.167898 sec): 2 clusters Score: Raw -359.232291 + Penalty 147.964228 = -211.268064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.168114 sec): 3 clusters Score: Raw -353.535117 + Penalty 297.522977 = -56.012140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.168565 sec): 2 clusters Score: Raw -57.123231 + Penalty 0.000000 = -57.123231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.168754 sec): 2 clusters Score: Raw -57.123231 + Penalty 0.000000 = -57.123231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.169227 sec): 2 clusters Score: Raw -178.901688 + Penalty 65.668240 = -113.233448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.169436 sec): 3 clusters Score: Raw -172.329740 + Penalty 122.401949 = -49.927791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.169904 sec): 2 clusters Score: Raw -360.144737 + Penalty 161.878649 = -198.266089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.170124 sec): 3 clusters Score: Raw -362.477503 + Penalty 323.757298 = -38.720205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.170599 sec): 2 clusters Score: Raw -532.184175 + Penalty 186.795267 = -345.388908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.170820 sec): 3 clusters Score: Raw -527.241224 + Penalty 385.620390 = -141.620834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.171283 sec): 2 clusters Score: Raw -239.379485 + Penalty 105.559258 = -133.820227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.171479 sec): 2 clusters Score: Raw -239.379485 + Penalty 105.559258 = -133.820227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 163 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.171941 sec): 2 clusters Score: Raw -298.967262 + Penalty 90.053256 = -208.914006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.172152 sec): 3 clusters Score: Raw -294.836579 + Penalty 184.171042 = -110.665537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.172622 sec): 2 clusters Score: Raw -491.537559 + Penalty 49.654869 = -441.882689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.172840 sec): 3 clusters Score: Raw -489.798893 + Penalty 100.820103 = -388.978790 nChanged 1 SP:Iteration 1F (48.173053 sec): 3 clusters Score: Raw -492.659105 + Penalty 100.820103 = -391.839002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.173514 sec): 2 clusters Score: Raw -180.674815 + Penalty 95.687414 = -84.987400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.173724 sec): 3 clusters Score: Raw -174.361747 + Penalty 198.334820 = 23.973073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.174179 sec): 2 clusters Score: Raw -115.843481 + Penalty 26.446992 = -89.396489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.174370 sec): 2 clusters Score: Raw -115.843481 + Penalty 26.446992 = -89.396489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.174836 sec): 2 clusters Score: Raw -277.895517 + Penalty 128.266394 = -149.629123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.175035 sec): 2 clusters Score: Raw -277.895517 + Penalty 128.266394 = -149.629123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 200 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.175520 sec): 2 clusters Score: Raw -694.521730 + Penalty 99.159675 = -595.362055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.175751 sec): 3 clusters Score: Raw -705.295531 + Penalty 196.236127 = -509.059404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.176222 sec): 2 clusters Score: Raw -115.533129 + Penalty 54.735530 = -60.797598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.176415 sec): 2 clusters Score: Raw -115.533129 + Penalty 54.735530 = -60.797598 nChanged 0 Deleting Class 146 (6 points): Lose 39.479316 but Gain 915.504086 Iteration 119Q (48.293555 sec): 85 clusters Score: Raw -1265275.984310 + Penalty 61153.226134 = -1204122.758176 nChanged 19 Deleting Class 171 (3 points): Lose 27.225956 but Gain 882.593635 Iteration 120F (49.282920 sec): 84 clusters Score: Raw -1265263.439582 + Penalty 60281.568692 = -1204981.870890 nChanged 16 Deleting Class 120 (11 points): Lose 54.503708 but Gain 903.509250 Iteration 121Q (49.382856 sec): 83 clusters Score: Raw -1265219.060075 + Penalty 59399.883609 = -1205819.176466 nChanged 25 Deleting Class 70 (23 points): Lose 114.332608 but Gain 963.449350 Iteration 122Q (49.483747 sec): 82 clusters Score: Raw -1265137.046477 + Penalty 58473.015286 = -1206664.031191 nChanged 41 Deleting Class 86 (14 points): Lose 113.233545 but Gain 953.808026 Iteration 123Q (49.585103 sec): 81 clusters Score: Raw -1265077.216246 + Penalty 57837.437908 = -1207239.778338 nChanged 35 Deleting Class 110 (6 points): Lose 35.603107 but Gain 871.183298 Iteration 124Q (49.685533 sec): 80 clusters Score: Raw -1265125.418831 + Penalty 57006.208725 = -1208119.210105 nChanged 24 Deleting Class 42 (8 points): Lose 40.115333 but Gain 874.091613 Iteration 125Q (49.786082 sec): 79 clusters Score: Raw -1265116.749997 + Penalty 56138.005105 = -1208978.744892 nChanged 18 Deleting Class 33 (4 points): Lose 6.695586 but Gain 834.966955 Iteration 126Q (49.886274 sec): 78 clusters Score: Raw -1265123.143704 + Penalty 55312.221373 = -1209810.922332 nChanged 15 Deleting Class 71 (9 points): Lose 48.602284 but Gain 864.405008 Iteration 127Q (49.984991 sec): 77 clusters Score: Raw -1265084.916245 + Penalty 54471.220424 = -1210613.695822 nChanged 17 Deleting Class 134 (6 points): Lose 21.050691 but Gain 836.811129 Iteration 128Q (50.084847 sec): 76 clusters Score: Raw -1265082.677190 + Penalty 53639.852080 = -1211442.825110 nChanged 12 Deleting Class 154 (9 points): Lose 50.285852 but Gain 861.473344 Iteration 129Q (50.182738 sec): 75 clusters Score: Raw -1265041.420041 + Penalty 52781.674705 = -1212259.745335 nChanged 14 Deleting Class 69 (14 points): Lose 71.704617 but Gain 882.685001 Iteration 130F (51.061123 sec): 74 clusters Score: Raw -1264983.839129 + Penalty 51902.700072 = -1213081.139058 nChanged 24 Deleting Class 107 (5 points): Lose 43.315604 but Gain 854.178007 Iteration 131Q (51.157896 sec): 73 clusters Score: Raw -1264966.188629 + Penalty 51061.123903 = -1213905.064726 nChanged 18 Deleting Class 103 (13 points): Lose 92.606703 but Gain 902.719485 Iteration 132Q (51.254642 sec): 72 clusters Score: Raw -1264894.349212 + Penalty 50208.037034 = -1214686.312179 nChanged 33 Deleting Class 38 (16 points): Lose 111.099031 but Gain 915.752364 Iteration 133Q (51.352382 sec): 71 clusters Score: Raw -1264832.543421 + Penalty 49319.342459 = -1215513.200962 nChanged 38 Deleting Class 91 (11 points): Lose 60.364492 but Gain 849.536326 Iteration 134Q (51.448934 sec): 70 clusters Score: Raw -1264819.550618 + Penalty 48491.039181 = -1216328.511438 nChanged 30 Deleting Class 81 (27 points): Lose 141.968222 but Gain 916.595278 Iteration 135Q (51.543432 sec): 69 clusters Score: Raw -1264701.896525 + Penalty 47633.343690 = -1217068.552834 nChanged 39 Deleting Class 60 (11 points): Lose 69.081151 but Gain 842.459998 Iteration 136Q (51.638081 sec): 68 clusters Score: Raw -1264711.702150 + Penalty 46825.562638 = -1217886.139512 nChanged 32 Deleting Class 56 (5 points): Lose 38.534771 but Gain 811.392241 Iteration 137Q (51.733996 sec): 67 clusters Score: Raw -1264707.880454 + Penalty 46018.837455 = -1218689.042998 nChanged 19 Deleting Class 207 (2 points): Lose 27.521064 but Gain 800.192164 Iteration 138Q (51.828261 sec): 66 clusters Score: Raw -1264691.327902 + Penalty 45223.879700 = -1219467.448202 nChanged 8 Deleting Class 140 (1 points): Lose 6.643698 but Gain 778.808176 Iteration 139Q (51.922365 sec): 65 clusters Score: Raw -1264692.055040 + Penalty 44450.422904 = -1220241.632136 nChanged 4 Deleting Class 108 (4 points): Lose 20.129383 but Gain 786.673614 Iteration 140F (52.690050 sec): 64 clusters Score: Raw -1264676.825834 + Penalty 43683.128098 = -1220993.697736 nChanged 12 Deleting Class 46 (6 points): Lose 46.046536 but Gain 810.412081 Iteration 141Q (52.783698 sec): 63 clusters Score: Raw -1264639.242007 + Penalty 42899.312215 = -1221739.929792 nChanged 11 Deleting Class 1 (51 points): Lose 136.039531 but Gain 896.045290 Iteration 142Q (52.876293 sec): 62 clusters Score: Raw -1264525.682283 + Penalty 42043.004818 = -1222482.677465 nChanged 55 Deleting Class 51 (3 points): Lose 37.440273 but Gain 787.244064 Iteration 143Q (52.968730 sec): 61 clusters Score: Raw -1264563.764068 + Penalty 41257.704295 = -1223306.059773 nChanged 16 Deleting Class 130 (17 points): Lose 90.452209 but Gain 839.061410 Iteration 144Q (53.061595 sec): 60 clusters Score: Raw -1264481.139571 + Penalty 40436.108283 = -1224045.031288 nChanged 23 Deleting Class 25 (10 points): Lose 62.133444 but Gain 805.575201 Iteration 145Q (53.152359 sec): 59 clusters Score: Raw -1264445.896684 + Penalty 39638.790089 = -1224807.106594 nChanged 17 Deleting Class 99 (24 points): Lose 158.815850 but Gain 895.833954 Iteration 146Q (53.242113 sec): 58 clusters Score: Raw -1264306.680942 + Penalty 38780.832871 = -1225525.848072 nChanged 33 Deleting Class 44 (71 points): Lose 368.611331 but Gain 1100.554849 Iteration 147Q (53.332601 sec): 57 clusters Score: Raw -1264011.630284 + Penalty 37717.301156 = -1226294.329129 nChanged 85 Deleting Class 157 (4 points): Lose 40.003189 but Gain 771.598360 Iteration 148Q (53.424364 sec): 56 clusters Score: Raw -1264117.670273 + Penalty 36949.267697 = -1227168.402576 nChanged 19 Deleting Class 79 (11 points): Lose 55.072816 but Gain 772.942128 Iteration 149Q (53.513405 sec): 55 clusters Score: Raw -1264091.318248 + Penalty 36192.326384 = -1227898.991865 nChanged 23 Deleting Class 182 (6 points): Lose 102.041580 but Gain 814.270887 Iteration 150F (54.160831 sec): 54 clusters Score: Raw -1264020.095637 + Penalty 35398.610389 = -1228621.485248 nChanged 21 Deleting Class 24 (50 points): Lose 178.238812 but Gain 874.184397 Iteration 151Q (54.248596 sec): 53 clusters Score: Raw -1263866.700176 + Penalty 34634.170190 = -1229232.529986 nChanged 76 Deleting Class 116 (3 points): Lose 13.838677 but Gain 705.979828 Iteration 152Q (54.339373 sec): 52 clusters Score: Raw -1263976.497968 + Penalty 33938.262038 = -1230038.235929 nChanged 27 Deleting Class 122 (10 points): Lose 54.475391 but Gain 734.745594 Iteration 153Q (54.425417 sec): 51 clusters Score: Raw -1263945.479488 + Penalty 33236.069866 = -1230709.409622 nChanged 25 Deleting Class 74 (12 points): Lose 57.375347 but Gain 731.157904 Iteration 154Q (54.511637 sec): 50 clusters Score: Raw -1263910.827884 + Penalty 32512.277390 = -1231398.550494 nChanged 22 Deleting Class 125 (4 points): Lose 16.053132 but Gain 658.360507 Iteration 155Q (54.598063 sec): 49 clusters Score: Raw -1263915.168172 + Penalty 31856.152144 = -1232059.016028 nChanged 10 Deleting Class 88 (6 points): Lose 63.786302 but Gain 702.342891 Iteration 156Q (54.684203 sec): 48 clusters Score: Raw -1263859.895077 + Penalty 31166.320132 = -1232693.574945 nChanged 13 Deleting Class 67 (3 points): Lose 16.807390 but Gain 641.323980 Iteration 157Q (54.770161 sec): 47 clusters Score: Raw -1263857.021390 + Penalty 30531.676079 = -1233325.345311 nChanged 8 Deleting Class 29 (70 points): Lose 755.089499 but Gain 1368.895269 Iteration 158Q (54.854606 sec): 46 clusters Score: Raw -1263107.136667 + Penalty 29330.435710 = -1233776.700957 nChanged 75 Deleting Class 61 (116 points): Lose 568.069852 but Gain 1177.410296 Iteration 159Q (54.941009 sec): 45 clusters Score: Raw -1262982.765464 + Penalty 28500.527782 = -1234482.237682 nChanged 148 Deleting Class 114 (4 points): Lose 30.370217 but Gain 641.040554 Iteration 160F (55.481573 sec): 44 clusters Score: Raw -1263322.077375 + Penalty 27953.095026 = -1235368.982349 nChanged 77 Deleting Class 144 (3 points): Lose 15.352609 but Gain 605.705261 Iteration 161Q (55.567072 sec): 43 clusters Score: Raw -1263379.130641 + Penalty 27394.299890 = -1235984.830751 nChanged 45 Deleting Class 18 (37 points): Lose 137.006430 but Gain 718.983901 Iteration 162Q (55.649893 sec): 42 clusters Score: Raw -1263273.520372 + Penalty 26705.621952 = -1236567.898421 nChanged 52 Deleting Class 28 (107 points): Lose 354.746516 but Gain 923.504011 Iteration 163Q (55.732711 sec): 41 clusters Score: Raw -1263003.948862 + Penalty 25960.590918 = -1237043.357944 nChanged 126 Deleting Class 37 (11 points): Lose 36.427853 but Gain 599.363034 Iteration 164Q (55.816420 sec): 40 clusters Score: Raw -1263208.285042 + Penalty 25372.193683 = -1237836.091360 nChanged 50 Deleting Class 9 (55 points): Lose 190.956088 but Gain 761.196673 Iteration 165Q (55.899293 sec): 39 clusters Score: Raw -1263060.660328 + Penalty 24637.203893 = -1238423.456435 nChanged 81 Deleting Class 163 (5 points): Lose 16.641631 but Gain 566.990284 Iteration 166Q (55.982746 sec): 38 clusters Score: Raw -1263171.605287 + Penalty 24059.811914 = -1239111.793374 nChanged 32 Deleting Class 62 (13 points): Lose 89.594254 but Gain 606.555951 Iteration 167Q (56.064049 sec): 37 clusters Score: Raw -1263107.134519 + Penalty 23458.243728 = -1239648.890791 nChanged 30 Deleting Class 31 (30 points): Lose 120.637091 but Gain 637.285233 Iteration 168Q (56.143380 sec): 36 clusters Score: Raw -1263030.454447 + Penalty 22789.238446 = -1240241.216001 nChanged 43 Deleting Class 21 (177 points): Lose 738.677388 but Gain 1216.141403 Iteration 169Q (56.222990 sec): 35 clusters Score: Raw -1262358.717982 + Penalty 21729.596547 = -1240629.121435 nChanged 190 Deleting Class 43 (94 points): Lose 597.873138 but Gain 1121.148899 Iteration 170F (56.645750 sec): 34 clusters Score: Raw -1262113.408787 + Penalty 20888.790848 = -1241224.617939 nChanged 135 Deleting Class 40 (97 points): Lose 352.037041 but Gain 848.346379 Iteration 171Q (56.725792 sec): 33 clusters Score: Raw -1262198.159951 + Penalty 20134.362706 = -1242063.797245 nChanged 137 Deleting Class 68 (16 points): Lose 72.155621 but Gain 492.118038 Iteration 172Q (56.804429 sec): 32 clusters Score: Raw -1262360.629566 + Penalty 19691.160920 = -1242669.468647 nChanged 65 Deleting Class 84 (40 points): Lose 136.388379 but Gain 526.541897 Iteration 173Q (56.882203 sec): 31 clusters Score: Raw -1262299.105421 + Penalty 19169.545061 = -1243129.560360 nChanged 68 Deleting Class 96 (167 points): Lose 669.943550 but Gain 1050.159319 Iteration 174Q (56.960364 sec): 30 clusters Score: Raw -1261704.331280 + Penalty 18181.925617 = -1243522.405663 nChanged 188 Deleting Class 176 (2 points): Lose 10.386396 but Gain 386.635070 Iteration 175Q (57.038441 sec): 29 clusters Score: Raw -1262099.589080 + Penalty 17819.255513 = -1244280.333567 nChanged 79 Deleting Class 200 (14 points): Lose 78.929208 but Gain 414.656050 Iteration 176Q (57.114123 sec): 28 clusters Score: Raw -1262066.275299 + Penalty 17415.439247 = -1244650.836053 nChanged 59 Deleting Class 72 (159 points): Lose 634.689461 but Gain 859.898312 Iteration 177Q (57.188580 sec): 27 clusters Score: Raw -1261470.493162 + Penalty 16641.086237 = -1244829.406924 nChanged 198 Deleting Class 169 (9 points): Lose 48.811390 but Gain 229.001231 Iteration 178Q (57.264292 sec): 26 clusters Score: Raw -1261761.395903 + Penalty 16417.638981 = -1245343.756922 nChanged 87 Deleting Class 14 (222 points): Lose 432.414293 but Gain 449.958496 Iteration 179Q (57.337587 sec): 25 clusters Score: Raw -1261377.672160 + Penalty 15954.319385 = -1245423.352775 nChanged 266 Deleting Class 45 (246 points): Lose 670.401087 but Gain 682.155889 Iteration 180F (57.641609 sec): 24 clusters Score: Raw -1261003.734366 + Penalty 15312.641971 = -1245691.092395 nChanged 277 Iteration 181Q (57.716066 sec): 24 clusters Score: Raw -1261436.281059 + Penalty 15323.137945 = -1246113.143114 nChanged 65 Iteration 182Q (57.788043 sec): 24 clusters Score: Raw -1261458.237129 + Penalty 15330.444639 = -1246127.792490 nChanged 41 Iteration 183Q (57.860046 sec): 24 clusters Score: Raw -1261468.236975 + Penalty 15330.243055 = -1246137.993920 nChanged 21 Iteration 184Q (57.932377 sec): 24 clusters Score: Raw -1261470.412846 + Penalty 15335.301059 = -1246135.111787 nChanged 14 Iteration 185F (58.227557 sec): 24 clusters Score: Raw -1261473.674914 + Penalty 15336.789923 = -1246136.884990 nChanged 13 Iteration 186Q (58.298994 sec): 24 clusters Score: Raw -1261476.821070 + Penalty 15340.593381 = -1246136.227689 nChanged 15 Iteration 187F (58.591927 sec): 24 clusters Score: Raw -1261479.105680 + Penalty 15342.094304 = -1246137.011376 nChanged 11 Iteration 188Q (58.663494 sec): 24 clusters Score: Raw -1261480.977336 + Penalty 15344.008685 = -1246136.968651 nChanged 12 Iteration 189F (58.957213 sec): 24 clusters Score: Raw -1261487.928986 + Penalty 15344.626861 = -1246143.302125 nChanged 10 Iteration 190F (59.250891 sec): 24 clusters Score: Raw -1261490.281425 + Penalty 15343.704288 = -1246146.577136 nChanged 7 Iteration 191Q (59.322239 sec): 24 clusters Score: Raw -1261495.370652 + Penalty 15339.540395 = -1246155.830256 nChanged 9 Iteration 192Q (59.393702 sec): 24 clusters Score: Raw -1261496.955479 + Penalty 15339.304943 = -1246157.650536 nChanged 5 Iteration 193Q (59.465285 sec): 24 clusters Score: Raw -1261497.546284 + Penalty 15338.564660 = -1246158.981624 nChanged 3 Iteration 194Q (59.536599 sec): 24 clusters Score: Raw -1261498.161890 + Penalty 15337.796915 = -1246160.364975 nChanged 5 Iteration 195Q (59.608110 sec): 24 clusters Score: Raw -1261499.390084 + Penalty 15335.708959 = -1246163.681126 nChanged 4 Iteration 196Q (59.679551 sec): 24 clusters Score: Raw -1261500.113102 + Penalty 15335.199964 = -1246164.913138 nChanged 6 Iteration 197Q (59.750608 sec): 24 clusters Score: Raw -1261503.134677 + Penalty 15332.512031 = -1246170.622646 nChanged 4 Iteration 198Q (59.822607 sec): 24 clusters Score: Raw -1261504.790902 + Penalty 15335.484145 = -1246169.306756 nChanged 3 Iteration 199F (60.118535 sec): 24 clusters Score: Raw -1261514.615081 + Penalty 15333.844866 = -1246180.770215 nChanged 3 Iteration 200F (60.412014 sec): 24 clusters Score: Raw -1261525.089154 + Penalty 15333.844866 = -1246191.244288 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1261525.089154 + Penalty 15333.844866 = -1246191.244288Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 2 (3231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.473805 sec): 2 clusters Score: Raw -173883.923881 + Penalty 248.874788 = -173635.049094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.479984 sec): 3 clusters Score: Raw -171822.200003 + Penalty 513.656134 = -171308.543869 nChanged 1460 SP:Iteration 1F (60.485925 sec): 3 clusters Score: Raw -173067.703523 + Penalty 524.073608 = -172543.629915 nChanged 356 SP:Iteration 2F (60.491708 sec): 3 clusters Score: Raw -173359.412246 + Penalty 530.489772 = -172828.922474 nChanged 198 SP:Iteration 3F (60.497484 sec): 3 clusters Score: Raw -173536.189574 + Penalty 537.040311 = -172999.149264 nChanged 142 SP:Iteration 4Q (60.502778 sec): 3 clusters Score: Raw -173642.392880 + Penalty 544.125243 = -173098.267637 nChanged 105 SP:Iteration 5Q (60.507934 sec): 3 clusters Score: Raw -173716.793172 + Penalty 546.690410 = -173170.102762 nChanged 81 SP:Iteration 6Q (60.512986 sec): 3 clusters Score: Raw -173770.325733 + Penalty 554.200477 = -173216.125257 nChanged 62 SP:Iteration 7Q (60.517976 sec): 3 clusters Score: Raw -173816.375100 + Penalty 559.747441 = -173256.627660 nChanged 53 SP:Iteration 8Q (60.522944 sec): 3 clusters Score: Raw -173891.397276 + Penalty 560.370341 = -173331.026935 nChanged 40 SP:Iteration 9Q (60.527957 sec): 3 clusters Score: Raw -173966.446540 + Penalty 556.341367 = -173410.105173 nChanged 42 SP:Iteration 10F (60.533792 sec): 3 clusters Score: Raw -173991.210568 + Penalty 559.134027 = -173432.076541 nChanged 30 SP:Iteration 11Q (60.538602 sec): 3 clusters Score: Raw -174007.561569 + Penalty 557.646018 = -173449.915551 nChanged 26 SP:Iteration 12Q (60.543397 sec): 3 clusters Score: Raw -174027.489448 + Penalty 560.308148 = -173467.181300 nChanged 29 SP:Iteration 13Q (60.548172 sec): 3 clusters Score: Raw -174051.154965 + Penalty 559.177322 = -173491.977642 nChanged 18 SP:Iteration 14Q (60.552945 sec): 3 clusters Score: Raw -174058.952335 + Penalty 558.811426 = -173500.140909 nChanged 7 SP:Iteration 15Q (60.557708 sec): 3 clusters Score: Raw -174061.240864 + Penalty 557.723778 = -173503.517086 nChanged 3 SP:Iteration 16Q (60.562457 sec): 3 clusters Score: Raw -174061.371700 + Penalty 557.723778 = -173503.647922 nChanged 0 SP:Iteration 17F (60.568251 sec): 3 clusters Score: Raw -174061.371700 + Penalty 557.723778 = -173503.647922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.570159 sec): 2 clusters Score: Raw -14143.329362 + Penalty 533.230658 = -13610.098704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.570821 sec): 3 clusters Score: Raw -14097.733365 + Penalty 1065.691521 = -13032.041844 nChanged 60 SP:Iteration 1F (60.571467 sec): 3 clusters Score: Raw -14165.525803 + Penalty 1068.191315 = -13097.334488 nChanged 21 SP:Iteration 2F (60.572152 sec): 3 clusters Score: Raw -14198.686262 + Penalty 1076.466685 = -13122.219577 nChanged 18 SP:Iteration 3F (60.572817 sec): 3 clusters Score: Raw -14218.723483 + Penalty 1079.227819 = -13139.495664 nChanged 8 SP:Iteration 4Q (60.573473 sec): 3 clusters Score: Raw -14227.343374 + Penalty 1082.587365 = -13144.756010 nChanged 7 SP:Iteration 5Q (60.574121 sec): 3 clusters Score: Raw -14237.722195 + Penalty 1084.741348 = -13152.980847 nChanged 4 SP:Iteration 6Q (60.574766 sec): 3 clusters Score: Raw -14251.417409 + Penalty 1084.865237 = -13166.552172 nChanged 2 SP:Iteration 7Q (60.575409 sec): 3 clusters Score: Raw -14255.167967 + Penalty 1086.207164 = -13168.960802 nChanged 2 SP:Iteration 8Q (60.576052 sec): 3 clusters Score: Raw -14256.385809 + Penalty 1088.887413 = -13167.498396 nChanged 2 SP:Iteration 9F (60.576720 sec): 3 clusters Score: Raw -14258.387493 + Penalty 1088.887413 = -13169.500080 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 4 (6280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.605157 sec): 2 clusters Score: Raw -333132.607456 + Penalty 148.877597 = -332983.729859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.616684 sec): 3 clusters Score: Raw -329017.502684 + Penalty 297.877925 = -328719.624759 nChanged 3060 SP:Iteration 1F (60.627865 sec): 3 clusters Score: Raw -331163.836881 + Penalty 295.695588 = -330868.141293 nChanged 800 SP:Iteration 2F (60.638999 sec): 3 clusters Score: Raw -331739.300218 + Penalty 294.022179 = -331445.278038 nChanged 565 SP:Iteration 3F (60.650118 sec): 3 clusters Score: Raw -332209.119125 + Penalty 289.483303 = -331919.635822 nChanged 422 SP:Iteration 4F (60.661369 sec): 3 clusters Score: Raw -332586.542871 + Penalty 284.945105 = -332301.597766 nChanged 300 SP:Iteration 5Q (60.672637 sec): 3 clusters Score: Raw -332854.295081 + Penalty 286.708966 = -332567.586115 nChanged 189 SP:Iteration 6Q (60.684559 sec): 3 clusters Score: Raw -333013.349320 + Penalty 299.102362 = -332714.246958 nChanged 122 SP:Iteration 7Q (60.695907 sec): 3 clusters Score: Raw -333100.334750 + Penalty 309.278077 = -332791.056673 nChanged 52 SP:Iteration 8Q (60.707194 sec): 3 clusters Score: Raw -333131.581687 + Penalty 324.784403 = -332806.797283 nChanged 31 SP:Iteration 9Q (60.718074 sec): 3 clusters Score: Raw -333152.801440 + Penalty 343.095078 = -332809.706361 nChanged 23 SP:Iteration 10F (60.729229 sec): 3 clusters Score: Raw -333169.362115 + Penalty 366.228871 = -332803.133244 nChanged 14 SP:Iteration 11F (60.740377 sec): 3 clusters Score: Raw -333177.351349 + Penalty 378.699905 = -332798.651444 nChanged 6 SP:Iteration 12F (60.751485 sec): 3 clusters Score: Raw -333181.715888 + Penalty 387.834679 = -332793.881210 nChanged 2 SP:Iteration 13F (60.762810 sec): 3 clusters Score: Raw -333182.261399 + Penalty 389.005177 = -332793.256222 nChanged 1 SP:Iteration 14F (60.774115 sec): 3 clusters Score: Raw -333182.367576 + Penalty 389.005177 = -332793.362399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.780775 sec): 2 clusters Score: Raw -30591.532379 + Penalty 206.819215 = -30384.713164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.782056 sec): 3 clusters Score: Raw -30255.102885 + Penalty 428.209312 = -29826.893574 nChanged 235 SP:Iteration 1F (60.783314 sec): 3 clusters Score: Raw -30498.075688 + Penalty 453.753226 = -30044.322462 nChanged 73 SP:Iteration 2F (60.784565 sec): 3 clusters Score: Raw -30582.206990 + Penalty 477.712582 = -30104.494409 nChanged 42 SP:Iteration 3F (60.785781 sec): 3 clusters Score: Raw -30613.556053 + Penalty 491.969797 = -30121.586256 nChanged 17 SP:Iteration 4Q (60.786957 sec): 3 clusters Score: Raw -30625.023520 + Penalty 502.187140 = -30122.836380 nChanged 11 SP:Iteration 5Q (60.788147 sec): 3 clusters Score: Raw -30631.974784 + Penalty 516.245517 = -30115.729266 nChanged 13 SP:Iteration 6F (60.789400 sec): 3 clusters Score: Raw -30639.151637 + Penalty 523.053152 = -30116.098485 nChanged 8 SP:Iteration 7Q (60.790593 sec): 3 clusters Score: Raw -30644.806915 + Penalty 528.178717 = -30116.628198 nChanged 6 SP:Iteration 8Q (60.791772 sec): 3 clusters Score: Raw -30649.100253 + Penalty 529.020703 = -30120.079549 nChanged 1 SP:Iteration 9Q (60.792940 sec): 3 clusters Score: Raw -30649.378451 + Penalty 529.020703 = -30120.357748 nChanged 0 SP:Iteration 10F (60.794159 sec): 3 clusters Score: Raw -30649.378451 + Penalty 529.020703 = -30120.357748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.796469 sec): 2 clusters Score: Raw -17731.531893 + Penalty 427.388328 = -17304.143564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.797328 sec): 3 clusters Score: Raw -17619.077844 + Penalty 856.108162 = -16762.969682 nChanged 97 SP:Iteration 1F (60.798172 sec): 3 clusters Score: Raw -17699.814727 + Penalty 871.654991 = -16828.159736 nChanged 43 SP:Iteration 2F (60.799013 sec): 3 clusters Score: Raw -17759.165230 + Penalty 905.462781 = -16853.702448 nChanged 30 SP:Iteration 3F (60.799853 sec): 3 clusters Score: Raw -17808.717385 + Penalty 939.922321 = -16868.795064 nChanged 21 SP:Iteration 4F (60.800694 sec): 3 clusters Score: Raw -17849.175916 + Penalty 953.941059 = -16895.234857 nChanged 13 SP:Iteration 5Q (60.801497 sec): 3 clusters Score: Raw -17868.948835 + Penalty 972.823789 = -16896.125046 nChanged 12 SP:Iteration 6Q (60.802287 sec): 3 clusters Score: Raw -17883.439108 + Penalty 973.127377 = -16910.311731 nChanged 2 SP:Iteration 7Q (60.803063 sec): 3 clusters Score: Raw -17889.557816 + Penalty 975.734254 = -16913.823562 nChanged 1 SP:Iteration 8Q (60.803838 sec): 3 clusters Score: Raw -17890.585390 + Penalty 973.126119 = -16917.459271 nChanged 2 SP:Iteration 9Q (60.804610 sec): 3 clusters Score: Raw -17892.061629 + Penalty 972.391788 = -16919.669841 nChanged 1 SP:Iteration 10F (60.805439 sec): 3 clusters Score: Raw -17892.541275 + Penalty 972.492091 = -16920.049184 nChanged 1 SP:Iteration 11Q (60.806227 sec): 3 clusters Score: Raw -17894.096170 + Penalty 971.134473 = -16922.961697 nChanged 1 SP:Iteration 12Q (60.807001 sec): 3 clusters Score: Raw -17895.636289 + Penalty 971.134473 = -16924.501816 nChanged 0 SP:Iteration 13F (60.807842 sec): 3 clusters Score: Raw -17895.636289 + Penalty 971.134473 = -16924.501816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.812209 sec): 2 clusters Score: Raw -34922.415418 + Penalty 68.259050 = -34854.156368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.813627 sec): 3 clusters Score: Raw -34528.298309 + Penalty 135.460913 = -34392.837396 nChanged 307 SP:Iteration 1F (60.815075 sec): 3 clusters Score: Raw -34744.026072 + Penalty 136.568001 = -34607.458071 nChanged 77 SP:Iteration 2F (60.816498 sec): 3 clusters Score: Raw -34783.544365 + Penalty 138.289972 = -34645.254393 nChanged 45 SP:Iteration 3F (60.817878 sec): 3 clusters Score: Raw -34804.085497 + Penalty 140.912145 = -34663.173352 nChanged 44 SP:Iteration 4F (60.819230 sec): 3 clusters Score: Raw -34826.685607 + Penalty 144.485168 = -34682.200439 nChanged 26 SP:Iteration 5Q (60.820568 sec): 3 clusters Score: Raw -34846.412898 + Penalty 147.858066 = -34698.554832 nChanged 22 SP:Iteration 6Q (60.821908 sec): 3 clusters Score: Raw -34856.171400 + Penalty 150.239316 = -34705.932083 nChanged 18 SP:Iteration 7Q (60.823251 sec): 3 clusters Score: Raw -34866.912766 + Penalty 152.945049 = -34713.967716 nChanged 21 SP:Iteration 8Q (60.824605 sec): 3 clusters Score: Raw -34878.180380 + Penalty 155.247111 = -34722.933269 nChanged 20 SP:Iteration 9Q (60.825941 sec): 3 clusters Score: Raw -34889.221897 + Penalty 158.810048 = -34730.411849 nChanged 19 SP:Iteration 10F (60.827302 sec): 3 clusters Score: Raw -34903.565551 + Penalty 158.567272 = -34744.998279 nChanged 26 SP:Iteration 11Q (60.828733 sec): 3 clusters Score: Raw -34923.295184 + Penalty 164.768510 = -34758.526674 nChanged 19 SP:Iteration 12Q (60.830142 sec): 3 clusters Score: Raw -34935.239897 + Penalty 173.019791 = -34762.220106 nChanged 13 SP:Iteration 13Q (60.831516 sec): 3 clusters Score: Raw -34941.714687 + Penalty 180.939104 = -34760.775583 nChanged 9 SP:Iteration 14F (60.832959 sec): 3 clusters Score: Raw -34944.846554 + Penalty 182.199469 = -34762.647085 nChanged 3 SP:Iteration 15Q (60.834322 sec): 3 clusters Score: Raw -34945.676214 + Penalty 180.189982 = -34765.486233 nChanged 3 SP:Iteration 16Q (60.835653 sec): 3 clusters Score: Raw -34950.518836 + Penalty 180.739492 = -34769.779343 nChanged 1 SP:Iteration 17Q (60.836914 sec): 3 clusters Score: Raw -34951.666775 + Penalty 180.156278 = -34771.510497 nChanged 4 SP:Iteration 18Q (60.838161 sec): 3 clusters Score: Raw -34954.379180 + Penalty 176.337904 = -34778.041276 nChanged 2 SP:Iteration 19Q (60.839392 sec): 3 clusters Score: Raw -34955.129069 + Penalty 176.337904 = -34778.791165 nChanged 0 SP:Iteration 20F (60.840742 sec): 3 clusters Score: Raw -34955.129069 + Penalty 176.337904 = -34778.791165 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.846750 sec): 2 clusters Score: Raw -43191.583138 + Penalty 314.652149 = -42876.930989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.848321 sec): 3 clusters Score: Raw -42763.904786 + Penalty 638.739676 = -42125.165110 nChanged 295 SP:Iteration 1F (60.849862 sec): 3 clusters Score: Raw -43051.399474 + Penalty 659.364479 = -42392.034995 nChanged 100 SP:Iteration 2F (60.851403 sec): 3 clusters Score: Raw -43148.992568 + Penalty 679.063895 = -42469.928674 nChanged 57 SP:Iteration 3F (60.852992 sec): 3 clusters Score: Raw -43194.642765 + Penalty 694.752991 = -42499.889775 nChanged 30 SP:Iteration 4Q (60.854563 sec): 3 clusters Score: Raw -43215.619862 + Penalty 708.136362 = -42507.483499 nChanged 19 SP:Iteration 5Q (60.856143 sec): 3 clusters Score: Raw -43230.151307 + Penalty 710.720015 = -42519.431292 nChanged 8 SP:Iteration 6Q (60.857682 sec): 3 clusters Score: Raw -43234.735302 + Penalty 713.929888 = -42520.805414 nChanged 10 SP:Iteration 7Q (60.859228 sec): 3 clusters Score: Raw -43240.469896 + Penalty 718.783992 = -42521.685904 nChanged 8 SP:Iteration 8Q (60.860804 sec): 3 clusters Score: Raw -43244.766876 + Penalty 716.706005 = -42528.060871 nChanged 5 SP:Iteration 9Q (60.862344 sec): 3 clusters Score: Raw -43249.269510 + Penalty 720.823913 = -42528.445597 nChanged 4 SP:Iteration 10F (60.863897 sec): 3 clusters Score: Raw -43251.286472 + Penalty 721.549735 = -42529.736737 nChanged 1 SP:Iteration 11Q (60.865402 sec): 3 clusters Score: Raw -43251.664778 + Penalty 722.563301 = -42529.101477 nChanged 1 SP:Iteration 12F (60.866988 sec): 3 clusters Score: Raw -43251.982635 + Penalty 723.553311 = -42528.429324 nChanged 1 SP:Iteration 13F (60.868553 sec): 3 clusters Score: Raw -43252.554058 + Penalty 724.324585 = -42528.229473 nChanged 1 SP:Iteration 14F (60.870096 sec): 3 clusters Score: Raw -43253.109291 + Penalty 726.110864 = -42526.998427 nChanged 3 SP:Iteration 15F (60.871633 sec): 3 clusters Score: Raw -43254.126867 + Penalty 727.727107 = -42526.399760 nChanged 2 SP:Iteration 16F (60.873170 sec): 3 clusters Score: Raw -43254.492794 + Penalty 728.238327 = -42526.254467 nChanged 1 SP:Iteration 17F (60.874706 sec): 3 clusters Score: Raw -43255.692587 + Penalty 735.824690 = -42519.867896 nChanged 3 SP:Iteration 18F (60.876247 sec): 3 clusters Score: Raw -43259.683118 + Penalty 738.521422 = -42521.161696 nChanged 1 SP:Iteration 19Q (60.877796 sec): 3 clusters Score: Raw -43260.531063 + Penalty 740.728023 = -42519.803040 nChanged 1 SP:Iteration 20F (60.879362 sec): 3 clusters Score: Raw -43261.095562 + Penalty 742.874705 = -42518.220856 nChanged 2 SP:Iteration 21F (60.880934 sec): 3 clusters Score: Raw -43262.515351 + Penalty 743.190898 = -42519.324453 nChanged 1 SP:Iteration 22Q (60.882543 sec): 3 clusters Score: Raw -43263.480446 + Penalty 744.050845 = -42519.429601 nChanged 1 SP:Iteration 23Q (60.884136 sec): 3 clusters Score: Raw -43263.593105 + Penalty 744.050845 = -42519.542260 nChanged 0 SP:Iteration 24F (60.885786 sec): 3 clusters Score: Raw -43263.593105 + Penalty 744.050845 = -42519.542260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 11 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.888651 sec): 2 clusters Score: Raw -34960.361834 + Penalty 584.035040 = -34376.326794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.890005 sec): 3 clusters Score: Raw -34696.104568 + Penalty 1167.758135 = -33528.346433 nChanged 211 SP:Iteration 1F (60.891334 sec): 3 clusters Score: Raw -34888.868457 + Penalty 1168.388464 = -33720.479993 nChanged 64 SP:Iteration 2F (60.892669 sec): 3 clusters Score: Raw -34959.592218 + Penalty 1171.964511 = -33787.627707 nChanged 46 SP:Iteration 3F (60.893999 sec): 3 clusters Score: Raw -35007.035989 + Penalty 1177.190143 = -33829.845846 nChanged 31 SP:Iteration 4F (60.895320 sec): 3 clusters Score: Raw -35033.104774 + Penalty 1183.279133 = -33849.825640 nChanged 30 SP:Iteration 5Q (60.896624 sec): 3 clusters Score: Raw -35061.117104 + Penalty 1191.595992 = -33869.521112 nChanged 23 SP:Iteration 6Q (60.897906 sec): 3 clusters Score: Raw -35088.997105 + Penalty 1200.001696 = -33888.995410 nChanged 22 SP:Iteration 7Q (60.899187 sec): 3 clusters Score: Raw -35110.244648 + Penalty 1206.712014 = -33903.532634 nChanged 14 SP:Iteration 8Q (60.900434 sec): 3 clusters Score: Raw -35131.907115 + Penalty 1214.931044 = -33916.976071 nChanged 12 SP:Iteration 9Q (60.901674 sec): 3 clusters Score: Raw -35143.654428 + Penalty 1217.388250 = -33926.266177 nChanged 6 SP:Iteration 10F (60.903002 sec): 3 clusters Score: Raw -35150.009737 + Penalty 1221.920926 = -33928.088811 nChanged 7 SP:Iteration 11Q (60.904218 sec): 3 clusters Score: Raw -35166.789725 + Penalty 1226.645517 = -33940.144208 nChanged 11 SP:Iteration 12Q (60.905440 sec): 3 clusters Score: Raw -35189.681754 + Penalty 1227.080231 = -33962.601523 nChanged 4 SP:Iteration 13Q (60.906644 sec): 3 clusters Score: Raw -35193.253207 + Penalty 1229.349561 = -33963.903646 nChanged 5 SP:Iteration 14Q (60.907878 sec): 3 clusters Score: Raw -35203.520198 + Penalty 1231.786972 = -33971.733226 nChanged 5 SP:Iteration 15Q (60.909078 sec): 3 clusters Score: Raw -35208.500483 + Penalty 1233.288550 = -33975.211932 nChanged 2 SP:Iteration 16Q (60.910271 sec): 3 clusters Score: Raw -35210.420859 + Penalty 1233.288550 = -33977.132308 nChanged 0 SP:Iteration 17F (60.911597 sec): 3 clusters Score: Raw -35210.420859 + Penalty 1233.288550 = -33977.132308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 12 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.914175 sec): 2 clusters Score: Raw -42079.155259 + Penalty 587.562865 = -41491.592393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.915677 sec): 3 clusters Score: Raw -41713.477535 + Penalty 1196.879974 = -40516.597561 nChanged 263 SP:Iteration 1F (60.917154 sec): 3 clusters Score: Raw -41958.777046 + Penalty 1230.771910 = -40728.005136 nChanged 95 SP:Iteration 2F (60.918638 sec): 3 clusters Score: Raw -42088.572410 + Penalty 1250.678682 = -40837.893728 nChanged 42 SP:Iteration 3F (60.920114 sec): 3 clusters Score: Raw -42150.241716 + Penalty 1263.844504 = -40886.397212 nChanged 24 SP:Iteration 4Q (60.921560 sec): 3 clusters Score: Raw -42173.222319 + Penalty 1268.836784 = -40904.385536 nChanged 8 SP:Iteration 5Q (60.922967 sec): 3 clusters Score: Raw -42180.416195 + Penalty 1274.439517 = -40905.976678 nChanged 6 SP:Iteration 6Q (60.924363 sec): 3 clusters Score: Raw -42185.280199 + Penalty 1278.292998 = -40906.987201 nChanged 4 SP:Iteration 7Q (60.925753 sec): 3 clusters Score: Raw -42188.175235 + Penalty 1279.874869 = -40908.300366 nChanged 2 SP:Iteration 8Q (60.927140 sec): 3 clusters Score: Raw -42189.131035 + Penalty 1279.892662 = -40909.238374 nChanged 1 SP:Iteration 9Q (60.928598 sec): 3 clusters Score: Raw -42190.369655 + Penalty 1279.892662 = -40910.476994 nChanged 0 SP:Iteration 10F (60.930080 sec): 3 clusters Score: Raw -42190.369655 + Penalty 1279.892662 = -40910.476994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.931403 sec): 2 clusters Score: Raw -14129.087819 + Penalty 440.975690 = -13688.112129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.932109 sec): 3 clusters Score: Raw -14058.478819 + Penalty 886.147357 = -13172.331462 nChanged 74 SP:Iteration 1F (60.932780 sec): 3 clusters Score: Raw -14132.570704 + Penalty 885.994181 = -13246.576523 nChanged 20 SP:Iteration 2F (60.933450 sec): 3 clusters Score: Raw -14155.258028 + Penalty 889.863567 = -13265.394462 nChanged 3 SP:Iteration 3Q (60.934109 sec): 3 clusters Score: Raw -14163.773258 + Penalty 892.389805 = -13271.383453 nChanged 4 SP:Iteration 4Q (60.934768 sec): 3 clusters Score: Raw -14167.534467 + Penalty 896.739478 = -13270.794989 nChanged 4 SP:Iteration 5F (60.935435 sec): 3 clusters Score: Raw -14170.634077 + Penalty 897.791346 = -13272.842731 nChanged 1 SP:Iteration 6Q (60.936092 sec): 3 clusters Score: Raw -14171.482577 + Penalty 899.543035 = -13271.939542 nChanged 1 SP:Iteration 7F (60.936761 sec): 3 clusters Score: Raw -14172.143392 + Penalty 902.562105 = -13269.581287 nChanged 2 SP:Iteration 8F (60.937427 sec): 3 clusters Score: Raw -14173.519868 + Penalty 902.562105 = -13270.957763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.939091 sec): 2 clusters Score: Raw -26480.278579 + Penalty 78.099184 = -26402.179396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.940183 sec): 3 clusters Score: Raw -26192.312174 + Penalty 156.407835 = -26035.904340 nChanged 212 SP:Iteration 1F (60.941264 sec): 3 clusters Score: Raw -26322.624461 + Penalty 156.885269 = -26165.739192 nChanged 28 SP:Iteration 2F (60.942337 sec): 3 clusters Score: Raw -26333.274380 + Penalty 157.758928 = -26175.515452 nChanged 23 SP:Iteration 3Q (60.943441 sec): 3 clusters Score: Raw -26344.070429 + Penalty 159.159921 = -26184.910508 nChanged 26 SP:Iteration 4F (60.944514 sec): 3 clusters Score: Raw -26356.847662 + Penalty 160.345830 = -26196.501831 nChanged 26 SP:Iteration 5F (60.945585 sec): 3 clusters Score: Raw -26374.711377 + Penalty 162.311537 = -26212.399840 nChanged 29 SP:Iteration 6F (60.946654 sec): 3 clusters Score: Raw -26390.809190 + Penalty 164.963649 = -26225.845541 nChanged 18 SP:Iteration 7Q (60.947724 sec): 3 clusters Score: Raw -26402.917174 + Penalty 167.227268 = -26235.689906 nChanged 21 SP:Iteration 8Q (60.948794 sec): 3 clusters Score: Raw -26423.329759 + Penalty 166.316665 = -26257.013094 nChanged 22 SP:Iteration 9Q (60.949831 sec): 