PetersMacBookPro-2:PeterP-2014-02-27 peterpetersen$ klusta PeterP-2014-02-27_dataset1.prm Calculating the threshold 2015-03-02 21:59:08 Starting process on Calculating the threshold for channels: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191] recording: 0 recording: 1 recording: 2 recording: 3 recording: 4 recording: 5 recording: 6 recording: 7 recording: 8 recording: 9 recording: 10 recording: 11 recording: 12 recording: 13 recording: 14 recording: 15 done Complete. Thresholds: [[ 96.06724369 79.94042916 54.60316475 68.9972072 54.71366171 76.24895411 57.67012504 84.94224974 71.25939988 89.21247638 67.42965606 80.82701328 67.44390531 85.47122513 68.6385544 92.04736012 79.65813185 80.05416607 54.72972925 69.00819691 54.82189575 76.02353107 57.68999615 84.84300245 71.06902708 89.3042296 67.39724288 80.87708366 67.42184611 85.58728195 68.56621178 92.11768485 115.36498311 95.10848394 83.12702313 105.77529489 81.21011454 90.1459066 82.09708554 102.20742004 73.49364962 83.36749587 76.05135199 70.0988609 73.59755822 75.2618826 63.56986571 74.46989315 65.5966922 94.97724235 83.026523 105.34791102 81.30455092 90.03654537 82.06852291 101.97317929 73.58813926 83.41650642 75.93008529 70.31096638 73.59643356 75.37887422 63.53674759 74.35662367 107.37691434 86.76324942 73.1208686 74.95992421 67.88836376 84.58525808 70.97998874 94.81198803 61.71731072 60.031255 57.7417934 61.7298626 52.23278477 56.98180917 53.53431026 77.14785815 62.79534269 86.85053749 73.15717494 75.02853897 67.90008142 84.62501956 71.01834509 94.89188106 61.67224403 59.87575785 57.8445977 61.72915772 52.22820746 57.22702758 53.76160056 76.62237857 97.94943462 83.93016099 97.8737271 87.10455325 90.00697194 82.20387505 95.16761724 89.68406698 90.83816863 76.43225659 86.80251018 77.27508584 80.05832189 80.65787164 90.91362613 79.85120371 90.98371713 77.40756798 91.07771743 88.36615554 98.43741604 86.78323911 88.0152307 74.96421167 72.27025364 72.72432186 67.80599994 73.15774138 82.99481475 79.38376722 85.23013779 66.96658662 93.60661858 81.84509828 83.52309267 79.49111816 102.53586493 94.79140164 85.1987195 79.3593512 96.52737818 85.63507612 90.56821178 89.9785728 91.60250604 79.54870616 95.22279208 82.88185832 82.91107292 75.51417804 69.69765996 70.70380914 88.52607086 66.378899 65.97047916 63.31899037 87.72365636 73.38953898 74.49080399 61.7063246 82.27190124 66.41026745 90.39228493 65.82140419 90.41956244 74.45126444 86.40039579 80.63517084 85.01379072 71.81528689 87.38459345 84.06914493 88.12214389 80.51417217 84.50704591 82.97007834 91.61290935 79.90097127 93.12569693 80.19956422 76.28249241 79.23023327 94.21913905 81.43252392 84.50399885 84.07401052 85.26820297 83.16192456 54.5728392 78.29670098 97.26556811 80.12964189 92.62776222 79.00930225 86.82333547 70.97388346 15.67948384] [ 42.69655275 35.52907963 24.26807322 30.66542542 24.31718298 33.88842405 25.63116668 37.75211099 31.67084439 39.6499895 29.96873603 35.92311701 29.97506902 37.98721117 30.50602418 40.90993783 35.40361416 35.57962936 24.32432411 30.67030974 24.365287 33.78823603 25.63999829 37.70800109 31.58623426 39.69076871 29.95433017 35.94537051 29.96526494 38.03879198 30.4738719 40.94119327 51.27332583 42.27043731 36.94534361 47.01124217 36.09338424 40.06484738 36.48759357 45.42552002 32.66384428 37.05222039 33.80060089 31.15504929 32.71002587 33.4497256 28.25327365 33.09773029 29.15408542 42.21210771 36.90067689 46.82129379 36.13535596 40.01624239 36.47489907 45.32141302 32.70583967 37.07400286 33.74670457 31.24931839 32.70952603 33.50172188 28.23855449 33.0473883 47.72307304 38.56144419 32.49816382 33.31552187 30.17260612 37.59344804 31.54666166 42.13866135 27.42991588 26.68055778 25.66301929 27.43549449 23.21457101 25.32524852 23.79302678 34.28793696 27.90904119 38.60023889 32.51429997 33.34601732 30.17781397 37.6111198 31.56370893 42.17416936 27.40988623 26.61144793 25.70871009 27.43518121 23.21253665 25.43423448 23.89404469 34.05439048 43.53308205 37.30229378 43.49943427 38.71313478 40.00309864 36.53505558 42.29671877 39.85958532 40.37251939 33.96989182 38.57889341 34.3444826 35.5814764 35.84794295 40.40605606 35.48942387 40.43720761 34.40336355 40.47898552 39.27384691 43.74996268 38.57032849 39.11788031 33.31742741 32.12011273 32.32192082 30.13599997 32.51455173 36.88658433 35.28167432 37.88006124 29.76292739 41.60294159 36.37559923 37.12137452 35.32938585 45.57149552 42.12951184 37.86609756 35.27082276 42.90105697 38.06003383 40.25253857 39.9904768 40.71222491 35.35498052 42.32124092 36.83638147 36.84936574 33.56185691 30.97673776 31.42391517 39.34492038 29.50173289 29.32021296 28.1417735 38.98829172 32.61757288 33.107024 27.42503316 36.56528944 29.51567442 40.17434886 29.25395742 40.18647219 33.08945086 38.40017591 35.83785371 37.78390699 31.91790529 38.83759709 37.36406441 39.16539728 35.78407652 37.55868707 36.87559037 40.7168486 35.51154279 41.38919864 35.64425076 33.90332996 35.21343701 41.87517291 36.19223285 37.55733282 37.3662269 37.8969791 36.96085536 24.2545952 34.79853377 43.22914138 35.61317417 41.16789432 35.11524545 38.5881491 31.5439482 6.96865948]] 2015-03-02 22:05:20 0% complete, 8s elapsed, 1h 30m 18s remaining. 47 spikes found. 2015-03-02 22:05:52 0% complete, 40s elapsed, 1h 26m 33s remaining. 150 spikes found. 2015-03-02 22:06:24 1% complete, 1m 12s elapsed, 1h 25m 36s remaining. 253 spikes found. 2015-03-02 22:07:19 1% complete, 2m 7s elapsed, 1h 52m 25s remaining. 1197 spikes found. 2015-03-02 22:07:52 2% complete, 2m 39s elapsed, 2h 10m 14s remaining. 1898 spikes found. 2015-03-02 22:08:23 2% complete, 3m 10s elapsed, 2h 24m 18s remaining. 2558 spikes found. 2015-03-02 22:09:20 2% complete, 4m 8s elapsed, 2h 43m 40s remaining. 3777 spikes found. 2015-03-02 22:10:10 2% complete, 4m 58s elapsed, 2h 54m 25s remaining. 4813 spikes found. 2015-03-02 22:10:55 3% complete, 5m 43s elapsed, 3h 0m 10s remaining. 5702 spikes found. 2015-03-02 22:11:33 3% complete, 6m 21s elapsed, 3h 1m 5s remaining. 6394 spikes found. 2015-03-02 22:12:16 3% complete, 7m 4s elapsed, 2h 56m 45s remaining. 7092 spikes found. 2015-03-02 22:12:51 4% complete, 7m 39s elapsed, 2h 50m 0s remaining. 7526 spikes found. 2015-03-02 22:13:23 4% complete, 8m 10s elapsed, 2h 43m 11s remaining. 7829 spikes found. 2015-03-02 22:14:02 5% complete, 8m 50s elapsed, 2h 35m 6s remaining. 8158 spikes found. 2015-03-02 22:14:39 6% complete, 9m 27s elapsed, 2h 27m 55s remaining. 8419 spikes found. 2015-03-02 22:15:09 6% complete, 9m 57s elapsed, 2h 21m 53s remaining. 8599 spikes found. 2015-03-02 22:15:43 7% complete, 10m 30s elapsed, 2h 16m 0s remaining. 8717 spikes found. 2015-03-02 22:16:17 7% complete, 11m 5s elapsed, 2h 11m 11s remaining. 8910 spikes found. 2015-03-02 22:17:28 7% complete, 12m 16s elapsed, 2h 22m 10s remaining. 10654 spikes found. 2015-03-02 22:19:59 8% complete, 14m 47s elapsed, 2h 47m 45s remaining. 14304 spikes found. 2015-03-02 22:22:33 8% complete, 17m 21s elapsed, 3h 12m 54s remaining. 17981 spikes found. 2015-03-02 22:24:34 8% complete, 19m 22s elapsed, 3h 31m 0s remaining. 20760 spikes found. 2015-03-02 22:25:47 8% complete, 20m 35s elapsed, 3h 39m 51s remaining. 22418 spikes found. 2015-03-02 22:26:36 8% complete, 21m 24s elapsed, 3h 44m 14s remaining. 23486 spikes found. 2015-03-02 22:27:19 8% complete, 22m 6s elapsed, 3h 47m 15s remaining. 24402 spikes found. 2015-03-02 22:27:50 9% complete, 22m 38s elapsed, 3h 48m 19s remaining. 25064 spikes found. 2015-03-02 22:28:22 9% complete, 23m 9s elapsed, 3h 49m 16s remaining. 25715 spikes found. 2015-03-02 22:29:12 9% complete, 24m 0s elapsed, 3h 49m 6s remaining. 26739 spikes found. 2015-03-02 22:29:46 9% complete, 24m 33s elapsed, 3h 46m 17s remaining. 27291 spikes found. 2015-03-02 22:30:22 10% complete, 25m 10s elapsed, 3h 44m 2s remaining. 27962 spikes found. 2015-03-02 22:30:58 10% complete, 25m 46s elapsed, 3h 38m 14s remaining. 28405 spikes found. 2015-03-02 22:31:33 11% complete, 26m 21s elapsed, 3h 32m 46s remaining. 28810 spikes found. 2015-03-02 22:32:06 11% complete, 26m 54s elapsed, 3h 27m 23s remaining. 29142 spikes found. 2015-03-02 22:32:43 12% complete, 27m 31s elapsed, 3h 19m 54s remaining. 29360 spikes found. 2015-03-02 22:33:14 12% complete, 28m 2s elapsed, 3h 13m 28s remaining. 29505 spikes found. 2015-03-02 22:33:48 13% complete, 28m 35s elapsed, 3h 6m 52s remaining. 29602 spikes found. 2015-03-02 22:34:23 13% complete, 29m 10s elapsed, 3h 0m 56s remaining. 29769 spikes found. 2015-03-02 22:36:57 14% complete, 31m 44s elapsed, 3h 11m 54s remaining. 33361 spikes found. 2015-03-02 22:39:49 14% complete, 34m 37s elapsed, 3h 26m 37s remaining. 37440 spikes found. 2015-03-02 22:42:19 14% complete, 37m 7s elapsed, 3h 38m 50s remaining. 41046 spikes found. 2015-03-02 22:44:08 14% complete, 38m 56s elapsed, 3h 46m 42s remaining. 43546 spikes found. 2015-03-02 22:45:34 14% complete, 40m 21s elapsed, 3h 52m 9s remaining. 45474 spikes found. 2015-03-02 22:46:48 14% complete, 41m 36s elapsed, 3h 56m 25s remaining. 47116 spikes found. 2015-03-02 22:47:32 15% complete, 42m 20s elapsed, 3h 57m 42s remaining. 48068 spikes found. 2015-03-02 22:48:24 15% complete, 43m 12s elapsed, 3h 59m 42s remaining. 49208 spikes found. 2015-03-02 22:49:46 15% complete, 44m 33s elapsed, 4h 4m 19s remaining. 51046 spikes found. 2015-03-02 22:51:25 15% complete, 46m 13s elapsed, 4h 10m 27s remaining. 53271 spikes found. 2015-03-02 22:52:12 15% complete, 47m 0s elapsed, 4h 8m 51s remaining. 54081 spikes found. 2015-03-02 22:52:49 16% complete, 47m 37s elapsed, 4h 6m 23s remaining. 54697 spikes found. 2015-03-02 22:53:23 16% complete, 48m 10s elapsed, 4h 3m 45s remaining. 55223 spikes found. 2015-03-02 22:54:00 16% complete, 48m 47s elapsed, 3h 58m 49s remaining. 55609 spikes found. 2015-03-02 22:54:32 17% complete, 49m 19s elapsed, 3h 53m 43s remaining. 55863 spikes found. 2015-03-02 22:55:03 17% complete, 49m 50s elapsed, 3h 48m 47s remaining. 56082 spikes found. 2015-03-02 22:55:33 18% complete, 50m 21s elapsed, 3h 44m 2s remaining. 56300 spikes found. 2015-03-02 22:56:04 18% complete, 50m 51s elapsed, 3h 38m 10s remaining. 56408 spikes found. 2015-03-02 22:56:37 19% complete, 51m 25s elapsed, 3h 31m 58s remaining. 56501 spikes found. 2015-03-02 22:57:13 20% complete, 52m 1s elapsed, 3h 26m 20s remaining. 56647 spikes found. 2015-03-02 22:57:44 20% complete, 52m 31s elapsed, 3h 24m 24s remaining. 57082 spikes found. 2015-03-02 22:58:43 20% complete, 53m 31s elapsed, 3h 24m 22s remaining. 58310 spikes found. 2015-03-02 22:59:42 21% complete, 54m 30s elapsed, 3h 24m 18s remaining. 59502 spikes found. 2015-03-02 23:00:32 21% complete, 55m 20s elapsed, 3h 23m 37s remaining. 60493 spikes found. 2015-03-02 23:01:16 21% complete, 56m 4s elapsed, 3h 22m 37s remaining. 61301 spikes found. 2015-03-02 23:01:53 21% complete, 56m 40s elapsed, 3h 21m 8s remaining. 61913 spikes found. 2015-03-02 23:02:24 22% complete, 57m 12s elapsed, 3h 19m 24s remaining. 62370 spikes found. 2015-03-02 23:03:05 22% complete, 57m 53s elapsed, 3h 16m 31s remaining. 62915 spikes found. 2015-03-02 23:03:40 23% complete, 58m 28s elapsed, 3h 13m 24s remaining. 63264 spikes found. 2015-03-02 23:04:13 23% complete, 59m 0s elapsed, 3h 10m 13s remaining. 63531 spikes found. 2015-03-02 23:04:43 24% complete, 59m 30s elapsed, 3h 7m 1s remaining. 63724 spikes found. 2015-03-02 23:05:20 24% complete, 1h 0m 7s elapsed, 3h 2m 46s remaining. 63908 spikes found. 2015-03-02 23:05:50 25% complete, 1h 0m 38s elapsed, 2h 58m 56s remaining. 64006 spikes found. 2015-03-02 23:06:23 25% complete, 1h 1m 11s elapsed, 2h 56m 13s remaining. 64366 spikes found. 2015-03-02 23:06:57 26% complete, 1h 1m 44s elapsed, 2h 52m 15s remaining. 64435 spikes found. 2015-03-02 23:07:45 26% complete, 1h 2m 33s elapsed, 2h 51m 47s remaining. 65339 spikes found. 2015-03-02 23:09:41 26% complete, 1h 4m 29s elapsed, 2h 55m 42s remaining. 68112 spikes found. 2015-03-02 23:11:59 27% complete, 1h 6m 47s elapsed, 3h 0m 32s remaining. 71314 spikes found. 2015-03-02 23:13:52 27% complete, 1h 8m 40s elapsed, 3h 4m 11s remaining. 73906 spikes found. 2015-03-02 23:15:28 27% complete, 1h 10m 16s elapsed, 3h 7m 1s remaining. 76052 spikes found. 2015-03-02 23:16:38 27% complete, 1h 11m 25s elapsed, 3h 8m 38s remaining. 