3 clusters Score: Raw -26452.589682 + Penalty 164.014985 = -26288.574698 nChanged 9 SP:Iteration 10F (60.950902 sec): 3 clusters Score: Raw -26468.467665 + Penalty 158.659635 = -26309.808030 nChanged 4 SP:Iteration 11Q (60.951854 sec): 3 clusters Score: Raw -26472.828831 + Penalty 159.619375 = -26313.209456 nChanged 1 SP:Iteration 12Q (60.952781 sec): 3 clusters Score: Raw -26473.336515 + Penalty 159.619375 = -26313.717140 nChanged 0 SP:Iteration 13F (60.953854 sec): 3 clusters Score: Raw -26473.336515 + Penalty 159.619375 = -26313.717140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.955166 sec): 2 clusters Score: Raw -15246.035907 + Penalty 684.807636 = -14561.228271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.955944 sec): 3 clusters Score: Raw -15192.285975 + Penalty 1372.475918 = -13819.810057 nChanged 71 SP:Iteration 1F (60.956710 sec): 3 clusters Score: Raw -15321.874624 + Penalty 1374.133361 = -13947.741263 nChanged 21 SP:Iteration 2F (60.957475 sec): 3 clusters Score: Raw -15369.364325 + Penalty 1374.008364 = -13995.355962 nChanged 9 SP:Iteration 3Q (60.958207 sec): 3 clusters Score: Raw -15387.140986 + Penalty 1374.162998 = -14012.977988 nChanged 4 SP:Iteration 4Q (60.958933 sec): 3 clusters Score: Raw -15394.644587 + Penalty 1375.436592 = -14019.207995 nChanged 3 SP:Iteration 5Q (60.959656 sec): 3 clusters Score: Raw -15398.416745 + Penalty 1376.088087 = -14022.328657 nChanged 2 SP:Iteration 6Q (60.960378 sec): 3 clusters Score: Raw -15402.395354 + Penalty 1376.774027 = -14025.621327 nChanged 1 SP:Iteration 7Q (60.961099 sec): 3 clusters Score: Raw -15402.775084 + Penalty 1376.774027 = -14026.001057 nChanged 0 SP:Iteration 8F (60.961862 sec): 3 clusters Score: Raw -15402.775084 + Penalty 1376.774027 = -14026.001057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.963299 sec): 2 clusters Score: Raw -20660.745719 + Penalty 452.107402 = -20208.638317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.964161 sec): 3 clusters Score: Raw -20526.731049 + Penalty 899.800834 = -19626.930214 nChanged 94 SP:Iteration 1F (60.965010 sec): 3 clusters Score: Raw -20623.264200 + Penalty 906.148706 = -19717.115493 nChanged 35 SP:Iteration 2F (60.965858 sec): 3 clusters Score: Raw -20671.131280 + Penalty 925.192445 = -19745.938836 nChanged 25 SP:Iteration 3F (60.966705 sec): 3 clusters Score: Raw -20709.823897 + Penalty 936.564682 = -19773.259216 nChanged 16 SP:Iteration 4Q (60.967530 sec): 3 clusters Score: Raw -20745.257019 + Penalty 940.170474 = -19805.086546 nChanged 11 SP:Iteration 5Q (60.968343 sec): 3 clusters Score: Raw -20762.665677 + Penalty 945.278225 = -19817.387452 nChanged 5 SP:Iteration 6Q (60.969151 sec): 3 clusters Score: Raw -20766.983723 + Penalty 948.459396 = -19818.524328 nChanged 4 SP:Iteration 7Q (60.969955 sec): 3 clusters Score: Raw -20777.381666 + Penalty 950.314366 = -19827.067300 nChanged 4 SP:Iteration 8Q (60.970754 sec): 3 clusters Score: Raw -20784.277743 + Penalty 955.170816 = -19829.106928 nChanged 3 SP:Iteration 9Q (60.971578 sec): 3 clusters Score: Raw -20793.842596 + Penalty 961.478467 = -19832.364129 nChanged 6 SP:Iteration 10F (60.972426 sec): 3 clusters Score: Raw -20803.127187 + Penalty 970.959698 = -19832.167489 nChanged 8 SP:Iteration 11F (60.973273 sec): 3 clusters Score: Raw -20811.122306 + Penalty 977.414807 = -19833.707500 nChanged 4 SP:Iteration 12Q (60.974055 sec): 3 clusters Score: Raw -20813.878015 + Penalty 978.487707 = -19835.390308 nChanged 1 SP:Iteration 13Q (60.974830 sec): 3 clusters Score: Raw -20815.850713 + Penalty 978.487707 = -19837.363005 nChanged 0 SP:Iteration 14F (60.975674 sec): 3 clusters Score: Raw -20815.850713 + Penalty 978.487707 = -19837.363005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.976697 sec): 2 clusters Score: Raw -13027.306043 + Penalty 55.917830 = -12971.388213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.977328 sec): 3 clusters Score: Raw -12895.424342 + Penalty 112.121607 = -12783.302736 nChanged 91 SP:Iteration 1F (60.977921 sec): 3 clusters Score: Raw -12984.837970 + Penalty 112.218661 = -12872.619309 nChanged 14 SP:Iteration 2F (60.978529 sec): 3 clusters Score: Raw -13008.237797 + Penalty 113.895974 = -12894.341823 nChanged 8 SP:Iteration 3Q (60.979146 sec): 3 clusters Score: Raw -13011.869612 + Penalty 114.494708 = -12897.374904 nChanged 3 SP:Iteration 4Q (60.979758 sec): 3 clusters Score: Raw -13012.006776 + Penalty 114.112580 = -12897.894196 nChanged 4 SP:Iteration 5Q (60.980354 sec): 3 clusters Score: Raw -13012.901232 + Penalty 114.694719 = -12898.206513 nChanged 4 SP:Iteration 6Q (60.980951 sec): 3 clusters Score: Raw -13013.700556 + Penalty 115.803111 = -12897.897445 nChanged 5 SP:Iteration 7F (60.981556 sec): 3 clusters Score: Raw -13015.047729 + Penalty 116.157226 = -12898.890503 nChanged 5 SP:Iteration 8Q (60.982153 sec): 3 clusters Score: Raw -13016.505058 + Penalty 117.750291 = -12898.754767 nChanged 5 SP:Iteration 9F (60.982759 sec): 3 clusters Score: Raw -13018.495251 + Penalty 118.508046 = -12899.987206 nChanged 6 SP:Iteration 10F (60.983367 sec): 3 clusters Score: Raw -13020.147026 + Penalty 120.527792 = -12899.619234 nChanged 4 SP:Iteration 11F (60.983972 sec): 3 clusters Score: Raw -13020.263893 + Penalty 117.824752 = -12902.439141 nChanged 3 SP:Iteration 12Q (60.984559 sec): 3 clusters Score: Raw -13020.389892 + Penalty 117.042997 = -12903.346894 nChanged 1 SP:Iteration 13Q (60.985146 sec): 3 clusters Score: Raw -13020.161434 + Penalty 115.503223 = -12904.658210 nChanged 2 SP:Iteration 14Q (60.985731 sec): 3 clusters Score: Raw -13020.034534 + Penalty 115.503223 = -12904.531310 nChanged 0 SP:Iteration 15F (60.986335 sec): 3 clusters Score: Raw -13020.034534 + Penalty 115.503223 = -12904.531310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.987299 sec): 2 clusters Score: Raw -4901.357398 + Penalty 446.587276 = -4454.770122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.987715 sec): 3 clusters Score: Raw -4960.683522 + Penalty 900.580534 = -4060.102988 nChanged 14 SP:Iteration 1F (60.988122 sec): 3 clusters Score: Raw -4995.904708 + Penalty 909.714519 = -4086.190188 nChanged 3 SP:Iteration 2Q (60.988505 sec): 3 clusters Score: Raw -5003.359475 + Penalty 919.726744 = -4083.632732 nChanged 2 SP:Iteration 3F (60.988908 sec): 3 clusters Score: Raw -5016.351090 + Penalty 937.949267 = -4078.401823 nChanged 3 SP:Iteration 4F (60.989313 sec): 3 clusters Score: Raw -5028.822631 + Penalty 937.949267 = -4090.873364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.991913 sec): 2 clusters Score: Raw -40771.082884 + Penalty 147.493098 = -40623.589786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.993549 sec): 3 clusters Score: Raw -40321.141031 + Penalty 298.920871 = -40022.220160 nChanged 312 SP:Iteration 1F (60.995043 sec): 3 clusters Score: Raw -40525.129654 + Penalty 303.370535 = -40221.759119 nChanged 89 SP:Iteration 2F (60.996534 sec): 3 clusters Score: Raw -40568.818514 + Penalty 306.697660 = -40262.120854 nChanged 39 SP:Iteration 3F (60.998008 sec): 3 clusters Score: Raw -40587.081809 + Penalty 312.375814 = -40274.705995 nChanged 34 SP:Iteration 4Q (60.999470 sec): 3 clusters Score: Raw -40614.356933 + Penalty 320.891548 = -40293.465385 nChanged 32 SP:Iteration 5Q (61.000980 sec): 3 clusters Score: Raw -40646.420693 + Penalty 329.692174 = -40316.728519 nChanged 26 SP:Iteration 6Q (61.002465 sec): 3 clusters Score: Raw -40679.565180 + Penalty 340.355990 = -40339.209190 nChanged 32 SP:Iteration 7Q (61.003941 sec): 3 clusters Score: Raw -40709.536942 + Penalty 349.871600 = -40359.665342 nChanged 23 SP:Iteration 8Q (61.005384 sec): 3 clusters Score: Raw -40727.834519 + Penalty 362.127238 = -40365.707282 nChanged 26 SP:Iteration 9Q (61.006798 sec): 3 clusters Score: Raw -40754.733345 + Penalty 379.831102 = -40374.902243 nChanged 27 SP:Iteration 10F (61.008289 sec): 3 clusters Score: Raw -40786.675744 + Penalty 397.580559 = -40389.095184 nChanged 19 SP:Iteration 11Q (61.009632 sec): 3 clusters Score: Raw -40806.339773 + Penalty 411.201559 = -40395.138214 nChanged 11 SP:Iteration 12Q (61.010945 sec): 3 clusters Score: Raw -40819.540271 + Penalty 419.191285 = -40400.348986 nChanged 9 SP:Iteration 13Q (61.012230 sec): 3 clusters Score: Raw -40831.252038 + Penalty 429.606795 = -40401.645244 nChanged 8 SP:Iteration 14Q (61.013509 sec): 3 clusters Score: Raw -40836.310779 + Penalty 437.768628 = -40398.542150 nChanged 4 SP:Iteration 15F (61.015014 sec): 3 clusters Score: Raw -40839.078896 + Penalty 441.620630 = -40397.458266 nChanged 2 SP:Iteration 16F (61.016507 sec): 3 clusters Score: Raw -40840.458163 + Penalty 443.627393 = -40396.830770 nChanged 1 SP:Iteration 17F (61.017979 sec): 3 clusters Score: Raw -40841.221978 + Penalty 443.627393 = -40397.594584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.019155 sec): 2 clusters Score: Raw -11210.633325 + Penalty 201.990850 = -11008.642476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.019792 sec): 3 clusters Score: Raw -11116.152742 + Penalty 404.329288 = -10711.823454 nChanged 75 SP:Iteration 1F (61.020423 sec): 3 clusters Score: Raw -11224.592689 + Penalty 405.696083 = -10818.896605 nChanged 23 SP:Iteration 2F (61.021046 sec): 3 clusters Score: Raw -11253.928715 + Penalty 406.200795 = -10847.727919 nChanged 7 SP:Iteration 3Q (61.021653 sec): 3 clusters Score: Raw -11271.922209 + Penalty 405.757879 = -10866.164330 nChanged 2 SP:Iteration 4Q (61.022255 sec): 3 clusters Score: Raw -11273.563839 + Penalty 406.085142 = -10867.478697 nChanged 2 SP:Iteration 5Q (61.022854 sec): 3 clusters Score: Raw -11276.287473 + Penalty 406.709363 = -10869.578111 nChanged 3 SP:Iteration 6Q (61.023457 sec): 3 clusters Score: Raw -11278.430099 + Penalty 406.237003 = -10872.193096 nChanged 1 SP:Iteration 7Q (61.024054 sec): 3 clusters Score: Raw -11278.549122 + Penalty 406.237003 = -10872.312119 nChanged 0 SP:Iteration 8F (61.024675 sec): 3 clusters Score: Raw -11278.549122 + Penalty 406.237003 = -10872.312119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.026591 sec): 2 clusters Score: Raw -28068.461972 + Penalty 307.059173 = -27761.402799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.027673 sec): 3 clusters Score: Raw -27803.159654 + Penalty 612.177021 = -27190.982633 nChanged 180 SP:Iteration 1F (61.028742 sec): 3 clusters Score: Raw -27929.779640 + Penalty 610.492048 = -27319.287592 nChanged 67 SP:Iteration 2F (61.029840 sec): 3 clusters Score: Raw -28002.142768 + Penalty 606.446651 = -27395.696117 nChanged 47 SP:Iteration 3F (61.030905 sec): 3 clusters Score: Raw -28059.208067 + Penalty 603.129801 = -27456.078266 nChanged 35 SP:Iteration 4F (61.031968 sec): 3 clusters Score: Raw -28097.351836 + Penalty 600.351346 = -27497.000490 nChanged 27 SP:Iteration 5F (61.033032 sec): 3 clusters Score: Raw -28117.374577 + Penalty 596.926946 = -27520.447630 nChanged 19 SP:Iteration 6Q (61.034065 sec): 3 clusters Score: Raw -28136.105744 + Penalty 594.946139 = -27541.159606 nChanged 19 SP:Iteration 7Q (61.035093 sec): 3 clusters Score: Raw -28157.764657 + Penalty 598.785207 = -27558.979450 nChanged 22 SP:Iteration 8Q (61.036114 sec): 3 clusters Score: Raw -28183.845261 + Penalty 601.664966 = -27582.180295 nChanged 15 SP:Iteration 9Q (61.037132 sec): 3 clusters Score: Raw -28194.228071 + Penalty 603.356845 = -27590.871226 nChanged 6 SP:Iteration 10F (61.038194 sec): 3 clusters Score: Raw -28197.128569 + Penalty 605.688017 = -27591.440552 nChanged 8 SP:Iteration 11Q (61.039206 sec): 3 clusters Score: Raw -28201.197019 + Penalty 606.805429 = -27594.391590 nChanged 9 SP:Iteration 12Q (61.040218 sec): 3 clusters Score: Raw -28205.437049 + Penalty 608.148203 = -27597.288846 nChanged 7 SP:Iteration 13Q (61.041223 sec): 3 clusters Score: Raw -28209.273972 + Penalty 608.493998 = -27600.779973 nChanged 3 SP:Iteration 14Q (61.042225 sec): 3 clusters Score: Raw -28213.710238 + Penalty 608.200018 = -27605.510219 nChanged 5 SP:Iteration 15Q (61.043227 sec): 3 clusters Score: Raw -28219.657265 + Penalty 607.970635 = -27611.686630 nChanged 4 SP:Iteration 16Q (61.044226 sec): 3 clusters Score: Raw -28223.542616 + Penalty 607.552641 = -27615.989975 nChanged 1 SP:Iteration 17Q (61.045224 sec): 3 clusters Score: Raw -28224.173554 + Penalty 607.552641 = -27616.620913 nChanged 0 SP:Iteration 18F (61.046288 sec): 3 clusters Score: Raw -28224.173554 + Penalty 607.552641 = -27616.620913 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 48 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.048217 sec): 2 clusters Score: Raw -32890.318295 + Penalty 538.117133 = -32352.201162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.049412 sec): 3 clusters Score: Raw -32653.906593 + Penalty 1090.806269 = -31563.100325 nChanged 198 SP:Iteration 1F (61.050587 sec): 3 clusters Score: Raw -32847.629029 + Penalty 1107.726555 = -31739.902474 nChanged 60 SP:Iteration 2F (61.051762 sec): 3 clusters Score: Raw -32937.313598 + Penalty 1118.048918 = -31819.264679 nChanged 36 SP:Iteration 3F (61.052934 sec): 3 clusters Score: Raw -32992.203648 + Penalty 1122.704561 = -31869.499087 nChanged 18 SP:Iteration 4Q (61.054057 sec): 3 clusters Score: Raw -33020.380967 + Penalty 1128.358666 = -31892.022302 nChanged 17 SP:Iteration 5Q (61.055163 sec): 3 clusters Score: Raw -33054.959301 + Penalty 1129.370971 = -31925.588331 nChanged 11 SP:Iteration 6Q (61.056250 sec): 3 clusters Score: Raw -33073.744668 + Penalty 1132.947383 = -31940.797285 nChanged 10 SP:Iteration 7Q (61.057329 sec): 3 clusters Score: Raw -33083.457984 + Penalty 1141.506710 = -31941.951274 nChanged 9 SP:Iteration 8Q (61.058404 sec): 3 clusters Score: Raw -33094.776156 + Penalty 1142.717347 = -31952.058808 nChanged 5 SP:Iteration 9Q (61.059471 sec): 3 clusters Score: Raw -33097.035241 + Penalty 1145.153758 = -31951.881483 nChanged 4 SP:Iteration 10F (61.060643 sec): 3 clusters Score: Raw -33099.279091 + Penalty 1146.474357 = -31952.804734 nChanged 4 SP:Iteration 11Q (61.061709 sec): 3 clusters Score: Raw -33101.890386 + Penalty 1146.159710 = -31955.730676 nChanged 2 SP:Iteration 12Q (61.062772 sec): 3 clusters Score: Raw -33103.323257 + Penalty 1146.159710 = -31957.163548 nChanged 0 SP:Iteration 13F (61.063947 sec): 3 clusters Score: Raw -33103.323257 + Penalty 1146.159710 = -31957.163548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.064873 sec): 2 clusters Score: Raw -8900.215879 + Penalty 525.167954 = -8375.047925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.065360 sec): 3 clusters Score: Raw -8903.545168 + Penalty 1051.655736 = -7851.889432 nChanged 29 SP:Iteration 1F (61.065840 sec): 3 clusters Score: Raw -8953.169025 + Penalty 1055.032427 = -7898.136598 nChanged 8 SP:Iteration 2F (61.066319 sec): 3 clusters Score: Raw -8973.273687 + Penalty 1057.654382 = -7915.619304 nChanged 4 SP:Iteration 3Q (61.066784 sec): 3 clusters Score: Raw -8986.339013 + Penalty 1059.521381 = -7926.817632 nChanged 1 SP:Iteration 4Q (61.067245 sec): 3 clusters Score: Raw -8987.442054 + Penalty 1059.521381 = -7927.920673 nChanged 0 SP:Iteration 5F (61.067722 sec): 3 clusters Score: Raw -8987.442054 + Penalty 1059.521381 = -7927.920673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.068803 sec): 2 clusters Score: Raw -7673.566988 + Penalty 413.702035 = -7259.864953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.069259 sec): 3 clusters Score: Raw -7655.493017 + Penalty 834.881029 = -6820.611987 nChanged 23 SP:Iteration 1F (61.069708 sec): 3 clusters Score: Raw -7699.777448 + Penalty 845.559486 = -6854.217962 nChanged 8 SP:Iteration 2F (61.070158 sec): 3 clusters Score: Raw -7714.151725 + Penalty 850.484401 = -6863.667325 nChanged 5 SP:Iteration 3Q (61.070598 sec): 3 clusters Score: Raw -7727.245793 + Penalty 861.152557 = -6866.093236 nChanged 6 SP:Iteration 4Q (61.071037 sec): 3 clusters Score: Raw -7742.172700 + Penalty 876.369456 = -6865.803244 nChanged 3 SP:Iteration 5F (61.071484 sec): 3 clusters Score: Raw -7746.870528 + Penalty 885.600440 = -6861.270087 nChanged 2 SP:Iteration 6F (61.071932 sec): 3 clusters Score: Raw -7752.875206 + Penalty 891.523408 = -6861.351799 nChanged 1 SP:Iteration 7Q (61.072358 sec): 3 clusters Score: Raw -7758.582199 + Penalty 891.523408 = -6867.058791 nChanged 0 SP:Iteration 8F (61.072806 sec): 3 clusters Score: Raw -7758.582199 + Penalty 891.523408 = -6867.058791 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 64 (7187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.106707 sec): 2 clusters Score: Raw -371605.984241 + Penalty 201.165862 = -371404.818379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.120009 sec): 3 clusters Score: Raw -366952.444205 + Penalty 462.541069 = -366489.903135 nChanged 3343 SP:Iteration 1F (61.132808 sec): 3 clusters Score: Raw -369894.210001 + Penalty 563.868874 = -369330.341127 nChanged 1009 SP:Iteration 2F (61.145623 sec): 3 clusters Score: Raw -371002.445119 + Penalty 659.544513 = -370342.900606 nChanged 417 SP:Iteration 3F (61.158370 sec): 3 clusters Score: Raw -371478.813530 + Penalty 708.240727 = -370770.572803 nChanged 147 SP:Iteration 4Q (61.169717 sec): 3 clusters Score: Raw -371663.751058 + Penalty 721.803941 = -370941.947117 nChanged 52 SP:Iteration 5Q (61.180292 sec): 3 clusters Score: Raw -371727.957870 + Penalty 726.049535 = -371001.908335 nChanged 36 SP:Iteration 6Q (61.191078 sec): 3 clusters Score: Raw -371761.262831 + Penalty 732.967877 = -371028.294954 nChanged 17 SP:Iteration 7Q (61.201279 sec): 3 clusters Score: Raw -371770.682099 + Penalty 737.375353 = -371033.306746 nChanged 4 SP:Iteration 8Q (61.211415 sec): 3 clusters Score: Raw -371772.472064 + Penalty 737.375353 = -371035.096711 nChanged 0 SP:Iteration 9F (61.224218 sec): 3 clusters Score: Raw -371772.472064 + Penalty 737.375353 = -371035.096711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.229692 sec): 2 clusters Score: Raw -17417.403133 + Penalty 388.463712 = -17028.939422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.230597 sec): 3 clusters Score: Raw -17305.228358 + Penalty 778.503920 = -16526.724438 nChanged 110 SP:Iteration 1F (61.231444 sec): 3 clusters Score: Raw -17418.783987 + Penalty 779.125995 = -16639.657991 nChanged 38 SP:Iteration 2F (61.232289 sec): 3 clusters Score: Raw -17462.751679 + Penalty 778.085705 = -16684.665974 nChanged 24 SP:Iteration 3F (61.233132 sec): 3 clusters Score: Raw -17498.475380 + Penalty 777.695710 = -16720.779671 nChanged 13 SP:Iteration 4Q (61.233953 sec): 3 clusters Score: Raw -17525.152199 + Penalty 776.573389 = -16748.578810 nChanged 8 SP:Iteration 5Q (61.234760 sec): 3 clusters Score: Raw -17535.463938 + Penalty 776.398365 = -16759.065573 nChanged 1 SP:Iteration 6Q (61.235560 sec): 3 clusters Score: Raw -17535.662552 + Penalty 776.398365 = -16759.264187 nChanged 0 SP:Iteration 7F (61.236402 sec): 3 clusters Score: Raw -17535.662552 + Penalty 776.398365 = -16759.264187 nChanged 0 Time taken for this iteration:60.556650 seconds. 300->24 Clusters: Score -1246191.244288, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 201 (time per iteration =304.817363 ms) Total iterations: 1841 (time per iteration =33.279897 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4257906875.000000 (time per metric unit =14.389298ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 106447671875.000000 (time per metric unit=575.571912ps) That took 61.268290 seconds. FileBase PeterP-2013-09-04_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 0.17 and 0.26 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 18733 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 18733 points ------ Starting initial clusters from distinct float masks Not enough masks (149) to generate starting clusters (300), so starting with (150) clusters instead. Assigned 150 initial classes from 149 unique masks. Deleting Class 29 (1 points): Lose 22.407740 but Gain 1596.135622 Iteration 0F (1.801997 sec): 149 clusters Score: Raw -1006870.372351 + Penalty 128646.672642 = -878223.699709 nChanged 3417 Deleting Class 138 (1 points): Lose 12.261993 but Gain 1543.824797 Iteration 1F (3.054302 sec): 142 clusters Score: Raw -1012984.123550 + Penalty 126108.198105 = -886875.925446 nChanged 1209 Deleting Class 110 (1 points): Lose 15.032860 but Gain 1525.256603 Iteration 2F (4.271517 sec): 139 clusters Score: Raw -1015058.537300 + Penalty 124775.305603 = -890283.231696 nChanged 738 Deleting Class 42 (1 points): Lose 8.168610 but Gain 1468.163695 Iteration 3Q (4.407186 sec): 138 clusters Score: Raw -1016440.368108 + Penalty 123383.458269 = -893056.909838 nChanged 495 Deleting Class 142 (1 points): Lose 11.010708 but Gain 1442.472648 Iteration 4Q (4.524719 sec): 137 clusters Score: Raw -1017149.605358 + Penalty 121971.080791 = -895178.524567 nChanged 355 Deleting Class 82 (3 points): Lose 47.375312 but Gain 1468.903889 Iteration 5Q (4.632606 sec): 136 clusters Score: Raw -1017456.776231 + Penalty 120772.535988 = -896684.240243 nChanged 280 Deleting Class 122 (1 points): Lose 10.980008 but Gain 1409.040204 Iteration 6Q (4.734320 sec): 135 clusters Score: Raw -1017668.442848 + Penalty 119407.655154 = -898260.787694 nChanged 253 Deleting Class 143 (1 points): Lose 2.270851 but Gain 1398.844725 Iteration 7Q (4.832983 sec): 134 clusters Score: Raw -1017857.074700 + Penalty 118085.193621 = -899771.881079 nChanged 246 Deleting Class 60 (6 points): Lose 95.296198 but Gain 1478.059844 Iteration 8Q (4.931182 sec): 133 clusters Score: Raw -1017950.146507 + Penalty 116593.464808 = -901356.681700 nChanged 242 Deleting Class 141 (1 points): Lose 26.105157 but Gain 1407.834337 Iteration 9Q (5.029134 sec): 132 clusters Score: Raw -1018101.123420 + Penalty 115197.681001 = -902903.442419 nChanged 227 Deleting Class 106 (3 points): Lose 48.752649 but Gain 1396.476615 Iteration 10F (6.152210 sec): 131 clusters Score: Raw -1018263.402139 + Penalty 113777.988573 = -904485.413567 nChanged 228 Deleting Class 98 (1 points): Lose 9.367013 but Gain 1335.514436 Iteration 11Q (6.248203 sec): 130 clusters Score: Raw -1018484.496845 + Penalty 112374.245161 = -906110.251685 nChanged 241 Deleting Class 72 (1 points): Lose 15.003746 but Gain 1331.037495 Iteration 12Q (6.344368 sec): 129 clusters Score: Raw -1018729.691777 + Penalty 111096.975663 = -907632.716113 nChanged 254 Deleting Class 39 (1 points): Lose 22.294199 but Gain 1321.477240 Iteration 13Q (6.440905 sec): 128 clusters Score: Raw -1018943.449283 + Penalty 109739.209218 = -909204.240065 nChanged 264 Deleting Class 96 (2 points): Lose 21.958799 but Gain 1318.280552 Iteration 14Q (6.537348 sec): 127 clusters Score: Raw -1019114.254420 + Penalty 108379.155108 = -910735.099312 nChanged 256 Deleting Class 64 (6 points): Lose 110.715047 but Gain 1399.609808 Iteration 15Q (6.632513 sec): 126 clusters Score: Raw -1019136.376874 + Penalty 107023.307226 = -912113.069648 nChanged 236 Deleting Class 139 (1 points): Lose 17.456310 but Gain 1292.876576 Iteration 16Q (6.726443 sec): 125 clusters Score: Raw -1019258.568170 + Penalty 105703.237505 = -913555.330665 nChanged 217 Deleting Class 62 (8 points): Lose 114.755712 but Gain 1380.012149 Iteration 17Q (6.818406 sec): 124 clusters Score: Raw -1019256.423761 + Penalty 104385.080682 = -914871.343079 nChanged 206 Deleting Class 52 (33 points): Lose 275.182310 but Gain 1538.899136 Iteration 18Q (6.909098 sec): 123 clusters Score: Raw -1019083.260792 + Penalty 102963.747195 = -916119.513596 nChanged 196 Deleting Class 130 (1 points): Lose 7.249313 but Gain 1267.997871 Iteration 19Q (6.998199 sec): 122 clusters Score: Raw -1019233.755921 + Penalty 100967.657138 = -918266.098783 nChanged 145 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1019233.755921 + Penalty 100967.657138 = -918266.098783Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 1 (3714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.082657 sec): 2 clusters Score: Raw -206602.521744 + Penalty 103.477840 = -206499.043903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.089395 sec): 3 clusters Score: Raw -204141.458899 + Penalty 208.351490 = -203933.107409 nChanged 1757 SP:Iteration 1F (7.096168 sec): 3 clusters Score: Raw -205638.828496 + Penalty 200.967040 = -205437.861456 nChanged 643 SP:Iteration 2F (7.102871 sec): 3 clusters Score: Raw -206173.317472 + Penalty 196.605850 = -205976.711622 nChanged 318 SP:Iteration 3F (7.109805 sec): 3 clusters Score: Raw -206356.286229 + Penalty 193.891163 = -206162.395066 nChanged 190 SP:Iteration 4F (7.116794 sec): 3 clusters Score: Raw -206579.127806 + Penalty 189.225320 = -206389.902485 nChanged 165 SP:Iteration 5Q (7.123204 sec): 3 clusters Score: Raw -206896.998780 + Penalty 188.458943 = -206708.539837 nChanged 67 SP:Iteration 6Q (7.129194 sec): 3 clusters Score: Raw -206915.242108 + Penalty 188.512105 = -206726.730002 nChanged 36 SP:Iteration 7Q (7.135261 sec): 3 clusters Score: Raw -206919.653048 + Penalty 188.433577 = -206731.219471 nChanged 12 SP:Iteration 8Q (7.141137 sec): 3 clusters Score: Raw -206920.330702 + Penalty 188.376758 = -206731.953944 nChanged 6 SP:Iteration 9Q (7.147005 sec): 3 clusters Score: Raw -206920.544137 + Penalty 188.433402 = -206732.110735 nChanged 5 SP:Iteration 10F (7.153620 sec): 3 clusters Score: Raw -206920.946413 + Penalty 188.486437 = -206732.459976 nChanged 5 SP:Iteration 11Q (7.159649 sec): 3 clusters Score: Raw -206921.121668 + Penalty 188.467035 = -206732.654633 nChanged 4 SP:Iteration 12Q (7.165520 sec): 3 clusters Score: Raw -206921.234133 + Penalty 188.329147 = -206732.904985 nChanged 2 SP:Iteration 13Q (7.171402 sec): 3 clusters Score: Raw -206921.259924 + Penalty 188.301115 = -206732.958809 nChanged 1 SP:Iteration 14Q (7.177272 sec): 3 clusters Score: Raw -206921.313544 + Penalty 188.301115 = -206733.012429 nChanged 2 SP:Iteration 15Q (7.183188 sec): 3 clusters Score: Raw -206921.362289 + Penalty 188.232012 = -206733.130277 nChanged 2 SP:Iteration 16Q (7.189059 sec): 3 clusters Score: Raw -206921.385270 + Penalty 188.232012 = -206733.153258 nChanged 0 SP:Iteration 17F (7.195626 sec): 3 clusters Score: Raw -206921.385270 + Penalty 188.232012 = -206733.153258 nChanged 0 Score: Raw -1035315.005040 + Penalty 101069.096167 = -934245.908873 Splitting cluster 1 changes total score from -918266.098783 to -934245.908873 So it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.240756 sec): 2 clusters Score: Raw -8271.423698 + Penalty 707.699378 = -7563.724320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.241233 sec): 3 clusters Score: Raw -8318.977962 + Penalty 1415.382972 = -6903.594990 nChanged 15 SP:Iteration 1F (8.241698 sec): 3 clusters Score: Raw -8367.878255 + Penalty 1415.385632 = -6952.492623 nChanged 5 SP:Iteration 2Q (8.242141 sec): 3 clusters Score: Raw -8386.831194 + Penalty 1415.292764 = -6971.538430 nChanged 1 SP:Iteration 3Q (8.242578 sec): 3 clusters Score: Raw -8388.567514 + Penalty 1415.292764 = -6973.274750 nChanged 0 SP:Iteration 4F (8.243039 sec): 3 clusters Score: Raw -8388.567514 + Penalty 1415.292764 = -6973.274750 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (2273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250365 sec): 2 clusters Score: Raw -134078.800864 + Penalty 363.594108 = -133715.206756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.254577 sec): 3 clusters Score: Raw -132690.592975 + Penalty 727.094537 = -131963.498438 nChanged 1009 SP:Iteration 1F (8.258764 sec): 3 clusters Score: Raw -133369.335890 + Penalty 726.652782 = -132642.683108 nChanged 255 SP:Iteration 2F (8.262899 sec): 3 clusters Score: Raw -133525.157997 + Penalty 727.753337 = -132797.404660 nChanged 151 SP:Iteration 3F (8.267029 sec): 3 clusters Score: Raw -133600.347217 + Penalty 729.715285 = -132870.631931 nChanged 98 SP:Iteration 4Q (8.271221 sec): 3 clusters Score: Raw -133667.084755 + Penalty 732.480526 = -132934.604228 nChanged 99 SP:Iteration 5Q (8.275433 sec): 3 clusters Score: Raw -133741.168885 + Penalty 735.891919 = -133005.276966 nChanged 99 SP:Iteration 6Q (8.279560 sec): 3 clusters Score: Raw -133818.482198 + Penalty 739.554448 = -133078.927750 nChanged 92 SP:Iteration 7Q (8.283641 sec): 3 clusters Score: Raw -133909.219573 + Penalty 743.515158 = -133165.704415 nChanged 86 SP:Iteration 8Q (8.287681 sec): 3 clusters Score: Raw -133997.373713 + Penalty 745.828834 = -133251.544879 nChanged 68 SP:Iteration 9Q (8.291629 sec): 3 clusters Score: Raw -134072.530150 + Penalty 744.791434 = -133327.738715 nChanged 75 SP:Iteration 10F (8.295738 sec): 3 clusters Score: Raw -134191.920273 + Penalty 742.560824 = -133449.359449 nChanged 82 SP:Iteration 11Q (8.299495 sec): 3 clusters Score: Raw -134390.874058 + Penalty 736.576132 = -133654.297927 nChanged 85 SP:Iteration 12Q (8.303178 sec): 3 clusters Score: Raw -134584.675914 + Penalty 732.272851 = -133852.403063 nChanged 72 SP:Iteration 13Q (8.306772 sec): 3 clusters Score: Raw -134689.948201 + Penalty 730.251728 = -133959.696473 nChanged 41 SP:Iteration 14Q (8.310270 sec): 3 clusters Score: Raw -134726.549037 + Penalty 729.867029 = -133996.682008 nChanged 18 SP:Iteration 15Q (8.313738 sec): 3 clusters Score: Raw -134733.888857 + Penalty 729.626021 = -134004.262835 nChanged 4 SP:Iteration 16Q (8.317175 sec): 3 clusters Score: Raw -134734.400534 + Penalty 729.626021 = -134004.774513 nChanged 0 SP:Iteration 17F (8.321329 sec): 3 clusters Score: Raw -134734.400534 + Penalty 729.626021 = -134004.774513 nChanged 0 Score: Raw -1035970.610108 + Penalty 101535.017307 = -934435.592800 Splitting cluster 3 changes total score from -918266.098783 to -934435.592800 So it's getting split into cluster 39. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.372459 sec): 2 clusters Score: Raw -32121.527920 + Penalty 544.284889 = -31577.243031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.373739 sec): 3 clusters Score: Raw -31884.472648 + Penalty 1086.041236 = -30798.431412 nChanged 204 SP:Iteration 1F (9.375093 sec): 3 clusters Score: Raw -32093.664483 + Penalty 1085.917689 = -31007.746794 nChanged 73 SP:Iteration 2F (9.376414 sec): 3 clusters Score: Raw -32197.835522 + Penalty 1082.840335 = -31114.995187 nChanged 35 SP:Iteration 3F (9.377735 sec): 3 clusters Score: Raw -32250.186779 + Penalty 1080.486616 = -31169.700163 nChanged 20 SP:Iteration 4Q (9.379000 sec): 3 clusters Score: Raw -32285.930591 + Penalty 1078.799975 = -31207.130616 nChanged 20 SP:Iteration 5Q (9.380249 sec): 3 clusters Score: Raw -32317.172469 + Penalty 1078.964357 = -31238.208113 nChanged 13 SP:Iteration 6Q (9.381471 sec): 3 clusters Score: Raw -32337.793536 + Penalty 1077.223052 = -31260.570484 nChanged 16 SP:Iteration 7Q (9.382662 sec): 3 clusters Score: Raw -32363.113126 + Penalty 1077.144241 = -31285.968885 nChanged 12 SP:Iteration 8Q (9.383865 sec): 3 clusters Score: Raw -32373.378928 + Penalty 1078.202206 = -31295.176722 nChanged 8 SP:Iteration 9Q (9.385061 sec): 3 clusters Score: Raw -32376.941970 + Penalty 1078.406598 = -31298.535373 nChanged 1 SP:Iteration 10F (9.386376 sec): 3 clusters Score: Raw -32377.334128 + Penalty 1078.781971 = -31298.552157 nChanged 1 SP:Iteration 11Q (9.387574 sec): 3 clusters Score: Raw -32377.704034 + Penalty 1079.164470 = -31298.539564 nChanged 1 SP:Iteration 12F (9.388858 sec): 3 clusters Score: Raw -32378.843719 + Penalty 1079.164470 = -31299.679249 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 5 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.392247 sec): 2 clusters Score: Raw -38064.883672 + Penalty 153.566483 = -37911.317189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393597 sec): 3 clusters Score: Raw -37703.654256 + Penalty 347.942898 = -37355.711358 nChanged 252 SP:Iteration 1F (9.394916 sec): 3 clusters Score: Raw -38030.804842 + Penalty 340.828620 = -37689.976222 nChanged 79 SP:Iteration 2F (9.396242 sec): 3 clusters Score: Raw -38168.005695 + Penalty 321.331105 = -37846.674590 nChanged 52 SP:Iteration 3F (9.397593 sec): 3 clusters Score: Raw -38295.296911 + Penalty 313.371165 = -37981.925746 nChanged 18 SP:Iteration 4Q (9.398782 sec): 3 clusters Score: Raw -38311.244691 + Penalty 309.814337 = -38001.430354 nChanged 6 SP:Iteration 5Q (9.399947 sec): 3 clusters Score: Raw -38313.444961 + Penalty 308.025286 = -38005.419675 nChanged 3 SP:Iteration 6Q (9.401106 sec): 3 clusters Score: Raw -38314.260453 + Penalty 307.430798 = -38006.829655 nChanged 1 SP:Iteration 7Q (9.402262 sec): 3 clusters Score: Raw -38314.444594 + Penalty 307.430798 = -38007.013796 nChanged 0 SP:Iteration 8F (9.403604 sec): 3 clusters Score: Raw -38314.444594 + Penalty 307.430798 = -38007.013796 nChanged 0 Score: Raw -1036220.173707 + Penalty 101769.117169 = -934451.056538 Splitting cluster 5 changes total score from -918266.098783 to -934451.056538 So it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 6 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.452258 sec): 2 clusters Score: Raw -1389.167350 + Penalty 523.033998 = -866.133352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.452527 sec): 3 clusters Score: Raw -1525.820196 + Penalty 1046.079104 = -479.741092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.460735 sec): 2 clusters Score: Raw -101857.518462 + Penalty 536.578050 = -101320.940412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.463915 sec): 3 clusters Score: Raw -100984.605144 + Penalty 1070.451048 = -99914.154095 nChanged 638 SP:Iteration 1F (10.467072 sec): 3 clusters Score: Raw -101324.007708 + Penalty 1067.974887 = -100256.032821 nChanged 150 SP:Iteration 2F (10.470260 sec): 3 clusters Score: Raw -101410.556897 + Penalty 1069.524251 = -100341.032646 nChanged 124 SP:Iteration 3F (10.473451 sec): 3 clusters Score: Raw -101505.552356 + Penalty 1079.738336 = -100425.814020 nChanged 127 SP:Iteration 4F (10.476702 sec): 3 clusters Score: Raw -101623.399045 + Penalty 1098.458542 = -100524.940503 nChanged 138 SP:Iteration 5F (10.479946 sec): 3 clusters Score: Raw -101775.073423 + Penalty 1125.297351 = -100649.776072 nChanged 99 SP:Iteration 6F (10.483198 sec): 3 clusters Score: Raw -101874.675986 + Penalty 1146.647624 = -100728.028362 nChanged 52 SP:Iteration 7Q (10.486608 sec): 3 clusters Score: Raw -101924.472478 + Penalty 1163.701353 = -100760.771125 nChanged 41 SP:Iteration 8Q (10.489935 sec): 3 clusters Score: Raw -101972.219883 + Penalty 1174.981053 = -100797.238831 nChanged 33 SP:Iteration 9Q (10.493343 sec): 3 clusters Score: Raw -102000.349382 + Penalty 1179.306027 = -100821.043355 nChanged 15 SP:Iteration 10F (10.496611 sec): 3 clusters Score: Raw -102008.961407 + Penalty 1179.765216 = -100829.196191 nChanged 7 SP:Iteration 11Q (10.499637 sec): 3 clusters Score: Raw -102015.359375 + Penalty 1180.428202 = -100834.931173 nChanged 7 SP:Iteration 12Q (10.502642 sec): 3 clusters Score: Raw -102018.446699 + Penalty 1179.630896 = -100838.815803 nChanged 5 SP:Iteration 13Q (10.505643 sec): 3 clusters Score: Raw -102020.482909 + Penalty 1180.458703 = -100840.024206 nChanged 3 SP:Iteration 14Q (10.508638 sec): 3 clusters Score: Raw -102021.913104 + Penalty 1179.807815 = -100842.105290 nChanged 5 SP:Iteration 15Q (10.511632 sec): 3 clusters Score: Raw -102024.089176 + Penalty 1178.976514 = -100845.112662 nChanged 4 SP:Iteration 16Q (10.514614 sec): 3 clusters Score: Raw -102025.262910 + Penalty 1179.298287 = -100845.964623 nChanged 2 SP:Iteration 17Q (10.517600 sec): 3 clusters Score: Raw -102025.934660 + Penalty 1179.117724 = -100846.816935 nChanged 1 SP:Iteration 18Q (10.520581 sec): 3 clusters Score: Raw -102026.144659 + Penalty 1178.408494 = -100847.736164 nChanged 1 SP:Iteration 19Q (10.523563 sec): 3 clusters Score: Raw -102026.354450 + Penalty 1178.460510 = -100847.893940 nChanged 1 SP:Iteration 20F (10.526823 sec): 3 clusters Score: Raw -102026.582882 + Penalty 1177.298946 = -100849.283937 nChanged 1 SP:Iteration 21Q (10.529816 sec): 3 clusters Score: Raw -102026.939470 + Penalty 1177.298946 = -100849.640524 nChanged 0 SP:Iteration 22F (10.533069 sec): 3 clusters Score: Raw -102026.939470 + Penalty 1177.298946 = -100849.640524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.538369 sec): 2 clusters Score: Raw -76333.127553 + Penalty 184.247437 = -76148.880116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.541234 sec): 3 clusters Score: Raw -75535.269728 + Penalty 398.759530 = -75136.510198 nChanged 640 SP:Iteration 1F (10.543920 sec): 3 clusters Score: Raw -76317.105267 + Penalty 422.684217 = -75894.421049 nChanged 203 SP:Iteration 2F (10.546580 sec): 3 clusters Score: Raw -76583.545380 + Penalty 428.977432 = -76154.567948 nChanged 82 SP:Iteration 3F (10.549235 sec): 3 clusters Score: Raw -76652.564465 + Penalty 429.338841 = -76223.225624 nChanged 35 SP:Iteration 4Q (10.551812 sec): 3 clusters Score: Raw -76678.850563 + Penalty 424.829959 = -76254.020604 nChanged 31 SP:Iteration 5Q (10.554362 sec): 3 clusters Score: Raw -76715.539391 + Penalty 421.115245 = -76294.424146 nChanged 27 SP:Iteration 6Q (10.556905 sec): 3 clusters Score: Raw -76736.168413 + Penalty 419.047067 = -76317.121346 nChanged 15 SP:Iteration 7Q (10.559445 sec): 3 clusters Score: Raw -76741.883882 + Penalty 415.128697 = -76326.755185 nChanged 16 SP:Iteration 8Q (10.561979 sec): 3 clusters Score: Raw -76748.425137 + Penalty 413.999670 = -76334.425467 nChanged 12 SP:Iteration 9Q (10.564514 sec): 3 clusters Score: Raw -76752.803015 + Penalty 413.281107 = -76339.521909 nChanged 12 SP:Iteration 10F (10.567188 sec): 3 clusters Score: Raw -76755.617004 + Penalty 413.018742 = -76342.598262 nChanged 9 SP:Iteration 11Q (10.569790 sec): 3 clusters Score: Raw -76758.155720 + Penalty 412.833828 = -76345.321892 nChanged 15 SP:Iteration 12Q (10.572455 sec): 3 clusters Score: Raw -76764.396490 + Penalty 412.717155 = -76351.679335 nChanged 11 SP:Iteration 13Q (10.575058 sec): 3 clusters Score: Raw -76767.442228 + Penalty 412.521752 = -76354.920476 nChanged 6 SP:Iteration 14Q (10.577662 sec): 3 clusters Score: Raw -76768.140700 + Penalty 412.313302 = -76355.827398 nChanged 1 SP:Iteration 15Q (10.580262 sec): 3 clusters Score: Raw -76768.190335 + Penalty 412.313302 = -76355.877033 nChanged 0 SP:Iteration 16F (10.582943 sec): 3 clusters Score: Raw -76768.190335 + Penalty 412.313302 = -76355.877033 nChanged 0 Score: Raw -1036655.241334 + Penalty 102078.237333 = -934577.004001 Splitting cluster 8 changes total score from -918266.098783 to -934577.004001 So it's getting split into cluster 47. Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 9 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.658611 sec): 2 clusters Score: Raw -213501.972540 + Penalty 135.968506 = -213366.004034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.665883 sec): 3 clusters Score: Raw -211054.021877 + Penalty 279.388038 = -210774.633839 nChanged 1781 SP:Iteration 1F (11.672935 sec): 3 clusters Score: Raw -212575.183325 + Penalty 280.555329 = -212294.627997 nChanged 387 SP:Iteration 2F (11.679840 sec): 3 clusters Score: Raw -212910.128182 + Penalty 280.717809 = -212629.410373 nChanged 262 SP:Iteration 3F (11.686788 sec): 3 clusters Score: Raw -213189.289329 + Penalty 272.351524 = -212916.937805 nChanged 181 SP:Iteration 4Q (11.693584 sec): 3 clusters Score: Raw -213397.682745 + Penalty 256.916326 = -213140.766419 nChanged 115 SP:Iteration 5Q (11.700494 sec): 3 clusters Score: Raw -213510.226839 + Penalty 246.914751 = -213263.312089 nChanged 43 SP:Iteration 6Q (11.706884 sec): 3 clusters Score: Raw -213537.357542 + Penalty 238.567754 = -213298.789788 nChanged 19 SP:Iteration 7Q (11.713124 sec): 3 clusters Score: Raw -213547.318325 + Penalty 234.810619 = -213312.507706 nChanged 8 SP:Iteration 8Q (11.719465 sec): 3 clusters Score: Raw -213551.514964 + Penalty 228.903550 = -213322.611414 nChanged 5 SP:Iteration 9Q (11.725796 sec): 3 clusters Score: Raw -213553.091624 + Penalty 229.278546 = -213323.813078 nChanged 2 SP:Iteration 10F (11.732554 sec): 3 clusters Score: Raw -213553.689452 + Penalty 230.517311 = -213323.172141 nChanged 2 SP:Iteration 11F (11.739382 sec): 3 clusters Score: Raw -213554.190157 + Penalty 231.517595 = -213322.672562 nChanged 2 SP:Iteration 12F (11.746084 sec): 3 clusters Score: Raw -213554.990952 + Penalty 230.375661 = -213324.615291 nChanged 1 SP:Iteration 13Q (11.751879 sec): 3 clusters Score: Raw -213556.936888 + Penalty 228.759113 = -213328.177775 nChanged 1 SP:Iteration 14Q (11.757573 sec): 3 clusters Score: Raw -213557.358770 + Penalty 228.759113 = -213328.599657 nChanged 0 SP:Iteration 15F (11.764284 sec): 3 clusters Score: Raw -213557.358770 + Penalty 228.759113 = -213328.599657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.768740 sec): 2 clusters Score: Raw -627.676329 + Penalty 150.930805 = -476.745524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.768976 sec): 3 clusters Score: Raw -630.649615 + Penalty 301.861610 = -328.788005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.769510 sec): 2 clusters Score: Raw -1692.405049 + Penalty 506.479982 = -1185.925067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.769771 sec): 3 clusters Score: Raw -1878.468198 + Penalty 1012.785316 = -865.682882 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.772029 sec): 2 clusters Score: Raw -35279.301298 + Penalty 394.037037 = -34885.264261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.773406 sec): 3 clusters Score: Raw -34974.124481 + Penalty 784.192981 = -34189.931500 nChanged 207 SP:Iteration 1F (11.774773 sec): 3 clusters Score: Raw -35119.771602 + Penalty 776.216775 = -34343.554827 nChanged 62 SP:Iteration 2F (11.776124 sec): 3 clusters Score: Raw -35224.490465 + Penalty 767.439194 = -34457.051272 nChanged 53 SP:Iteration 3F (11.777433 sec): 3 clusters Score: Raw -35358.269146 + Penalty 773.511119 = -34584.758027 nChanged 79 SP:Iteration 4F (11.778730 sec): 3 clusters Score: Raw -35634.466751 + Penalty 785.982830 = -34848.483920 nChanged 58 SP:Iteration 5F (11.780025 sec): 3 clusters Score: Raw -35877.195308 + Penalty 786.354083 = -35090.841225 nChanged 19 SP:Iteration 6Q (11.781170 sec): 3 clusters Score: Raw -35926.272655 + Penalty 788.810507 = -35137.462148 nChanged 9 SP:Iteration 7Q (11.782284 sec): 3 clusters Score: Raw -35933.210524 + Penalty 791.310254 = -35141.900270 nChanged 5 SP:Iteration 8Q (11.783395 sec): 3 clusters Score: Raw -35936.616262 + Penalty 792.867937 = -35143.748324 nChanged 3 SP:Iteration 9Q (11.784494 sec): 3 clusters Score: Raw -35938.468962 + Penalty 793.347618 = -35145.121344 nChanged 3 SP:Iteration 10F (11.785764 sec): 3 clusters Score: Raw -35938.993725 + Penalty 793.347618 = -35145.646107 nChanged 0 Score: Raw -1037314.936315 + Penalty 102691.238285 = -934623.698031 Splitting cluster 12 changes total score from -918266.098783 to -934623.698031 So it's getting split into cluster 48. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.865491 sec): 2 clusters Score: Raw -51291.230483 + Penalty 293.819089 = -50997.411394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.867302 sec): 3 clusters Score: Raw -50801.144128 + Penalty 595.248758 = -50205.895369 nChanged 331 SP:Iteration 1F (12.868970 sec): 3 clusters Score: Raw -50984.131157 + Penalty 603.847247 = -50380.283911 nChanged 91 SP:Iteration 2F (12.870616 sec): 3 clusters Score: Raw -51052.819576 + Penalty 622.515864 = -50430.303712 nChanged 73 SP:Iteration 3F (12.872264 sec): 3 clusters Score: Raw -51151.131745 + Penalty 641.752061 = -50509.379684 nChanged 60 SP:Iteration 4F (12.873911 sec): 3 clusters Score: Raw -51235.996619 + Penalty 656.690250 = -50579.306369 nChanged 49 SP:Iteration 5F (12.875607 sec): 3 clusters Score: Raw -51312.240835 + Penalty 665.670063 = -50646.570772 nChanged 35 SP:Iteration 6Q (12.877173 sec): 3 clusters Score: Raw -51342.500767 + Penalty 671.281806 = -50671.218961 nChanged 14 SP:Iteration 7Q (12.878696 sec): 3 clusters Score: Raw -51353.578931 + Penalty 672.855313 = -50680.723619 nChanged 7 SP:Iteration 8Q (12.880203 sec): 3 clusters Score: Raw -51358.695926 + Penalty 675.898845 = -50682.797081 nChanged 11 SP:Iteration 9Q (12.881710 sec): 3 clusters Score: Raw -51366.636726 + Penalty 671.583163 = -50695.053563 nChanged 11 SP:Iteration 10F (12.883353 sec): 3 clusters Score: Raw -51373.654875 + Penalty 667.412936 = -50706.241940 nChanged 9 SP:Iteration 11Q (12.884864 sec): 3 clusters Score: Raw -51376.685596 + Penalty 665.179263 = -50711.506333 nChanged 3 SP:Iteration 12Q (12.886381 sec): 3 clusters Score: Raw -51378.326527 + Penalty 662.200878 = -50716.125649 nChanged 8 SP:Iteration 13Q (12.887896 sec): 3 clusters Score: Raw -51381.702188 + Penalty 660.561627 = -50721.140561 nChanged 4 SP:Iteration 14Q (12.889451 sec): 3 clusters Score: Raw -51383.172354 + Penalty 657.413205 = -50725.759149 nChanged 6 SP:Iteration 15Q (12.890987 sec): 3 clusters Score: Raw -51385.030128 + Penalty 656.281776 = -50728.748352 nChanged 2 SP:Iteration 16Q (12.892514 sec): 3 clusters Score: Raw -51385.220162 + Penalty 655.796772 = -50729.423391 nChanged 1 SP:Iteration 17Q (12.894023 sec): 3 clusters Score: Raw -51385.348879 + Penalty 655.796772 = -50729.552107 nChanged 0 SP:Iteration 18F (12.896049 sec): 3 clusters Score: Raw -51385.348879 + Penalty 655.796772 = -50729.552107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.897484 sec): 2 clusters Score: Raw -13011.436339 + Penalty 645.446241 = -12365.990098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.898039 sec): 3 clusters Score: Raw -12992.406616 + Penalty 1291.070875 = -11701.335741 nChanged 33 SP:Iteration 1F (12.898581 sec): 3 clusters Score: Raw -13039.799084 + Penalty 1291.506410 = -11748.292674 nChanged 7 SP:Iteration 2Q (12.899114 sec): 3 clusters Score: Raw -13052.975763 + Penalty 1291.708658 = -11761.267105 nChanged 1 SP:Iteration 3Q (12.899642 sec): 3 clusters Score: Raw -13056.625063 + Penalty 1291.791462 = -11764.833601 nChanged 3 SP:Iteration 4Q (12.900171 sec): 3 clusters Score: Raw -13067.159607 + Penalty 1292.549364 = -11774.610243 nChanged 3 SP:Iteration 5Q (12.900698 sec): 3 clusters Score: Raw -13070.069190 + Penalty 1293.068619 = -11777.000571 nChanged 5 SP:Iteration 6Q (12.901226 sec): 3 clusters Score: Raw -13077.947340 + Penalty 1295.732690 = -11782.214650 nChanged 8 SP:Iteration 7Q (12.901755 sec): 3 clusters Score: Raw -13088.423707 + Penalty 1296.435585 = -11791.988122 nChanged 4 SP:Iteration 8Q (12.902281 sec): 3 clusters Score: Raw -13097.637004 + Penalty 1295.675480 = -11801.961524 nChanged 1 SP:Iteration 9Q (12.902804 sec): 3 clusters Score: Raw -13098.604975 + Penalty 1295.675480 = -11802.929495 nChanged 0 SP:Iteration 10F (12.903344 sec): 3 clusters Score: Raw -13098.604975 + Penalty 1295.675480 = -11802.929495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.904874 sec): 2 clusters Score: Raw -13525.625324 + Penalty 102.352112 = -13423.273212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.905514 sec): 3 clusters Score: Raw -13413.479884 + Penalty 237.452403 = -13176.027481 nChanged 88 SP:Iteration 1F (12.906141 sec): 3 clusters Score: Raw -13499.752184 + Penalty 250.665205 = -13249.086979 nChanged 20 SP:Iteration 2F (12.906767 sec): 3 clusters Score: Raw -13523.139907 + Penalty 259.716667 = -13263.423240 nChanged 9 SP:Iteration 3Q (12.907379 sec): 3 clusters Score: Raw -13531.874644 + Penalty 267.629256 = -13264.245388 nChanged 4 SP:Iteration 4Q (12.907978 sec): 3 clusters Score: Raw -13534.917575 + Penalty 273.153787 = -13261.763788 nChanged 6 SP:Iteration 5F (12.908584 sec): 3 clusters Score: Raw -13540.728841 + Penalty 269.345453 = -13271.383388 nChanged 7 SP:Iteration 6Q (12.909155 sec): 3 clusters Score: Raw -13550.229900 + Penalty 267.478382 = -13282.751518 nChanged 5 SP:Iteration 7Q (12.909713 sec): 3 clusters Score: Raw -13555.408969 + Penalty 269.723374 = -13285.685595 nChanged 3 SP:Iteration 8Q (12.910257 sec): 3 clusters Score: Raw -13559.151237 + Penalty 262.380238 = -13296.770999 nChanged 1 SP:Iteration 9Q (12.910790 sec): 3 clusters Score: Raw -13563.428668 + Penalty 258.740413 = -13304.688255 nChanged 1 SP:Iteration 10F (12.911394 sec): 3 clusters Score: Raw -13564.100545 + Penalty 258.740413 = -13305.360131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.912480 sec): 2 clusters Score: Raw -2120.389423 + Penalty 167.407845 = -1952.981578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.912769 sec): 3 clusters Score: Raw -2118.150160 + Penalty 331.223782 = -1786.926378 nChanged 5 SP:Iteration 1F (12.913043 sec): 3 clusters Score: Raw -2131.547268 + Penalty 325.337925 = -1806.209343 nChanged 1 SP:Iteration 2Q (12.913309 sec): 3 clusters Score: Raw -2133.904110 + Penalty 325.337925 = -1808.566185 nChanged 0 SP:Iteration 3F (12.913577 sec): 3 clusters Score: Raw -2133.904110 + Penalty 325.337925 = -1808.566185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.915425 sec): 2 clusters Score: Raw -24932.022184 + Penalty 154.318386 = -24777.703798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.916367 sec): 3 clusters Score: Raw -24718.290682 + Penalty 309.060246 = -24409.230436 nChanged 155 SP:Iteration 1F (12.917294 sec): 3 clusters Score: Raw -24801.341420 + Penalty 308.797041 = -24492.544379 nChanged 37 SP:Iteration 2F (12.918225 sec): 3 clusters Score: Raw -24827.915086 + Penalty 308.645692 = -24519.269394 nChanged 21 SP:Iteration 3F (12.919149 sec): 3 clusters Score: Raw -24837.295025 + Penalty 308.689385 = -24528.605640 nChanged 17 SP:Iteration 4Q (12.920063 sec): 3 clusters Score: Raw -24845.815866 + Penalty 309.152146 = -24536.663720 nChanged 19 SP:Iteration 5Q (12.920982 sec): 3 clusters Score: Raw -24857.984567 + Penalty 310.306304 = -24547.678263 nChanged 23 SP:Iteration 6F (12.921905 sec): 3 clusters Score: Raw -24875.056412 + Penalty 309.923539 = -24565.132873 nChanged 17 SP:Iteration 7Q (12.922820 sec): 3 clusters Score: Raw -24887.938628 + Penalty 310.418272 = -24577.520356 nChanged 7 SP:Iteration 8Q (12.923725 sec): 3 clusters Score: Raw -24892.961159 + Penalty 310.961643 = -24581.999515 nChanged 5 SP:Iteration 9Q (12.924626 sec): 3 clusters Score: Raw -24895.551227 + Penalty 311.908710 = -24583.642517 nChanged 5 SP:Iteration 10F (12.925544 sec): 3 clusters Score: Raw -24899.951063 + Penalty 311.939197 = -24588.011866 nChanged 5 SP:Iteration 11Q (12.926438 sec): 3 clusters Score: Raw -24902.378559 + Penalty 311.968964 = -24590.409595 nChanged 3 SP:Iteration 12Q (12.927328 sec): 3 clusters Score: Raw -24902.966399 + Penalty 311.987518 = -24590.978881 nChanged 3 SP:Iteration 13Q (12.928220 sec): 3 clusters Score: Raw -24905.918794 + Penalty 311.309070 = -24594.609724 nChanged 3 SP:Iteration 14Q (12.929109 sec): 3 clusters Score: Raw -24907.455391 + Penalty 311.972137 = -24595.483254 nChanged 2 SP:Iteration 15Q (12.929993 sec): 3 clusters Score: Raw -24908.646004 + Penalty 312.072309 = -24596.573695 nChanged 2 SP:Iteration 16Q (12.930878 sec): 3 clusters Score: Raw -24909.206928 + Penalty 312.071338 = -24597.135590 nChanged 1 SP:Iteration 17Q (12.931762 sec): 3 clusters Score: Raw -24910.015015 + Penalty 311.988308 = -24598.026707 nChanged 5 SP:Iteration 18Q (12.932644 sec): 3 clusters Score: Raw -24911.311715 + Penalty 311.738115 = -24599.573600 nChanged 3 SP:Iteration 19Q (12.933528 sec): 3 clusters Score: Raw -24911.747766 + Penalty 312.051230 = -24599.696535 nChanged 2 SP:Iteration 20F (12.934445 sec): 3 clusters Score: Raw -24912.354133 + Penalty 312.297112 = -24600.057021 nChanged 4 SP:Iteration 21Q (12.935330 sec): 3 clusters Score: Raw -24915.822477 + Penalty 312.763470 = -24603.059007 nChanged 3 SP:Iteration 22Q (12.936211 sec): 3 clusters Score: Raw -24917.532926 + Penalty 312.594971 = -24604.937955 nChanged 1 SP:Iteration 23Q (12.937107 sec): 3 clusters Score: Raw -24917.668776 + Penalty 312.594971 = -24605.073805 nChanged 0 SP:Iteration 24F (12.938027 sec): 3 clusters Score: Raw -24917.668776 + Penalty 312.594971 = -24605.073805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.939160 sec): 2 clusters Score: Raw -5768.381447 + Penalty 184.864352 = -5583.517095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.939545 sec): 3 clusters Score: Raw -5748.456239 + Penalty 369.349861 = -5379.106378 nChanged 22 SP:Iteration 1F (12.939924 sec): 3 clusters Score: Raw -5767.422433 + Penalty 369.469467 = -5397.952966 nChanged 3 SP:Iteration 2Q (12.940298 sec): 3 clusters Score: Raw -5769.718297 + Penalty 369.063701 = -5400.654596 nChanged 4 SP:Iteration 3Q (12.940672 sec): 3 clusters Score: Raw -5772.073385 + Penalty 369.528537 = -5402.544848 nChanged 2 SP:Iteration 4Q (12.941072 sec): 3 clusters Score: Raw -5773.547824 + Penalty 369.528537 = -5404.019287 nChanged 0 SP:Iteration 5F (12.941448 sec): 3 clusters Score: Raw -5773.547824 + Penalty 369.528537 = -5404.019287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.942773 sec): 2 clusters Score: Raw -13103.316849 + Penalty 265.922602 = -12837.394247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.943367 sec): 3 clusters Score: Raw -13009.379166 + Penalty 532.527186 = -12476.851980 nChanged 64 SP:Iteration 1F (12.943951 sec): 3 clusters Score: Raw -13068.431847 + Penalty 536.861671 = -12531.570176 nChanged 21 SP:Iteration 2F (12.944588 sec): 3 clusters Score: Raw -13090.810652 + Penalty 543.444945 = -12547.365708 nChanged 13 SP:Iteration 3F (12.945235 sec): 3 clusters Score: Raw -13108.905850 + Penalty 550.491592 = -12558.414258 nChanged 14 SP:Iteration 4F (12.945824 sec): 3 clusters Score: Raw -13123.204244 + Penalty 556.758168 = -12566.446077 nChanged 6 SP:Iteration 5Q (12.946380 sec): 3 clusters Score: Raw -13133.643730 + Penalty 562.480689 = -12571.163041 nChanged 4 SP:Iteration 6Q (12.946930 sec): 3 clusters Score: Raw -13138.474251 + Penalty 564.000030 = -12574.474221 nChanged 1 SP:Iteration 7Q (12.947472 sec): 3 clusters Score: Raw -13138.651671 + Penalty 565.687086 = -12572.964585 nChanged 1 SP:Iteration 8F (12.948094 sec): 3 clusters Score: Raw -13139.149728 + Penalty 567.344542 = -12571.805186 nChanged 1 SP:Iteration 9F (12.948678 sec): 3 clusters Score: Raw -13141.019814 + Penalty 569.407083 = -12571.612731 nChanged 2 SP:Iteration 10F (12.949259 sec): 3 clusters Score: Raw -13142.774250 + Penalty 569.031597 = -12573.742653 nChanged 1 SP:Iteration 11Q (12.949811 sec): 3 clusters Score: Raw -13142.774218 + Penalty 570.704712 = -12572.069506 nChanged 1 SP:Iteration 12F (12.950391 sec): 3 clusters Score: Raw -13143.410879 + Penalty 574.840886 = -12568.569993 nChanged 2 SP:Iteration 13F (12.950972 sec): 3 clusters Score: Raw -13144.682765 + Penalty 580.441628 = -12564.241137 nChanged 2 SP:Iteration 14F (12.951551 sec): 3 clusters Score: Raw -13146.358165 + Penalty 584.580216 = -12561.777949 nChanged 2 SP:Iteration 15F (12.952105 sec): 3 clusters Score: Raw -13148.527519 + Penalty 585.622367 = -12562.905152 nChanged 1 SP:Iteration 16Q (12.952643 sec): 3 clusters Score: Raw -13149.067326 + Penalty 587.408274 = -12561.659053 nChanged 1 SP:Iteration 17F (12.953207 sec): 3 clusters Score: Raw -13150.394960 + Penalty 592.930612 = -12557.464348 nChanged 2 SP:Iteration 18F (12.953770 sec): 3 clusters Score: Raw -13153.692070 + Penalty 592.930612 = -12560.761457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.954613 sec): 2 clusters Score: Raw -353.826835 + Penalty 198.655461 = -155.171375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.954836 sec): 3 clusters Score: Raw -345.067199 + Penalty 395.132258 = 50.065058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.955965 sec): 2 clusters Score: Raw -5043.093008 + Penalty 253.226932 = -4789.866076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.956323 sec): 3 clusters Score: Raw -5020.018548 + Penalty 524.857211 = -4495.161337 nChanged 13 SP:Iteration 1F (12.956675 sec): 3 clusters Score: Raw -5044.128536 + Penalty 522.098856 = -4522.029680 nChanged 4 SP:Iteration 2Q (12.957023 sec): 3 clusters Score: Raw -5047.695026 + Penalty 522.682582 = -4525.012444 nChanged 1 SP:Iteration 3Q (12.957372 sec): 3 clusters Score: Raw -5049.058205 + Penalty 523.893848 = -4525.164356 nChanged 1 SP:Iteration 4Q (12.957719 sec): 3 clusters Score: Raw -5051.494564 + Penalty 525.983629 = -4525.510934 nChanged 1 SP:Iteration 5Q (12.958094 sec): 3 clusters Score: Raw -5054.357954 + Penalty 522.026852 = -4532.331102 nChanged 1 SP:Iteration 6Q (12.958438 sec): 3 clusters Score: Raw -5056.868755 + Penalty 518.894822 = -4537.973934 nChanged 1 SP:Iteration 7Q (12.958782 sec): 3 clusters Score: Raw -5058.351887 + Penalty 517.942329 = -4540.409558 nChanged 1 SP:Iteration 8Q (12.959125 sec): 3 clusters Score: Raw -5060.679530 + Penalty 517.942329 = -4542.737200 nChanged 0 SP:Iteration 9F (12.959476 sec): 3 clusters Score: Raw -5060.679530 + Penalty 517.942329 = -4542.737200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.960447 sec): 2 clusters Score: Raw -1991.720585 + Penalty 189.385718 = -1802.334867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.960717 sec): 3 clusters Score: Raw -1995.603521 + Penalty 380.824642 = -1614.778879 nChanged 3 SP:Iteration 1F (12.960980 sec): 3 clusters Score: Raw -2003.758576 + Penalty 380.824642 = -1622.933934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.961765 sec): 2 clusters Score: Raw -1148.034590 + Penalty 345.718150 = -802.316440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.962009 sec): 3 clusters Score: Raw -1255.678399 + Penalty 691.856002 = -563.822398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.962749 sec): 2 clusters Score: Raw -393.826621 + Penalty 149.569960 = -244.256662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.962966 sec): 3 clusters Score: Raw -393.419365 + Penalty 289.808372 = -103.610992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.963720 sec): 2 clusters Score: Raw -776.389252 + Penalty 307.558462 = -468.830790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.963951 sec): 3 clusters Score: Raw -814.590490 + Penalty 610.219794 = -204.370697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.965704 sec): 2 clusters Score: Raw -14326.392283 + Penalty 99.285033 = -14227.107250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.966355 sec): 3 clusters Score: Raw -14178.515104 + Penalty 205.766501 = -13972.748603 nChanged 104 SP:Iteration 1F (12.966982 sec): 3 clusters Score: Raw -14273.432803 + Penalty 218.535755 = -14054.897048 nChanged 31 SP:Iteration 2F (12.967610 sec): 3 clusters Score: Raw -14312.495209 + Penalty 262.708815 = -14049.786394 nChanged 11 SP:Iteration 3F (12.968238 sec): 3 clusters Score: Raw -14327.271862 + Penalty 267.884033 = -14059.387829 nChanged 2 SP:Iteration 4Q (12.968812 sec): 3 clusters Score: Raw -14328.607310 + Penalty 276.489900 = -14052.117410 nChanged 1 SP:Iteration 5F (12.969436 sec): 3 clusters Score: Raw -14329.145117 + Penalty 264.330275 = -14064.814841 nChanged 1 SP:Iteration 6Q (12.969989 sec): 3 clusters Score: Raw -14329.693235 + Penalty 260.073384 = -14069.619851 nChanged 1 SP:Iteration 7Q (12.970539 sec): 3 clusters Score: Raw -14330.270225 + Penalty 260.073384 = -14070.196841 nChanged 0 SP:Iteration 8F (12.971163 sec): 3 clusters Score: Raw -14330.270225 + Penalty 260.073384 = -14070.196841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.974115 sec): 2 clusters Score: Raw -19251.837269 + Penalty 544.914105 = -18706.923164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.974943 sec): 3 clusters Score: Raw -19166.787231 + Penalty 1105.147777 = -18061.639453 nChanged 94 SP:Iteration 1F (12.975724 sec): 3 clusters Score: Raw -19295.753237 + Penalty 1117.152783 = -18178.600455 nChanged 29 SP:Iteration 2F (12.976503 sec): 3 clusters Score: Raw -19335.347635 + Penalty 1125.049467 = -18210.298168 nChanged 13 SP:Iteration 3Q (12.977261 sec): 3 clusters Score: Raw -19351.448426 + Penalty 1132.384577 = -18219.063848 nChanged 10 SP:Iteration 4Q (12.978023 sec): 3 clusters Score: Raw -19362.236509 + Penalty 1133.630071 = -18228.606438 nChanged 5 SP:Iteration 5Q (12.978778 sec): 3 clusters Score: Raw -19371.804896 + Penalty 1133.256471 = -18238.548426 nChanged 5 SP:Iteration 6Q (12.979525 sec): 3 clusters Score: Raw -19377.734660 + Penalty 1134.616445 = -18243.118215 nChanged 1 SP:Iteration 7Q (12.980268 sec): 3 clusters Score: Raw -19378.345653 + Penalty 1136.019498 = -18242.326155 nChanged 1 SP:Iteration 8F (12.981043 sec): 3 clusters Score: Raw -19379.498309 + Penalty 1136.019498 = -18243.478811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.982036 sec): 2 clusters Score: Raw -1921.078232 + Penalty 149.525488 = -1771.552744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.982310 sec): 3 clusters Score: Raw -1922.789796 + Penalty 273.899908 = -1648.889889 nChanged 5 SP:Iteration 1F (12.982583 sec): 3 clusters Score: Raw -1929.483603 + Penalty 273.899908 = -1655.583696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.983864 sec): 2 clusters Score: Raw -10611.935208 + Penalty 337.839455 = -10274.095753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.984412 sec): 3 clusters Score: Raw -10548.742717 + Penalty 672.552211 = -9876.190506 nChanged 49 SP:Iteration 1F (12.984949 sec): 3 clusters Score: Raw -10594.186094 + Penalty 668.660858 = -9925.525237 nChanged 18 SP:Iteration 2F (12.985486 sec): 3 clusters Score: Raw -10614.163928 + Penalty 669.802489 = -9944.361438 nChanged 11 SP:Iteration 3F (12.986024 sec): 3 clusters Score: Raw -10630.013528 + Penalty 669.530190 = -9960.483338 nChanged 11 SP:Iteration 4F (12.986559 sec): 3 clusters Score: Raw -10645.117810 + Penalty 668.107732 = -9977.010077 nChanged 4 SP:Iteration 5Q (12.987080 sec): 3 clusters Score: Raw -10649.144473 + Penalty 667.478414 = -9981.666059 nChanged 4 SP:Iteration 6Q (12.987596 sec): 3 clusters Score: Raw -10654.798265 + Penalty 664.000503 = -9990.797762 nChanged 2 SP:Iteration 7Q (12.988115 sec): 3 clusters Score: Raw -10656.595185 + Penalty 666.626184 = -9989.969001 nChanged 2 SP:Iteration 8F (12.988650 sec): 3 clusters Score: Raw -10657.754130 + Penalty 663.246172 = -9994.507958 nChanged 2 SP:Iteration 9Q (12.989166 sec): 3 clusters Score: Raw -10661.587978 + Penalty 663.541035 = -9998.046943 nChanged 3 SP:Iteration 10F (12.989701 sec): 3 clusters Score: Raw -10669.061220 + Penalty 661.376013 = -10007.685207 nChanged 3 SP:Iteration 11Q (12.990213 sec): 3 clusters Score: Raw -10675.617878 + Penalty 665.132305 = -10010.485574 nChanged 1 SP:Iteration 12Q (12.990721 sec): 3 clusters Score: Raw -10677.255223 + Penalty 666.217557 = -10011.037667 nChanged 1 SP:Iteration 13Q (12.991224 sec): 3 clusters Score: Raw -10678.080678 + Penalty 666.217557 = -10011.863121 nChanged 0 SP:Iteration 14F (12.991758 sec): 3 clusters Score: Raw -10678.080678 + Penalty 666.217557 = -10011.863121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.992622 sec): 2 clusters Score: Raw -812.481731 + Penalty 198.035974 = -614.445757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.992854 sec): 3 clusters Score: Raw -815.730070 + Penalty 391.261511 = -424.468558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.993642 sec): 2 clusters Score: Raw -722.692173 + Penalty 221.112548 = -501.579625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.993872 sec): 3 clusters Score: Raw -749.685706 + Penalty 441.603582 = -308.082124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.994670 sec): 2 clusters Score: Raw -1590.835202 + Penalty 131.168351 = -1459.666851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.994933 sec): 3 clusters Score: Raw -1600.513757 + Penalty 271.863057 = -1328.650700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.995686 sec): 2 clusters Score: Raw -506.042395 + Penalty 132.591843 = -373.450552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.995911 sec): 3 clusters Score: Raw -525.744656 + Penalty 265.845512 = -259.899143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.996697 sec): 2 clusters Score: Raw -1534.973515 + Penalty 356.057749 = -1178.915766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.996956 sec): 3 clusters Score: Raw -1575.440238 + Penalty 712.115498 = -863.324740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.997752 sec): 2 clusters Score: Raw -1671.113071 + Penalty 157.776999 = -1513.336072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.998014 sec): 3 clusters Score: Raw -1673.926187 + Penalty 327.335706 = -1346.590481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.998769 sec): 2 clusters Score: Raw -619.870860 + Penalty 144.642913 = -475.227947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.998995 sec): 3 clusters Score: Raw -634.333891 + Penalty 291.362203 = -342.971687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.999742 sec): 2 clusters Score: Raw -366.803367 + Penalty 220.181563 = -146.621803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.999958 sec): 3 clusters Score: Raw -354.133473 + Penalty 443.584891 = 89.451418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.000695 sec): 2 clusters Score: Raw -340.907222 + Penalty 181.521083 = -159.386139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.000911 sec): 3 clusters Score: Raw -337.396639 + Penalty 361.242747 = 23.846108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.003056 sec): 2 clusters Score: Raw -18517.510333 + Penalty 140.240086 = -18377.270246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.003824 sec): 3 clusters Score: Raw -18346.664340 + Penalty 296.386928 = -18050.277412 nChanged 116 SP:Iteration 1F (13.004592 sec): 3 clusters Score: Raw -18439.445025 + Penalty 308.055166 = -18131.389859 nChanged 28 SP:Iteration 2F (13.005346 sec): 3 clusters Score: Raw -18461.830230 + Penalty 314.770004 = -18147.060226 nChanged 16 SP:Iteration 3Q (13.006095 sec): 3 clusters Score: Raw -18474.787458 + Penalty 323.616772 = -18151.170686 nChanged 15 SP:Iteration 4Q (13.006867 sec): 3 clusters Score: Raw -18490.737882 + Penalty 330.168955 = -18160.568927 nChanged 13 SP:Iteration 5Q (13.007594 sec): 3 clusters Score: Raw -18501.164999 + Penalty 334.965554 = -18166.199445 nChanged 7 SP:Iteration 6Q (13.008312 sec): 3 clusters Score: Raw -18506.670122 + Penalty 340.816855 = -18165.853266 nChanged 3 SP:Iteration 7F (13.009063 sec): 3 clusters Score: Raw -18508.296563 + Penalty 342.106855 = -18166.189707 nChanged 2 SP:Iteration 8Q (13.009754 sec): 3 clusters Score: Raw -18509.501207 + Penalty 342.106855 = -18167.394352 nChanged 0 SP:Iteration 9F (13.010507 sec): 3 clusters Score: Raw -18509.501207 + Penalty 342.106855 = -18167.394352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.011520 sec): 2 clusters Score: Raw -803.274755 + Penalty 276.268463 = -527.006292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.011756 sec): 3 clusters Score: Raw -814.855048 + Penalty 563.692183 = -251.162865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.012504 sec): 2 clusters Score: Raw -195.054219 + Penalty 104.264978 = -90.789240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.012714 sec): 3 clusters Score: Raw -190.102171 + Penalty 218.391280 = 28.289109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.013473 sec): 2 clusters Score: Raw -795.020994 + Penalty 235.744471 = -559.276522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.013703 sec): 3 clusters Score: Raw -800.709938 + Penalty 480.842561 = -319.867377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.014450 sec): 2 clusters Score: Raw -527.528559 + Penalty 146.459836 = -381.068723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.014675 sec): 3 clusters Score: Raw -538.224923 + Penalty 290.667431 = -247.557493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.016290 sec): 2 clusters Score: Raw -18524.357910 + Penalty 287.498457 = -18236.859453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.017070 sec): 3 clusters Score: Raw -18408.008456 + Penalty 573.883565 = -17834.124891 nChanged 109 SP:Iteration 1F (13.017816 sec): 3 clusters Score: Raw -18554.310180 + Penalty 570.734000 = -17983.576181 nChanged 26 SP:Iteration 2F (13.018564 sec): 3 clusters Score: Raw -18589.308323 + Penalty 566.169737 = -18023.138586 nChanged 12 SP:Iteration 3Q (13.019291 sec): 3 clusters Score: Raw -18599.501442 + Penalty 566.540659 = -18032.960783 nChanged 7 SP:Iteration 4Q (13.020031 sec): 3 clusters Score: Raw -18605.595864 + Penalty 565.923777 = -18039.672088 nChanged 2 SP:Iteration 5Q (13.020749 sec): 3 clusters Score: Raw -18607.992518 + Penalty 564.636579 = -18043.355939 nChanged 1 SP:Iteration 6Q (13.021462 sec): 3 clusters Score: Raw -18609.466227 + Penalty 564.636579 = -18044.829648 nChanged 0 SP:Iteration 7F (13.022210 sec): 3 clusters Score: Raw -18609.466227 + Penalty 564.636579 = -18044.829648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.023197 sec): 2 clusters Score: Raw -674.312509 + Penalty 144.937648 = -529.374861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.023434 sec): 3 clusters Score: Raw -691.001588 + Penalty 287.286288 = -403.715300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.024305 sec): 2 clusters Score: Raw -2486.370051 + Penalty 36.831576 = -2449.538475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.024593 sec): 3 clusters Score: Raw -2465.267813 + Penalty 88.617553 = -2376.650259 nChanged 16 SP:Iteration 1F (13.024877 sec): 3 clusters Score: Raw -2490.562994 + Penalty 91.699604 = -2398.863390 nChanged 2 SP:Iteration 2Q (13.025155 sec): 3 clusters Score: Raw -2492.690487 + Penalty 95.037490 = -2397.652997 nChanged 1 SP:Iteration 3F (13.025437 sec): 3 clusters Score: Raw -2493.435949 + Penalty 95.037490 = -2398.398459 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 (13.026192 sec): 2 clusters Score: Raw -543.880609 + Penalty 206.073712 = -337.806897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.026417 sec): 3 clusters Score: Raw -570.822405 + Penalty 402.534446 = -168.287959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.027165 sec): 2 clusters Score: Raw -658.771256 + Penalty 151.605084 = -507.166172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.027389 sec): 3 clusters Score: Raw -655.244693 + Penalty 309.018923 = -346.225770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.028176 sec): 2 clusters Score: Raw -1360.991978 + Penalty 427.958085 = -933.033892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.028427 sec): 3 clusters Score: Raw -1443.365518 + Penalty 854.597128 = -588.768390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.029178 sec): 2 clusters Score: Raw -564.117576 + Penalty 200.955456 = -363.162120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.029403 sec): 3 clusters Score: Raw -577.224656 + Penalty 411.191161 = -166.033495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.030135 sec): 2 clusters Score: Raw -285.730142 + Penalty 175.623576 = -110.106566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.030349 sec): 3 clusters Score: Raw -275.809685 + Penalty 360.758327 = 84.948642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.031091 sec): 2 clusters Score: Raw -494.318456 + Penalty 132.246463 = -362.071994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.031313 sec): 3 clusters Score: Raw -497.265152 + Penalty 263.669727 = -233.595425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.032055 sec): 2 clusters Score: Raw -493.989058 + Penalty 143.263798 = -350.725261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.032275 sec): 3 clusters Score: Raw -497.564084 + Penalty 267.107728 = -230.456356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.033032 sec): 2 clusters Score: Raw -804.723720 + Penalty 271.667283 = -533.056437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.033265 sec): 3 clusters Score: Raw -835.128874 + Penalty 544.471404 = -290.657470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.034016 sec): 2 clusters Score: Raw -269.696110 + Penalty 153.279056 = -116.417054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.034229 sec): 3 clusters Score: Raw -266.407492 + Penalty 284.480512 = 18.073020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.034959 sec): 2 clusters Score: Raw -249.013874 + Penalty 89.898252 = -159.115622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.035172 sec): 3 clusters Score: Raw -247.278505 + Penalty 179.796504 = -67.482001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.035900 sec): 2 clusters Score: Raw -193.945183 + Penalty 77.308701 = -116.636482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.036110 sec): 3 clusters Score: Raw -185.563279 + Penalty 159.373779 = -26.189499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.036846 sec): 2 clusters Score: Raw -393.544371 + Penalty 142.645155 = -250.899215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.037062 sec): 3 clusters Score: Raw -389.770156 + Penalty 278.426136 = -111.344020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.037791 sec): 2 clusters Score: Raw -250.694666 + Penalty 86.897446 = -163.797220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.038007 sec): 3 clusters Score: Raw -245.336519 + Penalty 186.807073 = -58.529446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.038758 sec): 2 clusters Score: Raw -625.639272 + Penalty 159.174327 = -466.464946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.038987 sec): 3 clusters Score: Raw -631.910356 + Penalty 318.348653 = -313.561702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.039716 sec): 2 clusters Score: Raw -270.108263 + Penalty 148.291272 = -121.816991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.039929 sec): 3 clusters Score: Raw -264.242379 + Penalty 296.582543 = 32.340164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.040693 sec): 2 clusters Score: Raw -999.000669 + Penalty 346.824968 = -652.175701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.040934 sec): 3 clusters Score: Raw -1075.208883 + Penalty 696.811427 = -378.397456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.041672 sec): 2 clusters Score: Raw -363.140158 + Penalty 136.710352 = -226.429806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.041889 sec): 3 clusters Score: Raw -365.809186 + Penalty 281.353721 = -84.455465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.042616 sec): 2 clusters Score: Raw -200.358195 + Penalty 104.784599 = -95.573596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.042811 sec): 2 clusters Score: Raw -200.358195 + Penalty 104.784599 = -95.573596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.043562 sec): 2 clusters Score: Raw -319.119074 + Penalty 126.246037 = -192.873037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.043778 sec): 3 clusters Score: Raw -319.841625 + Penalty 259.132957 = -60.708668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.044520 sec): 2 clusters Score: Raw -540.775716 + Penalty 248.068709 = -292.707007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.044738 sec): 3 clusters Score: Raw -539.404451 + Penalty 485.889429 = -53.515022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.045467 sec): 2 clusters Score: Raw -277.770980 + Penalty 170.124217 = -107.646763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.045681 sec): 3 clusters Score: Raw -268.326844 + Penalty 340.248434 = 71.921590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.046415 sec): 2 clusters Score: Raw -356.404482 + Penalty 173.794884 = -182.609598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.046630 sec): 3 clusters Score: Raw -341.969274 + Penalty 342.674993 = 0.705718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.047393 sec): 2 clusters Score: Raw -998.990383 + Penalty 380.538372 = -618.452011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.047633 sec): 3 clusters Score: Raw -1059.890665 + Penalty 763.170099 = -296.720565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.048377 sec): 2 clusters Score: Raw -517.750782 + Penalty 187.527961 = -330.222822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.048598 sec): 3 clusters Score: Raw -521.287278 + Penalty 369.357556 = -151.929722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.049356 sec): 2 clusters Score: Raw -871.083751 + Penalty 191.197002 = -679.886750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.049590 sec): 3 clusters Score: Raw -875.544650 + Penalty 382.394003 = -493.150646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.050316 sec): 2 clusters Score: Raw -137.377397 + Penalty 85.521922 = -51.855476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.050512 sec): 2 clusters Score: Raw -137.377397 + Penalty 85.521922 = -51.855476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.051261 sec): 2 clusters Score: Raw -407.886263 + Penalty 187.500800 = -220.385463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.051479 sec): 3 clusters Score: Raw -401.415282 + Penalty 381.345388 = -20.069895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.052221 sec): 2 clusters Score: Raw -398.300547 + Penalty 151.972440 = -246.328107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.052441 sec): 3 clusters Score: Raw -392.395632 + Penalty 303.944880 = -88.450752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.053203 sec): 2 clusters Score: Raw -283.074108 + Penalty 146.712985 = -136.361123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.053417 sec): 3 clusters Score: Raw -272.477511 + Penalty 297.351278 = 24.873767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.054155 sec): 2 clusters Score: Raw -321.689833 + Penalty 117.799234 = -203.890599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.054371 sec): 3 clusters Score: Raw -318.487959 + Penalty 243.004254 = -75.483704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.055136 sec): 2 clusters Score: Raw -979.529941 + Penalty 151.731559 = -827.798382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.055377 sec): 3 clusters Score: Raw -983.921253 + Penalty 305.736549 = -678.184704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.056106 sec): 2 clusters Score: Raw -125.762140 + Penalty 48.105025 = -77.657115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.056312 sec): 3 clusters Score: Raw -119.930397 + Penalty 96.210050 = -23.720348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.057042 sec): 2 clusters Score: Raw -129.078525 + Penalty 48.703178 = -80.375346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.057244 sec): 3 clusters Score: Raw -121.825320 + Penalty 97.406357 = -24.418963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.057983 sec): 2 clusters Score: Raw -400.254265 + Penalty 171.886118 = -228.368147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.058202 sec): 3 clusters Score: Raw -396.668317 + Penalty 342.373680 = -54.294637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.058923 sec): 2 clusters Score: Raw -64.319055 + Penalty 0.000000 = -64.319055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.059114 sec): 2 clusters Score: Raw -64.319055 + Penalty 0.000000 = -64.319055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.059838 sec): 2 clusters Score: Raw -129.342943 + Penalty 55.913416 = -73.429528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.060033 sec): 2 clusters Score: Raw -129.342943 + Penalty 55.913416 = -73.429528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.060766 sec): 2 clusters Score: Raw -401.268573 + Penalty 168.304031 = -232.964543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.060982 sec): 3 clusters Score: Raw -395.159023 + Penalty 335.991771 = -59.167251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.061712 sec): 2 clusters Score: Raw -210.029283 + Penalty 144.109181 = -65.920102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.061937 sec): 3 clusters Score: Raw -199.633767 + Penalty 293.118696 = 93.484929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.062664 sec): 2 clusters Score: Raw -122.033549 + Penalty 43.063118 = -78.970431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.062858 sec): 2 clusters Score: Raw -122.033549 + Penalty 43.063118 = -78.970431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.063591 sec): 2 clusters Score: Raw -261.271079 + Penalty 103.119375 = -158.151704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.063804 sec): 3 clusters Score: Raw -253.121971 + Penalty 225.081574 = -28.040397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.064525 sec): 2 clusters Score: Raw -63.876430 + Penalty 0.000000 = -63.876430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.064717 sec): 2 clusters Score: Raw -63.876430 + Penalty 0.000000 = -63.876430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.065435 sec): 2 clusters Score: Raw -62.445869 + Penalty 0.000000 = -62.445869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.065624 sec): 2 clusters Score: Raw -62.445869 + Penalty 0.000000 = -62.445869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.066345 sec): 2 clusters Score: Raw -131.085909 + Penalty 71.860953 = -59.224956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.066554 sec): 3 clusters Score: Raw -123.379400 + Penalty 143.721906 = 20.342505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.067283 sec): 2 clusters Score: Raw -278.023360 + Penalty 169.790027 = -108.233333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.067497 sec): 3 clusters Score: Raw -270.674372 + Penalty 339.580054 = 68.905682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.068244 sec): 2 clusters Score: Raw -594.444511 + Penalty 147.958413 = -446.486099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.068471 sec): 3 clusters Score: Raw -588.185639 + Penalty 340.278623 = -247.907016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.069201 sec): 2 clusters Score: Raw -230.295195 + Penalty 67.639021 = -162.656175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.069413 sec): 3 clusters Score: Raw -234.061822 + Penalty 124.052326 = -110.009496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.070156 sec): 2 clusters Score: Raw -516.357484 + Penalty 148.103266 = -368.254218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.070379 sec): 3 clusters Score: Raw -522.121658 + Penalty 292.499081 = -229.622577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.071101 sec): 2 clusters Score: Raw -59.033322 + Penalty 0.000000 = -59.033322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.071306 sec): 2 clusters Score: Raw -59.033322 + Penalty 0.000000 = -59.033322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.072028 sec): 2 clusters Score: Raw -61.967878 + Penalty 0.000000 = -61.967878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.072218 sec): 2 clusters Score: Raw -61.967878 + Penalty 0.000000 = -61.967878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.072941 sec): 2 clusters Score: Raw -63.890539 + Penalty 0.000000 = -63.890539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.073132 sec): 2 clusters Score: Raw -63.890539 + Penalty 0.000000 = -63.890539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.073855 sec): 2 clusters Score: Raw -138.927444 + Penalty 90.284731 = -48.642713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.074062 sec): 3 clusters Score: Raw -128.688188 + Penalty 180.569461 = 51.881273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.074783 sec): 2 clusters Score: Raw -132.574141 + Penalty 60.903582 = -71.670559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.074988 sec): 3 clusters Score: Raw -123.838695 + Penalty 121.807164 = -2.031531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.075708 sec): 2 clusters Score: Raw -62.249993 + Penalty 0.000000 = -62.249993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.075898 sec): 2 clusters Score: Raw -62.249993 + Penalty 0.000000 = -62.249993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.076617 sec): 2 clusters Score: Raw -135.407464 + Penalty 85.033797 = -50.373667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.076811 sec): 2 clusters Score: Raw -135.407464 + Penalty 85.033797 = -50.373667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.077564 sec): 2 clusters Score: Raw -852.233330 + Penalty 135.666118 = -716.567212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.077797 sec): 3 clusters Score: Raw -855.795947 + Penalty 268.514881 = -587.281066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.078528 sec): 2 clusters Score: Raw -132.676643 + Penalty 69.750840 = -62.925803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.078733 sec): 3 clusters Score: Raw -125.842735 + Penalty 139.501680 = 13.658944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.079461 sec): 2 clusters Score: Raw -203.968596 + Penalty 128.034186 = -75.934410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.079672 sec): 3 clusters Score: Raw -195.804298 + Penalty 277.493405 = 81.689107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.080402 sec): 2 clusters Score: Raw -253.626388 + Penalty 118.471872 = -135.154516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.080612 sec): 2 clusters Score: Raw -253.626388 + Penalty 118.471872 = -135.154516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.081342 sec): 2 clusters Score: Raw -252.133492 + Penalty 87.974706 = -164.158786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.081555 sec): 3 clusters Score: Raw -250.639540 + Penalty 175.949412 = -74.690128 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 (13.082276 sec): 2 clusters Score: Raw -62.205188 + Penalty 0.000000 = -62.205188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.082466 sec): 2 clusters Score: Raw -62.205188 + Penalty 0.000000 = -62.205188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.083200 sec): 2 clusters Score: Raw -350.111536 + Penalty 161.431540 = -188.679996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.083415 sec): 3 clusters Score: Raw -341.349282 + Penalty 313.992339 = -27.356943 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 (13.084136 sec): 2 clusters Score: Raw -64.615314 + Penalty 0.000000 = -64.615314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.084327 sec): 2 clusters Score: Raw -64.615314 + Penalty 0.000000 = -64.615314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.085046 sec): 2 clusters Score: Raw -65.108755 + Penalty 0.000000 = -65.108755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.085237 sec): 2 clusters Score: Raw -65.108755 + Penalty 0.000000 = -65.108755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.085952 sec): 2 clusters Score: Raw -61.024244 + Penalty 0.000000 = -61.024244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.086141 sec): 2 clusters Score: Raw -61.024244 + Penalty 0.000000 = -61.024244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.086870 sec): 2 clusters Score: Raw -286.985181 + Penalty 169.909899 = -117.075282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.087065 sec): 2 clusters Score: Raw -286.985181 + Penalty 169.909899 = -117.075282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.087792 sec): 2 clusters Score: Raw -130.250965 + Penalty 68.893425 = -61.357540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.088001 sec): 3 clusters Score: Raw -123.136041 + Penalty 137.786850 = 14.650809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.088726 sec): 2 clusters Score: Raw -136.415089 + Penalty 86.056385 = -50.358704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.088933 sec): 3 clusters Score: Raw -127.529248 + Penalty 172.112770 = 44.583522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.089654 sec): 2 clusters Score: Raw -63.295995 + Penalty 0.000000 = -63.295995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.089859 sec): 2 clusters Score: Raw -63.295995 + Penalty 0.000000 = -63.295995 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 (13.090578 sec): 2 clusters Score: Raw -60.198332 + Penalty 0.000000 = -60.198332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.090766 sec): 2 clusters Score: Raw -60.198332 + Penalty 0.000000 = -60.198332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.091481 sec): 2 clusters Score: Raw -61.269887 + Penalty 0.000000 = -61.269887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.091670 sec): 2 clusters Score: Raw -61.269887 + Penalty 0.000000 = -61.269887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.092384 sec): 2 clusters Score: Raw -63.088614 + Penalty 0.000000 = -63.088614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.092572 sec): 2 clusters Score: Raw -63.088614 + Penalty 0.000000 = -63.088614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.093289 sec): 2 clusters Score: Raw -64.080988 + Penalty 0.000000 = -64.080988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.093479 sec): 2 clusters Score: Raw -64.080988 + Penalty 0.000000 = -64.080988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.094197 sec): 2 clusters Score: Raw -63.694201 + Penalty 0.000000 = -63.694201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.094386 sec): 2 clusters Score: Raw -63.694201 + Penalty 0.000000 = -63.694201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.095105 sec): 2 clusters Score: Raw -130.169745 + Penalty 79.349449 = -50.820296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.095314 sec): 3 clusters Score: Raw -122.753493 + Penalty 158.698897 = 35.945404 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 (13.096033 sec): 2 clusters Score: Raw -63.734317 + Penalty 0.000000 = -63.734317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.096223 sec): 2 clusters Score: Raw -63.734317 + Penalty 0.000000 = -63.734317 nChanged 0 Deleting Class 11 (29 points): Lose 213.021293 but Gain 1479.754547 Iteration 20F (14.181317 sec): 125 clusters Score: Raw -1021543.672045 + Penalty 101975.602752 = -919568.069293 nChanged 591 Deleting Class 79 (15 points): Lose 120.643611 but Gain 1382.453127 Iteration 21Q (14.298563 sec): 124 clusters Score: Raw -1021854.904362 + Penalty 100659.476323 = -921195.428040 nChanged 305 Deleting Class 97 (3 points): Lose 31.232575 but Gain 1290.493639 Iteration 22Q (14.399303 sec): 123 clusters Score: Raw -1022074.482331 + Penalty 99513.004964 = -922561.477368 nChanged 212 Deleting Class 114 (2 points): Lose 26.658315 but Gain 1281.437758 Iteration 23Q (14.492508 sec): 122 clusters Score: Raw -1022192.991851 + Penalty 98376.573537 = -923816.418314 nChanged 188 Deleting Class 38 (5 points): Lose 91.658640 but Gain 1345.908060 Iteration 24Q (14.583677 sec): 121 clusters Score: Raw -1022220.294628 + Penalty 97157.943155 = -925062.351472 nChanged 182 Deleting Class 128 (1 points): Lose 14.610635 but Gain 1251.511422 Iteration 25Q (14.673940 sec): 120 clusters Score: Raw -1022349.231870 + Penalty 95832.927001 = -926516.304869 nChanged 140 Deleting Class 55 (20 points): Lose 167.157890 but Gain 1402.213037 Iteration 26Q (14.761531 sec): 119 clusters Score: Raw -1022270.668720 + Penalty 94467.074493 = -927803.594226 nChanged 123 Deleting Class 146 (1 points): Lose 3.199464 but Gain 1232.155603 Iteration 27Q (14.848861 sec): 118 clusters Score: Raw -1022364.342570 + Penalty 93296.091544 = -929068.251025 nChanged 106 Deleting Class 127 (1 points): Lose 26.618847 but Gain 1235.315417 Iteration 28Q (14.933778 sec): 117 clusters Score: Raw -1022399.995462 + Penalty 92097.744997 = -930302.250465 nChanged 96 Deleting Class 57 (4 points): Lose 43.578040 but Gain 1246.338551 Iteration 29Q (15.017812 sec): 116 clusters Score: Raw -1022406.679658 + Penalty 90999.005118 = -931407.674540 nChanged 86 Deleting Class 84 (2 points): Lose 12.137595 but Gain 1213.837806 Iteration 30F (16.011516 sec): 115 clusters Score: Raw -1022536.928938 + Penalty 89815.482008 = -932721.446930 nChanged 110 Deleting Class 134 (2 points): Lose 25.989167 but Gain 1221.423602 Iteration 31Q (16.097014 sec): 114 clusters Score: Raw -1022702.482004 + Penalty 88687.960049 = -934014.521954 nChanged 126 Deleting Class 117 (2 points): Lose 24.161351 but Gain 1206.909712 Iteration 32Q (16.183723 sec): 113 clusters Score: Raw -1022873.743814 + Penalty 87347.029853 = -935526.713961 nChanged 136 Deleting Class 132 (4 points): Lose 25.140026 but Gain 1205.790607 Iteration 33Q (16.270812 sec): 112 clusters Score: Raw -1022970.636300 + Penalty 86172.036207 = -936798.600093 nChanged 142 Deleting Class 20 (5 points): Lose 45.699835 but Gain 1214.325039 Iteration 34Q (16.356615 sec): 111 clusters Score: Raw -1022995.966632 + Penalty 85110.646326 = -937885.320306 nChanged 105 Deleting Class 77 (4 points): Lose 46.177627 but Gain 1207.311543 Iteration 35Q (16.439761 sec): 110 clusters Score: Raw -1023011.435754 + Penalty 83923.921768 = -939087.513986 nChanged 89 Deleting Class 105 (4 points): Lose 50.660677 but Gain 1204.939914 Iteration 36Q (16.521645 sec): 109 clusters Score: Raw -1023016.264011 + Penalty 82737.741766 = -940278.522246 nChanged 74 Deleting Class 25 (11 points): Lose 96.744005 but Gain 1237.256315 Iteration 37Q (16.602688 sec): 108 clusters Score: Raw -1022956.957454 + Penalty 81523.181519 = -941433.775935 nChanged 78 Deleting Class 63 (3 points): Lose 28.941524 but Gain 1147.634683 Iteration 38Q (16.683864 sec): 107 clusters Score: Raw -1022978.505867 + Penalty 80392.227324 = -942586.278543 nChanged 65 Deleting Class 147 (1 points): Lose 11.751469 but Gain 1124.422158 Iteration 39Q (16.764523 sec): 106 clusters Score: Raw -1022996.069876 + Penalty 79266.762646 = -943729.307229 nChanged 59 Deleting Class 148 (2 points): Lose 17.145867 but Gain 1126.230080 Iteration 40F (17.674790 sec): 105 clusters Score: Raw -1023031.556018 + Penalty 78186.658653 = -944844.897365 nChanged 37 Deleting Class 120 (3 points): Lose 40.213419 but Gain 1146.542512 Iteration 41Q (17.752674 sec): 104 clusters Score: Raw -1023017.857410 + Penalty 77000.623888 = -946017.233521 nChanged 33 Deleting Class 71 (16 points): Lose 127.723009 but Gain 1230.647213 Iteration 42Q (17.830234 sec): 103 clusters Score: Raw -1022907.112411 + Penalty 75798.829639 = -947108.282772 nChanged 53 Deleting Class 113 (1 points): Lose 12.629918 but Gain 1096.735829 Iteration 43Q (17.908372 sec): 102 clusters Score: Raw -1022927.629348 + Penalty 74704.601434 = -948223.027915 nChanged 24 Deleting Class 149 (1 points): Lose 7.632607 but Gain 1065.048695 Iteration 44Q (17.985260 sec): 101 clusters Score: Raw -1022924.729187 + Penalty 73642.911083 = -949281.818104 nChanged 16 Deleting Class 101 (1 points): Lose 2.450601 but Gain 1044.786082 Iteration 45Q (18.060615 sec): 100 clusters Score: Raw -1022926.038337 + Penalty 72618.388796 = -950307.649541 nChanged 6 Deleting Class 40 (5 points): Lose 77.112108 but Gain 1109.587401 Iteration 46Q (18.136009 sec): 99 clusters Score: Raw -1022859.077947 + Penalty 71516.251185 = -951342.826761 nChanged 8 Deleting Class 76 (8 points): Lose 144.110278 but Gain 1173.637402 Iteration 47Q (18.211323 sec): 98 clusters Score: Raw -1022727.830913 + Penalty 70489.858219 = -952237.972694 nChanged 10 Deleting Class 144 (2 points): Lose 50.591600 but Gain 1106.174369 Iteration 48Q (18.287884 sec): 97 clusters Score: Raw -1022755.704610 + Penalty 69403.773437 = -953351.931173 nChanged 8 Deleting Class 35 (22 points): Lose 122.007379 but Gain 1142.133694 Iteration 49Q (18.362022 sec): 96 clusters Score: Raw -1022669.467794 + Penalty 68309.452442 = -954360.015351 nChanged 26 Deleting Class 136 (1 points): Lose 6.777406 but Gain 1017.734474 Iteration 50F (19.187178 sec): 95 clusters Score: Raw -1022701.835925 + Penalty 67294.741113 = -955407.094812 nChanged 13 Deleting Class 93 (1 points): Lose 4.423949 but Gain 1011.998248 Iteration 51Q (19.262978 sec): 94 clusters Score: Raw -1022703.323870 + Penalty 66292.681264 = -956410.642607 nChanged 8 Deleting Class 78 (5 points): Lose 56.428245 but Gain 1062.359315 Iteration 52Q (19.337145 sec): 93 clusters Score: Raw -1022654.279470 + Penalty 65324.438929 = -957329.840541 nChanged 13 Deleting Class 104 (2 points): Lose 17.943547 but Gain 1019.943654 Iteration 53Q (19.412553 sec): 92 clusters Score: Raw -1022663.381232 + Penalty 64309.268855 = -958354.112377 nChanged 7 Deleting Class 70 (4 points): Lose 57.251873 but Gain 1052.370832 Iteration 54Q (19.486392 sec): 91 clusters Score: Raw -1022615.171693 + Penalty 63480.154148 = -959135.017545 nChanged 7 Deleting Class 116 (1 points): Lose 2.428034 but Gain 995.313770 Iteration 55Q (19.560094 sec): 90 clusters Score: Raw -1022639.474454 + Penalty 62484.479660 = -960154.994794 nChanged 4 Deleting Class 85 (6 points): Lose 37.184926 but Gain 1029.513597 Iteration 56Q (19.632347 sec): 89 clusters Score: Raw -1022605.030718 + Penalty 61458.883552 = -961146.147165 nChanged 7 Deleting Class 43 (12 points): Lose 101.634360 but Gain 1093.779812 Iteration 57Q (19.705316 sec): 88 clusters Score: Raw -1022511.515502 + Penalty 60375.236071 = -962136.279432 nChanged 14 Deleting Class 87 (4 points): Lose 53.043995 but Gain 1041.170290 Iteration 58Q (19.778274 sec): 87 clusters Score: Raw -1022475.954164 + Penalty 59424.716716 = -963051.237448 nChanged 6 Deleting Class 133 (3 points): Lose 45.971650 but Gain 1016.615708 Iteration 59Q (19.850562 sec): 86 clusters Score: Raw -1022452.314882 + Penalty 58434.802055 = -964017.512827 nChanged 8 Deleting Class 23 (23 points): Lose 187.636790 but Gain 1161.023086 Iteration 60F (20.598564 sec): 85 clusters Score: Raw -1022293.965262 + Penalty 57393.991986 = -964899.973276 nChanged 30 Deleting Class 119 (2 points): Lose 22.560263 but Gain 989.994199 Iteration 61Q (20.671777 sec): 84 clusters Score: Raw -1022393.738238 + Penalty 56407.163795 = -965986.574443 nChanged 7 Deleting Class 92 (7 points): Lose 54.734925 but Gain 1015.614197 Iteration 62Q (20.743040 sec): 83 clusters Score: Raw -1022346.336936 + Penalty 55396.900672 = -966949.436264 nChanged 8 Deleting Class 61 (14 points): Lose 116.324065 but Gain 1074.042212 Iteration 63Q (20.813656 sec): 82 clusters Score: Raw -1022241.563513 + Penalty 54340.075364 = -967901.488149 nChanged 16 Deleting Class 126 (5 points): Lose 50.238407 but Gain 986.785667 Iteration 64Q (20.885870 sec): 81 clusters Score: Raw -1022217.641708 + Penalty 53416.600639 = -968801.041069 nChanged 10 Deleting Class 74 (3 points): Lose 18.167163 but Gain 938.343117 Iteration 65Q (20.956038 sec): 80 clusters Score: Raw -1022223.338962 + Penalty 52505.758389 = -969717.580573 nChanged 7 Deleting Class 44 (3 points): Lose 20.710329 but Gain 933.689931 Iteration 66Q (21.027096 sec): 79 clusters Score: Raw -1022212.327409 + Penalty 51574.214819 = -970638.112590 nChanged 7 Deleting Class 81 (10 points): Lose 100.723855 but Gain 998.911498 Iteration 67Q (21.098014 sec): 78 clusters Score: Raw -1022118.822126 + Penalty 50859.032174 = -971259.789952 nChanged 14 Deleting Class 45 (12 points): Lose 47.165653 but Gain 933.340494 Iteration 68Q (21.167596 sec): 77 clusters Score: Raw -1022110.836508 + Penalty 49936.997895 = -972173.838613 nChanged 19 Deleting Class 125 (1 points): Lose 3.766257 but Gain 888.460349 Iteration 69Q (21.237252 sec): 76 clusters Score: Raw -1022125.160851 + Penalty 49067.975224 = -973057.185627 nChanged 10 Deleting Class 95 (8 points): Lose 60.730987 but Gain 941.096542 Iteration 70F (21.897988 sec): 75 clusters Score: Raw -1022073.138688 + Penalty 48275.410181 = -973797.728508 nChanged 16 Deleting Class 115 (2 points): Lose 8.600624 but Gain 864.422466 Iteration 71Q (21.968488 sec): 74 clusters Score: Raw -1022106.500220 + Penalty 47459.035924 = -974647.464296 nChanged 9 Deleting Class 56 (9 points): Lose 52.960805 but Gain 899.775209 Iteration 72Q (22.039404 sec): 73 clusters Score: Raw -1022092.895123 + Penalty 46593.133647 = -975499.761476 nChanged 15 Deleting Class 103 (2 points): Lose 16.419911 but Gain 854.366579 Iteration 73Q (22.108325 sec): 72 clusters Score: Raw -1022092.638426 + Penalty 45757.168356 = -976335.470070 nChanged 7 Deleting Class 51 (10 points): Lose 118.791280 but Gain 949.243024 Iteration 74Q (22.177153 sec): 71 clusters Score: Raw -1021980.456387 + Penalty 44823.751817 = -977156.704569 nChanged 15 Deleting Class 140 (2 points): Lose 21.791453 but Gain 844.389441 Iteration 75Q (22.245785 sec): 70 clusters Score: Raw -1022010.445460 + Penalty 44016.168399 = -977994.277061 nChanged 10 Deleting Class 121 (4 points): Lose 32.877791 but Gain 840.753072 Iteration 76Q (22.314333 sec): 69 clusters Score: Raw -1021997.251241 + Penalty 43190.812984 = -978806.438257 nChanged 12 Deleting Class 86 (6 points): Lose 39.227049 but Gain 834.437470 Iteration 77Q (22.381810 sec): 68 clusters Score: Raw -1021968.920343 + Penalty 42385.916054 = -979583.004289 nChanged 16 Deleting Class 94 (2 points): Lose 4.065457 but Gain 793.595566 Iteration 78Q (22.449265 sec): 67 clusters Score: Raw -1021981.197011 + Penalty 41605.904560 = -980375.292450 nChanged 8 Deleting Class 88 (8 points): Lose 60.444464 but Gain 846.682542 Iteration 79Q (22.516600 sec): 66 clusters Score: Raw -1021929.384188 + Penalty 40786.022149 = -981143.362039 nChanged 10 Deleting Class 24 (6 points): Lose 40.133126 but Gain 821.246135 Iteration 80F (23.089910 sec): 65 clusters Score: Raw -1021902.374014 + Penalty 40008.971710 = -981893.402304 nChanged 8 Deleting Class 59 (12 points): Lose 70.164871 but Gain 849.512651 Iteration 81Q (23.157498 sec): 64 clusters Score: Raw -1021846.259023 + Penalty 39298.651797 = -982547.607226 nChanged 13 Deleting Class 100 (5 points): Lose 36.914670 but Gain 854.958405 Iteration 82Q (23.224304 sec): 63 clusters Score: Raw -1021835.424517 + Penalty 38544.817153 = -983290.607363 nChanged 8 Deleting Class 73 (8 points): Lose 39.915006 but Gain 817.826347 Iteration 83Q (23.290166 sec): 62 clusters Score: Raw -1021812.167427 + Penalty 37875.516171 = -983936.651256 nChanged 12 Deleting Class 112 (1 points): Lose 1.093087 but Gain 751.336718 Iteration 84Q (23.357525 sec): 61 clusters Score: Raw -1021838.658849 + Penalty 37146.435061 = -984692.223788 nChanged 5 Deleting Class 67 (6 points): Lose 39.246526 but Gain 783.224002 Iteration 85Q (23.423824 sec): 60 clusters Score: Raw -1021810.839260 + Penalty 36357.233902 = -985453.605359 nChanged 11 Deleting Class 65 (5 points): Lose 32.699890 but Gain 773.238068 Iteration 86Q (23.489450 sec): 59 clusters Score: Raw -1021789.856466 + Penalty 35643.004459 = -986146.852008 nChanged 12 Deleting Class 75 (5 points): Lose 31.225403 but Gain 771.706571 Iteration 87Q (23.554842 sec): 58 clusters Score: Raw -1021774.626441 + Penalty 34911.456823 = -986863.169618 nChanged 10 Deleting Class 111 (1 points): Lose 11.951267 but Gain 743.070856 Iteration 88Q (23.620283 sec): 57 clusters Score: Raw -1021770.482319 + Penalty 34169.343495 = -987601.138824 nChanged 6 Deleting Class 69 (10 points): Lose 54.022927 but Gain 775.615849 Iteration 89Q (23.685839 sec): 56 clusters Score: Raw -1021718.956548 + Penalty 33438.155208 = -988280.801340 nChanged 15 Deleting Class 31 (13 points): Lose 82.870258 but Gain 804.104825 Iteration 90F (24.169067 sec): 55 clusters Score: Raw -1021651.658761 + Penalty 32753.717356 = -988897.941405 nChanged 19 Deleting Class 68 (5 points): Lose 21.418791 but Gain 726.582568 Iteration 91Q (24.235877 sec): 54 clusters Score: Raw -1021677.190073 + Penalty 32072.347674 = -989604.842399 nChanged 13 Deleting Class 37 (13 points): Lose 56.292528 but Gain 750.107039 Iteration 92Q (24.301139 sec): 53 clusters Score: Raw -1021636.751070 + Penalty 31363.177478 = -990273.573592 nChanged 20 Deleting Class 66 (3 points): Lose 3.797039 but Gain 692.297229 Iteration 93Q (24.367218 sec): 52 clusters Score: Raw -1021661.968385 + Penalty 30689.647470 = -990972.320915 nChanged 7 Deleting Class 91 (2 points): Lose 4.279696 but Gain 691.258547 Iteration 94Q (24.432085 sec): 51 clusters Score: Raw -1021666.784011 + Penalty 30006.751250 = -991660.032761 nChanged 3 Deleting Class 32 (22 points): Lose 345.658819 but Gain 1026.474010 Iteration 95Q (24.497422 sec): 50 clusters Score: Raw -1021325.091575 + Penalty 29143.685618 = -992181.405957 nChanged 22 Deleting Class 90 (5 points): Lose 87.171512 but Gain 804.438074 Iteration 96Q (24.562675 sec): 49 clusters Score: Raw -1021380.625206 + Penalty 28353.206371 = -993027.418835 nChanged 16 Deleting Class 16 (13 points): Lose 50.440204 but Gain 725.032418 Iteration 97Q (24.626786 sec): 48 clusters Score: Raw -1021374.142098 + Penalty 27708.887785 = -993665.254313 nChanged 22 Deleting Class 107 (13 points): Lose 69.569973 but Gain 779.492220 Iteration 98Q (24.690953 sec): 47 clusters Score: Raw -1021346.957702 + Penalty 27018.515492 = -994328.442210 nChanged 28 Deleting Class 83 (16 points): Lose 67.581751 but Gain 737.796371 Iteration 99Q (24.754439 sec): 46 clusters Score: Raw -1021330.687064 + Penalty 26327.593373 = -995003.093690 nChanged 27 Deleting Class 58 (9 points): Lose 29.271213 but Gain 693.701899 Iteration 100F (25.155432 sec): 45 clusters Score: Raw -1021338.278580 + Penalty 25649.700060 = -995688.578520 nChanged 13 Deleting Class 108 (6 points): Lose 89.945721 but Gain 752.574380 Iteration 101Q (25.217579 sec): 44 clusters Score: Raw -1021261.433869 + Penalty 24898.643689 = -996362.790180 nChanged 9 Deleting Class 109 (9 points): Lose 80.013814 but Gain 741.149017 Iteration 102Q (25.279766 sec): 43 clusters Score: Raw -1021201.601463 + Penalty 24194.571522 = -997007.029941 nChanged 15 Deleting Class 129 (1 points): Lose 1.734519 but Gain 661.811248 Iteration 103Q (25.343084 sec): 42 clusters Score: Raw -1021227.857566 + Penalty 23575.667895 = -997652.189670 nChanged 7 Deleting Class 54 (19 points): Lose 89.772731 but Gain 747.951885 Iteration 104Q (25.404586 sec): 41 clusters Score: Raw -1021150.740986 + Penalty 22850.889694 = -998299.851292 nChanged 19 Deleting Class 10 (9 points): Lose 19.317010 but Gain 640.041434 Iteration 105Q (25.465553 sec): 40 clusters Score: Raw -1021160.056884 + Penalty 22251.193730 = -998908.863153 nChanged 16 Deleting Class 46 (10 points): Lose 62.167514 but Gain 677.531612 Iteration 106Q (25.525923 sec): 39 clusters Score: Raw -1021114.583042 + Penalty 21581.493365 = -999533.089677 nChanged 15 Deleting Class 89 (15 points): Lose 46.025476 but Gain 656.803791 Iteration 107Q (25.586543 sec): 38 clusters Score: Raw -1021083.887083 + Penalty 20944.322523 = -1000139.564559 nChanged 21 Deleting Class 124 (4 points): Lose 21.386375 but Gain 624.325448 Iteration 108Q (25.646367 sec): 37 clusters Score: Raw -1021085.490400 + Penalty 20310.120985 = -1000775.369415 nChanged 8 Deleting Class 22 (38 points): Lose 137.409634 but Gain 738.293168 Iteration 109Q (25.705941 sec): 36 clusters Score: Raw -1020956.919982 + Penalty 19647.363516 = -1001309.556466 nChanged 42 Deleting Class 49 (10 points): Lose 49.392500 but Gain 664.063867 Iteration 110F (26.022779 sec): 35 clusters Score: Raw -1020970.958096 + Penalty 18991.099007 = -1001979.859090 nChanged 22 Deleting Class 99 (2 points): Lose 17.801394 but Gain 611.207509 Iteration 111Q (26.082195 sec): 34 clusters Score: Raw -1020968.957466 + Penalty 18381.066270 = -1002587.891196 nChanged 7 Deleting Class 137 (1 points): Lose 3.395144 but Gain 574.081397 Iteration 112Q (26.140805 sec): 33 clusters Score: Raw -1020969.509428 + Penalty 17811.298651 = -1003158.210777 nChanged 5 Deleting Class 34 (8 points): Lose 82.497498 but Gain 620.110214 Iteration 113Q (26.198819 sec): 32 clusters Score: Raw -1020891.095581 + Penalty 17194.598416 = -1003696.497165 nChanged 11 Deleting Class 21 (53 points): Lose 119.737903 but Gain 653.632989 Iteration 114Q (26.256654 sec): 31 clusters Score: Raw -1020787.859147 + Penalty 16554.594472 = -1004233.264675 nChanged 56 Deleting Class 2 (155 points): Lose 893.104118 but Gain 1409.854096 Iteration 115Q (26.315116 sec): 30 clusters Score: Raw -1019973.709028 + Penalty 15325.813504 = -1004647.895524 nChanged 171 Deleting Class 6 (25 points): Lose 1150.235240 but Gain 1598.579970 Iteration 116Q (26.374362 sec): 29 clusters Score: Raw -1019380.778396 + Penalty 14602.403329 = -1004778.375067 nChanged 62 Deleting Class 28 (34 points): Lose 113.574088 but Gain 523.842472 Iteration 117Q (26.432032 sec): 28 clusters Score: Raw -1019388.512183 + Penalty 14063.018440 = -1005325.493744 nChanged 56 Deleting Class 118 (17 points): Lose 92.398706 but Gain 490.499516 Iteration 118Q (26.488925 sec): 27 clusters Score: Raw -1019356.119149 + Penalty 13564.248570 = -1005791.870578 nChanged 43 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1019356.119149 + Penalty 13564.248570 = -1005791.870578Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.535156 sec): 2 clusters Score: Raw -130681.152115 + Penalty 170.320883 = -130510.831232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.539651 sec): 3 clusters Score: Raw -129192.023688 + Penalty 336.395369 = -128855.628318 nChanged 1049 SP:Iteration 1F (26.544032 sec): 3 clusters Score: Raw -129782.357083 + Penalty 342.499418 = -129439.857664 nChanged 308 SP:Iteration 2F (26.548395 sec): 3 clusters Score: Raw -129876.166754 + Penalty 354.933326 = -129521.233428 nChanged 138 SP:Iteration 3F (26.552762 sec): 3 clusters Score: Raw -129960.191925 + Penalty 375.349447 = -129584.842478 nChanged 134 SP:Iteration 4F (26.557151 sec): 3 clusters Score: Raw -130066.336605 + Penalty 404.953642 = -129661.382962 nChanged 156 SP:Iteration 5F (26.561532 sec): 3 clusters Score: Raw -130208.439968 + Penalty 445.111615 = -129763.328353 nChanged 184 SP:Iteration 6F (26.565954 sec): 3 clusters Score: Raw -130386.667905 + Penalty 484.107895 = -129902.560010 nChanged 147 SP:Iteration 7F (26.570417 sec): 3 clusters Score: Raw -130537.159178 + Penalty 507.583262 = -130029.575916 nChanged 97 SP:Iteration 8Q (26.575000 sec): 3 clusters Score: Raw -130643.350704 + Penalty 516.472027 = -130126.878677 nChanged 51 SP:Iteration 9Q (26.579287 sec): 3 clusters Score: Raw -130700.555934 + Penalty 516.971243 = -130183.584692 nChanged 31 SP:Iteration 10F (26.583709 sec): 3 clusters Score: Raw -130733.397438 + Penalty 517.081386 = -130216.316052 nChanged 17 SP:Iteration 11Q (26.587449 sec): 3 clusters Score: Raw -130748.746369 + Penalty 513.332035 = -130235.414333 nChanged 7 SP:Iteration 12Q (26.591161 sec): 3 clusters Score: Raw -130753.090622 + Penalty 513.527444 = -130239.563178 nChanged 6 SP:Iteration 13Q (26.594839 sec): 3 clusters Score: Raw -130755.831956 + Penalty 511.992012 = -130243.839944 nChanged 3 SP:Iteration 14Q (26.598509 sec): 3 clusters Score: Raw -130756.302110 + Penalty 511.533730 = -130244.768380 nChanged 1 SP:Iteration 15Q (26.602176 sec): 3 clusters Score: Raw -130756.323988 + Penalty 511.533730 = -130244.790258 nChanged 0 SP:Iteration 16F (26.606660 sec): 3 clusters Score: Raw -130756.323988 + Penalty 511.533730 = -130244.790258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.610652 sec): 2 clusters Score: Raw -75363.680969 + Penalty 325.796478 = -75037.884492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.613099 sec): 3 clusters Score: Raw -74620.053453 + Penalty 648.797728 = -73971.255725 nChanged 533 SP:Iteration 1F (26.615526 sec): 3 clusters Score: Raw -74952.513031 + Penalty 648.923123 = -74303.589908 nChanged 136 SP:Iteration 2F (26.617923 sec): 3 clusters Score: Raw -75024.243537 + Penalty 648.984340 = -74375.259197 nChanged 80 SP:Iteration 3F (26.620309 sec): 3 clusters Score: Raw -75068.471953 + Penalty 649.625413 = -74418.846540 nChanged 70 SP:Iteration 4F (26.622703 sec): 3 clusters Score: Raw -75114.880549 + Penalty 652.980662 = -74461.899888 nChanged 67 SP:Iteration 5F (26.625114 sec): 3 clusters Score: Raw -75172.513009 + Penalty 663.878714 = -74508.634295 nChanged 90 SP:Iteration 6F (26.627517 sec): 3 clusters Score: Raw -75290.869703 + Penalty 677.480018 = -74613.389685 nChanged 93 SP:Iteration 7F (26.629920 sec): 3 clusters Score: Raw -75422.500427 + Penalty 686.321858 = -74736.178570 nChanged 68 SP:Iteration 8F (26.632346 sec): 3 clusters Score: Raw -75496.265789 + Penalty 691.735312 = -74804.530477 nChanged 40 SP:Iteration 9Q (26.634592 sec): 3 clusters Score: Raw -75528.478994 + Penalty 694.614061 = -74833.864934 nChanged 16 SP:Iteration 10F (26.636997 sec): 3 clusters Score: Raw -75540.177082 + Penalty 698.715456 = -74841.461625 nChanged 19 SP:Iteration 11Q (26.639201 sec): 3 clusters Score: Raw -75553.500945 + Penalty 701.669798 = -74851.831147 nChanged 21 SP:Iteration 12Q (26.641390 sec): 3 clusters Score: Raw -75566.063390 + Penalty 703.716799 = -74862.346591 nChanged 9 SP:Iteration 13Q (26.643566 sec): 3 clusters Score: Raw -75568.944281 + Penalty 704.571302 = -74864.372979 nChanged 4 SP:Iteration 14Q (26.645742 sec): 3 clusters Score: Raw -75570.224326 + Penalty 705.022104 = -74865.202222 nChanged 2 SP:Iteration 15Q (26.647918 sec): 3 clusters Score: Raw -75570.525332 + Penalty 705.688120 = -74864.837211 nChanged 2 SP:Iteration 16F (26.650325 sec): 3 clusters Score: Raw -75570.757134 + Penalty 706.163354 = -74864.593779 nChanged 2 SP:Iteration 17F (26.652731 sec): 3 clusters Score: Raw -75571.055624 + Penalty 706.460038 = -74864.595586 nChanged 2 SP:Iteration 18Q (26.654912 sec): 3 clusters Score: Raw -75571.315583 + Penalty 706.845004 = -74864.470578 nChanged 2 SP:Iteration 19F (26.657312 sec): 3 clusters Score: Raw -75571.567840 + Penalty 707.816242 = -74863.751598 nChanged 4 SP:Iteration 20F (26.659740 sec): 3 clusters Score: Raw -75572.691624 + Penalty 709.590523 = -74863.101102 nChanged 5 SP:Iteration 21F (26.662147 sec): 3 clusters Score: Raw -75573.647629 + Penalty 711.517312 = -74862.130317 nChanged 7 SP:Iteration 22F (26.664551 sec): 3 clusters Score: Raw -75577.244722 + Penalty 714.823817 = -74862.420905 nChanged 8 SP:Iteration 23Q (26.666749 sec): 3 clusters Score: Raw -75580.947427 + Penalty 715.482042 = -74865.465385 nChanged 2 SP:Iteration 24Q (26.668909 sec): 3 clusters Score: Raw -75581.457329 + Penalty 715.715794 = -74865.741535 nChanged 1 SP:Iteration 25Q (26.671110 sec): 3 clusters Score: Raw -75581.644261 + Penalty 715.715794 = -74865.928467 nChanged 0 SP:Iteration 26F (26.673514 sec): 3 clusters Score: Raw -75581.644261 + Penalty 715.715794 = -74865.928467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 4 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.676259 sec): 2 clusters Score: Raw -23993.297120 + Penalty 612.485620 = -23380.811499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.677285 sec): 3 clusters Score: Raw -23841.013775 + Penalty 1225.988083 = -22615.025692 nChanged 123 SP:Iteration 1F (26.678309 sec): 3 clusters Score: Raw -23960.518757 + Penalty 1228.218426 = -22732.300331 nChanged 29 SP:Iteration 2F (26.679330 sec): 3 clusters Score: Raw -23991.228500 + Penalty 1230.971866 = -22760.256634 nChanged 13 SP:Iteration 3Q (26.680338 sec): 3 clusters Score: Raw -24007.170995 + Penalty 1233.394604 = -22773.776391 nChanged 12 SP:Iteration 4Q (26.681346 sec): 3 clusters Score: Raw -24023.885415 + Penalty 1237.640783 = -22786.244631 nChanged 15 SP:Iteration 5Q (26.682386 sec): 3 clusters Score: Raw -24039.652697 + Penalty 1240.364922 = -22799.287775 nChanged 11 SP:Iteration 6Q (26.683392 sec): 3 clusters Score: Raw -24054.608957 + Penalty 1243.039508 = -22811.569449 nChanged 8 SP:Iteration 7Q (26.684391 sec): 3 clusters Score: Raw -24062.606322 + Penalty 1250.563412 = -22812.042910 nChanged 11 SP:Iteration 8Q (26.685390 sec): 3 clusters Score: Raw -24072.470390 + Penalty 1255.799056 = -22816.671334 nChanged 4 SP:Iteration 9Q (26.686385 sec): 3 clusters Score: Raw -24076.936759 + Penalty 1258.948854 = -22817.987905 nChanged 3 SP:Iteration 10F (26.687409 sec): 3 clusters Score: Raw -24084.476809 + Penalty 1265.447189 = -22819.029621 nChanged 8 SP:Iteration 11Q (26.688400 sec): 3 clusters Score: Raw -24095.636149 + Penalty 1270.566475 = -22825.069674 nChanged 5 SP:Iteration 12Q (26.689387 sec): 3 clusters Score: Raw -24101.232644 + Penalty 1272.650974 = -22828.581670 nChanged 2 SP:Iteration 13Q (26.690370 sec): 3 clusters Score: Raw -24102.741664 + Penalty 1272.488321 = -22830.253343 nChanged 3 SP:Iteration 14Q (26.691353 sec): 3 clusters Score: Raw -24105.404757 + Penalty 1272.368493 = -22833.036264 nChanged 1 SP:Iteration 15Q (26.692336 sec): 3 clusters Score: Raw -24106.461861 + Penalty 1271.438557 = -22835.023304 nChanged 1 SP:Iteration 16Q (26.693315 sec): 3 clusters Score: Raw -24107.718628 + Penalty 1271.830511 = -22835.888118 nChanged 1 SP:Iteration 17Q (26.694293 sec): 3 clusters Score: Raw -24109.094514 + Penalty 1271.830511 = -22837.264004 nChanged 0 SP:Iteration 18F (26.695317 sec): 3 clusters Score: Raw -24109.094514 + Penalty 1271.830511 = -22837.264004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.697193 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.697978 sec): 3 clusters Score: Raw -18631.622300 + Penalty 117.581627 = -18514.040673 nChanged 140 SP:Iteration 1F (26.698733 sec): 3 clusters Score: Raw -18727.583416 + Penalty 126.143063 = -18601.440353 nChanged 33 SP:Iteration 2F (26.699486 sec): 3 clusters Score: Raw -18748.229298 + Penalty 123.556191 = -18624.673107 nChanged 22 SP:Iteration 3F (26.700232 sec): 3 clusters Score: Raw -18764.188465 + Penalty 103.558658 = -18660.629807 nChanged 17 SP:Iteration 4F (26.700938 sec): 3 clusters Score: Raw -18782.401360 + Penalty 122.325853 = -18660.075508 nChanged 14 SP:Iteration 5F (26.701643 sec): 3 clusters Score: Raw -18802.968057 + Penalty 54.642609 = -18748.325449 nChanged 5 SP:Iteration 6Q (26.702238 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP:Iteration 7F (26.702831 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.708569 sec): 2 clusters Score: Raw -101667.532037 + Penalty 536.901091 = -101130.630946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.711644 sec): 3 clusters Score: Raw -100790.805595 + Penalty 1069.517235 = -99721.288360 nChanged 643 SP:Iteration 1F (26.714656 sec): 3 clusters Score: Raw -101194.533358 + Penalty 1066.097997 = -100128.435362 nChanged 160 SP:Iteration 2F (26.717653 sec): 3 clusters Score: Raw -101315.291752 + Penalty 1065.638252 = -100249.653500 nChanged 97 SP:Iteration 3F (26.720645 sec): 3 clusters Score: Raw -101387.531399 + Penalty 1065.168081 = -100322.363318 nChanged 72 SP:Iteration 4Q (26.723632 sec): 3 clusters Score: Raw -101431.239854 + Penalty 1065.690364 = -100365.549490 nChanged 48 SP:Iteration 5Q (26.726611 sec): 3 clusters Score: Raw -101452.092963 + Penalty 1065.965098 = -100386.127865 nChanged 31 SP:Iteration 6Q (26.729602 sec): 3 clusters Score: Raw -101465.202004 + Penalty 1067.481441 = -100397.720563 nChanged 29 SP:Iteration 7Q (26.732606 sec): 3 clusters Score: Raw -101478.024181 + Penalty 1069.760158 = -100408.264023 nChanged 36 SP:Iteration 8Q (26.735564 sec): 3 clusters Score: Raw -101495.835903 + Penalty 1073.801994 = -100422.033909 nChanged 40 SP:Iteration 9Q (26.738517 sec): 3 clusters Score: Raw -101516.104187 + Penalty 1076.804627 = -100439.299560 nChanged 32 SP:Iteration 10F (26.741490 sec): 3 clusters Score: Raw -101535.571428 + Penalty 1080.913580 = -100454.657848 nChanged 35 SP:Iteration 11Q (26.744435 sec): 3 clusters Score: Raw -101553.177649 + Penalty 1087.606406 = -100465.571243 nChanged 43 SP:Iteration 12Q (26.747371 sec): 3 clusters Score: Raw -101579.725139 + Penalty 1099.332764 = -100480.392376 nChanged 50 SP:Iteration 13Q (26.750299 sec): 3 clusters Score: Raw -101612.490670 + Penalty 1115.844911 = -100496.645759 nChanged 48 SP:Iteration 14Q (26.753218 sec): 3 clusters Score: Raw -101644.318036 + Penalty 1128.800482 = -100515.517554 nChanged 38 SP:Iteration 15Q (26.756118 sec): 3 clusters Score: Raw -101677.118346 + Penalty 1147.503066 = -100529.615280 nChanged 37 SP:Iteration 16Q (26.758999 sec): 3 clusters Score: Raw -101708.177656 + Penalty 1163.220261 = -100544.957395 nChanged 36 SP:Iteration 17Q (26.762004 sec): 3 clusters Score: Raw -101733.639180 + Penalty 1178.102184 = -100555.536996 nChanged 26 SP:Iteration 18Q (26.764835 sec): 3 clusters Score: Raw -101751.036429 + Penalty 1185.662344 = -100565.374085 nChanged 14 SP:Iteration 19Q (26.767595 sec): 3 clusters Score: Raw -101761.149219 + Penalty 1198.267429 = -100562.881790 nChanged 12 SP:Iteration 20F (26.770556 sec): 3 clusters Score: Raw -101771.445223 + Penalty 1209.631675 = -100561.813549 nChanged 14 SP:Iteration 21F (26.773572 sec): 3 clusters Score: Raw -101787.168379 + Penalty 1215.726222 = -100571.442157 nChanged 8 SP:Iteration 22Q (26.776351 sec): 3 clusters Score: Raw -101795.683386 + Penalty 1220.911493 = -100574.771893 nChanged 6 SP:Iteration 23Q (26.779057 sec): 3 clusters Score: Raw -101800.429792 + Penalty 1226.213215 = -100574.216577 nChanged 3 SP:Iteration 24F (26.782023 sec): 3 clusters Score: Raw -101801.543241 + Penalty 1229.170870 = -100572.372371 nChanged 3 SP:Iteration 25F (26.784961 sec): 3 clusters Score: Raw -101806.594444 + Penalty 1228.939405 = -100577.655039 nChanged 1 SP:Iteration 26Q (26.787573 sec): 3 clusters Score: Raw -101807.909395 + Penalty 1228.454455 = -100579.454940 nChanged 1 SP:Iteration 27Q (26.790173 sec): 3 clusters Score: Raw -101808.119812 + Penalty 1228.454455 = -100579.665357 nChanged 0 SP:Iteration 28F (26.793103 sec): 3 clusters Score: Raw -101808.119812 + Penalty 1228.454455 = -100579.665357 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.798843 sec): 2 clusters Score: Raw -59912.016019 + Penalty 175.684506 = -59736.331513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.800964 sec): 3 clusters Score: Raw -59279.486240 + Penalty 356.404129 = -58923.082111 nChanged 459 SP:Iteration 1F (26.803035 sec): 3 clusters Score: Raw -59629.205315 + Penalty 360.414455 = -59268.790860 nChanged 101 SP:Iteration 2F (26.805093 sec): 3 clusters Score: Raw -59686.471955 + Penalty 361.221681 = -59325.250274 nChanged 59 SP:Iteration 3F (26.807143 sec): 3 clusters Score: Raw -59712.383183 + Penalty 362.419918 = -59349.963264 nChanged 34 SP:Iteration 4Q (26.809194 sec): 3 clusters Score: Raw -59728.564671 + Penalty 366.525227 = -59362.039444 nChanged 30 SP:Iteration 5Q (26.811299 sec): 3 clusters Score: Raw -59743.398145 + Penalty 367.264539 = -59376.133606 nChanged 24 SP:Iteration 6Q (26.813393 sec): 3 clusters Score: Raw -59757.462540 + Penalty 368.887500 = -59388.575039 nChanged 26 SP:Iteration 7Q (26.815437 sec): 3 clusters Score: Raw -59774.853529 + Penalty 371.234377 = -59403.619152 nChanged 22 SP:Iteration 8Q (26.817480 sec): 3 clusters Score: Raw -59787.909397 + Penalty 372.752561 = -59415.156836 nChanged 30 SP:Iteration 9Q (26.819557 sec): 3 clusters Score: Raw -59813.196573 + Penalty 372.421522 = -59440.775051 nChanged 32 SP:Iteration 10F (26.821591 sec): 3 clusters Score: Raw -59846.946767 + Penalty 369.742911 = -59477.203856 nChanged 25 SP:Iteration 11Q (26.823630 sec): 3 clusters Score: Raw -59884.342031 + Penalty 368.785757 = -59515.556274 nChanged 20 SP:Iteration 12Q (26.825617 sec): 3 clusters Score: Raw -59920.470777 + Penalty 366.036942 = -59554.433835 nChanged 19 SP:Iteration 13Q (26.827505 sec): 3 clusters Score: Raw -59949.655454 + Penalty 364.572937 = -59585.082516 nChanged 11 SP:Iteration 14Q (26.829273 sec): 3 clusters Score: Raw -59977.800374 + Penalty 363.795251 = -59614.005122 nChanged 9 SP:Iteration 15Q (26.830987 sec): 3 clusters Score: Raw -59988.357113 + Penalty 366.317373 = -59622.039741 nChanged 6 SP:Iteration 16Q (26.832711 sec): 3 clusters Score: Raw -59990.982522 + Penalty 366.386562 = -59624.595960 nChanged 5 SP:Iteration 17Q (26.834409 sec): 3 clusters Score: Raw -59992.476980 + Penalty 366.357342 = -59626.119638 nChanged 2 SP:Iteration 18Q (26.836104 sec): 3 clusters Score: Raw -59993.562223 + Penalty 364.870225 = -59628.691998 nChanged 5 SP:Iteration 19Q (26.837839 sec): 3 clusters Score: Raw -59994.926560 + Penalty 364.095303 = -59630.831257 nChanged 1 SP:Iteration 20F (26.839911 sec): 3 clusters Score: Raw -59995.005168 + Penalty 364.095303 = -59630.909865 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 9 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.857354 sec): 2 clusters Score: Raw -208507.723993 + Penalty 134.169944 = -208373.554049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.864219 sec): 3 clusters Score: Raw -206074.426619 + Penalty 264.588689 = -205809.837930 nChanged 1720 SP:Iteration 1F (26.871046 sec): 3 clusters Score: Raw -207131.625598 + Penalty 265.036457 = -206866.589140 nChanged 469 SP:Iteration 2F (26.878076 sec): 3 clusters Score: Raw -207407.621285 + Penalty 264.476713 = -207143.144572 nChanged 225 SP:Iteration 3F (26.884850 sec): 3 clusters Score: Raw -207541.023660 + Penalty 263.181392 = -207277.842267 nChanged 172 SP:Iteration 4Q (26.891445 sec): 3 clusters Score: Raw -207609.326034 + Penalty 261.239549 = -207348.086485 nChanged 164 SP:Iteration 5Q (26.898036 sec): 3 clusters Score: Raw -207675.733601 + Penalty 258.815591 = -207416.918009 nChanged 163 SP:Iteration 6Q (26.904571 sec): 3 clusters Score: Raw -207748.599413 + Penalty 255.917519 = -207492.681894 nChanged 167 SP:Iteration 7Q (26.911051 sec): 3 clusters Score: Raw -207825.097435 + Penalty 251.274604 = -207573.822831 nChanged 189 SP:Iteration 8F (26.918006 sec): 3 clusters Score: Raw -207926.557448 + Penalty 243.742924 = -207682.814523 nChanged 222 SP:Iteration 9F (26.924806 sec): 3 clusters Score: Raw -208101.073614 + Penalty 233.491302 = -207867.582313 nChanged 219 SP:Iteration 10F (26.931613 sec): 3 clusters Score: Raw -208525.062274 + Penalty 231.980006 = -208293.082268 nChanged 81 SP:Iteration 11Q (26.937428 sec): 3 clusters Score: Raw -208889.286819 + Penalty 235.596095 = -208653.690723 nChanged 126 SP:Iteration 12Q (26.943136 sec): 3 clusters Score: Raw -209048.195902 + Penalty 239.227153 = -208808.968750 nChanged 147 SP:Iteration 13Q (26.948830 sec): 3 clusters Score: Raw -209282.603273 + Penalty 243.021421 = -209039.581853 nChanged 148 SP:Iteration 14Q (26.954522 sec): 3 clusters Score: Raw -209480.939810 + Penalty 244.930549 = -209236.009261 nChanged 62 SP:Iteration 15Q (26.960214 sec): 3 clusters Score: Raw -209568.545072 + Penalty 246.222853 = -209322.322219 nChanged 39 SP:Iteration 16Q (26.965928 sec): 3 clusters Score: Raw -209627.445121 + Penalty 246.608387 = -209380.836734 nChanged 16 SP:Iteration 17Q (26.971625 sec): 3 clusters Score: Raw -209652.844001 + Penalty 246.802015 = -209406.041986 nChanged 8 SP:Iteration 18Q (26.977445 sec): 3 clusters Score: Raw -209665.685721 + Penalty 246.988826 = -209418.696894 nChanged 4 SP:Iteration 19Q (26.983460 sec): 3 clusters Score: Raw -209677.781859 + Penalty 247.351716 = -209430.430144 nChanged 8 SP:Iteration 20F (26.990258 sec): 3 clusters Score: Raw -210008.663157 + Penalty 251.474978 = -209757.188179 nChanged 141 SP:Iteration 21Q (26.996067 sec): 3 clusters Score: Raw -210524.206662 + Penalty 253.635458 = -210270.571204 nChanged 56 SP:Iteration 22Q (27.001449 sec): 3 clusters Score: Raw -210661.559184 + Penalty 255.116988 = -210406.442196 nChanged 24 SP:Iteration 23Q (27.006782 sec): 3 clusters Score: Raw -210709.280317 + Penalty 255.964980 = -210453.315336 nChanged 12 SP:Iteration 24Q (27.012131 sec): 3 clusters Score: Raw -210721.355740 + Penalty 255.980234 = -210465.375505 nChanged 2 SP:Iteration 25Q (27.017496 sec): 3 clusters Score: Raw -210721.742399 + Penalty 255.980234 = -210465.762164 nChanged 0 SP:Iteration 26F (27.024250 sec): 3 clusters Score: Raw -210721.742399 + Penalty 255.980234 = -210465.762164 nChanged 0 Score: Raw -1036735.363502 + Penalty 13710.211614 = -1023025.151888 Splitting cluster 9 changes total score from -1005791.870578 to -1023025.151888 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.276113 sec): 2 clusters Score: Raw -23130.635974 + Penalty 457.343637 = -22673.292337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.277033 sec): 3 clusters Score: Raw -22976.870950 + Penalty 918.551852 = -22058.319098 nChanged 111 SP:Iteration 1F (27.277919 sec): 3 clusters Score: Raw -23066.660768 + Penalty 923.222442 = -22143.438327 nChanged 33 SP:Iteration 2F (27.278808 sec): 3 clusters Score: Raw -23102.461210 + Penalty 928.945440 = -22173.515770 nChanged 15 SP:Iteration 3Q (27.279691 sec): 3 clusters Score: Raw -23120.935407 + Penalty 937.932876 = -22183.002531 nChanged 19 SP:Iteration 4Q (27.280563 sec): 3 clusters Score: Raw -23150.838191 + Penalty 945.290996 = -22205.547194 nChanged 14 SP:Iteration 5Q (27.281421 sec): 3 clusters Score: Raw -23185.828197 + Penalty 951.264284 = -22234.563912 nChanged 17 SP:Iteration 6Q (27.282264 sec): 3 clusters Score: Raw -23224.438321 + Penalty 953.482826 = -22270.955495 nChanged 17 SP:Iteration 7Q (27.283093 sec): 3 clusters Score: Raw -23277.647606 + Penalty 956.090596 = -22321.557011 nChanged 17 SP:Iteration 8Q (27.283912 sec): 3 clusters Score: Raw -23343.425247 + Penalty 949.859797 = -22393.565450 nChanged 15 SP:Iteration 9Q (27.284748 sec): 3 clusters Score: Raw -23401.689853 + Penalty 939.280703 = -22462.409150 nChanged 14 SP:Iteration 10F (27.285671 sec): 3 clusters Score: Raw -23421.448506 + Penalty 928.899390 = -22492.549117 nChanged 14 SP:Iteration 11Q (27.286502 sec): 3 clusters Score: Raw -23450.046160 + Penalty 919.178111 = -22530.868049 nChanged 16 SP:Iteration 12Q (27.287330 sec): 3 clusters Score: Raw -23480.035142 + Penalty 914.132577 = -22565.902565 nChanged 9 SP:Iteration 13Q (27.288118 sec): 3 clusters Score: Raw -23490.592789 + Penalty 913.078884 = -22577.513905 nChanged 2 SP:Iteration 14Q (27.288889 sec): 3 clusters Score: Raw -23492.888336 + Penalty 910.952045 = -22581.936291 nChanged 4 SP:Iteration 15Q (27.289656 sec): 3 clusters Score: Raw -23498.097489 + Penalty 909.979763 = -22588.117727 nChanged 2 SP:Iteration 16Q (27.290409 sec): 3 clusters Score: Raw -23500.713768 + Penalty 909.979763 = -22590.734005 nChanged 0 SP:Iteration 17F (27.291291 sec): 3 clusters Score: Raw -23501.131605 + Penalty 909.355811 = -22591.775794 nChanged 1 SP:Iteration 18Q (27.292042 sec): 3 clusters Score: Raw -23507.959031 + Penalty 906.919900 = -22601.039131 nChanged 4 SP:Iteration 19Q (27.292793 sec): 3 clusters Score: Raw -23516.159524 + Penalty 906.109038 = -22610.050486 nChanged 1 SP:Iteration 20F (27.293675 sec): 3 clusters Score: Raw -23519.589414 + Penalty 906.109038 = -22613.480376 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.298731 sec): 2 clusters Score: Raw -60074.044755 + Penalty 272.602884 = -59801.441871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.300734 sec): 3 clusters Score: Raw -59465.443259 + Penalty 573.511322 = -58891.931938 nChanged 405 SP:Iteration 1F (27.302703 sec): 3 clusters Score: Raw -59826.207564 + Penalty 619.096431 = -59207.111132 nChanged 139 SP:Iteration 2F (27.304671 sec): 3 clusters Score: Raw -59992.544595 + Penalty 650.335166 = -59342.209429 nChanged 48 SP:Iteration 3Q (27.306559 sec): 3 clusters Score: Raw -60051.705698 + Penalty 671.279918 = -59380.425780 nChanged 14 SP:Iteration 4Q (27.308318 sec): 3 clusters Score: Raw -60067.841753 + Penalty 686.002246 = -59381.839506 nChanged 8 SP:Iteration 5Q (27.310042 sec): 3 clusters Score: Raw -60076.745506 + Penalty 702.213491 = -59374.532015 nChanged 5 SP:Iteration 6F (27.312133 sec): 3 clusters Score: Raw -60080.729434 + Penalty 708.000408 = -59372.729025 nChanged 2 SP:Iteration 7F (27.314202 sec): 3 clusters Score: Raw -60081.936594 + Penalty 723.653697 = -59358.282897 nChanged 3 SP:Iteration 8F (27.316231 sec): 3 clusters Score: Raw -60083.549068 + Penalty 720.755813 = -59362.793255 nChanged 4 SP:Iteration 9Q (27.318017 sec): 3 clusters Score: Raw -60088.465573 + Penalty 730.675389 = -59357.790185 nChanged 3 SP:Iteration 10F (27.320045 sec): 3 clusters Score: Raw -60090.460659 + Penalty 730.675389 = -59359.785270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.321182 sec): 2 clusters Score: Raw -13570.552240 + Penalty 653.025089 = -12917.527150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.321763 sec): 3 clusters Score: Raw -13563.407609 + Penalty 1307.919828 = -12255.487781 nChanged 39 SP:Iteration 1F (27.322338 sec): 3 clusters Score: Raw -13623.654325 + Penalty 1310.100544 = -12313.553782 nChanged 9 SP:Iteration 2Q (27.322895 sec): 3 clusters Score: Raw -13638.053596 + Penalty 1314.223421 = -12323.830175 nChanged 6 SP:Iteration 3Q (27.323451 sec): 3 clusters Score: Raw -13646.619256 + Penalty 1318.365720 = -12328.253535 nChanged 3 SP:Iteration 4Q (27.324005 sec): 3 clusters Score: Raw -13653.318554 + Penalty 1328.132705 = -12325.185849 nChanged 6 SP:Iteration 5F (27.324623 sec): 3 clusters Score: Raw -13660.785740 + Penalty 1331.471989 = -12329.313752 nChanged 3 SP:Iteration 6Q (27.325170 sec): 3 clusters Score: Raw -13669.512252 + Penalty 1336.048040 = -12333.464211 nChanged 4 SP:Iteration 7Q (27.325712 sec): 3 clusters Score: Raw -13673.733167 + Penalty 1340.362492 = -12333.370675 nChanged 2 SP:Iteration 8F (27.326274 sec): 3 clusters Score: Raw -13681.095074 + Penalty 1340.362492 = -12340.732582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.326832 sec): 2 clusters Score: Raw -2028.199984 + Penalty 95.709395 = -1932.490589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.327111 sec): 3 clusters Score: Raw -2027.731174 + Penalty 192.245397 = -1835.485777 nChanged 6 SP:Iteration 1F (27.327388 sec): 3 clusters Score: Raw -2034.007814 + Penalty 192.245397 = -1841.762417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.329768 sec): 2 clusters Score: Raw -25214.534533 + Penalty 163.817130 = -25050.717403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.330797 sec): 3 clusters Score: Raw -24989.456297 + Penalty 329.022235 = -24660.434062 nChanged 168 SP:Iteration 1F (27.331800 sec): 3 clusters Score: Raw -25094.911867 + Penalty 328.595439 = -24766.316428 nChanged 26 SP:Iteration 2F (27.332756 sec): 3 clusters Score: Raw -25110.055436 + Penalty 327.743922 = -24782.311514 nChanged 22 SP:Iteration 3F (27.333739 sec): 3 clusters Score: Raw -25126.479348 + Penalty 327.537536 = -24798.941812 nChanged 15 SP:Iteration 4Q (27.334678 sec): 3 clusters Score: Raw -25133.119630 + Penalty 326.995439 = -24806.124191 nChanged 9 SP:Iteration 5Q (27.335614 sec): 3 clusters Score: Raw -25136.886978 + Penalty 326.867199 = -24810.019778 nChanged 6 SP:Iteration 6Q (27.336551 sec): 3 clusters Score: Raw -25139.569044 + Penalty 327.070276 = -24812.498768 nChanged 6 SP:Iteration 7Q (27.337486 sec): 3 clusters Score: Raw -25142.043137 + Penalty 327.322718 = -24814.720419 nChanged 6 SP:Iteration 8Q (27.338421 sec): 3 clusters Score: Raw -25144.680870 + Penalty 327.923588 = -24816.757282 nChanged 7 SP:Iteration 9Q (27.339355 sec): 3 clusters Score: Raw -25147.601616 + Penalty 328.112532 = -24819.489083 nChanged 5 SP:Iteration 10F (27.340303 sec): 3 clusters Score: Raw -25148.922948 + Penalty 328.608703 = -24820.314245 nChanged 5 SP:Iteration 11Q (27.341236 sec): 3 clusters Score: Raw -25150.235890 + Penalty 329.044584 = -24821.191306 nChanged 5 SP:Iteration 12Q (27.342167 sec): 3 clusters Score: Raw -25151.195727 + Penalty 329.165582 = -24822.030146 nChanged 2 SP:Iteration 13Q (27.343101 sec): 3 clusters Score: Raw -25151.528725 + Penalty 329.535035 = -24821.993690 nChanged 3 SP:Iteration 14F (27.344053 sec): 3 clusters Score: Raw -25152.031802 + Penalty 329.815715 = -24822.216087 nChanged 2 SP:Iteration 15Q (27.344986 sec): 3 clusters Score: Raw -25152.342148 + Penalty 330.278802 = -24822.063346 nChanged 2 SP:Iteration 16F (27.345938 sec): 3 clusters Score: Raw -25152.668403 + Penalty 330.273546 = -24822.394858 nChanged 3 SP:Iteration 17Q (27.346866 sec): 3 clusters Score: Raw -25153.006598 + Penalty 330.273546 = -24822.733052 nChanged 0 SP:Iteration 18F (27.347818 sec): 3 clusters Score: Raw -25153.006598 + Penalty 330.273546 = -24822.733052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.348642 sec): 2 clusters Score: Raw -6411.904035 + Penalty 233.352809 = -6178.551226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.349055 sec): 3 clusters Score: Raw -6411.942700 + Penalty 467.490862 = -5944.451838 nChanged 19 SP:Iteration 1F (27.349459 sec): 3 clusters Score: Raw -6435.760726 + Penalty 466.775254 = -5968.985472 nChanged 6 SP:Iteration 2F (27.349861 sec): 3 clusters Score: Raw -6452.146400 + Penalty 467.326088 = -5984.820312 nChanged 3 SP:Iteration 3Q (27.350255 sec): 3 clusters Score: Raw -6456.896399 + Penalty 467.326088 = -5989.570311 nChanged 0 SP:Iteration 4F (27.350659 sec): 3 clusters Score: Raw -6456.896399 + Penalty 467.326088 = -5989.570311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.351456 sec): 2 clusters Score: Raw -7798.388802 + Penalty 338.317349 = -7460.071454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.351896 sec): 3 clusters Score: Raw -7772.196800 + Penalty 679.711830 = -7092.484971 nChanged 21 SP:Iteration 1F (27.352348 sec): 3 clusters Score: Raw -7793.640803 + Penalty 680.533045 = -7113.107757 nChanged 7 SP:Iteration 2F (27.352788 sec): 3 clusters Score: Raw -7802.098449 + Penalty 681.241494 = -7120.856955 nChanged 3 SP:Iteration 3Q (27.353223 sec): 3 clusters Score: Raw -7805.549559 + Penalty 683.605605 = -7121.943954 nChanged 2 SP:Iteration 4Q (27.353654 sec): 3 clusters Score: Raw -7807.656826 + Penalty 684.006545 = -7123.650281 nChanged 1 SP:Iteration 5Q (27.354084 sec): 3 clusters Score: Raw -7807.987958 + Penalty 685.164313 = -7122.823645 nChanged 1 SP:Iteration 6F (27.354520 sec): 3 clusters Score: Raw -7808.191387 + Penalty 685.164313 = -7123.027074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.355533 sec): 2 clusters Score: Raw -11938.205239 + Penalty 94.414496 = -11843.790743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.356116 sec): 3 clusters Score: Raw -11839.155925 + Penalty 201.516570 = -11637.639354 nChanged 76 SP:Iteration 1F (27.356716 sec): 3 clusters Score: Raw -11921.760608 + Penalty 204.648258 = -11717.112349 nChanged 14 SP:Iteration 2F (27.357295 sec): 3 clusters Score: Raw -11937.699729 + Penalty 207.713840 = -11729.985888 nChanged 7 SP:Iteration 3Q (27.357867 sec): 3 clusters Score: Raw -11940.672506 + Penalty 206.074225 = -11734.598281 nChanged 1 SP:Iteration 4Q (27.358437 sec): 3 clusters Score: Raw -11941.069222 + Penalty 205.008998 = -11736.060224 nChanged 1 SP:Iteration 5Q (27.359005 sec): 3 clusters Score: Raw -11941.360748 + Penalty 205.008998 = -11736.351750 nChanged 0 SP:Iteration 6F (27.359581 sec): 3 clusters Score: Raw -11941.360748 + Penalty 205.008998 = -11736.351750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.361984 sec): 2 clusters Score: Raw -24270.701807 + Penalty 626.233501 = -23644.468305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.362967 sec): 3 clusters Score: Raw -24214.604254 + Penalty 1283.112288 = -22931.491965 nChanged 116 SP:Iteration 1F (27.363934 sec): 3 clusters Score: Raw -24465.306964 + Penalty 1316.165988 = -23149.140976 nChanged 48 SP:Iteration 2F (27.364893 sec): 3 clusters Score: Raw -24554.124247 + Penalty 1317.925278 = -23236.198969 nChanged 19 SP:Iteration 3Q (27.365815 sec): 3 clusters Score: Raw -24591.457651 + Penalty 1317.284372 = -23274.173279 nChanged 7 SP:Iteration 4Q (27.366727 sec): 3 clusters Score: Raw -24631.214016 + Penalty 1315.061734 = -23316.152282 nChanged 4 SP:Iteration 5Q (27.367640 sec): 3 clusters Score: Raw -24648.720599 + Penalty 1310.000292 = -23338.720307 nChanged 7 SP:Iteration 6Q (27.368540 sec): 3 clusters Score: Raw -24668.292903 + Penalty 1303.849336 = -23364.443568 nChanged 5 SP:Iteration 7Q (27.369444 sec): 3 clusters Score: Raw -24679.565189 + Penalty 1301.748604 = -23377.816585 nChanged 1 SP:Iteration 8Q (27.370340 sec): 3 clusters Score: Raw -24681.857358 + Penalty 1299.771577 = -23382.085781 nChanged 3 SP:Iteration 9Q (27.371241 sec): 3 clusters Score: Raw -24686.358718 + Penalty 1298.718181 = -23387.640538 nChanged 1 SP:Iteration 10F (27.372197 sec): 3 clusters Score: Raw -24688.533868 + Penalty 1297.464885 = -23391.068983 nChanged 1 SP:Iteration 11Q (27.373111 sec): 3 clusters Score: Raw -24691.439121 + Penalty 1295.643899 = -23395.795222 nChanged 2 SP:Iteration 12Q (27.374033 sec): 3 clusters Score: Raw -24694.516551 + Penalty 1293.017204 = -23401.499347 nChanged 2 SP:Iteration 13Q (27.374956 sec): 3 clusters Score: Raw -24697.850943 + Penalty 1293.017204 = -23404.833739 nChanged 0 SP:Iteration 14F (27.375931 sec): 3 clusters Score: Raw -24697.850943 + Penalty 1293.017204 = -23404.833739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 29 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.384047 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.387052 sec): 3 clusters Score: Raw -86337.706571 + Penalty 101.203373 = -86236.503198 nChanged 739 SP:Iteration 1F (27.390145 sec): 3 clusters Score: Raw -87001.883364 + Penalty 100.905356 = -86900.978007 nChanged 84 SP:Iteration 2F (27.393138 sec): 3 clusters Score: Raw -87055.515465 + Penalty 100.249969 = -86955.265497 nChanged 67 SP:Iteration 3Q (27.395875 sec): 3 clusters Score: Raw -87093.269247 + Penalty 99.852579 = -86993.416668 nChanged 59 SP:Iteration 4Q (27.398559 sec): 3 clusters Score: Raw -87124.718920 + Penalty 99.895837 = -87024.823083 nChanged 61 SP:Iteration 5Q (27.401207 sec): 3 clusters Score: Raw -87167.568916 + Penalty 98.508018 = -87069.060898 nChanged 60 SP:Iteration 6Q (27.403849 sec): 3 clusters Score: Raw -87213.319414 + Penalty 99.123022 = -87114.196392 nChanged 46 SP:Iteration 7Q (27.406416 sec): 3 clusters Score: Raw -87249.281790 + Penalty 98.234439 = -87151.047351 nChanged 30 SP:Iteration 8Q (27.408883 sec): 3 clusters Score: Raw -87271.698217 + Penalty 97.448384 = -87174.249834 nChanged 22 SP:Iteration 9Q (27.411305 sec): 3 clusters Score: Raw -87286.204447 + Penalty 97.534769 = -87188.669678 nChanged 17 SP:Iteration 10F (27.414090 sec): 3 clusters Score: Raw -87295.119336 + Penalty 98.655603 = -87196.463733 nChanged 10 SP:Iteration 11Q (27.416339 sec): 3 clusters Score: Raw -87298.042202 + Penalty 94.415078 = -87203.627124 nChanged 6 SP:Iteration 12Q (27.418590 sec): 3 clusters Score: Raw -87298.956248 + Penalty 94.420596 = -87204.535652 nChanged 4 SP:Iteration 13Q (27.420827 sec): 3 clusters Score: Raw -87299.814622 + Penalty 94.436984 = -87205.377638 nChanged 6 SP:Iteration 14Q (27.423110 sec): 3 clusters Score: Raw -87303.507820 + Penalty 94.914411 = -87208.593410 nChanged 4 SP:Iteration 15Q (27.425386 sec): 3 clusters Score: Raw -87305.613103 + Penalty 95.028675 = -87210.584428 nChanged 5 SP:Iteration 16Q (27.427659 sec): 3 clusters Score: Raw -87305.581902 + Penalty 94.865541 = -87210.716361 nChanged 1 SP:Iteration 17Q (27.429870 sec): 3 clusters Score: Raw -87305.517916 + Penalty 95.042932 = -87210.474984 nChanged 1 SP:Iteration 18F (27.432622 sec): 3 clusters Score: Raw -87305.499658 + Penalty 92.798716 = -87212.700942 nChanged 1 SP:Iteration 19Q (27.435198 sec): 3 clusters Score: Raw -87305.405659 + Penalty 91.787748 = -87213.617911 nChanged 2 SP:Iteration 20F (27.438119 sec): 3 clusters Score: Raw -87305.960919 + Penalty 92.161108 = -87213.799811 nChanged 4 SP:Iteration 21Q (27.440699 sec): 3 clusters Score: Raw -87306.036947 + Penalty 92.779537 = -87213.257410 nChanged 5 SP:Iteration 22F (27.443610 sec): 3 clusters Score: Raw -87306.460236 + Penalty 89.361301 = -87217.098935 nChanged 11 SP:Iteration 23Q (27.445902 sec): 3 clusters Score: Raw -87317.270552 + Penalty 52.558602 = -87264.711950 nChanged 6 SP:Iteration 24Q (27.448040 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 SP:Iteration 25F (27.450182 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.454810 sec): 2 clusters Score: Raw -23642.148210 + Penalty 542.980161 = -23099.168049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.455790 sec): 3 clusters Score: Raw -23494.734856 + Penalty 1086.757811 = -22407.977045 nChanged 119 SP:Iteration 1F (27.456765 sec): 3 clusters Score: Raw -23613.396930 + Penalty 1087.790649 = -22525.606280 nChanged 43 SP:Iteration 2F (27.457730 sec): 3 clusters Score: Raw -23679.855901 + Penalty 1089.649545 = -22590.206356 nChanged 31 SP:Iteration 3F (27.458692 sec): 3 clusters Score: Raw -23712.290573 + Penalty 1093.105765 = -22619.184808 nChanged 14 SP:Iteration 4Q (27.459631 sec): 3 clusters Score: Raw -23725.267882 + Penalty 1094.675592 = -22630.592290 nChanged 8 SP:Iteration 5Q (27.460571 sec): 3 clusters Score: Raw -23734.404252 + Penalty 1097.187036 = -22637.217216 nChanged 6 SP:Iteration 6Q (27.461506 sec): 3 clusters Score: Raw -23742.003587 + Penalty 1096.363924 = -22645.639664 nChanged 6 SP:Iteration 7Q (27.462440 sec): 3 clusters Score: Raw -23748.030816 + Penalty 1095.980967 = -22652.049849 nChanged 5 SP:Iteration 8Q (27.463371 sec): 3 clusters Score: Raw -23753.596303 + Penalty 1095.601060 = -22657.995243 nChanged 3 SP:Iteration 9Q (27.464297 sec): 3 clusters Score: Raw -23756.472635 + Penalty 1095.834058 = -22660.638576 nChanged 3 SP:Iteration 10F (27.465263 sec): 3 clusters Score: Raw -23758.298324 + Penalty 1095.721394 = -22662.576931 nChanged 1 SP:Iteration 11Q (27.466232 sec): 3 clusters Score: Raw -23758.597686 + Penalty 1096.201598 = -22662.396089 nChanged 1 SP:Iteration 12F (27.467198 sec): 3 clusters Score: Raw -23759.237930 + Penalty 1096.934372 = -22662.303557 nChanged 1 SP:Iteration 13F (27.468164 sec): 3 clusters Score: Raw -23759.513398 + Penalty 1097.453980 = -22662.059418 nChanged 1 SP:Iteration 14F (27.469130 sec): 3 clusters Score: Raw -23759.573405 + Penalty 1097.453980 = -22662.119425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.469676 sec): 2 clusters Score: Raw -1424.686952 + Penalty 100.622228 = -1324.064724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.469943 sec): 3 clusters Score: Raw -1432.336877 + Penalty 202.019839 = -1230.317039 nChanged 2 SP:Iteration 1F (27.470209 sec): 3 clusters Score: Raw -1437.607794 + Penalty 200.878414 = -1236.729380 nChanged 1 SP:Iteration 2Q (27.470465 sec): 3 clusters Score: Raw -1440.681465 + Penalty 200.878414 = -1239.803051 nChanged 0 SP:Iteration 3F (27.470723 sec): 3 clusters Score: Raw -1440.681465 + Penalty 200.878414 = -1239.803051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.471288 sec): 2 clusters Score: Raw -2297.999754 + Penalty 175.781150 = -2122.218604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.471572 sec): 3 clusters Score: Raw -2297.203672 + Penalty 351.941420 = -1945.262251 nChanged 4 SP:Iteration 1F (27.471853 sec): 3 clusters Score: Raw -2307.608106 + Penalty 351.941420 = -1955.666686 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 39 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.475745 sec): 2 clusters Score: Raw -61833.711602 + Penalty 353.969662 = -61479.741940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.477799 sec): 3 clusters Score: Raw -61240.032754 + Penalty 728.663180 = -60511.369573 nChanged 419 SP:Iteration 1F (27.479828 sec): 3 clusters Score: Raw -61700.321257 + Penalty 747.799873 = -60952.521384 nChanged 122 SP:Iteration 2F (27.481856 sec): 3 clusters Score: Raw -61833.972207 + Penalty 755.536950 = -61078.435257 nChanged 52 SP:Iteration 3F (27.483928 sec): 3 clusters Score: Raw -61884.110917 + Penalty 758.242215 = -61125.868702 nChanged 33 SP:Iteration 4Q (27.485976 sec): 3 clusters Score: Raw -61915.053267 + Penalty 760.324642 = -61154.728625 nChanged 20 SP:Iteration 5Q (27.487944 sec): 3 clusters Score: Raw -61928.884589 + Penalty 761.231703 = -61167.652886 nChanged 16 SP:Iteration 6Q (27.489935 sec): 3 clusters Score: Raw -61938.571958 + Penalty 761.586410 = -61176.985548 nChanged 8 SP:Iteration 7Q (27.491962 sec): 3 clusters Score: Raw -61942.653238 + Penalty 761.230363 = -61181.422875 nChanged 3 SP:Iteration 8Q (27.493967 sec): 3 clusters Score: Raw -61944.577733 + Penalty 761.753971 = -61182.823762 nChanged 3 SP:Iteration 9Q (27.495833 sec): 3 clusters Score: Raw -61945.442151 + Penalty 762.134995 = -61183.307155 nChanged 1 SP:Iteration 10F (27.497868 sec): 3 clusters Score: Raw -61947.529386 + Penalty 761.404258 = -61186.125128 nChanged 4 SP:Iteration 11Q (27.499731 sec): 3 clusters Score: Raw -61949.856303 + Penalty 759.385821 = -61190.470482 nChanged 3 SP:Iteration 12Q (27.501595 sec): 3 clusters Score: Raw -61951.361379 + Penalty 759.870626 = -61191.490753 nChanged 3 SP:Iteration 13Q (27.503460 sec): 3 clusters Score: Raw -61952.109129 + Penalty 760.037084 = -61192.072045 nChanged 4 SP:Iteration 14Q (27.505321 sec): 3 clusters Score: Raw -61953.237599 + Penalty 760.037084 = -61193.200515 nChanged 0 SP:Iteration 15F (27.507355 sec): 3 clusters Score: Raw -61953.237599 + Penalty 760.037084 = -61193.200515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.509686 sec): 2 clusters Score: Raw -21676.330902 + Penalty 194.982908 = -21481.347993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.510587 sec): 3 clusters Score: Raw -21472.666975 + Penalty 408.124294 = -21064.542681 nChanged 141 SP:Iteration 1F (27.511467 sec): 3 clusters Score: Raw -21602.908628 + Penalty 425.077222 = -21177.831406 nChanged 47 SP:Iteration 2F (27.512354 sec): 3 clusters Score: Raw -21651.108587 + Penalty 440.322078 = -21210.786510 nChanged 24 SP:Iteration 3F (27.513233 sec): 3 clusters Score: Raw -21672.952723 + Penalty 442.777488 = -21230.175235 nChanged 7 SP:Iteration 4Q (27.514096 sec): 3 clusters Score: Raw -21675.684419 + Penalty 447.012116 = -21228.672304 nChanged 3 SP:Iteration 5F (27.514974 sec): 3 clusters Score: Raw -21677.107458 + Penalty 447.012116 = -21230.095342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 42 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.517088 sec): 2 clusters Score: Raw -33935.928853 + Penalty 277.914485 = -33658.014368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.518405 sec): 3 clusters Score: Raw -33652.871034 + Penalty 567.674587 = -33085.196447 nChanged 207 SP:Iteration 1F (27.519724 sec): 3 clusters Score: Raw -33800.619810 + Penalty 575.240469 = -33225.379341 nChanged 43 SP:Iteration 2F (27.521032 sec): 3 clusters Score: Raw -33834.882832 + Penalty 582.614545 = -33252.268287 nChanged 30 SP:Iteration 3F (27.522338 sec): 3 clusters Score: Raw -33849.838543 + Penalty 589.821844 = -33260.016698 nChanged 22 SP:Iteration 4Q (27.523630 sec): 3 clusters Score: Raw -33863.030540 + Penalty 594.773069 = -33268.257471 nChanged 17 SP:Iteration 5Q (27.524876 sec): 3 clusters Score: Raw -33871.515228 + Penalty 605.139480 = -33266.375748 nChanged 15 SP:Iteration 6F (27.526127 sec): 3 clusters Score: Raw -33879.406857 + Penalty 617.024651 = -33262.382206 nChanged 16 SP:Iteration 7F (27.527374 sec): 3 clusters Score: Raw -33888.811199 + Penalty 630.728458 = -33258.082741 nChanged 18 SP:Iteration 8F (27.528570 sec): 3 clusters Score: Raw -33898.981117 + Penalty 642.012260 = -33256.968857 nChanged 12 SP:Iteration 9F (27.529751 sec): 3 clusters Score: Raw -33907.827324 + Penalty 654.021419 = -33253.805905 nChanged 11 SP:Iteration 10F (27.530936 sec): 3 clusters Score: Raw -33918.496275 + Penalty 673.072824 = -33245.423451 nChanged 9 SP:Iteration 11F (27.532234 sec): 3 clusters Score: Raw -33930.042571 + Penalty 689.346323 = -33240.696247 nChanged 8 SP:Iteration 12F (27.533409 sec): 3 clusters Score: Raw -33942.331217 + Penalty 689.288884 = -33253.042333 nChanged 4 SP:Iteration 13Q (27.534488 sec): 3 clusters Score: Raw -33948.316644 + Penalty 689.148841 = -33259.167803 nChanged 1 SP:Iteration 14Q (27.535553 sec): 3 clusters Score: Raw -33949.077177 + Penalty 692.130844 = -33256.946333 nChanged 1 SP:Iteration 15F (27.536740 sec): 3 clusters Score: Raw -33950.028200 + Penalty 692.130844 = -33257.897355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.538269 sec): 2 clusters Score: Raw -18965.725214 + Penalty 189.654108 = -18776.071106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.539166 sec): 3 clusters Score: Raw -18790.795255 + Penalty 385.701587 = -18405.093668 nChanged 143 SP:Iteration 1F (27.540053 sec): 3 clusters Score: Raw -18928.425125 + Penalty 394.150406 = -18534.274719 nChanged 39 SP:Iteration 2F (27.540937 sec): 3 clusters Score: Raw -18973.856746 + Penalty 399.172388 = -18574.684358 nChanged 13 SP:Iteration 3Q (27.541807 sec): 3 clusters Score: Raw -18996.377421 + Penalty 401.972155 = -18594.405266 nChanged 12 SP:Iteration 4Q (27.542672 sec): 3 clusters Score: Raw -19011.031670 + Penalty 405.577605 = -18605.454065 nChanged 9 SP:Iteration 5Q (27.543520 sec): 3 clusters Score: Raw -19019.929278 + Penalty 409.866184 = -18610.063093 nChanged 8 SP:Iteration 6Q (27.544399 sec): 3 clusters Score: Raw -19026.393165 + Penalty 411.619091 = -18614.774074 nChanged 6 SP:Iteration 7Q (27.545240 sec): 3 clusters Score: Raw -19030.538437 + Penalty 416.117952 = -18614.420485 nChanged 4 SP:Iteration 8F (27.546124 sec): 3 clusters Score: Raw -19033.846621 + Penalty 421.378577 = -18612.468044 nChanged 3 SP:Iteration 9F (27.547010 sec): 3 clusters Score: Raw -19035.342236 + Penalty 422.932346 = -18612.409890 nChanged 1 SP:Iteration 10F (27.547895 sec): 3 clusters Score: Raw -19035.597461 + Penalty 424.910517 = -18610.686944 nChanged 1 SP:Iteration 11F (27.548780 sec): 3 clusters Score: Raw -19036.272148 + Penalty 432.576916 = -18603.695232 nChanged 4 SP:Iteration 12F (27.549664 sec): 3 clusters Score: Raw -19052.223362 + Penalty 433.684316 = -18618.539046 nChanged 3 SP:Iteration 13Q (27.550494 sec): 3 clusters Score: Raw -19069.033257 + Penalty 435.874234 = -18633.159022 nChanged 6 SP:Iteration 14Q (27.551321 sec): 3 clusters Score: Raw -19073.954401 + Penalty 443.436799 = -18630.517602 nChanged 7 SP:Iteration 15F (27.552209 sec): 3 clusters Score: Raw -19091.143845 + Penalty 450.521035 = -18640.622810 nChanged 6 SP:Iteration 16Q (27.553034 sec): 3 clusters Score: Raw -19112.976515 + Penalty 452.519959 = -18660.456556 nChanged 3 SP:Iteration 17Q (27.553847 sec): 3 clusters Score: Raw -19114.466892 + Penalty 453.767840 = -18660.699052 nChanged 1 SP:Iteration 18Q (27.554658 sec): 3 clusters Score: Raw -19114.758225 + Penalty 453.767840 = -18660.990385 nChanged 0 SP:Iteration 19F (27.555546 sec): 3 clusters Score: Raw -19114.758225 + Penalty 453.767840 = -18660.990385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.556920 sec): 2 clusters Score: Raw -21034.862997 + Penalty 341.739393 = -20693.123604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.557769 sec): 3 clusters Score: Raw -20891.299052 + Penalty 680.803829 = -20210.495223 nChanged 105 SP:Iteration 1F (27.558605 sec): 3 clusters Score: Raw -21015.467138 + Penalty 675.924305 = -20339.542833 nChanged 33 SP:Iteration 2F (27.559440 sec): 3 clusters Score: Raw -21064.214626 + Penalty 669.979468 = -20394.235157 nChanged 20 SP:Iteration 3F (27.560276 sec): 3 clusters Score: Raw -21089.713900 + Penalty 666.197850 = -20423.516050 nChanged 15 SP:Iteration 4Q (27.561083 sec): 3 clusters Score: Raw -21104.644069 + Penalty 659.947804 = -20444.696265 nChanged 14 SP:Iteration 5Q (27.561884 sec): 3 clusters Score: Raw -21123.195665 + Penalty 656.563261 = -20466.632404 nChanged 9 SP:Iteration 6Q (27.562682 sec): 3 clusters Score: Raw -21130.817776 + Penalty 654.764247 = -20476.053529 nChanged 8 SP:Iteration 7Q (27.563468 sec): 3 clusters Score: Raw -21140.631904 + Penalty 651.097564 = -20489.534339 nChanged 7 SP:Iteration 8Q (27.564249 sec): 3 clusters Score: Raw -21148.048748 + Penalty 647.715386 = -20500.333362 nChanged 7 SP:Iteration 9Q (27.565029 sec): 3 clusters Score: Raw -21151.385728 + Penalty 647.251243 = -20504.134484 nChanged 1 SP:Iteration 10F (27.565865 sec): 3 clusters Score: Raw -21152.148392 + Penalty 647.251243 = -20504.897149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.567180 sec): 2 clusters Score: Raw -20867.454500 + Penalty 42.200208 = -20825.254292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.568049 sec): 3 clusters Score: Raw -20659.744724 + Penalty 85.882936 = -20573.861788 nChanged 168 SP:Iteration 1F (27.568904 sec): 3 clusters Score: Raw -20810.103844 + Penalty 85.351472 = -20724.752372 nChanged 16 SP:Iteration 2Q (27.569749 sec): 3 clusters Score: Raw -20821.202903 + Penalty 84.764642 = -20736.438261 nChanged 15 SP:Iteration 3Q (27.570588 sec): 3 clusters Score: Raw -20837.277584 + Penalty 83.072309 = -20754.205275 nChanged 14 SP:Iteration 4Q (27.571517 sec): 3 clusters Score: Raw -20857.740090 + Penalty 83.006955 = -20774.733136 nChanged 9 SP:Iteration 5Q (27.572307 sec): 3 clusters Score: Raw -20864.784983 + Penalty 82.976806 = -20781.808177 nChanged 6 SP:Iteration 6Q (27.573091 sec): 3 clusters Score: Raw -20867.203853 + Penalty 83.146179 = -20784.057674 nChanged 3 SP:Iteration 7Q (27.573853 sec): 3 clusters Score: Raw -20867.251099 + Penalty 83.146179 = -20784.104920 nChanged 0 SP:Iteration 8F (27.574694 sec): 3 clusters Score: Raw -20867.251099 + Penalty 83.146179 = -20784.104920 nChanged 0 Deleting Class 19 (122 points): Lose 325.200681 but Gain 693.327167 Iteration 119Q (27.674523 sec): 27 clusters Score: Raw -1021329.288981 + Penalty 13026.309314 = -1008302.979667 nChanged 225 Deleting Class 36 (41 points): Lose 153.066809 but Gain 472.125605 Iteration 120F (27.921818 sec): 26 clusters Score: Raw -1021381.889622 + Penalty 12569.056029 = -1008812.833593 nChanged 107 Deleting Class 15 (35 points): Lose 120.623940 but Gain 264.838499 Iteration 121Q (27.977102 sec): 25 clusters Score: Raw -1021340.805947 + Penalty 12312.784148 = -1009028.021799 nChanged 74 Deleting Class 33 (49 points): Lose 193.833945 but Gain 305.765858 Iteration 122Q (28.032240 sec): 24 clusters Score: Raw -1021225.466118 + Penalty 12023.563662 = -1009201.902456 nChanged 