77566 spikes found. 2015-03-02 23:18:03 27% complete, 1h 12m 50s elapsed, 3h 10m 54s remaining. 79476 spikes found. 2015-03-02 23:19:06 27% complete, 1h 13m 54s elapsed, 3h 12m 11s remaining. 80813 spikes found. 2015-03-02 23:19:53 27% complete, 1h 14m 41s elapsed, 3h 12m 45s remaining. 81787 spikes found. 2015-03-02 23:20:25 28% complete, 1h 15m 13s elapsed, 3h 12m 40s remaining. 82409 spikes found. 2015-03-02 23:21:10 28% complete, 1h 15m 57s elapsed, 3h 11m 37s remaining. 83176 spikes found. 2015-03-02 23:21:55 28% complete, 1h 16m 43s elapsed, 3h 9m 12s remaining. 83832 spikes found. 2015-03-02 23:22:31 29% complete, 1h 17m 19s elapsed, 3h 6m 28s remaining. 84248 spikes found. 2015-03-02 23:23:02 29% complete, 1h 17m 50s elapsed, 3h 3m 36s remaining. 84462 spikes found. 2015-03-02 23:23:41 30% complete, 1h 18m 29s elapsed, 2h 59m 47s remaining. 84668 spikes found. 2015-03-02 23:24:18 31% complete, 1h 19m 5s elapsed, 2h 56m 1s remaining. 84804 spikes found. 2015-03-02 23:24:48 31% complete, 1h 19m 36s elapsed, 2h 52m 37s remaining. 84883 spikes found. 2015-03-02 23:25:23 32% complete, 1h 20m 10s elapsed, 2h 50m 12s remaining. 85302 spikes found. 2015-03-02 23:25:56 32% complete, 1h 20m 44s elapsed, 2h 46m 38s remaining. 85361 spikes found. 2015-03-02 23:29:10 32% complete, 1h 23m 57s elapsed, 2h 50m 53s remaining. 89906 spikes found. 2015-03-02 23:32:08 33% complete, 1h 26m 56s elapsed, 2h 55m 43s remaining. 94090 spikes found. 2015-03-02 23:34:27 33% complete, 1h 29m 15s elapsed, 2h 59m 9s remaining. 97392 spikes found. 2015-03-02 23:36:22 33% complete, 1h 31m 9s elapsed, 3h 1m 43s remaining. 100017 spikes found. 2015-03-02 23:37:50 33% complete, 1h 32m 38s elapsed, 3h 3m 23s remaining. 102004 spikes found. 2015-03-02 23:38:56 33% complete, 1h 33m 44s elapsed, 3h 4m 17s remaining. 103420 spikes found. 2015-03-02 23:40:07 33% complete, 1h 34m 55s elapsed, 3h 5m 21s remaining. 105023 spikes found. 2015-03-02 23:40:50 34% complete, 1h 35m 37s elapsed, 3h 5m 26s remaining. 105879 spikes found. 2015-03-02 23:41:28 34% complete, 1h 36m 16s elapsed, 3h 5m 24s remaining. 106663 spikes found. 2015-03-02 23:42:33 34% complete, 1h 37m 21s elapsed, 3h 6m 13s remaining. 108035 spikes found. 2015-03-02 23:43:33 34% complete, 1h 38m 21s elapsed, 3h 6m 51s remaining. 109301 spikes found. 2015-03-02 23:44:04 34% complete, 1h 38m 52s elapsed, 3h 6m 34s remaining. 109940 spikes found. 2015-03-02 23:44:48 34% complete, 1h 39m 36s elapsed, 3h 5m 25s remaining. 110792 spikes found. 2015-03-02 23:45:20 35% complete, 1h 40m 8s elapsed, 3h 3m 54s remaining. 111250 spikes found. 2015-03-02 23:45:57 35% complete, 1h 40m 45s elapsed, 3h 1m 21s remaining. 111655 spikes found. 2015-03-02 23:46:34 36% complete, 1h 41m 21s elapsed, 3h 0m 1s remaining. 112380 spikes found. 2015-03-02 23:47:04 36% complete, 1h 41m 52s elapsed, 2h 57m 20s remaining. 112550 spikes found. 2015-03-02 23:47:35 36% complete, 1h 42m 22s elapsed, 2h 54m 43s remaining. 112723 spikes found. 2015-03-02 23:48:09 37% complete, 1h 42m 57s elapsed, 2h 51m 35s remaining. 112896 spikes found. 2015-03-02 23:48:44 38% complete, 1h 43m 32s elapsed, 2h 48m 5s remaining. 112963 spikes found. 2015-03-02 23:49:20 38% complete, 1h 44m 8s elapsed, 2h 44m 43s remaining. 113026 spikes found. 2015-03-02 23:49:54 39% complete, 1h 44m 42s elapsed, 2h 42m 25s remaining. 113302 spikes found. 2015-03-02 23:50:44 39% complete, 1h 45m 32s elapsed, 2h 42m 39s remaining. 114785 spikes found. 2015-03-02 23:51:36 39% complete, 1h 46m 23s elapsed, 2h 41m 54s remaining. 115793 spikes found. 2015-03-02 23:52:25 39% complete, 1h 47m 12s elapsed, 2h 41m 3s remaining. 116702 spikes found. 2015-03-02 23:53:14 40% complete, 1h 48m 2s elapsed, 2h 40m 13s remaining. 117605 spikes found. 2015-03-02 23:53:51 40% complete, 1h 48m 39s elapsed, 2h 39m 5s remaining. 118229 spikes found. 2015-03-02 23:54:24 40% complete, 1h 49m 12s elapsed, 2h 37m 52s remaining. 118702 spikes found. 2015-03-02 23:54:54 41% complete, 1h 49m 42s elapsed, 2h 36m 36s remaining. 119137 spikes found. 2015-03-02 23:55:31 41% complete, 1h 50m 19s elapsed, 2h 34m 30s remaining. 119499 spikes found. 2015-03-02 23:56:02 42% complete, 1h 50m 50s elapsed, 2h 32m 19s remaining. 119702 spikes found. 2015-03-02 23:56:33 42% complete, 1h 51m 20s elapsed, 2h 30m 8s remaining. 119868 spikes found. 2015-03-02 23:57:10 43% complete, 1h 51m 58s elapsed, 2h 27m 14s remaining. 120051 spikes found. 2015-03-02 23:57:43 43% complete, 1h 52m 31s elapsed, 2h 24m 40s remaining. 120180 spikes found. 2015-03-02 23:58:21 44% complete, 1h 53m 8s elapsed, 2h 21m 52s remaining. 120358 spikes found. 2015-03-02 23:58:57 44% complete, 1h 53m 44s elapsed, 2h 19m 7s remaining. 120424 spikes found. 2015-03-02 23:59:58 45% complete, 1h 54m 46s elapsed, 2h 17m 46s remaining. 121522 spikes found. 2015-03-03 00:02:04 45% complete, 1h 56m 52s elapsed, 2h 19m 25s remaining. 124516 spikes found. 2015-03-03 00:04:35 45% complete, 1h 59m 23s elapsed, 2h 21m 33s remaining. 128014 spikes found. 2015-03-03 00:06:49 45% complete, 2h 1m 37s elapsed, 2h 23m 18s remaining. 131259 spikes found. 2015-03-03 00:08:26 46% complete, 2h 3m 13s elapsed, 2h 24m 18s remaining. 133430 spikes found. 2015-03-03 00:09:41 46% complete, 2h 4m 29s elapsed, 2h 24m 52s remaining. 135029 spikes found. 2015-03-03 00:11:14 46% complete, 2h 6m 1s elapsed, 2h 25m 46s remaining. 137086 spikes found. 2015-03-03 00:12:09 46% complete, 2h 6m 56s elapsed, 2h 25m 55s remaining. 138207 spikes found. 2015-03-03 00:12:51 46% complete, 2h 7m 38s elapsed, 2h 25m 49s remaining. 139058 spikes found. 2015-03-03 00:13:22 46% complete, 2h 8m 10s elapsed, 2h 25m 31s remaining. 139646 spikes found. 2015-03-03 00:14:03 47% complete, 2h 8m 51s elapsed, 2h 24m 30s remaining. 140329 spikes found. 2015-03-03 00:14:33 47% complete, 2h 9m 21s elapsed, 2h 23m 17s remaining. 140722 spikes found. 2015-03-03 00:15:14 47% complete, 2h 10m 1s elapsed, 2h 21m 23s remaining. 141220 spikes found. 2015-03-03 00:15:49 48% complete, 2h 10m 37s elapsed, 2h 19m 25s remaining. 141436 spikes found. 2015-03-03 00:16:19 48% complete, 2h 11m 7s elapsed, 2h 17m 23s remaining. 141611 spikes found. 2015-03-03 00:16:49 49% complete, 2h 11m 37s elapsed, 2h 15m 24s remaining. 141774 spikes found. 2015-03-03 00:17:26 49% complete, 2h 12m 14s elapsed, 2h 12m 43s remaining. 141903 spikes found. 2015-03-03 00:17:56 50% complete, 2h 12m 44s elapsed, 2h 10m 18s remaining. 141955 spikes found. 2015-03-03 00:18:28 50% complete, 2h 13m 16s elapsed, 2h 9m 12s remaining. 142572 spikes found. 2015-03-03 00:19:06 51% complete, 2h 13m 54s elapsed, 2h 6m 40s remaining. 142775 spikes found. 2015-03-03 00:21:50 51% complete, 2h 16m 37s elapsed, 2h 7m 40s remaining. 146507 spikes found. 2015-03-03 00:24:41 51% complete, 2h 19m 29s elapsed, 2h 9m 32s remaining. 150507 spikes found. 2015-03-03 00:27:04 52% complete, 2h 21m 52s elapsed, 2h 10m 56s remaining. 153831 spikes found. 2015-03-03 00:28:55 52% complete, 2h 23m 43s elapsed, 2h 11m 50s remaining. 156325 spikes found. 2015-03-03 00:30:22 52% complete, 2h 25m 9s elapsed, 2h 12m 20s remaining. 158224 spikes found. 2015-03-03 00:31:33 52% complete, 2h 26m 21s elapsed, 2h 12m 36s remaining. 159740 spikes found. 2015-03-03 00:32:26 52% complete, 2h 27m 14s elapsed, 2h 12m 34s remaining. 160780 spikes found. 2015-03-03 00:33:24 52% complete, 2h 28m 11s elapsed, 2h 12m 37s remaining. 161968 spikes found. 2015-03-03 00:33:58 52% complete, 2h 28m 45s elapsed, 2h 12m 18s remaining. 162600 spikes found. 2015-03-03 00:34:34 53% complete, 2h 29m 21s elapsed, 2h 12m 1s remaining. 163322 spikes found. 2015-03-03 00:35:04 53% complete, 2h 29m 52s elapsed, 2h 11m 39s remaining. 163986 spikes found. 2015-03-03 00:35:35 53% complete, 2h 30m 23s elapsed, 2h 10m 29s remaining. 164416 spikes found. 2015-03-03 00:36:13 54% complete, 2h 31m 1s elapsed, 2h 8m 37s remaining. 164734 spikes found. 2015-03-03 00:36:47 54% complete, 2h 31m 35s elapsed, 2h 6m 43s remaining. 164991 spikes found. 2015-03-03 00:37:18 54% complete, 2h 32m 6s elapsed, 2h 4m 48s remaining. 165175 spikes found. 2015-03-03 00:37:48 55% complete, 2h 32m 36s elapsed, 2h 2m 54s remaining. 165335 spikes found. 2015-03-03 00:38:27 56% complete, 2h 33m 15s elapsed, 2h 0m 23s remaining. 165525 spikes found. 2015-03-03 00:38:58 56% complete, 2h 33m 46s elapsed, 1h 58m 6s remaining. 165621 spikes found. 2015-03-03 00:39:34 57% complete, 2h 34m 22s elapsed, 1h 55m 37s remaining. 165728 spikes found. 2015-03-03 00:40:05 57% complete, 2h 34m 53s elapsed, 1h 53m 50s remaining. 165868 spikes found. 2015-03-03 00:40:39 58% complete, 2h 35m 27s elapsed, 1h 51m 24s remaining. 165944 spikes found. 2015-03-03 00:41:31 58% complete, 2h 36m 19s elapsed, 1h 50m 36s remaining. 166948 spikes found. 2015-03-03 00:42:24 58% complete, 2h 37m 12s elapsed, 1h 50m 32s remaining. 168111 spikes found. 2015-03-03 00:43:36 58% complete, 2h 38m 24s elapsed, 1h 50m 40s remaining. 169699 spikes found. 2015-03-03 00:44:41 59% complete, 2h 39m 28s elapsed, 1h 50m 43s remaining. 171062 spikes found. 2015-03-03 00:45:29 59% complete, 2h 40m 17s elapsed, 1h 50m 34s remaining. 172049 spikes found. 2015-03-03 00:46:13 59% complete, 2h 41m 1s elapsed, 1h 50m 22s remaining. 172923 spikes found. 2015-03-03 00:46:52 59% complete, 2h 41m 40s elapsed, 1h 50m 6s remaining. 173679 spikes found. 2015-03-03 00:47:50 59% complete, 2h 42m 38s elapsed, 1h 49m 21s remaining. 174744 spikes found. 2015-03-03 00:48:36 60% complete, 2h 43m 23s elapsed, 1h 48m 28s remaining. 175489 spikes found. 2015-03-03 00:49:12 60% complete, 2h 44m 0s elapsed, 1h 47m 29s remaining. 176090 spikes found. 2015-03-03 00:49:52 60% complete, 2h 44m 40s elapsed, 1h 45m 51s remaining. 176510 spikes found. 2015-03-03 00:50:26 61% complete, 2h 45m 14s elapsed, 1h 44m 10s remaining. 176761 spikes found. 2015-03-03 00:50:58 61% complete, 2h 45m 45s elapsed, 1h 42m 29s remaining. 176968 spikes found. 2015-03-03 00:51:29 62% complete, 2h 46m 17s elapsed, 1h 40m 49s remaining. 177165 spikes found. 2015-03-03 00:52:02 62% complete, 2h 46m 49s elapsed, 1h 38m 46s remaining. 177325 spikes found. 2015-03-03 00:52:37 63% complete, 2h 47m 25s elapsed, 1h 36m 32s remaining. 177411 spikes found. 2015-03-03 00:53:13 64% complete, 2h 48m 0s elapsed, 1h 34m 20s remaining. 177496 spikes found. 2015-03-03 00:54:00 64% complete, 2h 48m 47s elapsed, 1h 33m 31s remaining. 178527 spikes found. 2015-03-03 00:54:52 64% complete, 2h 49m 39s elapsed, 1h 32m 44s remaining. 179609 spikes found. 2015-03-03 00:55:39 64% complete, 2h 50m 27s elapsed, 1h 31m 55s remaining. 180566 spikes found. 2015-03-03 00:56:16 65% complete, 2h 51m 4s elapsed, 1h 31m 1s remaining. 181167 spikes found. 2015-03-03 00:56:54 65% complete, 2h 51m 41s elapsed, 1h 30m 6s remaining. 181820 spikes found. 2015-03-03 00:57:33 66% complete, 2h 52m 21s elapsed, 1h 28m 37s remaining. 182247 spikes found. 2015-03-03 00:58:07 66% complete, 2h 52m 54s elapsed, 1h 27m 5s remaining. 182517 spikes found. 2015-03-03 00:58:49 66% complete, 2h 53m 37s elapsed, 1h 25m 38s remaining. 183144 spikes found. 2015-03-03 00:59:29 67% complete, 2h 54m 17s elapsed, 1h 23m 36s remaining. 183392 spikes found. 2015-03-03 01:00:09 68% complete, 2h 54m 57s elapsed, 1h 21m 35s remaining. 183596 spikes found. 2015-03-03 01:00:42 68% complete, 2h 55m 29s elapsed, 1h 19m 46s remaining. 183700 spikes found. 2015-03-03 01:01:20 69% complete, 2h 56m 8s elapsed, 1h 18m 54s remaining. 184564 spikes found. 2015-03-03 01:01:50 69% complete, 2h 56m 38s elapsed, 1h 18m 0s remaining. 185098 spikes found. 2015-03-03 01:02:23 69% complete, 2h 57m 11s elapsed, 1h 17m 7s remaining. 185768 spikes found. 2015-03-03 01:02:58 70% complete, 2h 57m 46s elapsed, 1h 15m 8s remaining. 185868 spikes found. 2015-03-03 01:03:36 70% complete, 2h 58m 24s elapsed, 1h 14m 51s remaining. 186707 spikes found. 2015-03-03 01:06:16 70% complete, 3h 1m 4s elapsed, 1h 15m 24s remaining. 190544 spikes found. 2015-03-03 01:09:28 70% complete, 3h 4m 16s elapsed, 1h 16m 10s remaining. 195069 spikes found. 2015-03-03 01:11:56 70% complete, 3h 6m 44s elapsed, 1h 16m 37s remaining. 198519 spikes found. 2015-03-03 01:13:49 71% complete, 3h 8m 36s elapsed, 1h 16m 48s remaining. 201070 spikes found. 2015-03-03 01:14:57 71% complete, 3h 9m 45s elapsed, 1h 16m 42s remaining. 202567 spikes found. 2015-03-03 01:15:57 71% complete, 3h 10m 44s elapsed, 1h 16m 31s remaining. 203957 spikes found. 2015-03-03 01:16:33 71% complete, 3h 11m 20s elapsed, 1h 16m 11s remaining. 204644 spikes found. 2015-03-03 01:17:21 71% complete, 3h 12m 9s elapsed, 1h 15m 21s remaining. 205513 spikes found. 2015-03-03 01:17:58 72% complete, 3h 12m 45s elapsed, 1h 14m 27s remaining. 206092 spikes found. 2015-03-03 01:18:35 72% complete, 3h 13m 23s elapsed, 1h 12m 59s remaining. 206538 spikes found. 2015-03-03 01:19:09 73% complete, 3h 13m 57s elapsed, 1h 11m 30s remaining. 206831 spikes found. 2015-03-03 01:19:45 73% complete, 3h 14m 32s elapsed, 1h 10m 3s remaining. 207100 spikes found. 2015-03-03 01:20:22 73% complete, 3h 15m 10s elapsed, 1h 8m 37s remaining. 207565 spikes found. 2015-03-03 01:20:56 74% complete, 3h 15m 43s elapsed, 1h 7m 10s remaining. 207901 spikes found. 2015-03-03 01:21:30 75% complete, 3h 16m 17s elapsed, 1h 5m 25s remaining. 208095 spikes found. 2015-03-03 01:22:08 75% complete, 3h 16m 56s elapsed, 1h 3m 30s remaining. 208297 spikes found. 2015-03-03 01:22:48 76% complete, 3h 17m 35s elapsed, 1h 1m 36s remaining. 208490 spikes found. 2015-03-03 01:23:20 76% complete, 3h 18m 8s elapsed, 1h 0m 43s remaining. 209105 spikes found. 2015-03-03 01:26:10 76% complete, 3h 20m 58s elapsed, 1h 1m 4s remaining. 213258 spikes found. 2015-03-03 01:29:19 76% complete, 3h 24m 7s elapsed, 1h 1m 29s remaining. 217674 spikes found. 2015-03-03 01:31:48 77% complete, 3h 26m 36s elapsed, 1h 1m 42s remaining. 221174 spikes found. 2015-03-03 01:33:42 77% complete, 3h 28m 30s elapsed, 1h 1m 43s remaining. 223762 spikes found. 2015-03-03 01:35:13 77% complete, 3h 30m 1s elapsed, 1h 1m 38s remaining. 225882 spikes found. 2015-03-03 01:36:23 77% complete, 3h 31m 11s elapsed, 1h 1m 26s remaining. 227360 spikes found. 2015-03-03 01:37:18 77% complete, 3h 32m 5s elapsed, 1h 1m 9s remaining. 228486 spikes found. 2015-03-03 01:38:08 77% complete, 3h 32m 55s elapsed, 1h 0m 51s remaining. 229521 spikes found. 2015-03-03 01:38:39 77% complete, 3h 33m 27s elapsed, 1h 0m 27s remaining. 230101 spikes found. 2015-03-03 01:39:13 78% complete, 3h 34m 1s elapsed, 1h 0m 5s remaining. 230765 spikes found. 2015-03-03 01:39:54 78% complete, 3h 34m 42s elapsed, 59m 11s remaining. 231481 spikes found. 2015-03-03 01:40:37 78% complete, 3h 35m 25s elapsed, 57m 47s remaining. 232033 spikes found. 2015-03-03 01:41:08 79% complete, 3h 35m 56s elapsed, 56m 51s remaining. 232562 spikes found. 2015-03-03 01:41:50 79% complete, 3h 36m 38s elapsed, 55m 27s remaining. 233156 spikes found. 2015-03-03 01:42:25 80% complete, 3h 37m 13s elapsed, 54m 1s remaining. 233512 spikes found. 2015-03-03 01:42:59 80% complete, 3h 37m 47s elapsed, 52m 36s remaining. 233837 spikes found. 2015-03-03 01:43:36 81% complete, 3h 38m 23s elapsed, 51m 12s remaining. 234286 spikes found. 2015-03-03 01:44:18 81% complete, 3h 39m 6s elapsed, 49m 32s remaining. 234605 spikes found. 2015-03-03 01:44:56 82% complete, 3h 39m 44s elapsed, 48m 9s remaining. 234814 spikes found. 2015-03-03 01:45:34 82% complete, 3h 40m 22s elapsed, 46m 47s remaining. 234985 spikes found. 2015-03-03 01:46:27 82% complete, 3h 41m 15s elapsed, 45m 29s remaining. 235594 spikes found. 2015-03-03 01:46:58 83% complete, 3h 41m 45s elapsed, 45m 6s remaining. 236225 spikes found. 2015-03-03 01:47:49 83% complete, 3h 42m 37s elapsed, 44m 46s remaining. 237399 spikes found. 2015-03-03 01:48:47 83% complete, 3h 43m 35s elapsed, 44m 28s remaining. 238719 spikes found. 2015-03-03 01:49:24 83% complete, 3h 44m 12s elapsed, 44m 6s remaining. 239420 spikes found. 2015-03-03 01:49:54 83% complete, 3h 44m 42s elapsed, 43m 42s remaining. 239965 spikes found. 2015-03-03 01:50:42 84% complete, 3h 45m 30s elapsed, 42m 52s remaining. 240769 spikes found. 2015-03-03 01:51:33 84% complete, 3h 46m 21s elapsed, 42m 3s remaining. 241600 spikes found. 2015-03-03 01:52:05 84% complete, 3h 46m 53s elapsed, 41m 10s remaining. 241964 spikes found. 2015-03-03 01:52:49 85% complete, 3h 47m 36s elapsed, 39m 51s remaining. 242300 spikes found. 2015-03-03 01:53:29 85% complete, 3h 48m 17s elapsed, 38m 31s remaining. 242546 spikes found. 2015-03-03 01:54:06 86% complete, 3h 48m 53s elapsed, 37m 11s remaining. 242720 spikes found. 2015-03-03 01:54:45 86% complete, 3h 49m 32s elapsed, 35m 52s remaining. 242917 spikes found. 2015-03-03 01:55:24 86% complete, 3h 50m 12s elapsed, 34m 33s remaining. 243104 spikes found. 2015-03-03 01:56:02 87% complete, 3h 50m 50s elapsed, 33m 15s remaining. 243279 spikes found. 2015-03-03 01:56:34 87% complete, 3h 51m 21s elapsed, 31m 39s remaining. 243351 spikes found. 2015-03-03 01:57:10 88% complete, 3h 51m 58s elapsed, 29m 54s remaining. 243403 spikes found. 2015-03-03 01:57:49 89% complete, 3h 52m 37s elapsed, 28m 10s remaining. 243585 spikes found. 2015-03-03 01:58:30 89% complete, 3h 53m 18s elapsed, 27m 21s remaining. 244280 spikes found. 2015-03-03 01:59:11 89% complete, 3h 53m 59s elapsed, 26m 32s remaining. 244948 spikes found. 2015-03-03 01:59:50 90% complete, 3h 54m 37s elapsed, 25m 43s remaining. 245541 spikes found. 2015-03-03 02:00:25 90% complete, 3h 55m 12s elapsed, 24m 54s remaining. 246056 spikes found. 2015-03-03 02:01:09 90% complete, 3h 55m 57s elapsed, 23m 39s remaining. 246647 spikes found. 2015-03-03 02:01:45 91% complete, 3h 56m 32s elapsed, 22m 23s remaining. 246996 spikes found. 2015-03-03 02:02:15 91% complete, 3h 57m 2s elapsed, 21m 8s remaining. 247176 spikes found. 2015-03-03 02:02:53 92% complete, 3h 57m 41s elapsed, 19m 28s remaining. 247356 spikes found. 2015-03-03 02:03:31 93% complete, 3h 58m 19s elapsed, 17m 49s remaining. 247502 spikes found. 2015-03-03 02:04:07 93% complete, 3h 58m 55s elapsed, 16m 10s remaining. 247597 spikes found. 2015-03-03 02:04:38 94% complete, 3h 59m 25s elapsed, 14m 42s remaining. 247653 spikes found. 2015-03-03 02:05:11 94% complete, 3h 59m 59s elapsed, 13m 5s remaining. 247693 spikes found. 2015-03-03 02:07:29 95% complete, 4h 2m 17s elapsed, 11m 33s remaining. 250318 spikes found. 2015-03-03 02:09:42 95% complete, 4h 4m 30s elapsed, 11m 15s remaining. 253317 spikes found. 2015-03-03 02:11:36 95% complete, 4h 6m 23s elapsed, 10m 55s remaining. 255847 spikes found. 2015-03-03 02:12:55 95% complete, 4h 7m 42s elapsed, 10m 34s remaining. 257532 spikes found. 2015-03-03 02:13:54 96% complete, 4h 8m 42s elapsed, 10m 11s remaining. 258793 spikes found. 2015-03-03 02:14:44 96% complete, 4h 9m 32s elapsed, 9m 49s remaining. 259841 spikes found. 2015-03-03 02:15:14 96% complete, 4h 10m 2s elapsed, 9m 25s remaining. 260407 spikes found. 2015-03-03 02:15:54 96% complete, 4h 10m 42s elapsed, 9m 1s remaining. 261204 spikes found. 2015-03-03 02:16:37 96% complete, 4h 11m 24s elapsed, 8m 13s remaining. 261946 spikes found. 2015-03-03 02:17:08 97% complete, 4h 11m 56s elapsed, 7m 25s remaining. 262405 spikes found. 2015-03-03 02:17:48 97% complete, 4h 12m 35s elapsed, 6m 12s remaining. 262889 spikes found. 2015-03-03 02:18:20 98% complete, 4h 13m 8s elapsed, 5m 0s remaining. 263140 spikes found. 2015-03-03 02:18:51 98% complete, 4h 13m 39s elapsed, 3m 48s remaining. 263355 spikes found. 2015-03-03 02:19:29 99% complete, 4h 14m 16s elapsed, 2m 12s remaining. 263532 spikes found. 2015-03-03 02:20:07 99% complete, 4h 14m 54s elapsed, 37s remaining. 263725 spikes found. 2015-03-03 02:20:21 100% complete, 4h 15m 9s elapsed, 0s remaining. 263823 spikes found. 2015-03-03 02:21:07 100% complete, 4h 15m 55s elapsed, 0s remaining. FileBase PeterP-2014-02-27_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 0.16 and 0.24 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 17230 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 17230 points ------ Starting initial clusters from distinct float masks Not enough masks (155) to generate starting clusters (300), so starting with (156) clusters instead. Assigned 156 initial classes from 155 unique masks. Deleting Class 89 (1 points): Lose 0.159371 but Gain 1585.091191 Iteration 0F (1.700507 sec): 155 clusters Score: Raw -947243.179145 + Penalty 113316.720695 = -833926.458449 nChanged 3631 Deleting Class 76 (1 points): Lose 5.325275 but Gain 1585.091191 Iteration 1F (2.553930 sec): 109 clusters Score: Raw -954927.334165 + Penalty 98210.341961 = -856716.992203 nChanged 910 Deleting Class 93 (1 points): Lose 6.040741 but Gain 1585.091191 Iteration 2F (3.352265 sec): 97 clusters Score: Raw -956359.347083 + Penalty 89512.664309 = -866846.682774 nChanged 443 Deleting Class 55 (1 points): Lose 1.908872 but Gain 1558.221102 Iteration 3Q (3.430345 sec): 91 clusters Score: Raw -956915.394914 + Penalty 81810.528345 = -875104.866568 nChanged 247 Deleting Class 46 (1 points): Lose 21.425406 but Gain 1537.943476 Iteration 4Q (3.496532 sec): 85 clusters Score: Raw -957165.659454 + Penalty 80230.806557 = -876934.852897 nChanged 151 Deleting Class 62 (2 points): Lose 4.147842 but Gain 1496.673099 Iteration 5Q (3.557680 sec): 84 clusters Score: Raw -957304.118987 + Penalty 78827.152082 = -878476.966905 nChanged 97 Deleting Class 83 (3 points): Lose 76.833049 but Gain 1552.508678 Iteration 6Q (3.617092 sec): 83 clusters Score: Raw -957283.802217 + Penalty 77370.484377 = -879913.317839 nChanged 68 Deleting Class 36 (3 points): Lose 8.239475 but Gain 1421.910734 Iteration 7Q (3.673894 sec): 82 clusters Score: Raw -957323.281063 + Penalty 75815.275149 = -881508.005914 nChanged 46 Deleting Class 25 (3 points): Lose 27.094243 but Gain 1440.080633 Iteration 8Q (3.730971 sec): 81 clusters Score: Raw -957323.137993 + Penalty 73763.053129 = -883560.084864 nChanged 43 Deleting Class 49 (2 points): Lose 21.815719 but Gain 1409.542444 Iteration 9Q (3.787279 sec): 79 clusters Score: Raw -957327.202698 + Penalty 71569.364540 = -885757.838158 nChanged 46 Deleting Class 24 (1 points): Lose 3.654959 but Gain 1363.636112 Iteration 10F (4.412555 sec): 77 clusters Score: Raw -957354.041826 + Penalty 70151.978746 = -887202.063081 nChanged 48 Deleting Class 28 (4 points): Lose 25.268048 but Gain 1362.553792 Iteration 11Q (4.469266 sec): 76 clusters Score: Raw -957365.017426 + Penalty 68790.546499 = -888574.470927 nChanged 34 Deleting Class 84 (1 points): Lose 10.467709 but Gain 1343.889162 Iteration 12Q (4.525059 sec): 75 clusters Score: Raw -957393.580873 + Penalty 67389.143994 = -890004.436880 nChanged 38 Deleting Class 128 (1 points): Lose 1.516037 but Gain 1308.789976 Iteration 13Q (4.580946 sec): 74 clusters Score: Raw -957397.633608 + Penalty 65928.616374 = -891469.017234 nChanged 32 Deleting Class 136 (1 points): Lose 43.564805 but Gain 1335.990001 Iteration 14Q (4.635701 sec): 73 clusters Score: Raw -957388.183384 + Penalty 64556.786946 = -892831.396438 nChanged 36 Deleting Class 33 (3 points): Lose 18.394807 but Gain 1290.412936 Iteration 15Q (4.690093 sec): 72 clusters Score: Raw -957438.675588 + Penalty 62100.110195 = -895338.565393 nChanged 41 Deleting Class 18 (4 points): Lose 41.131893 but Gain 1300.975413 Iteration 16Q (4.744475 sec): 70 clusters Score: Raw -957447.643502 + Penalty 60782.655954 = -896664.987548 nChanged 29 Deleting Class 64 (2 points): Lose 14.118930 but Gain 1267.626917 Iteration 17Q (4.797736 sec): 69 clusters Score: Raw -957478.562147 + Penalty 59494.004419 = -897984.557728 nChanged 28 Deleting Class 88 (3 points): Lose 45.450255 but Gain 1293.658220 Iteration 18Q (4.850911 sec): 68 clusters Score: Raw -957466.136338 + Penalty 58334.328065 = -899131.808274 nChanged 24 Deleting Class 135 (1 points): Lose 16.888457 but Gain 1223.071497 Iteration 19Q (4.902878 sec): 67 clusters Score: Raw -957494.376016 + Penalty 57151.144167 = -900343.231849 nChanged 17 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 -957494.376016 + Penalty 57151.144167 = -900343.231849Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.965559 sec): 2 clusters Score: Raw -47511.247533 + Penalty 1048.760070 = -46462.487462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.967169 sec): 3 clusters Score: Raw -46673.701648 + Penalty 2095.955330 = -44577.746318 nChanged 226 SP:Iteration 1F (4.968726 sec): 3 clusters Score: Raw -46972.713726 + Penalty 2092.791168 = -44879.922558 nChanged 89 SP:Iteration 2F (4.970261 sec): 3 clusters Score: Raw -47096.481089 + Penalty 2088.004220 = -45008.476869 nChanged 82 SP:Iteration 3F (4.971778 sec): 3 clusters Score: Raw -47219.723130 + Penalty 2080.570431 = -45139.152699 nChanged 71 SP:Iteration 4F (4.973333 sec): 3 clusters Score: Raw -47344.108065 + Penalty 2078.781802 = -45265.326263 nChanged 59 SP:Iteration 5F (4.974861 sec): 3 clusters Score: Raw -47437.983624 + Penalty 2074.695827 = -45363.287797 nChanged 29 SP:Iteration 6Q (4.976093 sec): 3 clusters Score: Raw -47493.167215 + Penalty 2073.764056 = -45419.403159 nChanged 15 SP:Iteration 7Q (4.977294 sec): 3 clusters Score: Raw -47511.659075 + Penalty 2062.970979 = -45448.688096 nChanged 2 SP:Iteration 8Q (4.978534 sec): 3 clusters Score: Raw -47521.588758 + Penalty 2062.970979 = -45458.617779 nChanged 0 SP:Iteration 9F (4.980056 sec): 3 clusters Score: Raw -47521.588758 + Penalty 2062.970979 = -45458.617779 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.001855 sec): 2 clusters Score: Raw -266066.697910 + Penalty 554.812609 = -265511.885301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.011118 sec): 3 clusters Score: Raw -262509.971857 + Penalty 1177.877342 = -261332.094515 nChanged 2305 SP:Iteration 1F (5.020115 sec): 3 clusters Score: Raw -265014.084392 + Penalty 1223.611232 = -263790.473160 nChanged 543 SP:Iteration 2F (5.029177 sec): 3 clusters Score: Raw -265310.550080 + Penalty 1256.774817 = -264053.775263 nChanged 293 SP:Iteration 3F (5.038413 sec): 3 clusters Score: Raw -265497.239122 + Penalty 1288.237439 = -264209.001683 nChanged 228 SP:Iteration 4Q (5.047064 sec): 3 clusters Score: Raw -265612.250705 + Penalty 1313.527410 = -264298.723295 nChanged 181 SP:Iteration 5Q (5.055663 sec): 3 clusters Score: Raw -265680.403974 + Penalty 1337.451672 = -264342.952301 nChanged 178 SP:Iteration 6Q (5.064231 sec): 3 clusters Score: Raw -265747.512119 + Penalty 1361.879275 = -264385.632844 nChanged 172 SP:Iteration 7Q (5.072571 sec): 3 clusters Score: Raw -265808.755583 + Penalty 1384.871404 = -264423.884179 nChanged 164 SP:Iteration 8Q (5.080789 sec): 3 clusters Score: Raw -265868.188993 + Penalty 1412.068639 = -264456.120353 nChanged 148 SP:Iteration 9Q (5.088808 sec): 3 clusters Score: Raw -265925.964308 + Penalty 1432.074885 = -264493.889423 nChanged 120 SP:Iteration 10F (5.097760 sec): 3 clusters Score: Raw -265964.425224 + Penalty 1435.080309 = -264529.344915 nChanged 83 SP:Iteration 11Q (5.105274 sec): 3 clusters Score: Raw -265988.997122 + Penalty 1456.382356 = -264532.614765 nChanged 74 SP:Iteration 12Q (5.112461 sec): 3 clusters Score: Raw -266031.499686 + Penalty 1528.279692 = -264503.219994 nChanged 42 SP:Iteration 13F (5.121277 sec): 3 clusters Score: Raw -266064.324307 + Penalty 1555.575510 = -264508.748797 nChanged 21 SP:Iteration 14Q (5.128206 sec): 3 clusters Score: Raw -266088.136791 + Penalty 1559.385647 = -264528.751144 nChanged 3 SP:Iteration 15Q (5.135298 sec): 3 clusters Score: Raw -266088.938279 + Penalty 1559.385647 = -264529.552632 nChanged 0 SP:Iteration 16F (5.144096 sec): 3 clusters Score: Raw -266088.938279 + Penalty 1559.385647 = -264529.552632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 3 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.147442 sec): 2 clusters Score: Raw -8076.768522 + Penalty 708.010411 = -7368.758111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.147892 sec): 3 clusters Score: Raw -7906.299285 + Penalty 1419.497525 = -6486.801761 nChanged 27 SP:Iteration 1F (5.148341 sec): 3 clusters Score: Raw -7951.090545 + Penalty 1420.612747 = -6530.477798 nChanged 14 SP:Iteration 2F (5.148788 sec): 3 clusters Score: Raw -7990.759772 + Penalty 1415.337618 = -6575.422154 nChanged 15 SP:Iteration 3F (5.149230 sec): 3 clusters Score: Raw -8053.694861 + Penalty 1418.378659 = -6635.316202 nChanged 9 SP:Iteration 4F (5.149673 sec): 3 clusters Score: Raw -8077.419620 + Penalty 1423.064778 = -6654.354842 nChanged 2 SP:Iteration 5Q (5.150064 sec): 3 clusters Score: Raw -8080.174607 + Penalty 1423.064778 = -6657.109829 nChanged 0 SP:Iteration 6F (5.150507 sec): 3 clusters Score: Raw -8080.174607 + Penalty 1423.064778 = -6657.109829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.152540 sec): 2 clusters Score: Raw -28713.491314 + Penalty 392.676347 = -28320.814967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.153761 sec): 3 clusters Score: Raw -28306.542498 + Penalty 807.330107 = -27499.212391 nChanged 226 SP:Iteration 1F (5.154960 sec): 3 clusters Score: Raw -28569.887731 + Penalty 839.930838 = -27729.956893 nChanged 92 SP:Iteration 2F (5.156162 sec): 3 clusters Score: Raw -28663.866379 + Penalty 849.636977 = -27814.229403 nChanged 38 SP:Iteration 3F (5.157380 sec): 3 clusters Score: Raw -28697.791137 + Penalty 849.509797 = -27848.281340 nChanged 29 SP:Iteration 4F (5.158585 sec): 3 clusters Score: Raw -28723.861898 + Penalty 823.202194 = -27900.659704 nChanged 12 SP:Iteration 5Q (5.159723 sec): 3 clusters Score: Raw -28733.524592 + Penalty 826.890066 = -27906.634526 nChanged 8 SP:Iteration 6Q (5.160782 sec): 3 clusters Score: Raw -28736.359583 + Penalty 816.198052 = -27920.161532 nChanged 5 SP:Iteration 7Q (5.161785 sec): 3 clusters Score: Raw -28736.329365 + Penalty 842.576597 = -27893.752768 nChanged 2 SP:Iteration 8F (5.162978 sec): 3 clusters Score: Raw -28735.413649 + Penalty 842.576597 = -27892.837053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.163544 sec): 2 clusters Score: Raw -1511.378906 + Penalty 150.747810 = -1360.631097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.163824 sec): 3 clusters Score: Raw -1499.456876 + Penalty 286.903502 = -1212.553374 nChanged 7 SP:Iteration 1F (5.164135 sec): 3 clusters Score: Raw -1508.938995 + Penalty 289.478927 = -1219.460068 nChanged 3 SP:Iteration 2F (5.164408 sec): 3 clusters Score: Raw -1511.854397 + Penalty 299.248713 = -1212.605684 nChanged 3 SP:Iteration 3F (5.164679 sec): 3 clusters Score: Raw -1515.487728 + Penalty 303.495605 = -1211.992123 nChanged 1 SP:Iteration 4F (5.164950 sec): 3 clusters Score: Raw -1517.205282 + Penalty 303.495605 = -1213.709677 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.177295 sec): 2 clusters Score: Raw -277266.611858 + Penalty 1262.741313 = -276003.870544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.184417 sec): 3 clusters Score: Raw -274552.351877 + Penalty 2525.310806 = -272027.041071 nChanged 1578 SP:Iteration 1F (5.191425 sec): 3 clusters Score: Raw -275714.596124 + Penalty 2524.654425 = -273189.941699 nChanged 455 SP:Iteration 2F (5.198541 sec): 3 clusters Score: Raw -276128.037207 + Penalty 2522.932661 = -273605.104546 nChanged 377 SP:Iteration 3F (5.205625 sec): 3 clusters Score: Raw -276470.391177 + Penalty 2519.690517 = -273950.700660 nChanged 317 SP:Iteration 4F (5.212577 sec): 3 clusters Score: Raw -276745.090299 + Penalty 2515.303539 = -274229.786760 nChanged 261 SP:Iteration 5F (5.219627 sec): 3 clusters Score: Raw -276940.747566 + Penalty 2510.400762 = -274430.346804 nChanged 248 SP:Iteration 6F (5.226564 sec): 3 clusters Score: Raw -277123.588557 + Penalty 2504.821375 = -274618.767181 nChanged 248 SP:Iteration 7F (5.233531 sec): 3 clusters Score: Raw -277308.056821 + Penalty 2501.652082 = -274806.404739 nChanged 210 SP:Iteration 8F (5.240741 sec): 3 clusters Score: Raw -277460.064361 + Penalty 2502.147498 = -274957.916863 nChanged 154 SP:Iteration 9Q (5.246968 sec): 3 clusters Score: Raw -277556.924752 + Penalty 2504.153520 = -275052.771233 nChanged 99 SP:Iteration 10F (5.254002 sec): 3 clusters Score: Raw -277614.487574 + Penalty 2503.066464 = -275111.421111 nChanged 58 SP:Iteration 11Q (5.259608 sec): 3 clusters Score: Raw -277617.459532 + Penalty 2505.945604 = -275111.513928 nChanged 33 SP:Iteration 12Q (5.265218 sec): 3 clusters Score: Raw -277599.657995 + Penalty 2505.696743 = -275093.961252 nChanged 18 SP:Iteration 13F (5.272106 sec): 3 clusters Score: Raw -277581.713171 + Penalty 2506.757462 = -275074.955709 nChanged 7 SP:Iteration 14F (5.278995 sec): 3 clusters Score: Raw -277572.448989 + Penalty 2507.073970 = -275065.375019 nChanged 6 SP:Iteration 15F (5.286073 sec): 3 clusters Score: Raw -277563.228217 + Penalty 2506.873680 = -275056.354538 nChanged 2 SP:Iteration 16F (5.293070 sec): 3 clusters Score: Raw -277563.367327 + Penalty 2507.470106 = -275055.897222 nChanged 4 SP:Iteration 17F (5.300110 sec): 3 clusters Score: Raw -277561.048233 + Penalty 2508.193468 = -275052.854765 nChanged 5 SP:Iteration 18F (5.307009 sec): 3 clusters Score: Raw -277558.651541 + Penalty 2509.332781 = -275049.318760 nChanged 3 SP:Iteration 19F (5.313933 sec): 3 clusters Score: Raw -277551.463078 + Penalty 2508.959965 = -275042.503112 nChanged 2 SP:Iteration 20F (5.320822 sec): 3 clusters Score: Raw -277547.238113 + Penalty 2509.351201 = -275037.886912 nChanged 1 SP:Iteration 21F (5.327740 sec): 3 clusters Score: Raw -277547.666416 + Penalty 2508.642212 = -275039.024205 nChanged 1 SP:Iteration 22Q (5.333183 sec): 3 clusters Score: Raw -277548.470051 + Penalty 2509.394014 = -275039.076038 nChanged 1 SP:Iteration 23Q (5.338899 sec): 3 clusters Score: Raw -277545.686407 + Penalty 2508.977265 = -275036.709143 nChanged 2 SP:Iteration 24F (5.345866 sec): 3 clusters Score: Raw -277540.008591 + Penalty 2508.977265 = -275031.031326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.355841 sec): 2 clusters Score: Raw -100718.131505 + Penalty 904.978637 = -99813.152868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.358886 sec): 3 clusters Score: Raw -99303.186384 + Penalty 1806.940760 = -97496.245624 nChanged 618 SP:Iteration 1F (5.361807 sec): 3 clusters Score: Raw -99882.221716 + Penalty 1797.786116 = -98084.435600 nChanged 285 SP:Iteration 2F (5.364816 sec): 3 clusters Score: Raw -100417.414996 + Penalty 1797.883094 = -98619.531902 nChanged 216 SP:Iteration 3F (5.367770 sec): 3 clusters Score: Raw -100668.378181 + Penalty 1801.260070 = -98867.118112 nChanged 100 SP:Iteration 4F (5.370707 sec): 3 clusters Score: Raw -100739.826631 + Penalty 1799.564025 = -98940.262606 nChanged 71 SP:Iteration 5Q (5.373552 sec): 3 clusters Score: Raw -100787.746709 + Penalty 1798.630106 = -98989.116603 nChanged 68 SP:Iteration 6Q (5.376319 sec): 3 clusters Score: Raw -100810.029888 + Penalty 1803.499086 = -99006.530802 nChanged 43 SP:Iteration 7Q (5.378965 sec): 3 clusters Score: Raw -100808.407093 + Penalty 1794.751583 = -99013.655511 nChanged 38 SP:Iteration 8Q (5.381574 sec): 3 clusters Score: Raw -100797.978113 + Penalty 1783.010741 = -99014.967372 nChanged 24 SP:Iteration 9Q (5.384155 sec): 3 clusters Score: Raw -100786.800459 + Penalty 1786.553413 = -99000.247046 nChanged 17 SP:Iteration 10F (5.387148 sec): 3 clusters Score: Raw -100785.588671 + Penalty 1786.087773 = -98999.500897 nChanged 18 SP:Iteration 11F (5.390128 sec): 3 clusters Score: Raw -100783.840741 + Penalty 1803.525951 = -98980.314790 nChanged 14 SP:Iteration 12F (5.393139 sec): 3 clusters Score: Raw -100779.103421 + Penalty 1825.770372 = -98953.333049 nChanged 11 SP:Iteration 13F (5.396191 sec): 3 clusters Score: Raw -100772.700759 + Penalty 1853.882691 = -98918.818068 nChanged 7 SP:Iteration 14F (5.399193 sec): 3 clusters Score: Raw -100764.601284 + Penalty 1871.566301 = -98893.034983 nChanged 5 SP:Iteration 15F (5.402050 sec): 3 clusters Score: Raw -100759.093875 + Penalty 1901.926636 = -98857.167240 nChanged 6 SP:Iteration 16F (5.404942 sec): 3 clusters Score: Raw -100751.373203 + Penalty 1915.465788 = -98835.907415 nChanged 4 SP:Iteration 17F (5.407771 sec): 3 clusters Score: Raw -100751.559694 + Penalty 1930.661340 = -98820.898355 nChanged 2 SP:Iteration 18F (5.410761 sec): 3 clusters Score: Raw -100752.842795 + Penalty 1943.097603 = -98809.745192 nChanged 2 SP:Iteration 19F (5.413802 sec): 3 clusters Score: Raw -100753.472970 + Penalty 1943.097603 = -98810.375367 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.424781 sec): 2 clusters Score: Raw -133320.331318 + Penalty 870.407386 = -132449.923933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.428857 sec): 3 clusters Score: Raw -131526.468282 + Penalty 1744.976591 = -129781.491691 nChanged 882 SP:Iteration 1F (5.432815 sec): 3 clusters Score: Raw -132101.036834 + Penalty 1748.115951 = -130352.920883 nChanged 319 SP:Iteration 2F (5.436833 sec): 3 clusters Score: Raw -132512.228666 + Penalty 1744.220757 = -130768.007908 nChanged 284 SP:Iteration 3F (5.440992 sec): 3 clusters Score: Raw -132861.668912 + Penalty 1736.600223 = -131125.068688 nChanged 215 SP:Iteration 4F (5.445062 sec): 3 clusters Score: Raw -133050.412193 + Penalty 1731.095808 = -131319.316385 nChanged 138 SP:Iteration 5F (5.449064 sec): 3 clusters Score: Raw -133178.921461 + Penalty 1726.529570 = -131452.391891 nChanged 117 SP:Iteration 6F (5.453191 sec): 3 clusters Score: Raw -133258.386967 + Penalty 1723.712346 = -131534.674621 nChanged 101 SP:Iteration 7Q (5.457233 sec): 3 clusters Score: Raw -133320.676767 + Penalty 1720.499164 = -131600.177603 nChanged 105 SP:Iteration 8Q (5.461280 sec): 3 clusters Score: Raw -133375.883922 + Penalty 1717.694527 = -131658.189395 nChanged 85 SP:Iteration 9Q (5.465309 sec): 3 clusters Score: Raw -133402.644202 + Penalty 1713.423832 = -131689.220370 nChanged 81 SP:Iteration 10F (5.469306 sec): 3 clusters Score: Raw -133432.908186 + Penalty 1703.661883 = -131729.246303 nChanged 84 SP:Iteration 11Q (5.473222 sec): 3 clusters Score: Raw -133456.775501 + Penalty 1706.087981 = -131750.687520 nChanged 63 SP:Iteration 12Q (5.477046 sec): 3 clusters Score: Raw -133457.973551 + Penalty 1705.051386 = -131752.922165 nChanged 50 SP:Iteration 13Q (5.480806 sec): 3 clusters Score: Raw -133454.427356 + Penalty 1697.880877 = -131756.546479 nChanged 44 SP:Iteration 14Q (5.484532 sec): 3 clusters Score: Raw -133450.147886 + Penalty 1696.783466 = -131753.364420 nChanged 43 SP:Iteration 15F (5.488477 sec): 3 clusters Score: Raw -133442.890475 + Penalty 1691.653607 = -131751.236868 nChanged 36 SP:Iteration 16F (5.492506 sec): 3 clusters Score: Raw -133433.967119 + Penalty 1690.687679 = -131743.279440 nChanged 34 SP:Iteration 17F (5.496457 sec): 3 clusters Score: Raw -133420.162456 + Penalty 1697.601221 = -131722.561235 nChanged 25 SP:Iteration 18F (5.500387 sec): 3 clusters Score: Raw -133405.694274 + Penalty 1706.687280 = -131699.006994 nChanged 18 SP:Iteration 19F (5.504363 sec): 3 clusters Score: Raw -133387.920708 + Penalty 1717.282726 = -131670.637983 nChanged 20 SP:Iteration 20F (5.508310 sec): 3 clusters Score: Raw -133372.451277 + Penalty 1724.891278 = -131647.559998 nChanged 18 SP:Iteration 21F (5.512241 sec): 3 clusters Score: Raw -133362.229981 + Penalty 1765.715874 = -131596.514107 nChanged 19 SP:Iteration 22F (5.516213 sec): 3 clusters Score: Raw -133352.095363 + Penalty 1797.619643 = -131554.475720 nChanged 16 SP:Iteration 23F (5.520142 sec): 3 clusters Score: Raw -133346.607331 + Penalty 1858.530787 = -131488.076544 nChanged 10 SP:Iteration 24F (5.524214 sec): 3 clusters Score: Raw -133346.484257 + Penalty 1882.813164 = -131463.671093 nChanged 7 SP:Iteration 25F (5.528281 sec): 3 clusters Score: Raw -133343.562732 + Penalty 1916.121197 = -131427.441535 nChanged 5 SP:Iteration 26F (5.532286 sec): 3 clusters Score: Raw -133344.611249 + Penalty 1927.735995 = -131416.875253 nChanged 1 SP:Iteration 27F (5.536236 sec): 3 clusters Score: Raw -133346.316266 + Penalty 1927.735995 = -131418.580271 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.542991 sec): 2 clusters Score: Raw -27754.291731 + Penalty 81.328644 = -27672.963086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.544574 sec): 3 clusters Score: Raw -27341.544029 + Penalty 171.016620 = -27170.527409 nChanged 323 SP:Iteration 1F (5.546119 sec): 3 clusters Score: Raw -27647.252361 + Penalty 152.160917 = -27495.091444 nChanged 73 SP:Iteration 2F (5.547644 sec): 3 clusters Score: Raw -27701.808112 + Penalty 153.305879 = -27548.502233 nChanged 38 SP:Iteration 3F (5.549109 sec): 3 clusters Score: Raw -27723.445992 + Penalty 148.093638 = -27575.352355 nChanged 31 SP:Iteration 4Q (5.550563 sec): 3 clusters Score: Raw -27749.957949 + Penalty 151.255216 = -27598.702733 nChanged 30 SP:Iteration 5Q (5.552003 sec): 3 clusters Score: Raw -27770.877434 + Penalty 153.921110 = -27616.956324 nChanged 19 SP:Iteration 6Q (5.553425 sec): 3 clusters Score: Raw -27782.584155 + Penalty 160.335743 = -27622.248412 nChanged 15 SP:Iteration 7Q (5.554846 sec): 3 clusters Score: Raw -27794.779950 + Penalty 170.518139 = -27624.261811 nChanged 14 SP:Iteration 8Q (5.556302 sec): 3 clusters Score: Raw -27802.994871 + Penalty 167.744806 = -27635.250065 nChanged 11 SP:Iteration 9Q (5.557774 sec): 3 clusters Score: Raw -27812.584012 + Penalty 173.650946 = -27638.933066 nChanged 13 SP:Iteration 10F (5.559228 sec): 3 clusters Score: Raw -27821.495160 + Penalty 187.266965 = -27634.228195 nChanged 6 SP:Iteration 11F (5.560668 sec): 3 clusters Score: Raw -27824.980468 + Penalty 201.085079 = -27623.895389 nChanged 4 SP:Iteration 12F (5.562085 sec): 3 clusters Score: Raw -27828.241609 + Penalty 215.560543 = -27612.681066 nChanged 3 SP:Iteration 13F (5.563491 sec): 3 clusters Score: Raw -27829.857504 + Penalty 228.269725 = -27601.587779 nChanged 2 SP:Iteration 14F (5.564995 sec): 3 clusters Score: Raw -27831.152026 + Penalty 249.347311 = -27581.804715 nChanged 3 SP:Iteration 15F (5.566438 sec): 3 clusters Score: Raw -27832.551745 + Penalty 249.347311 = -27583.204434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.568717 sec): 2 clusters Score: Raw -19387.944808 + Penalty 437.657624 = -18950.287184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.569572 sec): 3 clusters Score: Raw -19103.920393 + Penalty 859.038374 = -18244.882019 nChanged 130 SP:Iteration 1F (5.570409 sec): 3 clusters Score: Raw -19336.593968 + Penalty 820.617429 = -18515.976539 nChanged 39 SP:Iteration 2F (5.571245 sec): 3 clusters Score: Raw -19379.488447 + Penalty 782.007481 = -18597.480966 nChanged 13 SP:Iteration 3Q (5.572055 sec): 3 clusters Score: Raw -19389.804651 + Penalty 768.837275 = -18620.967376 nChanged 8 SP:Iteration 4Q (5.572826 sec): 3 clusters Score: Raw -19391.902486 + Penalty 768.777023 = -18623.125463 nChanged 6 SP:Iteration 5Q (5.573547 sec): 3 clusters Score: Raw -19395.294556 + Penalty 787.425760 = -18607.868796 nChanged 3 SP:Iteration 6F (5.574380 sec): 3 clusters Score: Raw -19393.496327 + Penalty 819.332648 = -18574.163679 nChanged 2 SP:Iteration 7F (5.575213 sec): 3 clusters Score: Raw -19396.097565 + Penalty 925.108914 = -18470.988651 nChanged 4 SP:Iteration 8F (5.576051 sec): 3 clusters Score: Raw -19404.945227 + Penalty 925.108914 = -18479.836314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.578015 sec): 2 clusters Score: Raw -26671.816457 + Penalty 329.984498 = -26341.831959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.579242 sec): 3 clusters Score: Raw -26329.877022 + Penalty 670.169871 = -25659.707151 nChanged 231 SP:Iteration 1F (5.580442 sec): 3 clusters Score: Raw -26517.972170 + Penalty 671.306563 = -25846.665608 nChanged 60 SP:Iteration 2F (5.581645 sec): 3 clusters Score: Raw -26566.642542 + Penalty 668.948854 = -25897.693688 nChanged 33 SP:Iteration 3F (5.582861 sec): 3 clusters Score: Raw -26581.210153 + Penalty 668.130177 = -25913.079976 nChanged 20 SP:Iteration 4Q (5.584050 sec): 3 clusters Score: Raw -26587.543230 + Penalty 665.789462 = -25921.753767 nChanged 12 SP:Iteration 5Q (5.585225 sec): 3 clusters Score: Raw -26591.570799 + Penalty 664.082507 = -25927.488292 nChanged 9 SP:Iteration 6Q (5.586401 sec): 3 clusters Score: Raw -26593.519692 + Penalty 661.957343 = -25931.562349 nChanged 7 SP:Iteration 7Q (5.587572 sec): 3 clusters Score: Raw -26595.345114 + Penalty 658.887576 = -25936.457538 nChanged 10 SP:Iteration 8Q (5.588746 sec): 3 clusters Score: Raw -26598.619066 + Penalty 655.909466 = -25942.709600 nChanged 9 SP:Iteration 9Q (5.589945 sec): 3 clusters Score: Raw -26601.289695 + Penalty 652.336695 = -25948.953000 nChanged 11 SP:Iteration 10F (5.591151 sec): 3 clusters Score: Raw -26605.043980 + Penalty 648.402797 = -25956.641184 nChanged 12 SP:Iteration 11Q (5.592337 sec): 3 clusters Score: Raw -26608.421120 + Penalty 644.646261 = -25963.774859 nChanged 12 SP:Iteration 12Q (5.593548 sec): 3 clusters Score: Raw -26612.264213 + Penalty 638.817776 = -25973.446437 nChanged 16 SP:Iteration 13Q (5.594751 sec): 3 clusters Score: Raw -26618.387790 + Penalty 630.062540 = -25988.325250 nChanged 19 SP:Iteration 14Q (5.595940 sec): 3 clusters Score: Raw -26628.447197 + Penalty 620.312907 = -26008.134290 nChanged 18 SP:Iteration 15Q (5.597125 sec): 3 clusters Score: Raw -26635.742916 + Penalty 612.575462 = -26023.167455 nChanged 14 SP:Iteration 16Q (5.598285 sec): 3 clusters Score: Raw -26640.895314 + Penalty 605.554093 = -26035.341221 nChanged 13 SP:Iteration 17Q (5.599438 sec): 3 clusters Score: Raw -26648.157999 + Penalty 596.551910 = -26051.606089 nChanged 12 SP:Iteration 18Q (5.600644 sec): 3 clusters Score: Raw -26655.248681 + Penalty 587.727376 = -26067.521305 nChanged 10 SP:Iteration 19Q (5.601792 sec): 3 clusters Score: Raw -26660.863058 + Penalty 581.323577 = -26079.539481 nChanged 8 SP:Iteration 20F (5.603010 sec): 3 clusters Score: Raw -26663.661042 + Penalty 573.401572 = -26090.259469 nChanged 8 SP:Iteration 21Q (5.604155 sec): 3 clusters Score: Raw -26666.602641 + Penalty 566.196612 = -26100.406029 nChanged 7 SP:Iteration 22Q (5.605314 sec): 3 clusters Score: Raw -26669.616569 + Penalty 558.925304 = -26110.691265 nChanged 11 SP:Iteration 23Q (5.606457 sec): 3 clusters Score: Raw -26672.603804 + Penalty 552.853534 = -26119.750270 nChanged 6 SP:Iteration 24Q (5.607580 sec): 3 clusters Score: Raw -26673.704861 + Penalty 551.005591 = -26122.699269 nChanged 4 SP:Iteration 25Q (5.608694 sec): 3 clusters Score: Raw -26674.683813 + Penalty 549.352615 = -26125.331198 nChanged 5 SP:Iteration 26Q (5.609804 sec): 3 clusters Score: Raw -26677.280126 + Penalty 547.613827 = -26129.666299 nChanged 4 SP:Iteration 27Q (5.610906 sec): 3 clusters Score: Raw -26679.336974 + Penalty 540.030027 = -26139.306947 nChanged 4 SP:Iteration 28Q (5.612005 sec): 3 clusters Score: Raw -26681.945612 + Penalty 535.201079 = -26146.744533 nChanged 3 SP:Iteration 29Q (5.613093 sec): 3 clusters Score: Raw -26683.393173 + Penalty 529.047530 = -26154.345643 nChanged 3 SP:Iteration 30F (5.614332 sec): 3 clusters Score: Raw -26683.730538 + Penalty 529.879558 = -26153.850979 nChanged 2 SP:Iteration 31F (5.615562 sec): 3 clusters Score: Raw -26683.790427 + Penalty 530.336380 = -26153.454048 nChanged 4 SP:Iteration 32F (5.616786 sec): 3 clusters Score: Raw -26684.764396 + Penalty 530.426368 = -26154.338029 nChanged 3 SP:Iteration 33Q (5.617867 sec): 3 clusters Score: Raw -26685.855605 + Penalty 524.756025 = -26161.099580 nChanged 2 SP:Iteration 34Q (5.618938 sec): 3 clusters Score: Raw -26686.809426 + Penalty 524.756025 = -26162.053401 nChanged 0 SP:Iteration 35F (5.620161 sec): 3 clusters Score: Raw -26686.809426 + Penalty 524.756025 = -26162.053401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 12 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.620689 sec): 2 clusters Score: Raw -1129.984476 + Penalty 387.298349 = -742.686127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.620943 sec): 3 clusters Score: Raw -1111.622744 + Penalty 770.028694 = -341.594050 nChanged 2 SP:Iteration 1F (5.621192 sec): 3 clusters Score: Raw -1118.144380 + Penalty 770.157712 = -347.986668 nChanged 1 SP:Iteration 2F (5.621435 sec): 3 clusters Score: Raw -1120.222643 + Penalty 755.487631 = -364.735011 nChanged 2 SP:Iteration 3F (5.621677 sec): 3 clusters Score: Raw -1120.029118 + Penalty 755.487631 = -364.541487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.622151 sec): 2 clusters Score: Raw -382.972179 + Penalty 127.833578 = -255.138602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.622374 sec): 3 clusters Score: Raw -378.026328 + Penalty 267.111853 = -110.914476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.622836 sec): 2 clusters Score: Raw -198.682597 + Penalty 145.747195 = -52.935402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.623053 sec): 3 clusters Score: Raw -196.211324 + Penalty 291.494390 = 95.283066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.623630 sec): 2 clusters Score: Raw -1784.355924 + Penalty 199.382779 = -1584.973145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.623930 sec): 3 clusters Score: Raw -1775.047839 + Penalty 411.493207 = -1363.554632 nChanged 11 SP:Iteration 1F (5.624241 sec): 3 clusters Score: Raw -1789.500075 + Penalty 423.767873 = -1365.732202 nChanged 3 SP:Iteration 2F (5.624532 sec): 3 clusters Score: Raw -1792.958594 + Penalty 427.083947 = -1365.874647 nChanged 1 SP:Iteration 3Q (5.624820 sec): 3 clusters Score: Raw -1793.712771 + Penalty 427.083947 = -1366.628824 nChanged 0 SP:Iteration 4F (5.625111 sec): 3 clusters Score: Raw -1793.712771 + Penalty 427.083947 = -1366.628824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 16 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.625598 sec): 2 clusters Score: Raw -610.174314 + Penalty 284.525960 = -325.648354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.625830 sec): 3 clusters Score: Raw -599.859101 + Penalty 569.593829 = -30.265272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 20 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.626359 sec): 2 clusters Score: Raw -1594.341270 + Penalty 427.795507 = -1166.545763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.626629 sec): 3 clusters Score: Raw -1569.347655 + Penalty 836.274862 = -733.072792 nChanged 1 SP:Iteration 1Q (5.626883 sec): 3 clusters Score: Raw -1573.538137 + Penalty 841.378069 = -732.160068 nChanged 1 SP:Iteration 2F (5.627146 sec): 3 clusters Score: Raw -1576.531736 + Penalty 841.378069 = -735.153667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 21 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.628070 sec): 2 clusters Score: Raw -8525.199144 + Penalty 304.753042 = -8220.446102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.628623 sec): 3 clusters Score: Raw -8427.770596 + Penalty 642.526537 = -7785.244059 nChanged 61 SP:Iteration 1F (5.629159 sec): 3 clusters Score: Raw -8476.200655 + Penalty 682.896348 = -7793.304307 nChanged 21 SP:Iteration 2F (5.629687 sec): 3 clusters Score: Raw -8499.238769 + Penalty 707.851780 = -7791.386989 nChanged 8 SP:Iteration 3F (5.630212 sec): 3 clusters Score: Raw -8506.677257 + Penalty 711.341479 = -7795.335779 nChanged 4 SP:Iteration 4Q (5.630734 sec): 3 clusters Score: Raw -8509.797211 + Penalty 717.574715 = -7792.222496 nChanged 3 SP:Iteration 5F (5.631259 sec): 3 clusters Score: Raw -8511.771387 + Penalty 722.220755 = -7789.550632 nChanged 2 SP:Iteration 6F (5.631781 sec): 3 clusters Score: Raw -8513.770530 + Penalty 722.220755 = -7791.549775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.632270 sec): 2 clusters Score: Raw -197.705072 + Penalty 140.510440 = -57.194632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.632484 sec): 3 clusters Score: Raw -191.140030 + Penalty 281.985430 = 90.845400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 26 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.633000 sec): 2 clusters Score: Raw -1244.011915 + Penalty 329.018800 = -914.993115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.633260 sec): 3 clusters Score: Raw -1268.599875 + Penalty 657.111323 = -611.488553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 29 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.635056 sec): 2 clusters Score: Raw -26790.992556 + Penalty 705.596048 = -26085.396508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.636105 sec): 3 clusters Score: Raw -26299.009242 + Penalty 1418.513681 = -24880.495561 nChanged 140 SP:Iteration 1F (5.637132 sec): 3 clusters Score: Raw -26460.783413 + Penalty 1436.176852 = -25024.606561 nChanged 87 SP:Iteration 2F (5.638124 sec): 3 clusters Score: Raw -26636.263987 + Penalty 1435.438938 = -25200.825049 nChanged 52 SP:Iteration 3F (5.639159 sec): 3 clusters Score: Raw -26732.462538 + Penalty 1441.764145 = -25290.698393 nChanged 20 SP:Iteration 4Q (5.640030 sec): 3 clusters Score: Raw -26772.751008 + Penalty 1416.923359 = -25355.827649 nChanged 10 SP:Iteration 5Q (5.640845 sec): 3 clusters Score: Raw -26789.268276 + Penalty 1446.774537 = -25342.493740 nChanged 5 SP:Iteration 6F (5.641827 sec): 3 clusters Score: Raw -26792.167140 + Penalty 1452.585213 = -25339.581927 nChanged 1 SP:Iteration 7F (5.642806 sec): 3 clusters Score: Raw -26794.513172 + Penalty 1425.316631 = -25369.196541 nChanged 1 SP:Iteration 8Q (5.643598 sec): 3 clusters Score: Raw -26795.645786 + Penalty 1425.316631 = -25370.329156 nChanged 0 SP:Iteration 9F (5.644645 sec): 3 clusters Score: Raw -26795.645786 + Penalty 1425.316631 = -25370.329156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 30 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.645153 sec): 2 clusters Score: Raw -738.967062 + Penalty 230.566376 = -508.400686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.645393 sec): 3 clusters Score: Raw -747.139283 + Penalty 461.359205 = -285.780078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 31 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.646005 sec): 2 clusters Score: Raw -2384.717139 + Penalty 192.622466 = -2192.094673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.646326 sec): 3 clusters Score: Raw -2367.844025 + Penalty 374.779665 = -1993.064360 nChanged 15 SP:Iteration 1F (5.646635 sec): 3 clusters Score: Raw -2391.200762 + Penalty 377.766083 = -2013.434679 nChanged 4 SP:Iteration 2F (5.646954 sec): 3 clusters Score: Raw -2394.156710 + Penalty 379.435877 = -2014.720833 nChanged 1 SP:Iteration 3Q (5.647265 sec): 3 clusters Score: Raw -2394.436556 + Penalty 382.055678 = -2012.380878 nChanged 1 SP:Iteration 4F (5.647570 sec): 3 clusters Score: Raw -2394.793695 + Penalty 385.541406 = -2009.252289 nChanged 1 SP:Iteration 5F (5.647879 sec): 3 clusters Score: Raw -2395.189067 + Penalty 390.217347 = -2004.971720 nChanged 1 SP:Iteration 6F (5.648185 sec): 3 clusters Score: Raw -2395.103135 + Penalty 390.217347 = -2004.885788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 32 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.648668 sec): 2 clusters Score: Raw -570.280595 + Penalty 281.488070 = -288.792525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.648898 sec): 3 clusters Score: Raw -564.159262 + Penalty 547.273964 = -16.885298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.649381 sec): 2 clusters Score: Raw -450.154807 + Penalty 228.312883 = -221.841923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.649611 sec): 3 clusters Score: Raw -439.192114 + Penalty 450.183425 = 10.991311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 41 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.650098 sec): 2 clusters Score: Raw -465.521388 + Penalty 85.695469 = -379.825919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.650319 sec): 3 clusters Score: Raw -461.480758 + Penalty 159.252568 = -302.228191 nChanged 1 SP:Iteration 1F (5.650532 sec): 3 clusters Score: Raw -464.377122 + Penalty 159.252568 = -305.124554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.650998 sec): 2 clusters Score: Raw -256.192863 + Penalty 74.892878 = -181.299985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.651212 sec): 3 clusters Score: Raw -258.029443 + Penalty 140.700266 = -117.329177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.651692 sec): 2 clusters Score: Raw -94.862189 + Penalty 40.192038 = -54.670151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.651892 sec): 3 clusters Score: Raw -87.408851 + Penalty 80.384076 = -7.024775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.652376 sec): 2 clusters Score: Raw -628.065319 + Penalty 298.386305 = -329.679015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.652609 sec): 3 clusters Score: Raw -624.527469 + Penalty 627.176023 = 2.648554 nChanged 1 SP:Iteration 1F (5.652837 sec): 3 clusters Score: Raw -626.292413 + Penalty 627.176023 = 0.883611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 45 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.653384 sec): 2 clusters Score: Raw -1899.734439 + Penalty 282.439101 = -1617.295338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.653664 sec): 3 clusters Score: Raw -1886.879482 + Penalty 535.165531 = -1351.713951 nChanged 4 SP:Iteration 1F (5.653937 sec): 3 clusters Score: Raw -1892.181746 + Penalty 521.152492 = -1371.029254 nChanged 4 SP:Iteration 2F (5.654212 sec): 3 clusters Score: Raw -1896.056554 + Penalty 537.890552 = -1358.166002 nChanged 2 SP:Iteration 3F (5.654486 sec): 3 clusters Score: Raw -1897.301768 + Penalty 537.890552 = -1359.411216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.654943 sec): 2 clusters Score: Raw -101.446227 + Penalty 75.740587 = -25.705640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655154 sec): 3 clusters Score: Raw -92.518318 + Penalty 151.481175 = 58.962857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.655621 sec): 2 clusters Score: Raw -193.997194 + Penalty 120.947741 = -73.049452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655841 sec): 3 clusters Score: Raw -187.000448 + Penalty 241.895483 = 54.895035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.656302 sec): 2 clusters Score: Raw -210.429743 + Penalty 168.444769 = -41.984974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.656518 sec): 3 clusters Score: Raw -202.322807 + Penalty 336.889538 = 134.566731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.656968 sec): 2 clusters Score: Raw -46.760717 + Penalty 0.000000 = -46.760717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657163 sec): 2 clusters Score: Raw -46.760717 + Penalty 0.000000 = -46.760717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 58 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.657712 sec): 2 clusters Score: Raw -2020.132360 + Penalty 247.787510 = -1772.344850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657999 sec): 3 clusters Score: Raw -2009.632570 + Penalty 496.901638 = -1512.730931 nChanged 5 SP:Iteration 1F (5.658281 sec): 3 clusters Score: Raw -2017.777962 + Penalty 512.334425 = -1505.443537 nChanged 5 SP:Iteration 2F (5.658564 sec): 3 clusters Score: Raw -2028.943348 + Penalty 523.201586 = -1505.741763 nChanged 2 SP:Iteration 3Q (5.658840 sec): 3 clusters Score: Raw -2033.156624 + Penalty 555.126241 = -1478.030382 nChanged 4 SP:Iteration 4F (5.659140 sec): 3 clusters Score: Raw -2038.235424 + Penalty 539.795756 = -1498.439668 nChanged 2 SP:Iteration 5Q (5.659410 sec): 3 clusters Score: Raw -2040.075420 + Penalty 536.880145 = -1503.195275 nChanged 1 SP:Iteration 6Q (5.659675 sec): 3 clusters Score: Raw -2039.311276 + Penalty 536.880145 = -1502.431131 nChanged 0 SP:Iteration 7F (5.659958 sec): 3 clusters Score: Raw -2039.311276 + Penalty 536.880145 = -1502.431131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.660434 sec): 2 clusters Score: Raw -328.062967 + Penalty 136.829494 = -191.233472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.660659 sec): 3 clusters Score: Raw -346.314144 + Penalty 279.583754 = -66.730390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.662236 sec): 2 clusters Score: Raw -10175.104762 + Penalty 351.450396 = -9823.654365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.662884 sec): 3 clusters Score: Raw -9964.832903 + Penalty 752.994466 = -9211.838437 nChanged 80 SP:Iteration 1F (5.663500 sec): 3 clusters Score: Raw -10101.188586 + Penalty 817.211370 = -9283.977216 nChanged 23 SP:Iteration 2F (5.664128 sec): 3 clusters Score: Raw -10150.927552 + Penalty 847.694166 = -9303.233386 nChanged 12 SP:Iteration 3F (5.664723 sec): 3 clusters Score: Raw -10176.094401 + Penalty 867.002581 = -9309.091820 nChanged 7 SP:Iteration 4Q (5.665252 sec): 3 clusters Score: Raw -10188.273322 + Penalty 871.356252 = -9316.917070 nChanged 3 SP:Iteration 5Q (5.665796 sec): 3 clusters Score: Raw -10195.734353 + Penalty 895.366631 = -9300.367722 nChanged 3 SP:Iteration 6F (5.666411 sec): 3 clusters Score: Raw -10208.151054 + Penalty 900.717184 = -9307.433870 nChanged 1 SP:Iteration 7Q (5.666939 sec): 3 clusters Score: Raw -10211.723494 + Penalty 937.612309 = -9274.111186 nChanged 1 SP:Iteration 8F (5.667555 sec): 3 clusters Score: Raw -10222.307851 + Penalty 937.612309 = -9284.695542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 63 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.668139 sec): 2 clusters Score: Raw -1439.815574 + Penalty 470.001594 = -969.813981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.668405 