68 Deleting Class 18 (111 points): Lose 498.250464 but Gain 499.389544 Iteration 123Q (28.086204 sec): 23 clusters Score: Raw -1020802.147361 + Penalty 11541.553669 = -1009260.593692 nChanged 128 Iteration 124Q (28.140012 sec): 23 clusters Score: Raw -1021053.639042 + Penalty 11544.641132 = -1009508.997911 nChanged 16 Iteration 125Q (28.192480 sec): 23 clusters Score: Raw -1021057.758104 + Penalty 11545.900313 = -1009511.857790 nChanged 7 Iteration 126Q (28.245197 sec): 23 clusters Score: Raw -1021060.536437 + Penalty 11545.667887 = -1009514.868550 nChanged 8 Iteration 127Q (28.297548 sec): 23 clusters Score: Raw -1021064.498199 + Penalty 11548.555186 = -1009515.943013 nChanged 4 Iteration 128Q (28.350199 sec): 23 clusters Score: Raw -1021067.039090 + Penalty 11551.346135 = -1009515.692955 nChanged 6 Iteration 129F (28.561755 sec): 23 clusters Score: Raw -1021068.482183 + Penalty 11552.541809 = -1009515.940374 nChanged 2 Iteration 130F (28.772601 sec): 23 clusters Score: Raw -1021068.965305 + Penalty 11553.896556 = -1009515.068748 nChanged 1 Iteration 131F (28.985739 sec): 23 clusters Score: Raw -1021069.198449 + Penalty 11553.812498 = -1009515.385952 nChanged 1 Iteration 132Q (29.038787 sec): 23 clusters Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769 nChanged 0 Iteration 133F (29.250040 sec): 23 clusters Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.295842 sec): 2 clusters Score: Raw -129832.782497 + Penalty 169.440951 = -129663.341546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.300113 sec): 3 clusters Score: Raw -128372.558693 + Penalty 361.068765 = -128011.489929 nChanged 1044 SP:Iteration 1F (29.304322 sec): 3 clusters Score: Raw -129315.127464 + Penalty 394.672036 = -128920.455428 nChanged 283 SP:Iteration 2F (29.308496 sec): 3 clusters Score: Raw -129593.459910 + Penalty 420.182086 = -129173.277824 nChanged 132 SP:Iteration 3F (29.312679 sec): 3 clusters Score: Raw -129726.840542 + Penalty 434.841436 = -129291.999105 nChanged 66 SP:Iteration 4Q (29.316793 sec): 3 clusters Score: Raw -129787.978756 + Penalty 442.718863 = -129345.259893 nChanged 43 SP:Iteration 5Q (29.320548 sec): 3 clusters Score: Raw -129821.564632 + Penalty 450.444996 = -129371.119636 nChanged 30 SP:Iteration 6Q (29.324234 sec): 3 clusters Score: Raw -129835.032389 + Penalty 454.487706 = -129380.544683 nChanged 18 SP:Iteration 7Q (29.327841 sec): 3 clusters Score: Raw -129844.803410 + Penalty 460.177593 = -129384.625817 nChanged 18 SP:Iteration 8Q (29.331571 sec): 3 clusters Score: Raw -129854.985716 + Penalty 466.925617 = -129388.060100 nChanged 18 SP:Iteration 9Q (29.335426 sec): 3 clusters Score: Raw -129865.629031 + Penalty 476.392756 = -129389.236275 nChanged 21 SP:Iteration 10F (29.339794 sec): 3 clusters Score: Raw -129876.157366 + Penalty 486.509524 = -129389.647842 nChanged 12 SP:Iteration 11Q (29.343347 sec): 3 clusters Score: Raw -129880.882363 + Penalty 500.285834 = -129380.596529 nChanged 14 SP:Iteration 12F (29.347508 sec): 3 clusters Score: Raw -129886.625650 + Penalty 507.929701 = -129378.695949 nChanged 10 SP:Iteration 13F (29.351662 sec): 3 clusters Score: Raw -129889.836522 + Penalty 513.874772 = -129375.961750 nChanged 8 SP:Iteration 14F (29.355822 sec): 3 clusters Score: Raw -129891.658443 + Penalty 517.241434 = -129374.417009 nChanged 2 SP:Iteration 15F (29.360018 sec): 3 clusters Score: Raw -129891.866876 + Penalty 518.885792 = -129372.981084 nChanged 1 SP:Iteration 16F (29.364184 sec): 3 clusters Score: Raw -129891.965179 + Penalty 522.403426 = -129369.561753 nChanged 2 SP:Iteration 17F (29.368339 sec): 3 clusters Score: Raw -129892.200096 + Penalty 525.859591 = -129366.340505 nChanged 2 SP:Iteration 18F (29.372491 sec): 3 clusters Score: Raw -129892.487788 + Penalty 532.286979 = -129360.200809 nChanged 5 SP:Iteration 19F (29.376654 sec): 3 clusters Score: Raw -129893.831906 + Penalty 536.594643 = -129357.237263 nChanged 4 SP:Iteration 20F (29.380826 sec): 3 clusters Score: Raw -129894.410338 + Penalty 536.047168 = -129358.363170 nChanged 1 SP:Iteration 21Q (29.384322 sec): 3 clusters Score: Raw -129894.447553 + Penalty 536.047168 = -129358.400385 nChanged 0 SP:Iteration 22F (29.388480 sec): 3 clusters Score: Raw -129894.447553 + Penalty 536.047168 = -129358.400385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 2 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.400523 sec): 2 clusters Score: Raw -148260.636215 + Penalty 151.091407 = -148109.544808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.405213 sec): 3 clusters Score: Raw -146582.741572 + Penalty 301.949525 = -146280.792047 nChanged 1218 SP:Iteration 1F (29.409965 sec): 3 clusters Score: Raw -147645.292151 + Penalty 307.748767 = -147337.543384 nChanged 418 SP:Iteration 2F (29.414708 sec): 3 clusters Score: Raw -147961.805515 + Penalty 317.220289 = -147644.585227 nChanged 201 SP:Iteration 3F (29.419465 sec): 3 clusters Score: Raw -148093.403709 + Penalty 326.696831 = -147766.706879 nChanged 136 SP:Iteration 4F (29.424172 sec): 3 clusters Score: Raw -148173.618047 + Penalty 335.992670 = -147837.625377 nChanged 107 SP:Iteration 5Q (29.428703 sec): 3 clusters Score: Raw -148240.284782 + Penalty 348.438148 = -147891.846634 nChanged 97 SP:Iteration 6Q (29.433282 sec): 3 clusters Score: Raw -148295.886267 + Penalty 364.343620 = -147931.542646 nChanged 89 SP:Iteration 7Q (29.438102 sec): 3 clusters Score: Raw -148348.323227 + Penalty 375.858259 = -147972.464968 nChanged 58 SP:Iteration 8Q (29.442682 sec): 3 clusters Score: Raw -148372.757878 + Penalty 385.334376 = -147987.423502 nChanged 39 SP:Iteration 9Q (29.447225 sec): 3 clusters Score: Raw -148386.351280 + Penalty 395.127171 = -147991.224109 nChanged 31 SP:Iteration 10F (29.451772 sec): 3 clusters Score: Raw -148399.346471 + Penalty 406.856491 = -147992.489980 nChanged 36 SP:Iteration 11Q (29.456334 sec): 3 clusters Score: Raw -148415.628215 + Penalty 419.468835 = -147996.159379 nChanged 36 SP:Iteration 12Q (29.460929 sec): 3 clusters Score: Raw -148431.461791 + Penalty 429.368631 = -148002.093159 nChanged 34 SP:Iteration 13Q (29.465495 sec): 3 clusters Score: Raw -148447.610236 + Penalty 447.227378 = -148000.382858 nChanged 29 SP:Iteration 14F (29.470086 sec): 3 clusters Score: Raw -148461.724654 + Penalty 460.243653 = -148001.481002 nChanged 18 SP:Iteration 15Q (29.474653 sec): 3 clusters Score: Raw -148472.717325 + Penalty 473.966588 = -147998.750738 nChanged 12 SP:Iteration 16F (29.479204 sec): 3 clusters Score: Raw -148489.316652 + Penalty 488.888063 = -148000.428589 nChanged 11 SP:Iteration 17Q (29.483703 sec): 3 clusters Score: Raw -148509.206850 + Penalty 501.494354 = -148007.712496 nChanged 10 SP:Iteration 18Q (29.487880 sec): 3 clusters Score: Raw -148518.450494 + Penalty 514.620830 = -148003.829664 nChanged 9 SP:Iteration 19F (29.492432 sec): 3 clusters Score: Raw -148528.210359 + Penalty 524.073660 = -148004.136699 nChanged 8 SP:Iteration 20F (29.497025 sec): 3 clusters Score: Raw -148537.976173 + Penalty 525.547328 = -148012.428845 nChanged 7 SP:Iteration 21Q (29.500839 sec): 3 clusters Score: Raw -148543.601608 + Penalty 528.942024 = -148014.659585 nChanged 4 SP:Iteration 22Q (29.504603 sec): 3 clusters Score: Raw -148548.349282 + Penalty 526.079833 = -148022.269449 nChanged 3 SP:Iteration 23Q (29.508349 sec): 3 clusters Score: Raw -148548.686939 + Penalty 526.079833 = -148022.607107 nChanged 0 SP:Iteration 24F (29.512900 sec): 3 clusters Score: Raw -148548.686939 + Penalty 526.079833 = -148022.607107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.518463 sec): 2 clusters Score: Raw -75860.814727 + Penalty 326.351950 = -75534.462777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.520881 sec): 3 clusters Score: Raw -75127.526150 + Penalty 648.037298 = -74479.488852 nChanged 536 SP:Iteration 1F (29.523249 sec): 3 clusters Score: Raw -75503.506881 + Penalty 647.391746 = -74856.115135 nChanged 188 SP:Iteration 2F (29.525607 sec): 3 clusters Score: Raw -75738.404682 + Penalty 649.142478 = -75089.262204 nChanged 122 SP:Iteration 3F (29.527962 sec): 3 clusters Score: Raw -75883.949356 + Penalty 653.562342 = -75230.387014 nChanged 83 SP:Iteration 4F (29.530318 sec): 3 clusters Score: Raw -75972.733987 + Penalty 657.487255 = -75315.246731 nChanged 44 SP:Iteration 5Q (29.532560 sec): 3 clusters Score: Raw -75996.573852 + Penalty 660.196463 = -75336.377389 nChanged 19 SP:Iteration 6Q (29.534801 sec): 3 clusters Score: Raw -76004.742863 + Penalty 663.466055 = -75341.276808 nChanged 17 SP:Iteration 7Q (29.537050 sec): 3 clusters Score: Raw -76013.433629 + Penalty 666.996828 = -75346.436800 nChanged 18 SP:Iteration 8Q (29.539433 sec): 3 clusters Score: Raw -76021.653254 + Penalty 670.668691 = -75350.984562 nChanged 15 SP:Iteration 9Q (29.541790 sec): 3 clusters Score: Raw -76029.663238 + Penalty 673.341937 = -75356.321302 nChanged 11 SP:Iteration 10F (29.544189 sec): 3 clusters Score: Raw -76036.930381 + Penalty 676.191226 = -75360.739156 nChanged 12 SP:Iteration 11Q (29.546408 sec): 3 clusters Score: Raw -76045.401543 + Penalty 678.326744 = -75367.074799 nChanged 8 SP:Iteration 12Q (29.548593 sec): 3 clusters Score: Raw -76048.696104 + Penalty 680.841788 = -75367.854316 nChanged 13 SP:Iteration 13Q (29.550742 sec): 3 clusters Score: Raw -76052.809013 + Penalty 682.040244 = -75370.768769 nChanged 6 SP:Iteration 14Q (29.552880 sec): 3 clusters Score: Raw -76053.940925 + Penalty 683.025989 = -75370.914936 nChanged 4 SP:Iteration 15Q (29.555017 sec): 3 clusters Score: Raw -76054.964849 + Penalty 683.551711 = -75371.413139 nChanged 3 SP:Iteration 16Q (29.557150 sec): 3 clusters Score: Raw -76055.547845 + Penalty 683.979357 = -75371.568488 nChanged 2 SP:Iteration 17Q (29.559280 sec): 3 clusters Score: Raw -76056.013065 + Penalty 683.979357 = -75372.033708 nChanged 0 SP:Iteration 18F (29.561669 sec): 3 clusters Score: Raw -76056.013065 + Penalty 683.979357 = -75372.033708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 4 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.564355 sec): 2 clusters Score: Raw -23041.055474 + Penalty 603.480862 = -22437.574612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.565363 sec): 3 clusters Score: Raw -22907.672833 + Penalty 1209.070535 = -21698.602298 nChanged 114 SP:Iteration 1F (29.566315 sec): 3 clusters Score: Raw -23039.786789 + Penalty 1210.674472 = -21829.112317 nChanged 42 SP:Iteration 2F (29.567268 sec): 3 clusters Score: Raw -23092.065075 + Penalty 1210.029172 = -21882.035903 nChanged 17 SP:Iteration 3Q (29.568199 sec): 3 clusters Score: Raw -23105.339288 + Penalty 1210.361741 = -21894.977546 nChanged 10 SP:Iteration 4Q (29.569128 sec): 3 clusters Score: Raw -23115.152804 + Penalty 1210.138172 = -21905.014632 nChanged 7 SP:Iteration 5Q (29.570057 sec): 3 clusters Score: Raw -23120.733908 + Penalty 1210.076928 = -21910.656980 nChanged 5 SP:Iteration 6Q (29.570982 sec): 3 clusters Score: Raw -23126.001845 + Penalty 1209.813064 = -21916.188781 nChanged 4 SP:Iteration 7Q (29.571906 sec): 3 clusters Score: Raw -23134.069015 + Penalty 1208.854998 = -21925.214017 nChanged 4 SP:Iteration 8Q (29.572828 sec): 3 clusters Score: Raw -23138.206689 + Penalty 1207.597785 = -21930.608905 nChanged 3 SP:Iteration 9Q (29.573748 sec): 3 clusters Score: Raw -23141.438525 + Penalty 1206.595480 = -21934.843045 nChanged 1 SP:Iteration 10F (29.574697 sec): 3 clusters Score: Raw -23142.767785 + Penalty 1206.237354 = -21936.530432 nChanged 1 SP:Iteration 11Q (29.575616 sec): 3 clusters Score: Raw -23143.712859 + Penalty 1206.237354 = -21937.475505 nChanged 0 SP:Iteration 12F (29.576566 sec): 3 clusters Score: Raw -23143.712859 + Penalty 1206.237354 = -21937.475505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.578463 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.579217 sec): 3 clusters Score: Raw -18615.636425 + Penalty 109.875698 = -18505.760726 nChanged 132 SP:Iteration 1F (29.579956 sec): 3 clusters Score: Raw -18702.150193 + Penalty 109.550054 = -18592.600139 nChanged 23 SP:Iteration 2F (29.580694 sec): 3 clusters Score: Raw -18738.319433 + Penalty 108.958404 = -18629.361028 nChanged 28 SP:Iteration 3F (29.581433 sec): 3 clusters Score: Raw -18760.765656 + Penalty 108.894018 = -18651.871638 nChanged 11 SP:Iteration 4Q (29.582165 sec): 3 clusters Score: Raw -18763.950046 + Penalty 108.951421 = -18654.998625 nChanged 6 SP:Iteration 5Q (29.582891 sec): 3 clusters Score: Raw -18767.137725 + Penalty 109.026331 = -18658.111394 nChanged 3 SP:Iteration 6Q (29.583620 sec): 3 clusters Score: Raw -18767.981660 + Penalty 109.019369 = -18658.962291 nChanged 2 SP:Iteration 7Q (29.584344 sec): 3 clusters Score: Raw -18768.378472 + Penalty 109.019369 = -18659.359104 nChanged 0 SP:Iteration 8F (29.585080 sec): 3 clusters Score: Raw -18768.378472 + Penalty 109.019369 = -18659.359104 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.590900 sec): 2 clusters Score: Raw -104055.037694 + Penalty 540.043828 = -103514.993866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.593944 sec): 3 clusters Score: Raw -103176.660438 + Penalty 1089.407496 = -102087.252943 nChanged 649 SP:Iteration 1F (29.596933 sec): 3 clusters Score: Raw -103645.641392 + Penalty 1106.248227 = -102539.393165 nChanged 180 SP:Iteration 2F (29.599935 sec): 3 clusters Score: Raw -103821.280182 + Penalty 1129.491165 = -102691.789017 nChanged 128 SP:Iteration 3F (29.602916 sec): 3 clusters Score: Raw -103961.383676 + Penalty 1154.825771 = -102806.557905 nChanged 109 SP:Iteration 4F (29.605894 sec): 3 clusters Score: Raw -104057.148316 + Penalty 1176.612994 = -102880.535322 nChanged 71 SP:Iteration 5Q (29.608747 sec): 3 clusters Score: Raw -104109.242843 + Penalty 1191.128237 = -102918.114607 nChanged 46 SP:Iteration 6Q (29.611572 sec): 3 clusters Score: Raw -104140.959831 + Penalty 1199.843350 = -102941.116481 nChanged 40 SP:Iteration 7Q (29.614340 sec): 3 clusters Score: Raw -104164.272546 + Penalty 1208.602293 = -102955.670253 nChanged 31 SP:Iteration 8Q (29.617088 sec): 3 clusters Score: Raw -104181.164540 + Penalty 1214.360266 = -102966.804274 nChanged 18 SP:Iteration 9Q (29.619867 sec): 3 clusters Score: Raw -104190.993366 + Penalty 1218.205961 = -102972.787405 nChanged 16 SP:Iteration 10F (29.622934 sec): 3 clusters Score: Raw -104197.566320 + Penalty 1220.115187 = -102977.451134 nChanged 13 SP:Iteration 11Q (29.625684 sec): 3 clusters Score: Raw -104204.063428 + Penalty 1221.598277 = -102982.465151 nChanged 9 SP:Iteration 12Q (29.628412 sec): 3 clusters Score: Raw -104210.015881 + Penalty 1221.535727 = -102988.480154 nChanged 7 SP:Iteration 13Q (29.631126 sec): 3 clusters Score: Raw -104213.274028 + Penalty 1220.777356 = -102992.496672 nChanged 5 SP:Iteration 14Q (29.633836 sec): 3 clusters Score: Raw -104215.384303 + Penalty 1219.405577 = -102995.978727 nChanged 5 SP:Iteration 15Q (29.636570 sec): 3 clusters Score: Raw -104216.371260 + Penalty 1219.907727 = -102996.463533 nChanged 3 SP:Iteration 16Q (29.639295 sec): 3 clusters Score: Raw -104217.830907 + Penalty 1220.495045 = -102997.335862 nChanged 3 SP:Iteration 17Q (29.642256 sec): 3 clusters Score: Raw -104220.154281 + Penalty 1219.005117 = -103001.149164 nChanged 3 SP:Iteration 18Q (29.645051 sec): 3 clusters Score: Raw -104221.531098 + Penalty 1218.714566 = -103002.816533 nChanged 2 SP:Iteration 19Q (29.647751 sec): 3 clusters Score: Raw -104222.867781 + Penalty 1218.665901 = -103004.201880 nChanged 2 SP:Iteration 20F (29.650725 sec): 3 clusters Score: Raw -104223.662246 + Penalty 1218.665901 = -103004.996345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.656850 sec): 2 clusters Score: Raw -59288.512832 + Penalty 174.582627 = -59113.930205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.658880 sec): 3 clusters Score: Raw -58650.868000 + Penalty 347.720352 = -58303.147648 nChanged 441 SP:Iteration 1F (29.660868 sec): 3 clusters Score: Raw -59020.047347 + Penalty 348.527206 = -58671.520141 nChanged 127 SP:Iteration 2F (29.662859 sec): 3 clusters Score: Raw -59132.515118 + Penalty 349.818813 = -58782.696305 nChanged 77 SP:Iteration 3F (29.664914 sec): 3 clusters Score: Raw -59184.745770 + Penalty 352.731989 = -58832.013781 nChanged 51 SP:Iteration 4Q (29.666926 sec): 3 clusters Score: Raw -59206.651669 + Penalty 354.040038 = -58852.611632 nChanged 28 SP:Iteration 5Q (29.668901 sec): 3 clusters Score: Raw -59216.623390 + Penalty 354.842304 = -58861.781086 nChanged 16 SP:Iteration 6Q (29.670865 sec): 3 clusters Score: Raw -59219.943821 + Penalty 355.799613 = -58864.144208 nChanged 9 SP:Iteration 7Q (29.672825 sec): 3 clusters Score: Raw -59222.720368 + Penalty 356.716496 = -58866.003871 nChanged 8 SP:Iteration 8Q (29.674791 sec): 3 clusters Score: Raw -59225.991057 + Penalty 356.524933 = -58869.466125 nChanged 6 SP:Iteration 9Q (29.676753 sec): 3 clusters Score: Raw -59227.720183 + Penalty 357.568860 = -58870.151323 nChanged 6 SP:Iteration 10F (29.678740 sec): 3 clusters Score: Raw -59229.102495 + Penalty 358.551102 = -58870.551393 nChanged 5 SP:Iteration 11Q (29.680705 sec): 3 clusters Score: Raw -59230.600807 + Penalty 358.646002 = -58871.954805 nChanged 5 SP:Iteration 12Q (29.682670 sec): 3 clusters Score: Raw -59231.871101 + Penalty 358.827220 = -58873.043881 nChanged 2 SP:Iteration 13Q (29.684638 sec): 3 clusters Score: Raw -59232.577613 + Penalty 359.462772 = -58873.114841 nChanged 4 SP:Iteration 14Q (29.686603 sec): 3 clusters Score: Raw -59233.315899 + Penalty 359.796599 = -58873.519300 nChanged 1 SP:Iteration 15Q (29.688575 sec): 3 clusters Score: Raw -59233.409946 + Penalty 359.796599 = -58873.613347 nChanged 0 SP:Iteration 16F (29.690614 sec): 3 clusters Score: Raw -59233.409946 + Penalty 359.796599 = -58873.613347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 9 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.696758 sec): 2 clusters Score: Raw -74447.917640 + Penalty 103.820024 = -74344.097616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.699240 sec): 3 clusters Score: Raw -73657.989095 + Penalty 221.055911 = -73436.933184 nChanged 570 SP:Iteration 1F (29.701671 sec): 3 clusters Score: Raw -74222.042742 + Penalty 226.434085 = -73995.608656 nChanged 114 SP:Iteration 2F (29.704027 sec): 3 clusters Score: Raw -74322.913413 + Penalty 234.922797 = -74087.990616 nChanged 70 SP:Iteration 3F (29.706385 sec): 3 clusters Score: Raw -74395.063950 + Penalty 241.813250 = -74153.250700 nChanged 36 SP:Iteration 4Q (29.708757 sec): 3 clusters Score: Raw -74425.944343 + Penalty 237.895049 = -74188.049293 nChanged 17 SP:Iteration 5Q (29.711003 sec): 3 clusters Score: Raw -74440.965150 + Penalty 241.222373 = -74199.742777 nChanged 11 SP:Iteration 6Q (29.713154 sec): 3 clusters Score: Raw -74453.738482 + Penalty 244.521669 = -74209.216813 nChanged 5 SP:Iteration 7Q (29.715196 sec): 3 clusters Score: Raw -74458.283409 + Penalty 247.369404 = -74210.914005 nChanged 3 SP:Iteration 8Q (29.717205 sec): 3 clusters Score: Raw -74461.642142 + Penalty 250.373188 = -74211.268954 nChanged 2 SP:Iteration 9Q (29.719193 sec): 3 clusters Score: Raw -74462.870744 + Penalty 255.180506 = -74207.690238 nChanged 4 SP:Iteration 10F (29.721545 sec): 3 clusters Score: Raw -74464.160786 + Penalty 255.240716 = -74208.920070 nChanged 1 SP:Iteration 11Q (29.723511 sec): 3 clusters Score: Raw -74464.515844 + Penalty 255.039984 = -74209.475859 nChanged 1 SP:Iteration 12Q (29.725469 sec): 3 clusters Score: Raw -74464.793764 + Penalty 255.039984 = -74209.753779 nChanged 0 SP:Iteration 13F (29.727822 sec): 3 clusters Score: Raw -74464.793764 + Penalty 255.039984 = -74209.753779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.730948 sec): 2 clusters Score: Raw -23597.924172 + Penalty 459.705774 = -23138.218398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.731833 sec): 3 clusters Score: Raw -23460.714732 + Penalty 925.736358 = -22534.978374 nChanged 116 SP:Iteration 1F (29.732734 sec): 3 clusters Score: Raw -23555.435514 + Penalty 936.581350 = -22618.854164 nChanged 35 SP:Iteration 2F (29.733624 sec): 3 clusters Score: Raw -23590.131445 + Penalty 953.011474 = -22637.119971 nChanged 26 SP:Iteration 3F (29.734508 sec): 3 clusters Score: Raw -23624.941359 + Penalty 975.834154 = -22649.107205 nChanged 22 SP:Iteration 4F (29.735392 sec): 3 clusters Score: Raw -23662.483518 + Penalty 988.048198 = -22674.435321 nChanged 10 SP:Iteration 5Q (29.736249 sec): 3 clusters Score: Raw -23680.306683 + Penalty 993.132627 = -22687.174056 nChanged 9 SP:Iteration 6Q (29.737093 sec): 3 clusters Score: Raw -23690.902558 + Penalty 995.003779 = -22695.898779 nChanged 3 SP:Iteration 7Q (29.737941 sec): 3 clusters Score: Raw -23695.095211 + Penalty 996.966013 = -22698.129198 nChanged 6 SP:Iteration 8Q (29.738780 sec): 3 clusters Score: Raw -23705.923684 + Penalty 999.309679 = -22706.614005 nChanged 6 SP:Iteration 9Q (29.739615 sec): 3 clusters Score: Raw -23711.192916 + Penalty 1004.849125 = -22706.343791 nChanged 3 SP:Iteration 10F (29.740497 sec): 3 clusters Score: Raw -23717.317019 + Penalty 1006.873420 = -22710.443600 nChanged 1 SP:Iteration 11Q (29.741325 sec): 3 clusters Score: Raw -23718.492204 + Penalty 1008.135148 = -22710.357056 nChanged 1 SP:Iteration 12F (29.742237 sec): 3 clusters Score: Raw -23719.504142 + Penalty 1009.147774 = -22710.356368 nChanged 1 SP:Iteration 13F (29.743163 sec): 3 clusters Score: Raw -23721.651750 + Penalty 1010.364007 = -22711.287743 nChanged 2 SP:Iteration 14Q (29.744058 sec): 3 clusters Score: Raw -23726.267354 + Penalty 1011.876575 = -22714.390780 nChanged 1 SP:Iteration 15Q (29.744919 sec): 3 clusters Score: Raw -23727.929721 + Penalty 1012.076133 = -22715.853588 nChanged 1 SP:Iteration 16Q (29.745774 sec): 3 clusters Score: Raw -23729.446487 + Penalty 1012.076133 = -22717.370354 nChanged 0 SP:Iteration 17F (29.746657 sec): 3 clusters Score: Raw -23729.446487 + Penalty 1012.076133 = -22717.370354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.751053 sec): 2 clusters Score: Raw -62014.316385 + Penalty 280.545514 = -61733.770871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.753045 sec): 3 clusters Score: Raw -61392.553081 + Penalty 574.882755 = -60817.670326 nChanged 408 SP:Iteration 1F (29.755000 sec): 3 clusters Score: Raw -61650.704495 + Penalty 603.931609 = -61046.772887 nChanged 146 SP:Iteration 2F (29.756946 sec): 3 clusters Score: Raw -61823.662238 + Penalty 628.448605 = -61195.213632 nChanged 110 SP:Iteration 3F (29.758889 sec): 3 clusters Score: Raw -62038.780052 + Penalty 628.285326 = -61410.494726 nChanged 88 SP:Iteration 4F (29.760832 sec): 3 clusters Score: Raw -62156.250263 + Penalty 618.617983 = -61537.632280 nChanged 37 SP:Iteration 5Q (29.762640 sec): 3 clusters Score: Raw -62168.911257 + Penalty 614.287290 = -61554.623967 nChanged 9 SP:Iteration 6Q (29.764440 sec): 3 clusters Score: Raw -62171.020551 + Penalty 609.602219 = -61561.418332 nChanged 10 SP:Iteration 7Q (29.766271 sec): 3 clusters Score: Raw -62173.728002 + Penalty 606.212469 = -61567.515533 nChanged 8 SP:Iteration 8Q (29.768110 sec): 3 clusters Score: Raw -62174.800236 + Penalty 604.008010 = -61570.792225 nChanged 5 SP:Iteration 9Q (29.769939 sec): 3 clusters Score: Raw -62175.662632 + Penalty 602.700909 = -61572.961723 nChanged 3 SP:Iteration 10F (29.771924 sec): 3 clusters Score: Raw -62176.260303 + Penalty 601.445068 = -61574.815235 nChanged 3 SP:Iteration 11Q (29.773730 sec): 3 clusters Score: Raw -62176.507504 + Penalty 600.968710 = -61575.538794 nChanged 2 SP:Iteration 12Q (29.775533 sec): 3 clusters Score: Raw -62176.772903 + Penalty 600.555891 = -61576.217011 nChanged 1 SP:Iteration 13Q (29.777333 sec): 3 clusters Score: Raw -62176.836553 + Penalty 600.140427 = -61576.696127 nChanged 1 SP:Iteration 14Q (29.779133 sec): 3 clusters Score: Raw -62176.923356 + Penalty 600.140427 = -61576.782929 nChanged 0 SP:Iteration 15F (29.781075 sec): 3 clusters Score: Raw -62176.923356 + Penalty 600.140427 = -61576.782929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.783268 sec): 2 clusters Score: Raw -13511.291892 + Penalty 652.706113 = -12858.585779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.783834 sec): 3 clusters Score: Raw -13508.520349 + Penalty 1306.071898 = -12202.448450 nChanged 32 SP:Iteration 1F (29.784391 sec): 3 clusters Score: Raw -13546.896025 + Penalty 1309.664719 = -12237.231307 nChanged 11 SP:Iteration 2F (29.784948 sec): 3 clusters Score: Raw -13570.423080 + Penalty 1311.515293 = -12258.907787 nChanged 4 SP:Iteration 3Q (29.785489 sec): 3 clusters Score: Raw -13573.292997 + Penalty 1317.263879 = -12256.029118 nChanged 6 SP:Iteration 4F (29.786044 sec): 3 clusters Score: Raw -13580.301699 + Penalty 1324.212066 = -12256.089633 nChanged 7 SP:Iteration 5Q (29.786585 sec): 3 clusters Score: Raw -13593.872863 + Penalty 1332.280297 = -12261.592566 nChanged 7 SP:Iteration 6Q (29.787120 sec): 3 clusters Score: Raw -13605.956631 + Penalty 1335.842126 = -12270.114504 nChanged 3 SP:Iteration 7Q (29.787654 sec): 3 clusters Score: Raw -13610.700113 + Penalty 1339.445362 = -12271.254751 nChanged 4 SP:Iteration 8Q (29.788185 sec): 3 clusters Score: Raw -13620.472128 + Penalty 1339.104681 = -12281.367447 nChanged 1 SP:Iteration 9Q (29.788743 sec): 3 clusters Score: Raw -13623.130524 + Penalty 1339.104681 = -12284.025843 nChanged 0 SP:Iteration 10F (29.789297 sec): 3 clusters Score: Raw -13623.130524 + Penalty 1339.104681 = -12284.025843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.792244 sec): 2 clusters Score: Raw -26345.344156 + Penalty 164.176001 = -26181.168155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.793228 sec): 3 clusters Score: Raw -26133.959285 + Penalty 331.358907 = -25802.600377 nChanged 161 SP:Iteration 1F (29.794192 sec): 3 clusters Score: Raw -26270.505624 + Penalty 340.250701 = -25930.254923 nChanged 45 SP:Iteration 2F (29.795184 sec): 3 clusters Score: Raw -26310.871997 + Penalty 350.601500 = -25960.270498 nChanged 26 SP:Iteration 3F (29.796144 sec): 3 clusters Score: Raw -26334.115295 + Penalty 352.417059 = -25981.698236 nChanged 10 SP:Iteration 4Q (29.797102 sec): 3 clusters Score: Raw -26342.946913 + Penalty 359.946737 = -25983.000175 nChanged 9 SP:Iteration 5Q (29.798060 sec): 3 clusters Score: Raw -26353.029569 + Penalty 373.162011 = -25979.867558 nChanged 8 SP:Iteration 6F (29.799018 sec): 3 clusters Score: Raw -26359.427101 + Penalty 380.826982 = -25978.600119 nChanged 7 SP:Iteration 7F (29.799974 sec): 3 clusters Score: Raw -26367.485094 + Penalty 375.328971 = -25992.156123 nChanged 6 SP:Iteration 8Q (29.800919 sec): 3 clusters Score: Raw -26371.716685 + Penalty 370.016580 = -26001.700106 nChanged 3 SP:Iteration 9Q (29.801868 sec): 3 clusters Score: Raw -26376.454742 + Penalty 370.600368 = -26005.854374 nChanged 1 SP:Iteration 10F (29.802830 sec): 3 clusters Score: Raw -26377.454936 + Penalty 377.720102 = -25999.734834 nChanged 3 SP:Iteration 11F (29.803792 sec): 3 clusters Score: Raw -26381.701170 + Penalty 376.130483 = -26005.570688 nChanged 2 SP:Iteration 12Q (29.804699 sec): 3 clusters Score: Raw -26383.326741 + Penalty 384.183044 = -25999.143697 nChanged 3 SP:Iteration 13F (29.805655 sec): 3 clusters Score: Raw -26384.812620 + Penalty 391.916548 = -25992.896071 nChanged 3 SP:Iteration 14F (29.806611 sec): 3 clusters Score: Raw -26386.846308 + Penalty 397.271779 = -25989.574529 nChanged 2 SP:Iteration 15F (29.807567 sec): 3 clusters Score: Raw -26388.772692 + Penalty 395.692985 = -25993.079707 nChanged 2 SP:Iteration 16Q (29.808438 sec): 3 clusters Score: Raw -26390.470603 + Penalty 401.817196 = -25988.653407 nChanged 1 SP:Iteration 17F (29.809395 sec): 3 clusters Score: Raw -26391.628775 + Penalty 412.136161 = -25979.492615 nChanged 2 SP:Iteration 18F (29.810352 sec): 3 clusters Score: Raw -26392.657718 + Penalty 412.136161 = -25980.521558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.812183 sec): 2 clusters Score: Raw -12217.682412 + Penalty 97.171894 = -12120.510518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.812758 sec): 3 clusters Score: Raw -12104.950103 + Penalty 194.134506 = -11910.815597 nChanged 82 SP:Iteration 1F (29.813327 sec): 3 clusters Score: Raw -12157.858506 + Penalty 194.528113 = -11963.330393 nChanged 21 SP:Iteration 2F (29.813892 sec): 3 clusters Score: Raw -12166.702760 + Penalty 194.584745 = -11972.118015 nChanged 9 SP:Iteration 3Q (29.814452 sec): 3 clusters Score: Raw -12169.680865 + Penalty 195.318065 = -11974.362800 nChanged 7 SP:Iteration 4Q (29.815011 sec): 3 clusters Score: Raw -12171.620061 + Penalty 195.177424 = -11976.442637 nChanged 4 SP:Iteration 5Q (29.815570 sec): 3 clusters Score: Raw -12174.094634 + Penalty 197.257263 = -11976.837372 nChanged 7 SP:Iteration 6Q (29.816130 sec): 3 clusters Score: Raw -12180.491870 + Penalty 201.210895 = -11979.280975 nChanged 10 SP:Iteration 7Q (29.816689 sec): 3 clusters Score: Raw -12188.312468 + Penalty 205.589516 = -11982.722952 nChanged 8 SP:Iteration 8Q (29.817280 sec): 3 clusters Score: Raw -12193.690545 + Penalty 206.950527 = -11986.740019 nChanged 5 SP:Iteration 9Q (29.817839 sec): 3 clusters Score: Raw -12195.594708 + Penalty 210.378161 = -11985.216547 nChanged 4 SP:Iteration 10F (29.818403 sec): 3 clusters Score: Raw -12198.099515 + Penalty 209.289130 = -11988.810385 nChanged 5 SP:Iteration 11Q (29.818962 sec): 3 clusters Score: Raw -12200.733726 + Penalty 208.487166 = -11992.246560 nChanged 3 SP:Iteration 12Q (29.819520 sec): 3 clusters Score: Raw -12202.161449 + Penalty 208.295299 = -11993.866150 nChanged 6 SP:Iteration 13Q (29.820079 sec): 3 clusters Score: Raw -12205.564290 + Penalty 218.549759 = -11987.014531 nChanged 8 SP:Iteration 14F (29.820643 sec): 3 clusters Score: Raw -12211.084815 + Penalty 224.702176 = -11986.382639 nChanged 6 SP:Iteration 15F (29.821207 sec): 3 clusters Score: Raw -12214.712773 + Penalty 232.875092 = -11981.837680 nChanged 2 SP:Iteration 16F (29.821770 sec): 3 clusters Score: Raw -12215.512562 + Penalty 236.935929 = -11978.576633 nChanged 1 SP:Iteration 17F (29.822334 sec): 3 clusters Score: Raw -12216.012749 + Penalty 241.584240 = -11974.428509 nChanged 1 SP:Iteration 18F (29.822897 sec): 3 clusters Score: Raw -12216.547236 + Penalty 251.285491 = -11965.261745 nChanged 2 SP:Iteration 19F (29.823464 sec): 3 clusters Score: Raw -12217.345884 + Penalty 251.285491 = -11966.060394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.825774 sec): 2 clusters Score: Raw -24270.701807 + Penalty 626.233501 = -23644.468305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.826765 sec): 3 clusters Score: Raw -24133.679078 + Penalty 1248.287392 = -22885.391686 nChanged 128 SP:Iteration 1F (29.827714 sec): 3 clusters Score: Raw -24288.537729 + Penalty 1240.892006 = -23047.645723 nChanged 34 SP:Iteration 2F (29.828661 sec): 3 clusters Score: Raw -24321.335471 + Penalty 1237.606997 = -23083.728473 nChanged 19 SP:Iteration 3Q (29.829588 sec): 3 clusters Score: Raw -24344.505805 + Penalty 1234.205422 = -23110.300383 nChanged 15 SP:Iteration 4Q (29.830511 sec): 3 clusters Score: Raw -24360.028726 + Penalty 1233.754691 = -23126.274035 nChanged 13 SP:Iteration 5Q (29.831430 sec): 3 clusters Score: Raw -24372.242845 + Penalty 1231.406731 = -23140.836114 nChanged 14 SP:Iteration 6Q (29.832349 sec): 3 clusters Score: Raw -24387.020546 + Penalty 1230.814223 = -23156.206324 nChanged 13 SP:Iteration 7Q (29.833269 sec): 3 clusters Score: Raw -24410.653469 + Penalty 1236.137517 = -23174.515952 nChanged 15 SP:Iteration 8Q (29.834182 sec): 3 clusters Score: Raw -24447.418079 + Penalty 1240.372682 = -23207.045398 nChanged 12 SP:Iteration 9Q (29.835094 sec): 3 clusters Score: Raw -24472.552344 + Penalty 1246.914183 = -23225.638161 nChanged 10 SP:Iteration 10F (29.836037 sec): 3 clusters Score: Raw -24483.275081 + Penalty 1247.451203 = -23235.823878 nChanged 4 SP:Iteration 11Q (29.836953 sec): 3 clusters Score: Raw -24487.627005 + Penalty 1251.236478 = -23236.390526 nChanged 3 SP:Iteration 12Q (29.837868 sec): 3 clusters Score: Raw -24491.844028 + Penalty 1254.091782 = -23237.752245 nChanged 4 SP:Iteration 13Q (29.838781 sec): 3 clusters Score: Raw -24497.687434 + Penalty 1255.656873 = -23242.030561 nChanged 5 SP:Iteration 14Q (29.839698 sec): 3 clusters Score: Raw -24503.958465 + Penalty 1254.350880 = -23249.607585 nChanged 2 SP:Iteration 15Q (29.840629 sec): 3 clusters Score: Raw -24506.245642 + Penalty 1252.042469 = -23254.203173 nChanged 1 SP:Iteration 16Q (29.841539 sec): 3 clusters Score: Raw -24507.959825 + Penalty 1252.042469 = -23255.917356 nChanged 0 SP:Iteration 17F (29.842483 sec): 3 clusters Score: Raw -24507.959825 + Penalty 1252.042469 = -23255.917356 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 29 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.847667 sec): 2 clusters Score: Raw -87389.848014 + Penalty 52.519612 = -87337.328402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.850676 sec): 3 clusters Score: Raw -86435.378654 + Penalty 107.541142 = -86327.837513 nChanged 714 SP:Iteration 1F (29.853444 sec): 3 clusters Score: Raw -86972.786904 + Penalty 105.975838 = -86866.811066 nChanged 101 SP:Iteration 2F (29.856208 sec): 3 clusters Score: Raw -87057.100127 + Penalty 107.541438 = -86949.558689 nChanged 106 SP:Iteration 3F (29.858971 sec): 3 clusters Score: Raw -87182.497807 + Penalty 109.716521 = -87072.781287 nChanged 96 SP:Iteration 4F (29.861731 sec): 3 clusters Score: Raw -87302.832578 + Penalty 104.213150 = -87198.619428 nChanged 62 SP:Iteration 5Q (29.864484 sec): 3 clusters Score: Raw -87376.710393 + Penalty 107.384570 = -87269.325823 nChanged 10 SP:Iteration 6Q (29.867014 sec): 3 clusters Score: Raw -87389.343443 + Penalty 100.173775 = -87289.169668 nChanged 2 SP:Iteration 7Q (29.869355 sec): 3 clusters Score: Raw -87393.004265 + Penalty 100.173775 = -87292.830490 nChanged 0 SP:Iteration 8F (29.871918 sec): 3 clusters Score: Raw -87393.004265 + Penalty 100.173775 = -87292.830490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.875170 sec): 2 clusters Score: Raw -24615.847272 + Penalty 558.186694 = -24057.660578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.876152 sec): 3 clusters Score: Raw -24459.261706 + Penalty 1119.863004 = -23339.398702 nChanged 119 SP:Iteration 1F (29.877130 sec): 3 clusters Score: Raw -24580.761903 + Penalty 1123.987391 = -23456.774512 nChanged 39 SP:Iteration 2F (29.878100 sec): 3 clusters Score: Raw -24640.578884 + Penalty 1121.561355 = -23519.017529 nChanged 24 SP:Iteration 3F (29.879071 sec): 3 clusters Score: Raw -24698.972769 + Penalty 1115.868594 = -23583.104176 nChanged 29 SP:Iteration 4F (29.880042 sec): 3 clusters Score: Raw -24737.642648 + Penalty 1111.568621 = -23626.074027 nChanged 12 SP:Iteration 5Q (29.880961 sec): 3 clusters Score: Raw -24748.753916 + Penalty 1108.113007 = -23640.640909 nChanged 9 SP:Iteration 6Q (29.881872 sec): 3 clusters Score: Raw -24758.234597 + Penalty 1108.236792 = -23649.997805 nChanged 7 SP:Iteration 7Q (29.882782 sec): 3 clusters Score: Raw -24771.190819 + Penalty 1108.101930 = -23663.088888 nChanged 7 SP:Iteration 8Q (29.883695 sec): 3 clusters Score: Raw -24784.749915 + Penalty 1108.720427 = -23676.029488 nChanged 3 SP:Iteration 9Q (29.884597 sec): 3 clusters Score: Raw -24792.741868 + Penalty 1108.179611 = -23684.562257 nChanged 5 SP:Iteration 10F (29.885567 sec): 3 clusters Score: Raw -24799.768063 + Penalty 1106.669274 = -23693.098789 nChanged 4 SP:Iteration 11Q (29.886468 sec): 3 clusters Score: Raw -24802.339603 + Penalty 1106.645230 = -23695.694373 nChanged 1 SP:Iteration 12Q (29.887367 sec): 3 clusters Score: Raw -24802.534851 + Penalty 1106.645230 = -23695.889621 nChanged 0 SP:Iteration 13F (29.888337 sec): 3 clusters Score: Raw -24802.534851 + Penalty 1106.645230 = -23695.889621 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 39 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.893433 sec): 2 clusters Score: Raw -63396.658966 + Penalty 354.015269 = -63042.643697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.895472 sec): 3 clusters Score: Raw -62777.964905 + Penalty 709.573248 = -62068.391657 nChanged 437 SP:Iteration 1F (29.897515 sec): 3 clusters Score: Raw -63041.729032 + Penalty 709.887494 = -62331.841538 nChanged 138 SP:Iteration 2F (29.899570 sec): 3 clusters Score: Raw -63159.465315 + Penalty 713.228140 = -62446.237175 nChanged 104 SP:Iteration 3F (29.901611 sec): 3 clusters Score: Raw -63248.731199 + Penalty 720.201720 = -62528.529479 nChanged 62 SP:Iteration 4F (29.903629 sec): 3 clusters Score: Raw -63288.713626 + Penalty 729.582117 = -62559.131509 nChanged 46 SP:Iteration 5Q (29.905627 sec): 3 clusters Score: Raw -63341.351184 + Penalty 743.357854 = -62597.993330 nChanged 45 SP:Iteration 6Q (29.907581 sec): 3 clusters Score: Raw -63403.685457 + Penalty 749.050992 = -62654.634464 nChanged 28 SP:Iteration 7Q (29.909473 sec): 3 clusters Score: Raw -63438.857816 + Penalty 754.688204 = -62684.169612 nChanged 27 SP:Iteration 8Q (29.911310 sec): 3 clusters Score: Raw -63461.597597 + Penalty 756.524890 = -62705.072707 nChanged 13 SP:Iteration 9Q (29.913123 sec): 3 clusters Score: Raw -63468.723964 + Penalty 757.490498 = -62711.233466 nChanged 7 SP:Iteration 10F (29.915128 sec): 3 clusters Score: Raw -63473.757071 + Penalty 757.580632 = -62716.176439 nChanged 8 SP:Iteration 11Q (29.916942 sec): 3 clusters Score: Raw -63477.448105 + Penalty 756.272355 = -62721.175751 nChanged 6 SP:Iteration 12Q (29.918753 sec): 3 clusters Score: Raw -63479.534767 + Penalty 756.758492 = -62722.776275 nChanged 3 SP:Iteration 13Q (29.920563 sec): 3 clusters Score: Raw -63480.578985 + Penalty 756.159316 = -62724.419669 nChanged 1 SP:Iteration 14Q (29.922372 sec): 3 clusters Score: Raw -63480.861035 + Penalty 755.685369 = -62725.175666 nChanged 1 SP:Iteration 15Q (29.924187 sec): 3 clusters Score: Raw -63481.155621 + Penalty 754.670948 = -62726.484673 nChanged 2 SP:Iteration 16Q (29.925996 sec): 3 clusters Score: Raw -63481.459488 + Penalty 753.872152 = -62727.587336 nChanged 2 SP:Iteration 17Q (29.927805 sec): 3 clusters Score: Raw -63481.640625 + Penalty 753.484507 = -62728.156118 nChanged 1 SP:Iteration 18Q (29.929614 sec): 3 clusters Score: Raw -63481.688851 + Penalty 752.791514 = -62728.897338 nChanged 1 SP:Iteration 19Q (29.931423 sec): 3 clusters Score: Raw -63481.746399 + Penalty 752.791514 = -62728.954885 nChanged 0 SP:Iteration 20F (29.933424 sec): 3 clusters Score: Raw -63481.746399 + Penalty 752.791514 = -62728.954885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.936271 sec): 2 clusters Score: Raw -21254.579086 + Penalty 197.762322 = -21056.816764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.937128 sec): 3 clusters Score: Raw -21076.406950 + Penalty 411.409446 = -20664.997505 nChanged 116 SP:Iteration 1F (29.937963 sec): 3 clusters Score: Raw -21197.329907 + Penalty 439.073920 = -20758.255987 nChanged 37 SP:Iteration 2F (29.938796 sec): 3 clusters Score: Raw -21236.889017 + Penalty 462.862901 = -20774.026117 nChanged 22 SP:Iteration 3F (29.939630 sec): 3 clusters Score: Raw -21263.800509 + Penalty 493.662900 = -20770.137609 nChanged 17 SP:Iteration 4F (29.940462 sec): 3 clusters Score: Raw -21280.439095 + Penalty 524.407957 = -20756.031138 nChanged 9 SP:Iteration 5F (29.941294 sec): 3 clusters Score: Raw -21292.780680 + Penalty 542.087758 = -20750.692921 nChanged 5 SP:Iteration 6F (29.942135 sec): 3 clusters Score: Raw -21298.778617 + Penalty 566.527827 = -20732.250790 nChanged 6 SP:Iteration 7F (29.942978 sec): 3 clusters Score: Raw -21305.206553 + Penalty 586.768486 = -20718.438067 nChanged 5 SP:Iteration 8F (29.943841 sec): 3 clusters Score: Raw -21310.672564 + Penalty 606.624275 = -20704.048289 nChanged 5 SP:Iteration 9F (29.944674 sec): 3 clusters Score: Raw -21315.849333 + Penalty 612.859865 = -20702.989468 nChanged 2 SP:Iteration 10F (29.945505 sec): 3 clusters Score: Raw -21318.728332 + Penalty 621.626509 = -20697.101823 nChanged 2 SP:Iteration 11F (29.946338 sec): 3 clusters Score: Raw -21320.406883 + Penalty 621.626509 = -20698.780373 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 42 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.949315 sec): 2 clusters Score: Raw -35220.815155 + Penalty 282.827329 = -34937.