sec): 3 clusters Score: Raw -1525.294571 + Penalty 939.687498 = -585.607073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 65 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.669098 sec): 2 clusters Score: Raw -3801.808255 + Penalty 311.697388 = -3490.110868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.669455 sec): 3 clusters Score: Raw -3767.087449 + Penalty 623.238817 = -3143.848631 nChanged 16 SP:Iteration 1F (5.669805 sec): 3 clusters Score: Raw -3784.858549 + Penalty 624.505090 = -3160.353458 nChanged 5 SP:Iteration 2F (5.670154 sec): 3 clusters Score: Raw -3788.926526 + Penalty 626.469138 = -3162.457388 nChanged 2 SP:Iteration 3Q (5.670499 sec): 3 clusters Score: Raw -3790.043568 + Penalty 626.469138 = -3163.574430 nChanged 0 SP:Iteration 4F (5.670847 sec): 3 clusters Score: Raw -3790.043568 + Penalty 626.469138 = -3163.574430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.671309 sec): 2 clusters Score: Raw -144.128350 + Penalty 101.390673 = -42.737678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.671507 sec): 2 clusters Score: Raw -144.128350 + Penalty 101.390673 = -42.737678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 69 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.671986 sec): 2 clusters Score: Raw -84.918349 + Penalty 35.727032 = -49.191317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.672183 sec): 2 clusters Score: Raw -84.918349 + Penalty 35.727032 = -49.191317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.672641 sec): 2 clusters Score: Raw -163.177109 + Penalty 126.020564 = -37.156545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.672855 sec): 3 clusters Score: Raw -151.822210 + Penalty 243.878910 = 92.056700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.673315 sec): 2 clusters Score: Raw -186.465012 + Penalty 121.502548 = -64.962464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.673530 sec): 3 clusters Score: Raw -182.827871 + Penalty 217.522348 = 34.694476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.673991 sec): 2 clusters Score: Raw -197.209340 + Penalty 35.113961 = -162.095378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.674195 sec): 3 clusters Score: Raw -196.235064 + Penalty 61.205665 = -135.029399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.674653 sec): 2 clusters Score: Raw -142.986178 + Penalty 135.120350 = -7.865828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.674867 sec): 3 clusters Score: Raw -138.227139 + Penalty 268.407063 = 130.179924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.675318 sec): 2 clusters Score: Raw -136.296546 + Penalty 38.475325 = -97.821221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.675519 sec): 3 clusters Score: Raw -130.036276 + Penalty 73.920516 = -56.115760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.675979 sec): 2 clusters Score: Raw -153.902385 + Penalty 102.524991 = -51.377394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.676190 sec): 3 clusters Score: Raw -144.818506 + Penalty 217.922931 = 73.104425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.676650 sec): 2 clusters Score: Raw -185.245927 + Penalty 152.895767 = -32.350161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.676867 sec): 3 clusters Score: Raw -184.169371 + Penalty 283.209839 = 99.040468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.677321 sec): 2 clusters Score: Raw -87.652423 + Penalty 39.110579 = -48.541844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.677531 sec): 3 clusters Score: Raw -83.677632 + Penalty 78.221158 = -5.456475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.678005 sec): 2 clusters Score: Raw -366.437822 + Penalty 174.472264 = -191.965559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.678229 sec): 3 clusters Score: Raw -377.142631 + Penalty 348.944527 = -28.198103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.678706 sec): 2 clusters Score: Raw -149.321976 + Penalty 74.066561 = -75.255415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.678907 sec): 2 clusters Score: Raw -149.321976 + Penalty 74.066561 = -75.255415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.679380 sec): 2 clusters Score: Raw -425.896885 + Penalty 187.334157 = -238.562728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.679586 sec): 2 clusters Score: Raw -425.896885 + Penalty 187.334157 = -238.562728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.680039 sec): 2 clusters Score: Raw -99.112155 + Penalty 67.822268 = -31.289887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.680248 sec): 3 clusters Score: Raw -91.049959 + Penalty 135.644536 = 44.594577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 102 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.680717 sec): 2 clusters Score: Raw -324.325990 + Penalty 110.133824 = -214.192166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.680937 sec): 3 clusters Score: Raw -317.812758 + Penalty 216.199118 = -101.613641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.681396 sec): 2 clusters Score: Raw -163.027474 + Penalty 127.754135 = -35.273338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.681608 sec): 3 clusters Score: Raw -151.219512 + Penalty 257.669085 = 106.449572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.682057 sec): 2 clusters Score: Raw -44.843335 + Penalty 0.000000 = -44.843335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.682249 sec): 2 clusters Score: Raw -44.843335 + Penalty 0.000000 = -44.843335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.682724 sec): 2 clusters Score: Raw -474.419751 + Penalty 199.267813 = -275.151938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.682951 sec): 3 clusters Score: Raw -483.763184 + Penalty 409.422458 = -74.340726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.683410 sec): 2 clusters Score: Raw -167.952801 + Penalty 133.452350 = -34.500452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.683627 sec): 3 clusters Score: Raw -153.808496 + Penalty 268.681572 = 114.873076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.684086 sec): 2 clusters Score: Raw -137.649317 + Penalty 86.014450 = -51.634867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.684300 sec): 3 clusters Score: Raw -132.897325 + Penalty 194.853139 = 61.955814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.684744 sec): 2 clusters Score: Raw -40.255518 + Penalty 0.000000 = -40.255518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.684931 sec): 2 clusters Score: Raw -40.255518 + Penalty 0.000000 = -40.255518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.685403 sec): 2 clusters Score: Raw -103.155319 + Penalty 85.123132 = -18.032187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.685604 sec): 2 clusters Score: Raw -103.155319 + Penalty 85.123132 = -18.032187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.686053 sec): 2 clusters Score: Raw -45.553374 + Penalty 0.000000 = -45.553374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.686247 sec): 2 clusters Score: Raw -45.553374 + Penalty 0.000000 = -45.553374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.686701 sec): 2 clusters Score: Raw -103.892450 + Penalty 76.124725 = -27.767724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.686899 sec): 2 clusters Score: Raw -103.892450 + Penalty 76.124725 = -27.767724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.687354 sec): 2 clusters Score: Raw -106.514056 + Penalty 84.934813 = -21.579244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.687564 sec): 3 clusters Score: Raw -96.176159 + Penalty 169.869625 = 73.693466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.688014 sec): 2 clusters Score: Raw -44.580084 + Penalty 0.000000 = -44.580084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.688208 sec): 2 clusters Score: Raw -44.580084 + Penalty 0.000000 = -44.580084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.688656 sec): 2 clusters Score: Raw -41.125030 + Penalty 0.000000 = -41.125030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.688849 sec): 2 clusters Score: Raw -41.125030 + Penalty 0.000000 = -41.125030 nChanged 0 Deleting Class 3 (107 points): Lose 205.838686 but Gain 1419.695902 Iteration 20F (6.224218 sec): 66 clusters Score: Raw -957313.631368 + Penalty 55800.379411 = -901513.251957 nChanged 133 Deleting Class 12 (20 points): Lose 88.876335 but Gain 1284.297357 Iteration 21Q (6.280063 sec): 65 clusters Score: Raw -957400.341385 + Penalty 54559.554224 = -902840.787162 nChanged 36 Deleting Class 126 (2 points): Lose 21.149526 but Gain 1195.256622 Iteration 22Q (6.332995 sec): 64 clusters Score: Raw -957421.421954 + Penalty 53401.149441 = -904020.272513 nChanged 10 Deleting Class 115 (2 points): Lose 28.317048 but Gain 1197.906778 Iteration 23Q (6.384946 sec): 63 clusters Score: Raw -957412.180537 + Penalty 52210.260939 = -905201.919598 nChanged 7 Deleting Class 16 (10 points): Lose 24.303530 but Gain 1177.502500 Iteration 24Q (6.435578 sec): 62 clusters Score: Raw -957419.353071 + Penalty 51054.367338 = -906364.985733 nChanged 16 Deleting Class 78 (3 points): Lose 49.593732 but Gain 1199.712534 Iteration 25Q (6.487788 sec): 61 clusters Score: Raw -957388.770651 + Penalty 49917.530158 = -907471.240493 nChanged 11 Deleting Class 50 (4 points): Lose 43.738274 but Gain 1185.230882 Iteration 26Q (6.538394 sec): 60 clusters Score: Raw -957375.574694 + Penalty 48812.938098 = -908562.636596 nChanged 13 Deleting Class 111 (3 points): Lose 44.529606 but Gain 1184.902619 Iteration 27Q (6.588988 sec): 59 clusters Score: Raw -957352.408901 + Penalty 47669.925202 = -909682.483699 nChanged 10 Deleting Class 52 (1 points): Lose 2.669862 but Gain 1132.129626 Iteration 28Q (6.640130 sec): 58 clusters Score: Raw -957383.846362 + Penalty 46522.444901 = -910861.401461 nChanged 8 Deleting Class 44 (12 points): Lose 42.789165 but Gain 1171.304185 Iteration 29Q (6.690708 sec): 57 clusters Score: Raw -957346.570351 + Penalty 45364.257832 = -911982.312518 nChanged 17 Deleting Class 103 (4 points): Lose 40.548127 but Gain 1143.917312 Iteration 30F (7.143798 sec): 56 clusters Score: Raw -957349.872289 + Penalty 44437.321408 = -912912.550880 nChanged 9 Deleting Class 73 (3 points): Lose 32.907162 but Gain 1118.916952 Iteration 31Q (7.193906 sec): 55 clusters Score: Raw -957341.069938 + Penalty 42953.539209 = -914387.530729 nChanged 8 Deleting Class 32 (10 points): Lose 127.161949 but Gain 1192.463768 Iteration 32Q (7.247150 sec): 54 clusters Score: Raw -957284.563217 + Penalty 42131.412713 = -915153.150504 nChanged 12 Deleting Class 47 (2 points): Lose 4.595247 but Gain 1065.869647 Iteration 33Q (7.297449 sec): 53 clusters Score: Raw -957367.209262 + Penalty 41075.056763 = -916292.152500 nChanged 2 Deleting Class 123 (2 points): Lose 35.608126 but Gain 1071.275480 Iteration 34Q (7.348399 sec): 52 clusters Score: Raw -957336.749726 + Penalty 40049.968567 = -917286.781159 nChanged 4 Deleting Class 85 (4 points): Lose 43.154115 but Gain 1075.823165 Iteration 35Q (7.398121 sec): 51 clusters Score: Raw -957329.112335 + Penalty 39055.012887 = -918274.099448 nChanged 4 Deleting Class 112 (2 points): Lose 8.012194 but Gain 1022.522068 Iteration 36Q (7.447510 sec): 50 clusters Score: Raw -957349.541020 + Penalty 38047.571042 = -919301.969978 nChanged 2 Deleting Class 14 (4 points): Lose 17.880299 but Gain 1025.523544 Iteration 37Q (7.496501 sec): 49 clusters Score: Raw -957336.793231 + Penalty 37029.290650 = -920307.502581 nChanged 5 Deleting Class 40 (10 points): Lose 87.615355 but Gain 1065.743962 Iteration 38Q (7.544734 sec): 48 clusters Score: Raw -957265.436687 + Penalty 36174.557466 = -921090.879221 nChanged 11 Deleting Class 22 (4 points): Lose 14.602002 but Gain 988.676073 Iteration 39Q (7.592645 sec): 47 clusters Score: Raw -957314.232743 + Penalty 35198.559320 = -922115.673423 nChanged 6 Deleting Class 66 (4 points): Lose 43.697680 but Gain 969.306422 Iteration 40F (7.970456 sec): 46 clusters Score: Raw -957278.957900 + Penalty 34263.123864 = -923015.834036 nChanged 7 Deleting Class 121 (2 points): Lose 25.636232 but Gain 937.106947 Iteration 41Q (8.018466 sec): 45 clusters Score: Raw -957269.626105 + Penalty 