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.950604 sec): 3 clusters Score: Raw -34892.787784 + Penalty 570.170558 = -34322.617227 nChanged 204 SP:Iteration 1F (29.951900 sec): 3 clusters Score: Raw -35016.429331 + Penalty 572.728769 = -34443.700562 nChanged 80 SP:Iteration 2F (29.953123 sec): 3 clusters Score: Raw -35092.378314 + Penalty 575.248069 = -34517.130244 nChanged 48 SP:Iteration 3F (29.954331 sec): 3 clusters Score: Raw -35126.647151 + Penalty 575.384465 = -34551.262686 nChanged 23 SP:Iteration 4Q (29.955520 sec): 3 clusters Score: Raw -35137.225733 + Penalty 576.991739 = -34560.233994 nChanged 14 SP:Iteration 5Q (29.956692 sec): 3 clusters Score: Raw -35142.838189 + Penalty 579.451956 = -34563.386234 nChanged 12 SP:Iteration 6Q (29.957860 sec): 3 clusters Score: Raw -35149.343658 + Penalty 580.851380 = -34568.492278 nChanged 16 SP:Iteration 7Q (29.959026 sec): 3 clusters Score: Raw -35160.373489 + Penalty 583.643341 = -34576.730148 nChanged 13 SP:Iteration 8Q (29.960184 sec): 3 clusters Score: Raw -35166.119357 + Penalty 587.983903 = -34578.135453 nChanged 11 SP:Iteration 9Q (29.961333 sec): 3 clusters Score: Raw -35169.931355 + Penalty 591.157823 = -34578.773532 nChanged 10 SP:Iteration 10F (29.962523 sec): 3 clusters Score: Raw -35175.610430 + Penalty 595.766216 = -34579.844215 nChanged 9 SP:Iteration 11Q (29.963655 sec): 3 clusters Score: Raw -35180.000311 + Penalty 601.283746 = -34578.716566 nChanged 13 SP:Iteration 12F (29.964867 sec): 3 clusters Score: Raw -35185.923361 + Penalty 609.374950 = -34576.548411 nChanged 14 SP:Iteration 13F (29.966071 sec): 3 clusters Score: Raw -35193.079454 + Penalty 615.999905 = -34577.079549 nChanged 13 SP:Iteration 14Q (29.967213 sec): 3 clusters Score: Raw -35203.564917 + Penalty 630.111541 = -34573.453377 nChanged 15 SP:Iteration 15F (29.968419 sec): 3 clusters Score: Raw -35217.035885 + Penalty 629.106903 = -34587.928983 nChanged 13 SP:Iteration 16Q (29.969577 sec): 3 clusters Score: Raw -35230.074909 + Penalty 640.743245 = -34589.331664 nChanged 8 SP:Iteration 17Q (29.970698 sec): 3 clusters Score: Raw -35235.967910 + Penalty 648.309152 = -34587.658758 nChanged 7 SP:Iteration 18F (29.971904 sec): 3 clusters Score: Raw -35241.088261 + Penalty 643.826396 = -34597.261865 nChanged 5 SP:Iteration 19Q (29.973017 sec): 3 clusters Score: Raw -35248.476559 + Penalty 643.396646 = -34605.079913 nChanged 1 SP:Iteration 20F (29.974246 sec): 3 clusters Score: Raw -35248.661975 + Penalty 643.396646 = -34605.265329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.976961 sec): 2 clusters Score: Raw -19663.298653 + Penalty 191.735013 = -19471.563639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.977863 sec): 3 clusters Score: Raw -19485.228503 + Penalty 386.735159 = -19098.493344 nChanged 138 SP:Iteration 1F (29.978746 sec): 3 clusters Score: Raw -19599.870587 + Penalty 388.820109 = -19211.050478 nChanged 43 SP:Iteration 2F (29.979628 sec): 3 clusters Score: Raw -19650.070519 + Penalty 391.063092 = -19259.007427 nChanged 25 SP:Iteration 3F (29.980515 sec): 3 clusters Score: Raw -19679.568128 + Penalty 393.421440 = -19286.146689 nChanged 14 SP:Iteration 4Q (29.981375 sec): 3 clusters Score: Raw -19686.011032 + Penalty 394.058424 = -19291.952609 nChanged 5 SP:Iteration 5Q (29.982235 sec): 3 clusters Score: Raw -19688.012861 + Penalty 394.848401 = -19293.164460 nChanged 2 SP:Iteration 6Q (29.983093 sec): 3 clusters Score: Raw -19690.019691 + Penalty 393.401873 = -19296.617818 nChanged 5 SP:Iteration 7Q (29.983954 sec): 3 clusters Score: Raw -19694.532580 + Penalty 391.655065 = -19302.877516 nChanged 6 SP:Iteration 8Q (29.984811 sec): 3 clusters Score: Raw -19701.019004 + Penalty 389.922601 = -19311.096402 nChanged 5 SP:Iteration 9Q (29.985664 sec): 3 clusters Score: Raw -19714.131413 + Penalty 388.346992 = -19325.784421 nChanged 5 SP:Iteration 10F (29.986545 sec): 3 clusters Score: Raw -19729.217671 + Penalty 388.438355 = -19340.779316 nChanged 6 SP:Iteration 11Q (29.987391 sec): 3 clusters Score: Raw -19732.208568 + Penalty 388.243309 = -19343.965259 nChanged 6 SP:Iteration 12Q (29.988266 sec): 3 clusters Score: Raw -19739.188860 + Penalty 387.181803 = -19352.007058 nChanged 10 SP:Iteration 13Q (29.989108 sec): 3 clusters Score: Raw -19757.308964 + Penalty 386.589842 = -19370.719123 nChanged 8 SP:Iteration 14Q (29.989944 sec): 3 clusters Score: Raw -19779.624270 + Penalty 386.931325 = -19392.692945 nChanged 8 SP:Iteration 15Q (29.990770 sec): 3 clusters Score: Raw -19786.470123 + Penalty 386.473170 = -19399.996953 nChanged 5 SP:Iteration 16Q (29.991597 sec): 3 clusters Score: Raw -19788.785735 + Penalty 384.324486 = -19404.461249 nChanged 6 SP:Iteration 17Q (29.992423 sec): 3 clusters Score: Raw -19793.355115 + Penalty 381.977788 = -19411.377326 nChanged 4 SP:Iteration 18Q (29.993265 sec): 3 clusters Score: Raw -19796.728843 + Penalty 378.761073 = -19417.967770 nChanged 5 SP:Iteration 19Q (29.994126 sec): 3 clusters Score: Raw -19803.285217 + Penalty 376.857224 = -19426.427993 nChanged 3 SP:Iteration 20F (29.995047 sec): 3 clusters Score: Raw -19804.173447 + Penalty 375.535610 = -19428.637837 nChanged 2 SP:Iteration 21Q (29.995914 sec): 3 clusters Score: Raw -19804.991831 + Penalty 373.569083 = -19431.422748 nChanged 3 SP:Iteration 22Q (29.996776 sec): 3 clusters Score: Raw -19806.125403 + Penalty 372.187384 = -19433.938019 nChanged 2 SP:Iteration 23Q (29.997634 sec): 3 clusters Score: Raw -19806.803259 + Penalty 370.923462 = -19435.879798 nChanged 2 SP:Iteration 24Q (29.998489 sec): 3 clusters Score: Raw -19807.283081 + Penalty 370.923462 = -19436.359619 nChanged 0 SP:Iteration 25F (29.999411 sec): 3 clusters Score: Raw -19807.283081 + Penalty 370.923462 = -19436.359619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.001469 sec): 2 clusters Score: Raw -21034.862997 + Penalty 341.739393 = -20693.123604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.002334 sec): 3 clusters Score: Raw -20892.510069 + Penalty 706.797286 = -20185.712784 nChanged 109 SP:Iteration 1F (30.003187 sec): 3 clusters Score: Raw -20988.291345 + Penalty 717.517215 = -20270.774130 nChanged 32 SP:Iteration 2F (30.004028 sec): 3 clusters Score: Raw -21023.271945 + Penalty 714.038356 = -20309.233589 nChanged 15 SP:Iteration 3Q (30.004842 sec): 3 clusters Score: Raw -21049.499921 + Penalty 714.884636 = -20334.615284 nChanged 5 SP:Iteration 4Q (30.005660 sec): 3 clusters Score: Raw -21054.618271 + Penalty 714.087616 = -20340.530655 nChanged 2 SP:Iteration 5Q (30.006468 sec): 3 clusters Score: Raw -21057.467118 + Penalty 718.571852 = -20338.895266 nChanged 2 SP:Iteration 6F (30.007282 sec): 3 clusters Score: Raw -21059.861726 + Penalty 721.617664 = -20338.244062 nChanged 1 SP:Iteration 7F (30.008097 sec): 3 clusters Score: Raw -21061.178372 + Penalty 730.750235 = -20330.428137 nChanged 3 SP:Iteration 8F (30.008910 sec): 3 clusters Score: Raw -21066.036504 + Penalty 737.050033 = -20328.986471 nChanged 2 SP:Iteration 9F (30.009724 sec): 3 clusters Score: Raw -21067.353721 + Penalty 738.863542 = -20328.490179 nChanged 1 SP:Iteration 10F (30.010540 sec): 3 clusters Score: Raw -21069.991931 + Penalty 742.583868 = -20327.408062 nChanged 1 SP:Iteration 11F (30.011354 sec): 3 clusters Score: Raw -21071.832319 + Penalty 746.493912 = -20325.338407 nChanged 1 SP:Iteration 12F (30.012168 sec): 3 clusters Score: Raw -21073.094266 + Penalty 746.493912 = -20326.600354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.014140 sec): 2 clusters Score: Raw -20954.661538 + Penalty 42.876195 = -20911.785343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.014992 sec): 3 clusters Score: Raw -20748.813226 + Penalty 95.492330 = -20653.320896 nChanged 169 SP:Iteration 1F (30.015828 sec): 3 clusters Score: Raw -20891.125507 + Penalty 121.560478 = -20769.565029 nChanged 47 SP:Iteration 2F (30.016693 sec): 3 clusters Score: Raw -20954.179292 + Penalty 172.904169 = -20781.275123 nChanged 17 SP:Iteration 3Q (30.017507 sec): 3 clusters Score: Raw -20975.762072 + Penalty 203.118400 = -20772.643673 nChanged 3 SP:Iteration 4F (30.018343 sec): 3 clusters Score: Raw -20979.275493 + Penalty 206.033810 = -20773.241682 nChanged 1 SP:Iteration 5Q (30.019084 sec): 3 clusters Score: Raw -20979.379088 + Penalty 206.033810 = -20773.345278 nChanged 0 SP:Iteration 6F (30.019924 sec): 3 clusters Score: Raw -20979.379088 + Penalty 206.033810 = -20773.345278 nChanged 0 Time taken for this iteration:29.519066 seconds. 300->23 Clusters: Score -1009515.511769, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 134 (time per iteration =224.207134 ms) Total iterations: 1428 (time per iteration =21.039045 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2244740000.000000 (time per metric unit =13.384069ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 56118500000.000000 (time per metric unit=535.362777ps) That took 30.043756 seconds. FileBase PeterP-2013-09-04_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 0.09 and 0.14 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 9671 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 9671 points ------ Starting initial clusters from distinct float masks Not enough masks (95) to generate starting clusters (300), so starting with (96) clusters instead. Assigned 96 initial classes from 95 unique masks. Deleting Class 82 (1 points): Lose 4.931942 but Gain 1424.532037 Iteration 0F (0.676656 sec): 95 clusters Score: Raw -645135.878209 + Penalty 80319.802936 = -564816.075273 nChanged 2936 Deleting Class 60 (1 points): Lose 18.047455 but Gain 1432.706896 Iteration 1F (1.061980 sec): 90 clusters Score: Raw -648227.450084 + Penalty 78046.908199 = -570180.541884 nChanged 848 Deleting Class 40 (1 points): Lose 9.698352 but Gain 1413.824851 Iteration 2F (1.460388 sec): 87 clusters Score: Raw -649220.412478 + Penalty 76082.367008 = -573138.045470 nChanged 517 Deleting Class 52 (1 points): Lose 5.865583 but Gain 1398.968346 Iteration 3F (1.823466 sec): 85 clusters Score: Raw -649602.811520 + Penalty 74041.858534 = -575560.952986 nChanged 385 Deleting Class 47 (1 points): Lose 1.049749 but Gain 1368.746303 Iteration 4Q (1.873485 sec): 83 clusters Score: Raw -649841.829902 + Penalty 70391.414024 = -579450.415877 nChanged 303 Deleting Class 92 (1 points): Lose 6.128599 but Gain 1360.333037 Iteration 5Q (1.919615 sec): 80 clusters Score: Raw -650027.863054 + Penalty 69080.654599 = -580947.208455 nChanged 247 Deleting Class 70 (1 points): Lose 7.981463 but Gain 1357.017662 Iteration 6Q (1.964172 sec): 79 clusters Score: Raw -650186.638021 + Penalty 67779.164596 = -582407.473425 nChanged 214 Deleting Class 79 (1 points): Lose 2.530344 but Gain 1318.926276 Iteration 7Q (2.007141 sec): 78 clusters Score: Raw -650303.157897 + Penalty 66541.790220 = -583761.367676 nChanged 183 Deleting Class 68 (1 points): Lose 8.305640 but Gain 1304.371317 Iteration 8Q (2.047496 sec): 77 clusters Score: Raw -650410.899255 + Penalty 65442.698214 = -584968.201041 nChanged 151 Deleting Class 59 (1 points): Lose 3.374978 but Gain 1290.637624 Iteration 9Q (2.086865 sec): 76 clusters Score: Raw -650487.152126 + Penalty 64167.141716 = -586320.010410 nChanged 144 Deleting Class 44 (4 points): Lose 49.717779 but Gain 1304.118953 Iteration 10F (2.412316 sec): 75 clusters Score: Raw -650503.498472 + Penalty 62882.818192 = -587620.680280 nChanged 127 Deleting Class 65 (1 points): Lose 1.495897 but Gain 1247.641841 Iteration 11Q (2.455279 sec): 74 clusters Score: Raw -650575.891250 + Penalty 61642.381161 = -588933.510090 nChanged 128 Deleting Class 69 (1 points): Lose 2.499409 but Gain 1247.925356 Iteration 12Q (2.499718 sec): 73 clusters Score: Raw -650632.910486 + Penalty 60408.731912 = -590224.178574 nChanged 115 Deleting Class 63 (3 points): Lose 42.651075 but Gain 1283.690899 Iteration 13Q (2.541691 sec): 72 clusters Score: Raw -650629.562757 + Penalty 59345.698102 = -591283.864655 nChanged 102 Deleting Class 8 (15 points): Lose 165.714345 but Gain 1384.659372 Iteration 14Q (2.582767 sec): 71 clusters Score: Raw -650521.130234 + Penalty 57990.030991 = -592531.099243 nChanged 107 Deleting Class 57 (2 points): Lose 15.084397 but Gain 1224.367558 Iteration 15Q (2.623740 sec): 70 clusters Score: Raw -650573.238763 + Penalty 56785.812185 = -593787.426578 nChanged 83 Deleting Class 29 (12 points): Lose 192.776920 but Gain 1379.855192 Iteration 16Q (2.663989 sec): 69 clusters Score: Raw -650417.488207 + Penalty 55442.227166 = -594975.261042 nChanged 86 Deleting Class 39 (23 points): Lose 136.937372 but Gain 1294.971889 Iteration 17Q (2.703955 sec): 68 clusters Score: Raw -650365.510503 + Penalty 54180.873547 = -596184.636955 nChanged 97 Deleting Class 88 (1 points): Lose 7.510130 but Gain 1151.436307 Iteration 18Q (2.744116 sec): 67 clusters Score: Raw -650454.147422 + Penalty 53049.136951 = -597405.010470 nChanged 72 Deleting Class 75 (1 points): Lose 4.410541 but Gain 1144.202936 Iteration 19Q (2.786513 sec): 66 clusters Score: Raw -650474.691704 + Penalty 51959.257369 = -598515.434335 nChanged 73 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -650474.691704 + Penalty 51959.257369 = -598515.434335Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.832481 sec): 2 clusters Score: Raw -120448.146716 + Penalty 498.471479 = -119949.675237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.836032 sec): 3 clusters Score: Raw -119454.937703 + Penalty 996.847929 = -118458.089774 nChanged 669 SP:Iteration 1F (2.839547 sec): 3 clusters Score: Raw -119789.822301 + Penalty 996.577053 = -118793.245248 nChanged 190 SP:Iteration 2F (2.843096 sec): 3 clusters Score: Raw -119921.898004 + Penalty 996.148114 = -118925.749889 nChanged 155 SP:Iteration 3F (2.846596 sec): 3 clusters Score: Raw -120050.520373 + Penalty 996.383722 = -119054.136651 nChanged 111 SP:Iteration 4F (2.850101 sec): 3 clusters Score: Raw -120130.844808 + Penalty 996.441089 = -119134.403719 nChanged 103 SP:Iteration 5F (2.853605 sec): 3 clusters Score: Raw -120193.408755 + Penalty 996.714425 = -119196.694330 nChanged 47 SP:Iteration 6Q (2.857071 sec): 3 clusters Score: Raw -120219.806977 + Penalty 997.197866 = -119222.609111 nChanged 38 SP:Iteration 7Q (2.860525 sec): 3 clusters Score: Raw -120238.597514 + Penalty 997.709412 = -119240.888102 nChanged 34 SP:Iteration 8Q (2.864067 sec): 3 clusters Score: Raw -120249.856121 + Penalty 997.964969 = -119251.891152 nChanged 17 SP:Iteration 9Q (2.867502 sec): 3 clusters Score: Raw -120254.033531 + Penalty 997.980648 = -119256.052884 nChanged 11 SP:Iteration 10F (2.871109 sec): 3 clusters Score: Raw -120256.425918 + Penalty 998.074695 = -119258.351223 nChanged 14 SP:Iteration 11Q (2.874656 sec): 3 clusters Score: Raw -120259.797352 + Penalty 998.052069 = -119261.745283 nChanged 12 SP:Iteration 12Q (2.878078 sec): 3 clusters Score: Raw -120262.406248 + Penalty 998.033008 = -119264.373240 nChanged 8 SP:Iteration 13Q (2.881495 sec): 3 clusters Score: Raw -120264.128723 + Penalty 998.072261 = -119266.056462 nChanged 11 SP:Iteration 14Q (2.885010 sec): 3 clusters Score: Raw -120266.139683 + Penalty 997.998964 = -119268.140719 nChanged 6 SP:Iteration 15Q (2.888424 sec): 3 clusters Score: Raw -120267.464300 + Penalty 998.000786 = -119269.463514 nChanged 7 SP:Iteration 16Q (2.891870 sec): 3 clusters Score: Raw -120268.920080 + Penalty 998.222237 = -119270.697843 nChanged 10 SP:Iteration 17Q (2.895437 sec): 3 clusters Score: Raw -120271.213663 + Penalty 998.226884 = -119272.986779 nChanged 6 SP:Iteration 18Q (2.898914 sec): 3 clusters Score: Raw -120272.137445 + Penalty 998.259868 = -119273.877577 nChanged 4 SP:Iteration 19Q (2.902339 sec): 3 clusters Score: Raw -120272.885959 + Penalty 998.305156 = -119274.580804 nChanged 4 SP:Iteration 20F (2.906087 sec): 3 clusters Score: Raw -120273.869354 + Penalty 998.300643 = -119275.568711 nChanged 8 SP:Iteration 21Q (2.909623 sec): 3 clusters Score: Raw -120276.499061 + Penalty 998.297920 = -119278.201140 nChanged 12 SP:Iteration 22Q (2.913036 sec): 3 clusters Score: Raw -120281.004819 + Penalty 998.754840 = -119282.249980 nChanged 23 SP:Iteration 23Q (2.916448 sec): 3 clusters Score: Raw -120290.903323 + Penalty 998.915091 = -119291.988232 nChanged 19 SP:Iteration 24Q (2.919852 sec): 3 clusters Score: Raw -120299.410893 + Penalty 999.059220 = -119300.351674 nChanged 20 SP:Iteration 25Q (2.923252 sec): 3 clusters Score: Raw -120307.414845 + Penalty 999.187097 = -119308.227748 nChanged 22 SP:Iteration 26Q (2.926802 sec): 3 clusters Score: Raw -120318.456227 + Penalty 999.632009 = -119318.824218 nChanged 28 SP:Iteration 27Q (2.930263 sec): 3 clusters Score: Raw -120329.211296 + Penalty 999.947329 = -119329.263967 nChanged 16 SP:Iteration 28Q (2.933655 sec): 3 clusters Score: Raw -120333.833667 + Penalty 1000.060233 = -119333.773433 nChanged 12 SP:Iteration 29Q (2.937015 sec): 3 clusters Score: Raw -120336.518956 + Penalty 999.963986 = -119336.554970 nChanged 12 SP:Iteration 30F (2.940528 sec): 3 clusters Score: Raw -120341.712325 + Penalty 999.365743 = -119342.346582 nChanged 10 SP:Iteration 31Q (2.943933 sec): 3 clusters Score: Raw -120344.485214 + Penalty 999.197164 = -119345.288051 nChanged 7 SP:Iteration 32Q (2.947416 sec): 3 clusters Score: Raw -120346.199683 + Penalty 999.077937 = -119347.121746 nChanged 7 SP:Iteration 33Q (2.951017 sec): 3 clusters Score: Raw -120347.333236 + Penalty 999.250069 = -119348.083168 nChanged 9 SP:Iteration 34Q (2.954589 sec): 3 clusters Score: Raw -120349.492180 + Penalty 999.178503 = -119350.313678 nChanged 6 SP:Iteration 35Q (2.958150 sec): 3 clusters Score: Raw -120351.490983 + Penalty 999.277842 = -119352.213142 nChanged 6 SP:Iteration 36Q (2.961705 sec): 3 clusters Score: Raw -120353.197292 + Penalty 999.250935 = -119353.946357 nChanged 2 SP:Iteration 37Q (2.965082 sec): 3 clusters Score: Raw -120353.967709 + Penalty 999.250935 = -119354.716774 nChanged 0 SP:Iteration 38F (2.968730 sec): 3 clusters Score: Raw -120353.967709 + Penalty 999.250935 = -119354.716774 nChanged 0 Memory request: 0.03 GB would take us to total of 0.12 GB. Trying to split cluster 2 (5087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.993633 sec): 2 clusters Score: Raw -352840.227783 + Penalty 360.440408 = -352479.787375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.003642 sec): 3 clusters Score: Raw -349517.962918 + Penalty 724.637484 = -348793.325434 nChanged 2365 SP:Iteration 1F (3.013762 sec): 3 clusters Score: Raw -351249.631687 + Penalty 734.799497 = -350514.832190 nChanged 555 SP:Iteration 2F (3.023280 sec): 3 clusters Score: Raw -351780.254090 + Penalty 739.741834 = -351040.512255 nChanged 254 SP:Iteration 3Q (3.032730 sec): 3 clusters Score: Raw -351970.125604 + Penalty 744.906299 = -351225.219305 nChanged 191 SP:Iteration 4Q (3.041839 sec): 3 clusters Score: Raw -352056.968368 + Penalty 750.812890 = -351306.155478 nChanged 158 SP:Iteration 5Q (3.051316 sec): 3 clusters Score: Raw -352128.479754 + Penalty 757.488639 = -351370.991116 nChanged 141 SP:Iteration 6Q (3.060186 sec): 3 clusters Score: Raw -352191.377087 + Penalty 765.131630 = -351426.245457 nChanged 149 SP:Iteration 7Q (3.068925 sec): 3 clusters Score: Raw -352262.762192 + Penalty 772.009322 = -351490.752870 nChanged 157 SP:Iteration 8Q (3.077510 sec): 3 clusters Score: Raw -352358.984973 + Penalty 789.470366 = -351569.514608 nChanged 173 SP:Iteration 9Q (3.085925 sec): 3 clusters Score: Raw -352479.897739 + Penalty 805.115930 = -351674.781809 nChanged 143 SP:Iteration 10F (3.095226 sec): 3 clusters Score: Raw -352591.221420 + Penalty 824.343395 = -351766.878026 nChanged 120 SP:Iteration 11Q (3.103383 sec): 3 clusters Score: Raw -352687.600372 + Penalty 829.576330 = -351858.024043 nChanged 86 SP:Iteration 12Q (3.111611 sec): 3 clusters Score: Raw -352751.729739 + Penalty 831.746934 = -351919.982804 nChanged 62 SP:Iteration 13Q (3.119207 sec): 3 clusters Score: Raw -352798.606658 + Penalty 841.660726 = -351956.945932 nChanged 41 SP:Iteration 14Q (3.126625 sec): 3 clusters Score: Raw -352825.340349 + Penalty 845.692600 = -351979.647750 nChanged 24 SP:Iteration 15Q (3.133934 sec): 3 clusters Score: Raw -352843.160806 + Penalty 842.967066 = -352000.193740 nChanged 18 SP:Iteration 16Q (3.141194 sec): 3 clusters Score: Raw -352854.203783 + Penalty 836.053439 = -352018.150344 nChanged 10 SP:Iteration 17Q (3.148523 sec): 3 clusters Score: Raw -352857.304649 + Penalty 837.174075 = -352020.130574 nChanged 4 SP:Iteration 18Q (3.155825 sec): 3 clusters Score: Raw -352858.642481 + Penalty 836.473571 = -352022.168909 nChanged 2 SP:Iteration 19Q (3.163007 sec): 3 clusters Score: Raw -352859.162222 + Penalty 835.809601 = -352023.352621 nChanged 2 SP:Iteration 20F (3.172140 sec): 3 clusters Score: Raw -352859.637098 + Penalty 836.660172 = -352022.976926 nChanged 3 SP:Iteration 21F (3.181445 sec): 3 clusters Score: Raw -352860.970166 + Penalty 837.717545 = -352023.252621 nChanged 1 SP:Iteration 22Q (3.188909 sec): 3 clusters Score: Raw -352861.137494 + Penalty 838.346217 = -352022.791277 nChanged 1 SP:Iteration 23F (3.198299 sec): 3 clusters Score: Raw -352861.282154 + Penalty 838.346217 = -352022.935937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 3 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.201901 sec): 2 clusters Score: Raw -15102.213931 + Penalty 384.484534 = -14717.729397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.202519 sec): 3 clusters Score: Raw -15015.922979 + Penalty 771.373362 = -14244.549617 nChanged 47 SP:Iteration 1F (3.203142 sec): 3 clusters Score: Raw -15055.722471 + Penalty 771.589787 = -14284.132684 nChanged 14 SP:Iteration 2F (3.203747 sec): 3 clusters Score: Raw -15069.322709 + Penalty 771.272532 = -14298.050177 nChanged 10 SP:Iteration 3Q (3.204352 sec): 3 clusters Score: Raw -15080.816163 + Penalty 770.017346 = -14310.798817 nChanged 6 SP:Iteration 4Q (3.204956 sec): 3 clusters Score: Raw -15085.984481 + Penalty 769.012440 = -14316.972041 nChanged 4 SP:Iteration 5Q (3.205561 sec): 3 clusters Score: Raw -15090.148432 + Penalty 768.504263 = -14321.644170 nChanged 1 SP:Iteration 6Q (3.206185 sec): 3 clusters Score: Raw -15093.827313 + Penalty 767.499017 = -14326.328297 nChanged 2 SP:Iteration 7Q (3.206806 sec): 3 clusters Score: Raw -15096.158852 + Penalty 766.911106 = -14329.247747 nChanged 2 SP:Iteration 8Q (3.207442 sec): 3 clusters Score: Raw -15098.964845 + Penalty 767.453686 = -14331.511159 nChanged 1 SP:Iteration 9Q (3.208061 sec): 3 clusters Score: Raw -15099.573695 + Penalty 767.453686 = -14332.120009 nChanged 0 SP:Iteration 10F (3.208669 sec): 3 clusters Score: Raw -15099.573695 + Penalty 767.453686 = -14332.120009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 4 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.209501 sec): 2 clusters Score: Raw -8845.606291 + Penalty 234.266992 = -8611.339299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.209970 sec): 3 clusters Score: Raw -8798.532431 + Penalty 466.987743 = -8331.544688 nChanged 37 SP:Iteration 1F (3.210430 sec): 3 clusters Score: Raw -8852.789104 + Penalty 468.534716 = -8384.254388 nChanged 12 SP:Iteration 2F (3.210911 sec): 3 clusters Score: Raw -8878.551657 + Penalty 469.059406 = -8409.492251 nChanged 5 SP:Iteration 3Q (3.211370 sec): 3 clusters Score: Raw -8889.638088 + Penalty 470.801509 = -8418.836578 nChanged 6 SP:Iteration 4Q (3.211823 sec): 3 clusters Score: Raw -8913.898952 + Penalty 469.918656 = -8443.980296 nChanged 4 SP:Iteration 5Q (3.212262 sec): 3 clusters Score: Raw -8931.116706 + Penalty 469.352585 = -8461.764120 nChanged 1 SP:Iteration 6Q (3.212716 sec): 3 clusters Score: Raw -8932.297020 + Penalty 469.352585 = -8462.944435 nChanged 0 SP:Iteration 7F (3.213187 sec): 3 clusters Score: Raw -8932.297020 + Penalty 469.352585 = -8462.944435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.213669 sec): 2 clusters Score: Raw -935.569129 + Penalty 116.461343 = -819.107787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.213903 sec): 3 clusters Score: Raw -942.376475 + Penalty 229.614852 = -712.761623 nChanged 1 SP:Iteration 1F (3.214134 sec): 3 clusters Score: Raw -942.783635 + Penalty 230.555366 = -712.228269 nChanged 1 SP:Iteration 2F (3.214363 sec): 3 clusters Score: Raw -943.773186 + Penalty 230.555366 = -713.217820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 6 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.218883 sec): 2 clusters Score: Raw -97256.303011 + Penalty 659.266875 = -96597.036136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.221616 sec): 3 clusters Score: Raw -96588.591878 + Penalty 1317.377168 = -95271.214710 nChanged 478 SP:Iteration 1F (3.224271 sec): 3 clusters Score: Raw -96901.055035 + Penalty 1318.263610 = -95582.791426 nChanged 116 SP:Iteration 2F (3.226926 sec): 3 clusters Score: Raw -97002.651388 + Penalty 1319.609265 = -95683.042123 nChanged 101 SP:Iteration 3F (3.229576 sec): 3 clusters Score: Raw -97074.302734 + Penalty 1322.443594 = -95751.859140 nChanged 61 SP:Iteration 4Q (3.232221 sec): 3 clusters Score: Raw -97115.846451 + Penalty 1323.062672 = -95792.783779 nChanged 39 SP:Iteration 5Q (3.234864 sec): 3 clusters Score: Raw -97132.155400 + Penalty 1324.374397 = -95807.781002 nChanged 32 SP:Iteration 6Q (3.237491 sec): 3 clusters Score: Raw -97148.724944 + Penalty 1325.371187 = -95823.353757 nChanged 22 SP:Iteration 7Q (3.240113 sec): 3 clusters Score: Raw -97159.900792 + Penalty 1326.308097 = -95833.592695 nChanged 18 SP:Iteration 8Q (3.242741 sec): 3 clusters Score: Raw -97169.582839 + Penalty 1326.822818 = -95842.760022 nChanged 17 SP:Iteration 9Q (3.245352 sec): 3 clusters Score: Raw -97177.885269 + Penalty 1327.355499 = -95850.529770 nChanged 18 SP:Iteration 10F (3.248022 sec): 3 clusters Score: Raw -97187.393081 + Penalty 1328.302828 = -95859.090253 nChanged 17 SP:Iteration 11Q (3.250697 sec): 3 clusters Score: Raw -97192.547234 + Penalty 1329.038678 = -95863.508556 nChanged 6 SP:Iteration 12Q (3.253350 sec): 3 clusters Score: Raw -97194.314687 + Penalty 1329.411818 = -95864.902870 nChanged 2 SP:Iteration 13Q (3.255952 sec): 3 clusters Score: Raw -97194.613575 + Penalty 1329.708789 = -95864.904786 nChanged 2 SP:Iteration 14Q (3.258569 sec): 3 clusters Score: Raw -97194.908708 + Penalty 1329.867094 = -95865.041615 nChanged 1 SP:Iteration 15Q (3.261175 sec): 3 clusters Score: Raw -97195.082174 + Penalty 1329.867094 = -95865.215081 nChanged 0 SP:Iteration 16F (3.263841 sec): 3 clusters Score: Raw -97195.082174 + Penalty 1329.867094 = -95865.215081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 7 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.264449 sec): 2 clusters Score: Raw -2705.738186 + Penalty 387.541911 = -2318.196276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.264737 sec): 3 clusters Score: Raw -2736.923335 + Penalty 775.083821 = -1961.839514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.265283 sec): 2 clusters Score: Raw -2575.844799 + Penalty 263.269752 = -2312.575047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.265560 sec): 3 clusters Score: Raw -2586.268531 + Penalty 526.403160 = -2059.865371 nChanged 2 SP:Iteration 1F (3.265832 sec): 3 clusters Score: Raw -2589.512467 + Penalty 526.909956 = -2062.602511 nChanged 1 SP:Iteration 2Q (3.266134 sec): 3 clusters Score: Raw -2591.850917 + Penalty 526.909956 = -2064.940961 nChanged 0 SP:Iteration 3F (3.266410 sec): 3 clusters Score: Raw -2591.850917 + Penalty 526.909956 = -2064.940961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 10 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.266883 sec): 2 clusters Score: Raw -892.055220 + Penalty 242.569563 = -649.485657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.267112 sec): 3 clusters Score: Raw -894.296051 + Penalty 477.161994 = -417.134057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 11 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.267589 sec): 2 clusters Score: Raw -1108.636752 + Penalty 230.162056 = -878.474697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.267829 sec): 3 clusters Score: Raw -1118.468019 + Penalty 464.169808 = -654.298211 nChanged 1 SP:Iteration 1F (3.268062 sec): 3 clusters Score: Raw -1122.676127 + Penalty 464.169808 = -658.506318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.268980 sec): 2 clusters Score: Raw -10771.196578 + Penalty 235.313605 = -10535.882972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.269508 sec): 3 clusters Score: Raw -10693.591590 + Penalty 476.267762 = -10217.323829 nChanged 41 SP:Iteration 1F (3.270032 sec): 3 clusters Score: Raw -10739.918610 + Penalty 484.061187 = -10255.857423 nChanged 19 SP:Iteration 2F (3.270551 sec): 3 clusters Score: Raw -10761.402524 + Penalty 488.941941 = -10272.460583 nChanged 7 SP:Iteration 3Q (3.271065 sec): 3 clusters Score: Raw -10770.925206 + Penalty 487.742799 = -10283.182406 nChanged 6 SP:Iteration 4Q (3.271572 sec): 3 clusters Score: Raw -10781.615033 + Penalty 484.364253 = -10297.250779 nChanged 5 SP:Iteration 5Q (3.272075 sec): 3 clusters Score: Raw -10788.494698 + Penalty 483.200711 = -10305.293988 nChanged 3 SP:Iteration 6Q (3.272576 sec): 3 clusters Score: Raw -10793.642552 + Penalty 483.257751 = -10310.384801 nChanged 3 SP:Iteration 7Q (3.273076 sec): 3 clusters Score: Raw -10797.679805 + Penalty 482.800656 = -10314.879149 nChanged 2 SP:Iteration 8Q (3.273574 sec): 3 clusters Score: Raw -10800.037976 + Penalty 482.800656 = -10317.237320 nChanged 0 SP:Iteration 9F (3.274091 sec): 3 clusters Score: Raw -10800.037976 + Penalty 482.800656 = -10317.237320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 13 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.274669 sec): 2 clusters Score: Raw -3974.398224 + Penalty 541.275168 = -3433.123056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.274977 sec): 3 clusters Score: Raw -4076.665187 + Penalty 1075.931844 = -3000.733343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.276107 sec): 2 clusters Score: Raw -17156.594417 + Penalty 668.801355 = -16487.793062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.276788 sec): 3 clusters Score: Raw -17133.673562 + Penalty 1337.884022 = -15795.789540 nChanged 37 SP:Iteration 1F (3.277454 sec): 3 clusters Score: Raw -17192.744390 + Penalty 1339.074028 = -15853.670363 nChanged 7 SP:Iteration 2Q (3.278103 sec): 3 clusters Score: Raw -17207.529367 + Penalty 1339.525462 = -15868.003905 nChanged 2 SP:Iteration 3Q (3.278749 sec): 3 clusters Score: Raw -17211.762607 + Penalty 1339.044487 = -15872.718121 nChanged 2 SP:Iteration 4Q (3.279421 sec): 3 clusters Score: Raw -17214.586421 + Penalty 1339.271091 = -15875.315331 nChanged 1 SP:Iteration 5Q (3.280091 sec): 3 clusters Score: Raw -17217.568806 + Penalty 1339.513303 = -15878.055503 nChanged 2 SP:Iteration 6Q (3.280782 sec): 3 clusters Score: Raw -17222.732228 + Penalty 1339.461903 = -15883.270325 nChanged 1 SP:Iteration 7Q (3.281447 sec): 3 clusters Score: Raw -17226.024729 + Penalty 1339.461903 = -15886.562826 nChanged 0 SP:Iteration 8F (3.282128 sec): 3 clusters Score: Raw -17226.024729 + Penalty 1339.461903 = -15886.562826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 15 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.282686 sec): 2 clusters Score: Raw -3429.533575 + Penalty 531.831823 = -2897.701752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.282978 sec): 3 clusters Score: Raw -3520.282642 + Penalty 1063.790451 = -2456.492190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.283457 sec): 2 clusters Score: Raw -923.224545 + Penalty 99.895645 = -823.328900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.283691 sec): 3 clusters Score: Raw -923.052349 + Penalty 193.004439 = -730.047910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284160 sec): 2 clusters Score: Raw -826.859681 + Penalty 231.664184 = -595.195497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.284391 sec): 3 clusters Score: Raw -831.572895 + Penalty 464.594065 = -366.978829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284917 sec): 2 clusters Score: Raw -2687.100001 + Penalty 549.060335 = -2138.039666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285193 sec): 3 clusters Score: Raw -2801.463066 + Penalty 1098.120670 = -1703.342396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.285642 sec): 2 clusters Score: Raw -213.076705 + Penalty 75.339210 = -137.737495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285854 sec): 3 clusters Score: Raw -209.809439 + Penalty 161.669030 = -48.140409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.286310 sec): 2 clusters Score: Raw -440.511086 + Penalty 126.125191 = -314.385895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.286529 sec): 3 clusters Score: Raw -437.843698 + Penalty 252.250382 = -185.593316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287019 sec): 2 clusters Score: Raw -1349.936117 + Penalty 502.294399 = -847.641718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.287269 sec): 3 clusters Score: Raw -1484.345716 + Penalty 1004.588797 = -479.756919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287763 sec): 2 clusters Score: Raw -1642.261494 + Penalty 393.458095 = -1248.803399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.288014 sec): 3 clusters Score: Raw -1693.290325 + Penalty 788.266103 = -905.024222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.288846 sec): 2 clusters Score: Raw -9633.707887 + Penalty 133.944369 = -9499.763518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.289340 sec): 3 clusters Score: Raw -9569.294068 + Penalty 272.802575 = -9296.491492 nChanged 48 SP:Iteration 1F (3.289834 sec): 3 clusters Score: Raw -9613.446448 + Penalty 274.912358 = -9338.534090 nChanged 14 SP:Iteration 2F (3.290305 sec): 3 clusters Score: Raw -9626.771967 + Penalty 287.793003 = -9338.978965 nChanged 5 SP:Iteration 3Q (3.290798 sec): 3 clusters Score: Raw -9633.787651 + Penalty 307.341094 = -9326.446557 nChanged 5 SP:Iteration 4F (3.291299 sec): 3 clusters Score: Raw -9639.470565 + Penalty 323.414522 = -9316.056043 nChanged 1 SP:Iteration 5F (3.291798 sec): 3 clusters Score: Raw -9641.064565 + Penalty 354.138984 = -9286.925580 nChanged 2 SP:Iteration 6F (3.292299 sec): 3 clusters Score: Raw -9643.523146 + Penalty 354.138984 = -9289.384161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 26 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.292768 sec): 2 clusters Score: Raw -767.745487 + Penalty 226.317601 = -541.427886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.292995 sec): 3 clusters Score: Raw -770.471656 + Penalty 450.597461 = -319.874194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.293504 sec): 2 clusters Score: Raw -2087.493939 + Penalty 390.009909 = -1697.484029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.293762 sec): 3 clusters Score: Raw -2138.893462 + Penalty 780.009860 = -1358.883602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.294207 sec): 2 clusters Score: Raw -143.057318 + Penalty 43.979274 = -99.078044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.294415 sec): 3 clusters Score: Raw -136.728201 + Penalty 87.958549 = -48.769652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.294870 sec): 2 clusters Score: Raw -442.532355 + Penalty 125.611526 = -316.920829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.295085 sec): 3 clusters Score: Raw -440.518660 + Penalty 250.749105 = -189.769555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.295546 sec): 2 clusters Score: Raw -662.201772 + Penalty 200.846647 = -461.355125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.295769 sec): 3 clusters Score: Raw -664.191885 + Penalty 406.843033 = -257.348853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.296221 sec): 2 clusters Score: Raw -373.167798 + Penalty 139.882368 = -233.285430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.296437 sec): 3 clusters Score: Raw -368.232468 + Penalty 274.868240 = -93.364228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.296884 sec): 2 clusters Score: Raw -219.788264 + Penalty 87.786821 = -132.001443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.297080 sec): 2 clusters Score: Raw -219.788264 + Penalty 87.786821 = -132.001443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.297555 sec): 2 clusters Score: Raw -1161.390272 + Penalty 340.460437 = -820.929835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.297790 sec): 3 clusters Score: Raw -1194.935044 + Penalty 681.796731 = -513.138313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 35 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.298328 sec): 2 clusters Score: Raw -2430.512372 + Penalty 336.068706 = -2094.443666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.298602 sec): 3 clusters Score: Raw -2458.648004 + Penalty 672.919725 = -1785.728280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.299057 sec): 2 clusters Score: Raw -333.624948 + Penalty 74.052478 = -259.572469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.299274 sec): 3 clusters Score: Raw -336.825170 + Penalty 148.218815 = -188.606355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.299726 sec): 2 clusters Score: Raw -278.693901 + Penalty 117.643801 = -161.050100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.299936 sec): 3 clusters Score: Raw -279.084929 + Penalty 220.095152 = -58.989777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 41 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.300399 sec): 2 clusters Score: Raw -676.323825 + Penalty 227.249712 = -449.074113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.300623 sec): 3 clusters Score: Raw -683.824370 + Penalty 456.162144 = -227.662226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.301077 sec): 2 clusters Score: Raw -427.385950 + Penalty 134.990597 = -292.395353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.301293 sec): 3 clusters Score: Raw -422.525802 + Penalty 269.084749 = -153.441053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.301745 sec): 2 clusters Score: Raw -366.504156 + Penalty 129.428339 = -237.075816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.301960 sec): 3 clusters Score: Raw -362.919985 + Penalty 261.260002 = -101.659983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.302415 sec): 2 clusters Score: Raw -461.516962 + Penalty 199.952952 = -261.564009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.302635 sec): 3 clusters Score: Raw -460.520840 + Penalty 399.905905 = -60.614935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.303085 sec): 2 clusters Score: Raw -366.135401 + Penalty 130.243935 = -235.891466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.303300 sec): 3 clusters Score: Raw -360.174696 + Penalty 264.409865 = -95.764831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.303756 sec): 2 clusters Score: Raw -459.895563 + Penalty 193.712315 = -266.183248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.303972 sec): 3 clusters Score: Raw -454.418589 + Penalty 390.997232 = -63.421357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.304418 sec): 2 clusters Score: Raw -224.882402 + Penalty 93.772496 = -131.109906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.304628 sec): 3 clusters Score: Raw -216.645804 + Penalty 195.797328 = -20.848476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 50 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.305082 sec): 2 clusters Score: Raw -70.202171 + Penalty 0.000000 = -70.202171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.305274 sec): 2 clusters Score: Raw -70.202171 + Penalty 0.000000 = -70.202171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.305716 sec): 2 clusters Score: Raw -147.848424 + Penalty 68.751984 = -79.096441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.305909 sec): 2 clusters Score: Raw -147.848424 + Penalty 68.751984 = -79.096441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.306352 sec): 2 clusters Score: Raw -152.753971 + Penalty 83.272803 = -69.481168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.306560 sec): 3 clusters Score: Raw -142.740156 + Penalty 166.545605 = 23.805449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.306998 sec): 2 clusters Score: Raw -70.490428 + Penalty 0.000000 = -70.490428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.307189 sec): 2 clusters Score: Raw -70.490428 + Penalty 0.000000 = -70.490428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.307632 sec): 2 clusters Score: Raw -146.592201 + Penalty 72.969471 = -73.622730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.307824 sec): 2 clusters Score: Raw -146.592201 + Penalty 72.969471 = -73.622730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.308275 sec): 2 clusters Score: Raw -375.155615 + Penalty 113.872703 = -261.282912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.308492 sec): 3 clusters Score: Raw -367.670717 + Penalty 229.104960 = -138.565757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.308935 sec): 2 clusters Score: Raw -134.206630 + Penalty 20.686334 = -113.520296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.309128 sec): 2 clusters Score: Raw -134.206630 + Penalty 20.686334 = -113.520296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.309570 sec): 2 clusters Score: Raw -148.077494 + Penalty 66.371452 = -81.706042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.309765 sec): 2 clusters Score: Raw -148.077494 + Penalty 66.371452 = -81.706042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.310213 sec): 2 clusters Score: Raw -305.137606 + Penalty 113.092243 = -192.045363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.310426 sec): 3 clusters Score: Raw -295.337489 + Penalty 232.563951 = -62.773538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.310868 sec): 2 clusters Score: Raw -140.948464 + Penalty 48.389351 = -92.559113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.311076 sec): 3 clusters Score: Raw -136.110700 + Penalty 96.778702 = -39.331999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.311537 sec): 2 clusters Score: Raw -223.575782 + Penalty 81.437426 = -142.138356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.311745 sec): 3 clusters Score: Raw -215.043815 + Penalty 162.251694 = -52.792121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.312183 sec): 2 clusters Score: Raw -70.942756 + Penalty 0.000000 = -70.942756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.312373 sec): 2 clusters Score: Raw -70.942756 + Penalty 0.000000 = -70.942756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.312818 sec): 2 clusters Score: Raw -215.095670 + Penalty 112.032681 = -103.062990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.313030 sec): 3 clusters Score: Raw -210.923836 + Penalty 253.807373 = 42.883537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.313472 sec): 2 clusters Score: Raw -70.165112 + Penalty 0.000000 = -70.165112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.313663 sec): 2 clusters Score: Raw -70.165112 + Penalty 0.000000 = -70.165112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.314109 sec): 2 clusters Score: Raw -148.657622 + Penalty 66.595082 = -82.062540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.314302 sec): 2 clusters Score: Raw -148.657622 + Penalty 66.595082 = -82.062540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.314754 sec): 2 clusters Score: Raw -283.775849 + Penalty 87.417537 = -196.358312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.314950 sec): 2 clusters Score: Raw -283.775849 + Penalty 87.417537 = -196.358312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.315397 sec): 2 clusters Score: Raw -229.272770 + Penalty 122.261864 = -107.010906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.315592 sec): 2 clusters Score: Raw -229.272770 + Penalty 122.261864 = -107.010906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316036 sec): 2 clusters Score: Raw -193.759253 + Penalty 22.142458 = -171.616795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316235 sec): 3 clusters Score: Raw -192.118932 + Penalty 48.698569 = -143.420363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316677 sec): 2 clusters Score: Raw -148.745730 + Penalty 68.686082 = -80.059648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316885 sec): 3 clusters Score: Raw -141.007873 + Penalty 137.372164 = -3.635709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 84 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.317385 sec): 2 clusters Score: Raw -1606.287703 + Penalty 80.897412 = -1525.390291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.317637 sec): 3 clusters Score: Raw -1598.434995 + Penalty 179.434939 = -1419.000057 nChanged 6 SP:Iteration 1F (3.317886 sec): 3 clusters Score: Raw -1608.524530 + Penalty 185.187893 = -1423.336637 nChanged 2 SP:Iteration 2F (3.318147 sec): 3 clusters Score: Raw -1610.829139 + Penalty 185.187893 = -1425.641246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 87 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.318925 sec): 2 clusters Score: Raw -7304.021097 + Penalty 151.879069 = -7152.142028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.319352 sec): 3 clusters Score: Raw -7260.507842 + Penalty 303.867830 = -6956.640012 nChanged 35 SP:Iteration 1F (3.319775 sec): 3 clusters Score: Raw -7287.752746 + Penalty 307.659952 = -6980.092794 nChanged 13 SP:Iteration 2F (3.320197 sec): 3 clusters Score: Raw -7299.313494 + Penalty 319.416327 = -6979.897167 nChanged 9 SP:Iteration 3F (3.320621 sec): 3 clusters Score: Raw -7308.943707 + Penalty 336.891246 = -6972.052461 nChanged 9 SP:Iteration 4F (3.321029 sec): 3 clusters Score: Raw -7317.654441 + Penalty 343.721755 = -6973.932686 nChanged 4 SP:Iteration 5Q (3.321432 sec): 3 clusters Score: Raw -7321.093822 + Penalty 344.644659 = -6976.449163 nChanged 1 SP:Iteration 6Q (3.321834 sec): 3 clusters Score: Raw -7322.061262 + Penalty 344.644659 = -6977.416603 nChanged 0 SP:Iteration 7F (3.322242 sec): 3 clusters Score: Raw -7322.061262 + Penalty 344.644659 = -6977.416603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.322688 sec): 2 clusters Score: Raw -71.430561 + Penalty 0.000000 = -71.430561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.322879 sec): 2 clusters Score: Raw -71.430561 + Penalty 0.000000 = -71.430561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.323318 sec): 2 clusters Score: Raw -70.717649 + Penalty 0.000000 = -70.717649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.323508 sec): 2 clusters Score: Raw -70.717649 + Penalty 0.000000 = -70.717649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.323951 sec): 2 clusters Score: Raw -144.132110 + Penalty 75.874116 = -68.257993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.324158 sec): 3 clusters Score: Raw -137.866041 + Penalty 151.748233 = 13.882192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.324600 sec): 2 clusters Score: Raw -141.433857 + Penalty 81.312271 = -60.121586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.324806 sec): 3 clusters Score: Raw -136.465534 + Penalty 162.624541 = 26.159007 nChanged 0 Deleting Class 20 (36 points): Lose 261.402367 but Gain 1406.066142 Iteration 20F (3.612607 sec): 65 clusters Score: Raw -650249.087562 + Penalty 50754.844704 = -599494.242858 nChanged 106 Deleting Class 95 (3 points): Lose 46.770843 but Gain 1214.767839 Iteration 21Q (3.649896 sec): 64 clusters Score: Raw -650353.019921 + Penalty 49550.855753 = -600802.164167 nChanged 95 Deleting Class 71 (1 points): Lose 7.520451 but Gain 1145.914123 Iteration 22Q (3.685879 sec): 63 clusters Score: Raw -650448.194241 + Penalty 48588.302155 = -601859.892085 nChanged 71 Deleting Class 34 (15 points): Lose 55.081494 but Gain 1153.733028 Iteration 23Q (3.720779 sec): 62 clusters Score: Raw -650433.726589 + Penalty 47444.631844 = -602989.094745 nChanged 57 Deleting Class 15 (45 points): Lose 184.097243 but Gain 1278.253323 Iteration 24Q (3.756341 sec): 61 clusters Score: Raw -650283.481125 + Penalty 46181.711277 = -604101.769849 nChanged 85 Deleting Class 53 (2 points): Lose 20.381965 but Gain 1102.486052 Iteration 25Q (3.791079 sec): 60 clusters Score: Raw -650365.924154 + Penalty 45144.795595 = -605221.128559 nChanged 47 Deleting Class 24 (23 points): Lose 92.357581 but Gain 1161.152832 Iteration 26Q (3.825378 sec): 59 clusters Score: Raw -650301.073654 + Penalty 44049.841083 = -606251.232571 nChanged 58 Deleting Class 13 (52 points): Lose 225.302661 but Gain 1256.650200 Iteration 27Q (3.859241 sec): 58 clusters Score: Raw -650129.008121 + Penalty 42857.820426 = -607271.187695 nChanged 76 Deleting Class 77 (3 points): Lose 27.795355 but Gain 1021.273222 Iteration 28Q (3.893460 sec): 57 clusters Score: Raw -650230.023468 + Penalty 41930.533982 = -608299.489486 nChanged 37 Deleting Class 93 (2 points): Lose 12.610086 but Gain 1004.531521 Iteration 29Q (3.926791 sec): 56 clusters Score: Raw -650239.875380 + Penalty 40947.518078 = -609292.357302 nChanged 31 Deleting Class 45 (5 points): Lose 24.551479 but Gain 1014.980008 Iteration 30F (4.168503 sec): 55 clusters Score: Raw -650233.936913 + Penalty 39950.541744 = -610283.395169 nChanged 38 Deleting Class 73 (2 points): Lose 19.287786 but Gain 989.931891 Iteration 31Q (4.201370 sec): 54 clusters Score: Raw -650247.013764 + Penalty 39102.124351 = -611144.889413 nChanged 39 Deleting Class 48 (7 points): Lose 45.742812 but Gain 1014.286991 Iteration 32Q (4.235041 sec): 53 clusters Score: Raw -650221.192211 + Penalty 38111.956253 = -612109.235959 nChanged 43 Deleting Class 56 (2 points): Lose 11.828464 but Gain 966.075615 Iteration 33Q (4.267442 sec): 52 clusters Score: Raw -650236.793623 + Penalty 37203.148472 = -613033.645152 nChanged 29 Deleting Class 54 (1 points): Lose 0.805273 but Gain 952.801094 Iteration 34Q (4.299741 sec): 51 clusters Score: Raw -650250.829520 + Penalty 36261.842638 = -613988.986881 nChanged 25 Deleting Class 27 (38 points): Lose 190.257781 but Gain 1117.220385 Iteration 35Q (4.331420 sec): 50 clusters Score: Raw -650068.253193 + Penalty 35243.316275 = -614824.936917 nChanged 64 Deleting Class 89 (1 points): Lose 8.081899 but Gain 916.430671 Iteration 36Q (4.364428 sec): 49 clusters Score: Raw -650142.212070 + Penalty 34334.443796 = -615807.768275 nChanged 25 Deleting Class 41 (10 points): Lose 56.253314 but Gain 962.469004 Iteration 37Q (4.396732 sec): 48 clusters Score: Raw -650094.105274 + Penalty 33382.692610 = -616711.412663 nChanged 38 Deleting Class 51 (2 points): Lose 6.430616 but Gain 910.238407 Iteration 38Q (4.429241 sec): 47 clusters Score: Raw -650112.207726 + Penalty 32484.826402 = -617627.381324 nChanged 33 Deleting Class 72 (3 points): Lose 34.789275 but Gain 935.827191 Iteration 39Q (4.460891 sec): 46 clusters Score: Raw -650085.554475 + Penalty 31558.060171 = -618527.494304 nChanged 21 Deleting Class 83 (2 points): Lose 16.410467 but Gain 909.365906 Iteration 40F (4.660880 sec): 45 clusters Score: Raw -650080.079759 + Penalty 30671.179788 = -619408.899971 nChanged 26 Deleting Class 26 (8 points): Lose 27.746651 but Gain 902.681749 Iteration 41Q (4.692134 sec): 44 clusters Score: Raw -650063.674632 + Penalty 29771.935261 = -620291.739371 nChanged 33 Deleting Class 7 (41 points): Lose 161.457455 but Gain 1047.962028 Iteration 42Q (4.722814 sec): 43 clusters Score: Raw -649915.449074 + Penalty 29015.172942 = -620900.276131 nChanged 58 Deleting Class 74 (2 points): Lose 8.777335 but Gain 881.682220 Iteration 43Q (4.754329 sec): 42 clusters Score: Raw -649998.684860 + Penalty 28136.507410 = -621862.177449 nChanged 27 Deleting Class 62 (2 points): Lose 19.476348 but Gain 878.721472 Iteration 44Q (4.785357 sec): 41 clusters Score: Raw -649988.909878 + Penalty 27315.440715 = -622673.469162 nChanged 15 Deleting Class 10 (12 points): Lose 54.314973 but Gain 895.821769 Iteration 45Q (4.815622 sec): 40 clusters Score: Raw -649959.272736 + Penalty 26427.620240 = -623531.652496 nChanged 22 Deleting Class 17 (12 points): Lose 75.586445 but Gain 916.913475 Iteration 46Q (4.845250 sec): 39 clusters Score: Raw -649903.524411 + Penalty 25625.389699 = -624278.134711 nChanged 23 Deleting Class 90 (1 points): Lose 2.773506 but Gain 837.268108 Iteration 47Q (4.875320 sec): 38 clusters Score: Raw -649934.436798 + Penalty 24803.365171 = -625131.071627 nChanged 16 Deleting Class 50 (2 points): Lose 17.604376 but Gain 841.185671 Iteration 48Q (4.905265 sec): 37 clusters Score: Raw -649925.739957 + Penalty 23968.588033 = -625957.151924 nChanged 11 Deleting Class 38 (3 points): Lose 14.741507 but Gain 829.054489 Iteration 49Q (4.934940 sec): 36 clusters Score: Raw -649924.623170 + Penalty 23150.665437 = -626773.957733 nChanged 14 Deleting Class 31 (9 points): Lose 32.854829 but Gain 838.852342 Iteration 50F (5.092033 sec): 35 clusters Score: Raw -649902.599627 + Penalty 22328.649124 = -627573.950504 nChanged 20 Deleting Class 11 (23 points): Lose 119.858064 but Gain 923.940702 Iteration 51Q (5.123969 sec): 34 clusters Score: Raw -649801.092525 + Penalty 21539.785760 = -628261.306765 nChanged 36 Deleting Class 42 (7 points): Lose 30.134893 but Gain 836.067868 Iteration 52Q (5.153919 sec): 33 clusters Score: Raw -649843.830138 + Penalty 20789.015390 = -629054.814748 nChanged 25 Deleting Class 49 (3 points): Lose 6.183517 but Gain 783.296900 Iteration 53Q (5.184785 sec): 32 clusters Score: Raw -649868.263031 + Penalty 20026.404543 = -629841.858488 nChanged 22 Deleting Class 32 (5 points): Lose 20.992303 but Gain 797.598138 Iteration 54Q (5.213480 sec): 31 clusters Score: Raw -649860.855599 + Penalty 19244.310189 = -630616.545411 nChanged 22 Deleting Class 35 (33 points): Lose 116.661078 but Gain 883.676561 Iteration 55Q (5.242085 sec): 30 clusters Score: Raw -649763.027250 + Penalty 18371.280630 = -631391.746620 nChanged 51 Deleting Class 64 (5 points): Lose 37.055510 but Gain 781.051882 Iteration 56Q (5.271355 sec): 29 clusters Score: Raw -649781.634591 + Penalty 17606.190858 = -632175.443733 nChanged 29 Deleting Class 46 (6 points): Lose 40.837454 but Gain 777.813644 Iteration 57Q (5.299290 sec): 28 clusters Score: Raw -649756.087866 + Penalty 16836.120713 = -632919.967153 nChanged 21 Deleting Class 66 (1 points): Lose 9.378175 but Gain 746.232175 Iteration 58Q (5.326825 sec): 27 clusters Score: Raw -649765.442234 + Penalty 16091.641164 = -633673.801070 nChanged 15 Deleting Class 43 (5 points): Lose 13.040259 but Gain 737.990100 Iteration 59Q (5.354290 sec): 26 clusters Score: Raw -649764.974841 + Penalty 15361.951235 = -634403.023605 nChanged 22 Deleting Class 21 (4 points): Lose 21.362105 but Gain 742.627508 Iteration 60F (5.468270 sec): 25 clusters Score: Raw -649759.547610 + Penalty 14632.617623 = -635126.929987 nChanged 20 Deleting Class 33 (3 points): Lose 17.757573 but Gain 733.297583 Iteration 61Q (5.496250 sec): 24 clusters Score: Raw -649757.129996 + Penalty 13919.191294 = -635837.938702 nChanged 15 Deleting Class 58 (6 points): Lose 23.089831 but Gain 703.579108 Iteration 62Q (5.523187 sec): 23 clusters Score: Raw -649744.739907 + Penalty 13215.466490 = -636529.273416 nChanged 14 Deleting Class 28 (3 points): Lose 18.232947 but Gain 683.794300 Iteration 63Q (5.549876 sec): 22 clusters Score: Raw -649734.973990 + Penalty 12533.370216 = -637201.603773 nChanged 8 Deleting Class 67 (3 points): Lose 16.012615 but Gain 680.260053 Iteration 64Q (5.577392 sec): 21 clusters Score: Raw -649725.488117 + Penalty 11856.322547 = -637869.165570 nChanged 9 Deleting Class 30 (6 points): Lose 12.533395 but Gain 643.346835 Iteration 65Q (5.603324 sec): 20 clusters Score: Raw -649720.623209 + Penalty 11215.294668 = -638505.328541 nChanged 16 Deleting Class 9 (35 points): Lose 75.325215 but Gain 706.090413 Iteration 66Q (5.629936 sec): 19 clusters Score: Raw -649655.581081 + Penalty 10523.506284 = -639132.074797 nChanged 45 Deleting Class 22 (6 points): Lose 31.182746 but Gain 645.977680 Iteration 67Q (5.656129 sec): 18 clusters Score: Raw -649681.048534 + Penalty 9885.640104 = -639795.408430 nChanged 15 Deleting Class 5 (24 points): Lose 99.385349 but Gain 686.234579 Iteration 68Q (5.681867 sec): 17 clusters Score: Raw -649592.755076 + Penalty 9219.370213 = -640373.384863 nChanged 28 Deleting Class 76 (5 points): Lose 41.372251 but Gain 574.226182 Iteration 69Q (5.707516 sec): 16 clusters Score: Raw -649611.193078 + Penalty 8659.394794 = -640951.798284 nChanged 17 Deleting Class 37 (6 points): Lose 28.061527 but Gain 536.542070 Iteration 70F (5.781149 sec): 15 clusters Score: Raw -649621.066929 + Penalty 8118.378699 = -641502.688230 nChanged 19 Deleting Class 16 (17 points): Lose 23.761967 but Gain 331.903260 Iteration 71Q (5.806434 sec): 14 clusters Score: Raw -649613.997338 + Penalty 7789.851149 = -641824.146189 nChanged 25 Deleting Class 23 (19 points): Lose 1208.873093 but Gain 1491.244137 Iteration 72Q (5.831642 sec): 13 clusters Score: Raw -648433.860324 + Penalty 7784.608197 = -640649.252127 nChanged 33 Deleting Class 3 (170 points): Lose 511.002409 but Gain 792.507568 Iteration 73F (5.892014 sec): 12 clusters Score: Raw -647986.141534 + Penalty 7088.927905 = -640897.213629 nChanged 192 Deleting Class 61 (2 points): Lose 40.233599 but Gain 273.875671 Iteration 74Q (5.916436 sec): 11 clusters Score: Raw -648256.895730 + Penalty 6800.268512 = -641456.627218 nChanged 75 Deleting Class 78 (3 points): Lose 48.983239 but Gain 184.959554 Iteration 75Q (5.940324 sec): 10 clusters Score: Raw -648252.340528 + Penalty 6592.574850 = -641659.765678 nChanged 72 Deleting Class 84 (39 points): Lose 90.884353 but Gain 196.168886 Iteration 76Q (5.964379 sec): 9 clusters Score: Raw -648194.799388 + Penalty 6372.051532 = -641822.747855 nChanged 85 Iteration 77Q (5.989308 sec): 9 clusters Score: Raw -648261.428998 + Penalty 6366.586312 = -641894.842686 nChanged 49 Iteration 78Q (6.014313 sec): 9 clusters Score: Raw -648279.064038 + Penalty 6354.451820 = -641924.612218 nChanged 50 Iteration 79Q (6.038687 sec): 9 clusters Score: Raw -648293.355701 + Penalty 6351.656636 = -641941.699065 nChanged 28 Iteration 80F (6.083712 sec): 9 clusters Score: Raw -648298.617228 + Penalty 6354.294163 = -641944.323065 nChanged 22 Iteration 81Q (6.110046 sec): 9 clusters Score: Raw -648302.521609 + Penalty 6356.589470 = -641945.932139 nChanged 14 Iteration 82Q (6.136408 sec): 9 clusters Score: Raw -648304.370989 + Penalty 6356.609122 = -641947.761866 nChanged 9 Iteration 83Q (6.162725 sec): 9 clusters Score: Raw -648305.267726 + Penalty 6356.191232 = -641949.076494 nChanged 3 Iteration 84Q (6.189612 sec): 9 clusters Score: Raw -648305.535958 + Penalty 6354.788006 = -641950.747952 nChanged 1 Iteration 85Q (6.215843 sec): 9 clusters Score: Raw -648305.693294 + Penalty 6354.642131 = -641951.051162 nChanged 2 Iteration 86Q (6.241979 sec): 9 clusters Score: Raw -648306.188223 + Penalty 6354.857197 = -641951.331026 nChanged 1 Iteration 87Q (6.268403 sec): 9 clusters Score: Raw -648306.352199 + Penalty 6355.012049 = -641951.340150 nChanged 1 Iteration 88Q (6.295088 sec): 9 clusters Score: Raw -648306.471159 + Penalty 6355.125352 = -641951.345807 nChanged 2 Iteration 89Q (6.321279 sec): 9 clusters Score: Raw -648306.606591 + Penalty 6355.440965 = -641951.165626 nChanged 2 Iteration 90F (6.365797 sec): 9 clusters Score: Raw -648306.771555 + Penalty 6355.883278 = -641950.888277 nChanged 3 Iteration 91F (6.410819 sec): 9 clusters Score: Raw -648307.189566 + Penalty 6356.341153 = -641950.848413 nChanged 3 Iteration 92F (6.455271 sec): 9 clusters Score: Raw -648307.432279 + Penalty 6356.689540 = -641950.742739 nChanged 3 Iteration 93F (6.500411 sec): 9 clusters Score: Raw -648307.664910 + Penalty 6358.006732 = -641949.658178 nChanged 3 Iteration 94F (6.545031 sec): 9 clusters Score: Raw -648308.091469 + Penalty 6358.199217 = -641949.892253 nChanged 1 Iteration 95Q (6.571754 sec): 9 clusters Score: Raw -648308.191390 + Penalty 6358.347373 = -641949.844017 nChanged 1 Iteration 96F (6.616613 sec): 9 clusters Score: Raw -648308.214601 + Penalty 6358.532649 = -641949.681952 nChanged 2 Iteration 97F (6.661226 sec): 9 clusters Score: Raw -648308.303665 + Penalty 6358.721262 = -641949.582403 nChanged 1 Iteration 98F (6.706085 sec): 9 clusters Score: Raw -648308.341249 + Penalty 6358.957407 = -641949.383841 nChanged 1 Iteration 99F (6.750548 sec): 9 clusters Score: Raw -648308.581189 + Penalty 6358.957407 = -641949.623782 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -648308.581189 + Penalty 6358.957407 = -641949.623782Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.778787 sec): 2 clusters Score: Raw -140683.264782 + Penalty 566.875186 = -140116.389596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.782405 sec): 3 clusters Score: Raw -139563.900354 + Penalty 1136.262683 = -138427.637671 nChanged 806 SP:Iteration 1F (6.785944 sec): 3 clusters Score: Raw -139997.733756 + Penalty 1139.248105 = -138858.485651 nChanged 175 SP:Iteration 2F (6.789476 sec): 3 clusters Score: Raw -140092.047193 + Penalty 1145.049474 = -138946.997719 nChanged 119 SP:Iteration 3F (6.793125 sec): 3 clusters Score: Raw -140163.392859 + Penalty 1150.844669 = -139012.548189 nChanged 107 SP:Iteration 4F (6.796930 sec): 3 clusters Score: Raw -140235.416633 + Penalty 1158.971689 = -139076.444944 nChanged 108 SP:Iteration 5F (6.800465 sec): 3 clusters Score: Raw -140315.046530 + Penalty 1172.979369 = -139142.067160 nChanged 107 SP:Iteration 6F (6.803992 sec): 3 clusters Score: Raw -140394.410754 + Penalty 1188.128652 = -139206.282102 nChanged 102 SP:Iteration 7F (6.807503 sec): 3 clusters Score: Raw -140484.455081 + Penalty 1219.796965 = -139264.658116 nChanged 92 SP:Iteration 8Q (6.811069 sec): 3 clusters Score: Raw -140580.099288 + Penalty 1267.103637 = -139312.995651 nChanged 64 SP:Iteration 9Q (6.814472 sec): 3 clusters Score: Raw -140647.675170 + Penalty 1288.728868 = -139358.946302 nChanged 34 SP:Iteration 10F (6.817981 sec): 3 clusters Score: Raw -140682.920659 + Penalty 1313.945765 = -139368.974895 nChanged 27 SP:Iteration 11Q (6.821137 sec): 3 clusters Score: Raw -140714.851449 + Penalty 1332.864070 = -139381.987379 nChanged 20 SP:Iteration 12Q (6.824268 sec): 3 clusters Score: Raw -140739.304718 + Penalty 1336.143628 = -139403.161090 nChanged 13 SP:Iteration 13Q (6.827306 sec): 3 clusters Score: Raw -140755.713667 + Penalty 1339.295887 = -139416.417780 nChanged 6 SP:Iteration 14Q (6.830265 sec): 3 clusters Score: Raw -140762.290595 + Penalty 1339.295887 = -139422.994708 nChanged 0 SP:Iteration 15F (6.833776 sec): 3 clusters Score: Raw -140762.290595 + Penalty 1339.295887 = -139422.994708 nChanged 0 Memory request: 0.03 GB would take us to total of 0.12 GB. Trying to split cluster 2 (5241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.858403 sec): 2 clusters Score: Raw -365294.215042 + Penalty 374.732467 = -364919.482575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.868019 sec): 3 clusters Score: Raw -361831.889718 + Penalty 752.567855 = -361079.321864 nChanged 2391 SP:Iteration 1F (6.877709 sec): 3 clusters Score: Raw -363225.945497 + Penalty 746.678337 = -362479.267160 nChanged 911 SP:Iteration 2F (6.887099 sec): 3 clusters Score: Raw -364049.793690 + Penalty 743.359016 = -363306.434674 nChanged 575 SP:Iteration 3F (6.897103 sec): 3 clusters Score: Raw -364584.829585 + Penalty 738.102557 = -363846.727028 nChanged 343 SP:Iteration 4F (6.906771 sec): 3 clusters Score: Raw -364845.442344 + Penalty 737.071110 = -364108.371234 nChanged 186 SP:Iteration 5Q (6.915271 sec): 3 clusters Score: Raw -364973.368545 + Penalty 737.254696 = -364236.113850 nChanged 124 SP:Iteration 6Q (6.923529 sec): 3 clusters Score: Raw -365052.934207 + Penalty 744.892698 = -364308.041509 nChanged 107 SP:Iteration 7Q (6.931650 sec): 3 clusters Score: Raw -365127.619860 + Penalty 745.785414 = -364381.834446 nChanged 85 SP:Iteration 8Q (6.939513 sec): 3 clusters Score: Raw -365189.499811 + Penalty 747.011888 = -364442.487924 nChanged 63 SP:Iteration 9Q (6.947204 sec): 3 clusters Score: Raw -365244.455518 + Penalty 770.958258 = -364473.497261 nChanged 50 SP:Iteration 10F (6.956566 sec): 3 clusters Score: Raw -365290.290224 + Penalty 804.151775 = -364486.138449 nChanged 25 SP:Iteration 11Q (6.964200 sec): 3 clusters Score: Raw -365316.750373 + Penalty 816.433181 = -364500.317191 nChanged 14 SP:Iteration 12Q (6.971694 sec): 3 clusters Score: Raw -365332.638650 + Penalty 837.052226 = -364495.586424 nChanged 15 SP:Iteration 13F (6.981106 sec): 3 clusters Score: Raw -365348.371650 + Penalty 848.558428 = -364499.813221 nChanged 8 SP:Iteration 14Q (6.988507 sec): 3 clusters Score: Raw -365356.556778 + Penalty 853.146016 = -364503.410762 nChanged 1 SP:Iteration 15Q (6.996173 sec): 3 clusters Score: Raw -365357.682967 + Penalty 855.785546 = -364501.897421 nChanged 2 SP:Iteration 16F (7.006003 sec): 3 clusters Score: Raw -365358.087572 + Penalty 855.785546 = -364502.302026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 4 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.010211 sec): 2 clusters Score: Raw -14267.687609 + Penalty 315.813134 = -13951.874475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.010853 sec): 3 clusters Score: Raw -14178.546162 + Penalty 631.323643 = -13547.222519 nChanged 67 SP:Iteration 1F (7.011454 sec): 3 clusters Score: Raw -14247.725494 + Penalty 631.000874 = -13616.724619 nChanged 20 SP:Iteration 2F (7.012052 sec): 3 clusters Score: Raw -14292.997686 + Penalty 629.238542 = -13663.759144 nChanged 12 SP:Iteration 3F (7.012651 sec): 3 clusters Score: Raw -14329.436077 + Penalty 624.598316 = -13704.837761 nChanged 14 SP:Iteration 4F (7.013251 sec): 3 clusters Score: Raw -14352.294755 + Penalty 618.711175 = -13733.583579 nChanged 8 SP:Iteration 5Q (7.013819 sec): 3 clusters Score: Raw -14362.745960 + Penalty 613.560941 = -13749.185019 nChanged 6 SP:Iteration 6Q (7.014383 sec): 3 clusters Score: Raw -14368.877690 + Penalty 613.022780 = -13755.854909 nChanged 4 SP:Iteration 7Q (7.014946 sec): 3 clusters Score: Raw -14371.294163 + Penalty 612.227513 = -13759.066651 nChanged 2 SP:Iteration 8Q (7.015509 sec): 3 clusters Score: Raw -14373.437131 + Penalty 608.955059 = -13764.482072 nChanged 3 SP:Iteration 9Q (7.016066 sec): 3 clusters Score: Raw -14378.454744 + Penalty 608.446310 = -13770.008434 nChanged 4 SP:Iteration 10F (7.016668 sec): 3 clusters Score: Raw -14386.196420 + Penalty 606.892906 = -13779.303514 nChanged 2 SP:Iteration 11Q (7.017225 sec): 3 clusters Score: Raw -14389.096458 + Penalty 602.923585 = -13786.172872 nChanged 2 SP:Iteration 12Q (7.017780 sec): 3 clusters Score: Raw -14395.011806 + Penalty 599.778410 = -13795.233396 nChanged 2 SP:Iteration 13Q (7.018309 sec): 3 clusters Score: Raw -14398.511091 + Penalty 598.740289 = -13799.770802 nChanged 1 SP:Iteration 14Q (7.018829 sec): 3 clusters Score: Raw -14399.718036 + Penalty 593.693433 = -13806.024603 nChanged 1 SP:Iteration 15Q (7.019346 sec): 3 clusters Score: Raw -14403.954066 + Penalty 593.693433 = -13810.260633 nChanged 0 SP:Iteration 16F (7.019940 sec): 3 clusters Score: Raw -14403.954066 + Penalty 593.693433 = -13810.260633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 6 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.024011 sec): 2 clusters Score: Raw -78666.332540 + Penalty 671.497454 = -77994.835085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.026171 sec): 3 clusters Score: Raw -78151.893188 + Penalty 1340.259978 = -76811.633210 nChanged 394 SP:Iteration 1F (7.028265 sec): 3 clusters Score: Raw -78401.731079 + Penalty 1336.632708 = -77065.098370 nChanged 95 SP:Iteration 2F (7.030315 sec): 3 clusters Score: Raw -78466.425353 + Penalty 1334.174705 = -77132.250648 nChanged 48 SP:Iteration 3Q (7.032365 sec): 3 clusters Score: Raw -78498.018088 + Penalty 1333.523883 = -77164.494206 nChanged 40 SP:Iteration 4Q (7.034416 sec): 3 clusters Score: Raw -78524.256597 + Penalty 1332.548719 = -77191.707878 nChanged 37 SP:Iteration 5Q (7.036464 sec): 3 clusters Score: Raw -78549.894892 + Penalty 1330.851516 = -77219.043377 nChanged 30 SP:Iteration 6Q (7.038518 sec): 3 clusters Score: Raw -78567.453490 + Penalty 1331.610922 = -77235.842569 nChanged 21 SP:Iteration 7Q (7.040594 sec): 3 clusters Score: Raw -78583.016106 + Penalty 1329.491646 = -77253.524460 nChanged 30 SP:Iteration 8Q (7.042636 sec): 3 clusters Score: Raw -78605.972609 + Penalty 1327.985184 = -77277.987425 nChanged 28 SP:Iteration 9Q (7.044675 sec): 3 clusters Score: Raw -78630.677847 + Penalty 1327.232248 = -77303.445599 nChanged 27 SP:Iteration 10F (7.046724 sec): 3 clusters Score: Raw -78645.166727 + Penalty 1327.137219 = -77318.029508 nChanged 16 SP:Iteration 11Q (7.048743 sec): 3 clusters Score: Raw -78652.377025 + Penalty 1326.506912 = -77325.870113 nChanged 14 SP:Iteration 12Q (7.050760 sec): 3 clusters Score: Raw -78660.241906 + Penalty 1328.196969 = -77332.044936 nChanged 11 SP:Iteration 13Q (7.052773 sec): 3 clusters Score: Raw -78665.784187 + Penalty 1328.725782 = -77337.058405 nChanged 4 SP:Iteration 14Q (7.054785 sec): 3 clusters Score: Raw -78667.573068 + Penalty 1329.063934 = -77338.509134 nChanged 1 SP:Iteration 15Q (7.056793 sec): 3 clusters Score: Raw -78668.086526 + Penalty 1329.063934 = -77339.022592 nChanged 0 SP:Iteration 16F (7.058837 sec): 3 clusters Score: Raw -78668.086526 + Penalty 1329.063934 = -77339.022592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.061123 sec): 2 clusters Score: Raw -18697.372064 + Penalty 308.724085 = -18388.647979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.061883 sec): 3 clusters Score: Raw -18569.620895 + Penalty 617.574396 = -17952.046500 nChanged 98 SP:Iteration 1F (7.062604 sec): 3 clusters Score: Raw -18650.872088 + Penalty 617.699010 = -18033.173078 nChanged 29 SP:Iteration 2F (7.063300 sec): 3 clusters Score: Raw -18682.052831 + Penalty 617.455543 = -18064.597288 nChanged 8 SP:Iteration 3Q (7.063988 sec): 3 clusters Score: Raw -18685.925136 + Penalty 617.997182 = -18067.927954 nChanged 7 SP:Iteration 4Q (7.064672 sec): 3 clusters Score: Raw -18690.937032 + Penalty 618.820010 = -18072.117023 nChanged 8 SP:Iteration 5Q (7.065354 sec): 3 clusters Score: Raw -18694.252707 + Penalty 620.750967 = -18073.501740 nChanged 5 SP:Iteration 6Q (7.066039 sec): 3 clusters Score: Raw -18697.095889 + Penalty 625.004938 = -18072.090951 nChanged 7 SP:Iteration 7F (7.066732 sec): 3 clusters Score: Raw -18700.270965 + Penalty 628.920630 = -18071.350334 nChanged 4 SP:Iteration 8F (7.067428 sec): 3 clusters Score: Raw -18702.232304 + Penalty 628.490630 = -18073.741674 nChanged 2 SP:Iteration 9Q (7.068114 sec): 3 clusters Score: Raw -18704.228390 + Penalty 628.546042 = -18075.682347 nChanged 1 SP:Iteration 10F (7.068805 sec): 3 clusters Score: Raw -18704.932303 + Penalty 627.324839 = -18077.607464 nChanged 1 SP:Iteration 11Q (7.069490 sec): 3 clusters Score: Raw -18706.257953 + Penalty 627.324839 = -18078.933115 nChanged 0 SP:Iteration 12F (7.070181 sec): 3 clusters Score: Raw -18706.257953 + Penalty 627.324839 = -18078.933115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.072575 sec): 2 clusters Score: Raw -22727.487587 + Penalty 772.446398 = -21955.041189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.073363 sec): 3 clusters Score: Raw -22683.980366 + Penalty 1545.402832 = -21138.577534 nChanged 47 SP:Iteration 1F (7.074135 sec): 3 clusters Score: Raw -22749.885167 + Penalty 1545.632333 = -21204.252834 nChanged 14 SP:Iteration 2Q (7.074892 sec): 3 clusters Score: Raw -22776.137720 + Penalty 1545.455805 = -21230.681915 nChanged 9 SP:Iteration 3Q (7.075646 sec): 3 clusters Score: Raw -22797.590562 + Penalty 1544.570479 = -21253.020083 nChanged 5 SP:Iteration 4Q (7.076398 sec): 3 clusters Score: Raw -22810.270905 + Penalty 1543.852247 = -21266.418658 nChanged 3 SP:Iteration 5Q (7.077149 sec): 3 clusters Score: Raw -22815.189784 + Penalty 1543.988096 = -21271.201688 nChanged 3 SP:Iteration 6Q (7.077929 sec): 3 clusters Score: Raw -22822.086534 + Penalty 1543.988096 = -21278.098437 nChanged 0 SP:Iteration 7F (7.078698 sec): 3 clusters Score: Raw -22822.086534 + Penalty 1543.988096 = -21278.098437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 25 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.081231 sec): 2 clusters Score: Raw -21642.840928 + Penalty 213.211101 = -21429.629827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.082019 sec): 3 clusters Score: Raw -21455.641170 + Penalty 429.430289 = -21026.210880 nChanged 121 SP:Iteration 1F (7.082794 sec): 3 clusters Score: Raw -21546.792110 + Penalty 436.325441 = -21110.466669 nChanged 31 SP:Iteration 2F (7.083572 sec): 3 clusters Score: Raw -21574.898666 + Penalty 442.253292 = -21132.645374 nChanged 15 SP:Iteration 3Q (7.084346 sec): 3 clusters Score: Raw -21595.219527 + Penalty 445.675575 = -21149.543951 nChanged 12 SP:Iteration 4Q (7.085111 sec): 3 clusters Score: Raw -21605.218376 + Penalty 452.221411 = -21152.996964 nChanged 10 SP:Iteration 5Q (7.085849 sec): 3 clusters Score: Raw -21612.430940 + Penalty 459.178757 = -21153.252183 nChanged 8 SP:Iteration 6Q (7.086583 sec): 3 clusters Score: Raw -21616.249193 + Penalty 465.489405 = -21150.759788 nChanged 5 SP:Iteration 7F (7.087354 sec): 3 clusters Score: Raw -21618.330817 + Penalty 471.241552 = -21147.089265 nChanged 5 SP:Iteration 8F (7.088128 sec): 3 clusters Score: Raw -21620.302968 + Penalty 478.499778 = -21141.803189 nChanged 5 SP:Iteration 9F (7.088898 sec): 3 clusters Score: Raw -21621.895332 + Penalty 484.411137 = -21137.484194 nChanged 4 SP:Iteration 10F (7.089668 sec): 3 clusters Score: Raw -21623.383894 + Penalty 490.818471 = -21132.565422 nChanged 5 SP:Iteration 11F (7.090439 sec): 3 clusters Score: Raw -21625.471287 + Penalty 496.304079 = -21129.167208 nChanged 3 SP:Iteration 12F (7.091229 sec): 3 clusters Score: Raw -21627.047787 + Penalty 502.133340 = -21124.914446 nChanged 3 SP:Iteration 13F (7.092000 sec): 3 clusters Score: Raw -21627.634541 + Penalty 505.370761 = -21122.263780 nChanged 2 SP:Iteration 14F (7.092771 sec): 3 clusters Score: Raw -21628.165819 + Penalty 511.554803 = -21116.611016 nChanged 4 SP:Iteration 15F (7.093544 sec): 3 clusters Score: Raw -21629.983530 + Penalty 532.103410 = -21097.880120 nChanged 8 SP:Iteration 16F (7.094315 sec): 3 clusters Score: Raw -21634.709286 + Penalty 560.838964 = -21073.870321 nChanged 9 SP:Iteration 17F (7.095086 sec): 3 clusters Score: Raw -21642.314645 + Penalty 603.765502 = -21038.549143 nChanged 13 SP:Iteration 18F (7.095858 sec): 3 clusters Score: Raw -21656.697325 + Penalty 662.335287 = -20994.362038 nChanged 13 SP:Iteration 19F (7.096628 sec): 3 clusters Score: Raw -21671.713009 + Penalty 703.280200 = -20968.432809 nChanged 6 SP:Iteration 20F (7.097421 sec): 3 clusters Score: Raw -21680.275574 + Penalty 729.150368 = -20951.125206 nChanged 3 SP:Iteration 21F (7.098194 sec): 3 clusters Score: Raw -21687.591356 + Penalty 737.892151 = -20949.699205 nChanged 2 SP:Iteration 22F (7.098966 sec): 3 clusters Score: Raw -21689.955509 + Penalty 739.817047 = -20950.138462 nChanged 1 SP:Iteration 23Q (7.099637 sec): 3 clusters Score: Raw -21690.611203 + Penalty 739.817047 = -20950.794156 nChanged 0 SP:Iteration 24F (7.100407 sec): 3 clusters Score: Raw -21690.611203 + Penalty 739.817047 = -20950.794156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 87 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.102000 sec): 2 clusters Score: Raw -12989.257602 + Penalty 172.167515 = -12817.090086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.102580 sec): 3 clusters Score: Raw -12894.965353 + Penalty 342.637726 = -12552.327627 nChanged 63 SP:Iteration 1F (7.103154 sec): 3 clusters Score: Raw -12933.004588 + Penalty 342.502140 = -12590.502448 nChanged 11 SP:Iteration 2F (7.103727 sec): 3 clusters Score: Raw -12953.888909 + Penalty 345.095910 = -12608.792999 nChanged 14 SP:Iteration 3F (7.104323 sec): 3 clusters Score: Raw -12968.040976 + Penalty 351.393493 = -12616.647482 nChanged 12 SP:Iteration 4F (7.104887 sec): 3 clusters Score: Raw -12977.729363 + Penalty 361.949261 = -12615.780102 nChanged 14 SP:Iteration 5F (7.105449 sec): 3 clusters Score: Raw -12992.703754 + Penalty 377.293518 = -12615.410236 nChanged 14 SP:Iteration 6F (7.106011 sec): 3 clusters Score: Raw -13003.679254 + Penalty 388.057521 = -12615.621733 nChanged 7 SP:Iteration 7Q (7.106545 sec): 3 clusters Score: Raw -13013.282838 + Penalty 393.583379 = -12619.699458 nChanged 4 SP:Iteration 8Q (7.107076 sec): 3 clusters Score: Raw -13015.897498 + Penalty 398.632377 = -12617.265121 nChanged 2 SP:Iteration 9F (7.107625 sec): 3 clusters Score: Raw -13018.705570 + Penalty 404.693619 = -12614.011951 nChanged 2 SP:Iteration 10F (7.108171 sec): 3 clusters Score: Raw -13021.424155 + Penalty 406.372859 = -12615.051296 nChanged 1 SP:Iteration 11Q (7.108692 sec): 3 clusters Score: Raw -13021.777444 + Penalty 406.372859 = -12615.404585 nChanged 0 SP:Iteration 12F (7.109239 sec): 3 clusters Score: Raw -13021.777444 + Penalty 406.372859 = -12615.404585 nChanged 0 Time taken for this iteration:6.847559 seconds. 300->9 Clusters: Score -641949.623782, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 100 (time per iteration =71.232800 ms) Total iterations: 496 (time per iteration =14.361452 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 853749375.000000 (time per metric unit =8.343526ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21343734375.000000 (time per metric unit=333.741035ps) That took 7.123280 seconds. PetersMacBookPro-2:PeterP-2013-09-04 peterpetersen$