33348.399556 = -923921.226550 nChanged 3 Deleting Class 98 (2 points): Lose 43.414276 but Gain 954.438028 Iteration 42Q (8.065866 sec): 44 clusters Score: Raw -957243.281633 + Penalty 32409.570189 = -924833.711444 nChanged 3 Deleting Class 80 (3 points): Lose 16.355405 but Gain 910.303421 Iteration 43Q (8.112781 sec): 43 clusters Score: Raw -957237.765759 + Penalty 31510.210229 = -925727.555530 nChanged 3 Deleting Class 94 (10 points): Lose 75.928144 but Gain 930.442704 Iteration 44Q (8.159259 sec): 42 clusters Score: Raw -957168.327804 + Penalty 30777.602968 = -926390.724837 nChanged 11 Deleting Class 30 (24 points): Lose 176.183833 but Gain 1029.563608 Iteration 45Q (8.205817 sec): 41 clusters Score: Raw -957059.822300 + Penalty 30103.708540 = -926956.113759 nChanged 24 Deleting Class 137 (2 points): Lose 30.287308 but Gain 967.741804 Iteration 46Q (8.252596 sec): 40 clusters Score: Raw -957155.159970 + Penalty 29164.963245 = -927990.196725 nChanged 3 Deleting Class 48 (4 points): Lose 15.820155 but Gain 851.026715 Iteration 47Q (8.299074 sec): 39 clusters Score: Raw -957156.055745 + Penalty 28335.875860 = -928820.179885 nChanged 5 Deleting Class 74 (4 points): Lose 39.549520 but Gain 854.930510 Iteration 48Q (8.344761 sec): 38 clusters Score: Raw -957124.342421 + Penalty 27502.688550 = -929621.653871 nChanged 4 Deleting Class 92 (8 points): Lose 118.521262 but Gain 921.172168 Iteration 49Q (8.390243 sec): 37 clusters Score: Raw -957019.421260 + Penalty 26590.888229 = -930428.533031 nChanged 8 Deleting Class 43 (6 points): Lose 89.471683 but Gain 917.397019 Iteration 50F (8.685583 sec): 36 clusters Score: Raw -956959.795917 + Penalty 25840.109282 = -931119.686634 nChanged 6 Deleting Class 20 (31 points): Lose 427.459529 but Gain 1215.173901 Iteration 51Q (8.731169 sec): 35 clusters Score: Raw -956582.110782 + Penalty 25173.865200 = -931408.245582 nChanged 34 Deleting Class 113 (4 points): Lose 42.715403 but Gain 888.913179 Iteration 52Q (8.776481 sec): 34 clusters Score: Raw -956678.784070 + Penalty 24107.900554 = -932570.883516 nChanged 8 Deleting Class 109 (12 points): Lose 153.630119 but Gain 869.049256 Iteration 53Q (8.822711 sec): 33 clusters Score: Raw -956547.232289 + Penalty 23166.144422 = -933381.087867 nChanged 18 Deleting Class 108 (1 points): Lose 13.088590 but Gain 691.739718 Iteration 54Q (8.866810 sec): 32 clusters Score: Raw -956642.261342 + Penalty 22476.875356 = -934165.385986 nChanged 2 Deleting Class 45 (47 points): Lose 117.951313 but Gain 795.601021 Iteration 55Q (8.910897 sec): 31 clusters Score: Raw -956529.977279 + Penalty 21722.945121 = -934807.032158 nChanged 48 Deleting Class 59 (14 points): Lose 154.045235 but Gain 805.906739 Iteration 56Q (8.955423 sec): 30 clusters Score: Raw -956446.618382 + Penalty 21220.693710 = -935225.924672 nChanged 33 Deleting Class 87 (4 points): Lose 23.755879 but Gain 713.265498 Iteration 57Q (8.999266 sec): 29 clusters Score: Raw -956545.197480 + Penalty 20542.905043 = -936002.292437 nChanged 26 Deleting Class 147 (1 points): Lose 8.591686 but Gain 619.574048 Iteration 58Q (9.042573 sec): 28 clusters Score: Raw -956605.184999 + Penalty 19963.106202 = -936642.078797 nChanged 18 Deleting Class 26 (32 points): Lose 383.215814 but Gain 967.877003 Iteration 59Q (9.085136 sec): 27 clusters Score: Raw -956261.315219 + Penalty 19145.442332 = -937115.872887 nChanged 44 Deleting Class 13 (8 points): Lose 22.655602 but Gain 599.651763 Iteration 60F (9.305262 sec): 26 clusters Score: Raw -956475.589646 + Penalty 18667.974372 = -937807.615273 nChanged 22 Deleting Class 42 (16 points): Lose 78.880999 but Gain 636.157432 Iteration 61Q (9.347732 sec): 25 clusters Score: Raw -956444.221350 + Penalty 18026.219407 = -938418.001942 nChanged 23 Deleting Class 102 (7 points): Lose 53.052473 but Gain 552.075941 Iteration 62Q (9.390113 sec): 24 clusters Score: Raw -956445.073220 + Penalty 17440.548505 = -939004.524715 nChanged 11 Deleting Class 58 (68 points): Lose 324.240115 but Gain 799.413833 Iteration 63Q (9.432264 sec): 23 clusters Score: Raw -956140.016788 + Penalty 16633.181580 = -939506.835207 nChanged 70 Deleting Class 69 (2 points): Lose 47.575574 but Gain 502.773491 Iteration 64Q (9.474512 sec): 22 clusters Score: Raw -956225.629684 + Penalty 16194.819345 = -940030.810339 nChanged 8 Deleting Class 65 (127 points): Lose 397.414929 but Gain 747.244231 Iteration 65Q (9.516032 sec): 21 clusters Score: Raw -955841.568690 + Penalty 15564.358687 = -940277.210003 nChanged 130 Deleting Class 79 (3 points): Lose 23.422930 but Gain 341.616415 Iteration 66Q (9.558267 sec): 20 clusters Score: Raw -955948.174643 + Penalty 15254.594124 = -940693.580519 nChanged 15 Deleting Class 5 (38 points): Lose 224.656010 but Gain 537.568575 Iteration 67Q (9.598250 sec): 19 clusters Score: Raw -955735.367211 + Penalty 14691.416615 = -941043.950596 nChanged 40 Deleting Class 63 (69 points): Lose 928.572618 but Gain 1224.925103 Iteration 68Q (9.638628 sec): 18 clusters Score: Raw -954888.022058 + Penalty 14207.831286 = -940680.190772 nChanged 83 Deleting Class 41 (10 points): Lose 70.888078 but Gain 362.286630 Iteration 69F (9.790540 sec): 17 clusters Score: Raw -955407.959594 + Penalty 13309.817585 = -942098.142009 nChanged 45 Deleting Class 31 (82 points): Lose 278.854886 but Gain 496.692861 Iteration 70F (9.935311 sec): 16 clusters Score: Raw -955269.571176 + Penalty 12848.030784 = -942421.540392 nChanged 99 Deleting Class 75 (8 points): Lose 35.764126 but Gain 232.911954 Iteration 71Q (9.974879 sec): 15 clusters Score: Raw -955401.162261 + Penalty 12580.545186 = -942820.617075 nChanged 21 Deleting Class 21 (218 points): Lose 505.288963 but Gain 586.758799 Iteration 72Q (10.012788 sec): 14 clusters Score: Raw -954914.248572 + Penalty 12042.932186 = -942871.316387 nChanged 222 Iteration 73Q (10.051650 sec): 14 clusters Score: Raw -955191.972233 + Penalty 12051.230850 = -943140.741383 nChanged 18 Iteration 74Q (10.088409 sec): 14 clusters Score: Raw -955214.715729 + Penalty 12052.660356 = -943162.055373 nChanged 8 Iteration 75Q (10.125247 sec): 14 clusters Score: Raw -955217.935053 + Penalty 12048.337653 = -943169.597400 nChanged 5 Iteration 76Q (10.162077 sec): 14 clusters Score: Raw -955217.245259 + Penalty 12048.337653 = -943168.907607 nChanged 0 Iteration 77F (10.282057 sec): 14 clusters Score: Raw -955217.245259 + Penalty 12048.337653 = -943168.907607 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 -955217.245259 + Penalty 12048.337653 = -943168.907607Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.316747 sec): 2 clusters Score: Raw -47619.474214 + Penalty 1049.097302 = -46570.376912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.318323 sec): 3 clusters Score: Raw -46787.265781 + Penalty 2098.133391 = -44689.132390 nChanged 233 SP:Iteration 1F (10.319883 sec): 3 clusters Score: Raw -47012.715699 + Penalty 2097.902314 = -44914.813384 nChanged 68 SP:Iteration 2F (10.321421 sec): 3 clusters Score: Raw -47081.380334 + Penalty 2097.613507 = -44983.766827 nChanged 41 SP:Iteration 3F (10.322999 sec): 3 clusters Score: Raw -47115.916198 + Penalty 2097.642794 = -45018.273405 nChanged 33 SP:Iteration 4Q (10.324546 sec): 3 clusters Score: Raw -47146.642729 + Penalty 2097.897219 = -45048.745511 nChanged 50 SP:Iteration 5F (10.326093 sec): 3 clusters Score: Raw -47218.477429 + Penalty 2097.236840 = -45121.240589 nChanged 68 SP:Iteration 6F (10.327640 sec): 3 clusters Score: Raw -47311.876129 + Penalty 2100.241201 = -45211.634927 nChanged 65 SP:Iteration 7F (10.329273 sec): 3 clusters Score: Raw -47414.208245 + Penalty 2102.433991 = -45311.774254 nChanged 81 SP:Iteration 8F (10.330895 sec): 3 clusters Score: Raw -47591.855238 + Penalty 2098.753150 = -45493.102088 nChanged 33 SP:Iteration 9Q (10.332173 sec): 3 clusters Score: Raw -47652.052168 + Penalty 2112.218035 = -45539.834132 nChanged 13 SP:Iteration 10F (10.333726 sec): 3 clusters Score: Raw -47658.603254 + Penalty 2111.237209 = -45547.366045 nChanged 1 SP:Iteration 11Q (10.334974 sec): 3 clusters Score: Raw -47656.974048 + Penalty 2111.237209 = -45545.736839 nChanged 0 SP:Iteration 12F (10.336526 sec): 3 clusters Score: Raw -47656.974048 + Penalty 2111.237209 = -45545.736839 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.358843 sec): 2 clusters Score: Raw -265543.778926 + Penalty 554.385055 = -264989.393870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.368369 sec): 3 clusters Score: Raw -261915.145627 + Penalty 1114.100116 = -260801.045512 nChanged 2314 SP:Iteration 1F (10.377485 sec): 3 clusters Score: Raw -263991.182849 + Penalty 1092.144035 = -262899.038814 nChanged 846 SP:Iteration 2F (10.386640 sec): 3 clusters Score: Raw -264733.676226 + Penalty 1052.271074 = -263681.405152 nChanged 432 SP:Iteration 3F (10.395978 sec): 3 clusters Score: Raw -265027.898776 + Penalty 1018.087638 = -264009.811139 nChanged 287 SP:Iteration 4F (10.405171 sec): 3 clusters Score: Raw -265187.149786 + Penalty 988.220377 = -264198.929408 nChanged 240 SP:Iteration 5Q (10.414071 sec): 3 clusters Score: Raw -265312.620185 + Penalty 957.634827 = -264354.985358 nChanged 232 SP:Iteration 6Q (10.423123 sec): 3 clusters Score: Raw -265437.610315 + Penalty 925.686689 = -264511.923626 nChanged 209 SP:Iteration 7Q (10.431986 sec): 3 clusters Score: Raw -265548.757213 + Penalty 894.284914 = -264654.472300 nChanged 189 SP:Iteration 8Q (10.440492 sec): 3 clusters Score: Raw -265631.116917 + Penalty 871.895338 = -264759.221579 nChanged 140 SP:Iteration 9Q (10.448906 sec): 3 clusters Score: Raw -265688.400441 + Penalty 850.536679 = -264837.863762 nChanged 122 SP:Iteration 10F (10.458384 sec): 3 clusters Score: Raw -265733.529431 + Penalty 828.957856 = -264904.571574 nChanged 106 SP:Iteration 11Q (10.466455 sec): 3 clusters Score: Raw -265761.043837 + Penalty 813.141932 = -264947.901905 nChanged 67 SP:Iteration 12Q (10.474401 sec): 3 clusters Score: Raw -265775.590333 + Penalty 795.892823 = -264979.697510 nChanged 61 SP:Iteration 13Q (10.482066 sec): 3 clusters Score: Raw -265794.979639 + Penalty 784.994155 = -265009.985484 nChanged 38 SP:Iteration 14Q (10.489637 sec): 3 clusters Score: Raw -265797.648522 + Penalty 772.190605 = -265025.457917 nChanged 36 SP:Iteration 15Q (10.497204 sec): 3 clusters Score: Raw -265802.045944 + Penalty 758.289300 = -265043.756644 nChanged 29 SP:Iteration 16Q (10.504716 sec): 3 clusters Score: Raw -265799.547505 + Penalty 751.621493 = -265047.926012 nChanged 20 SP:Iteration 17Q (10.512287 sec): 3 clusters Score: Raw -265794.375017 + Penalty 747.255510 = -265047.119508 nChanged 20 SP:Iteration 18F (10.521679 sec): 3 clusters Score: Raw -265791.066479 + Penalty 742.565792 = -265048.500687 nChanged 15 SP:Iteration 19Q (10.529271 sec): 3 clusters Score: Raw -265794.690987 + Penalty 738.577445 = -265056.113542 nChanged 14 SP:Iteration 20F (10.538772 sec): 3 clusters Score: Raw -265805.517605 + Penalty 734.230139 = -265071.287466 nChanged 7 SP:Iteration 21Q (10.546481 sec): 3 clusters Score: Raw -265807.180364 + Penalty 731.010480 = -265076.169884 nChanged 11 SP:Iteration 22Q (10.553990 sec): 3 clusters Score: Raw -265806.144224 + Penalty 729.246020 = -265076.898205 nChanged 7 SP:Iteration 23Q (10.561778 sec): 3 clusters Score: Raw -265801.197359 + Penalty 727.596153 = -265073.601206 nChanged 3 SP:Iteration 24F (10.571025 sec): 3 clusters Score: Raw -265800.475563 + Penalty 727.583341 = -265072.892222 nChanged 3 SP:Iteration 25F (10.580326 sec): 3 clusters Score: Raw -265799.335664 + Penalty 726.987012 = -265072.348653 nChanged 3 SP:Iteration 26F (10.589540 sec): 3 clusters Score: Raw -265797.421734 + Penalty 726.980141 = -265070.441593 nChanged 3 SP:Iteration 27F (10.598826 sec): 3 clusters Score: Raw -265795.129827 + Penalty 726.979256 = -265068.150570 nChanged 1 SP:Iteration 28F (10.608032 sec): 3 clusters Score: Raw -265794.700286 + Penalty 725.616032 = -265069.084254 nChanged 3 SP:Iteration 29Q (10.615370 sec): 3 clusters Score: Raw -265792.356123 + Penalty 725.616032 = -265066.740091 nChanged 0 SP:Iteration 30F (10.624650 sec): 3 clusters Score: Raw -265792.356123 + Penalty 725.616032 = -265066.740091 nChanged 0 Score: Raw -969216.660920 + Penalty 12244.501734 = -956972.159185 Splitting cluster 2 changes total score from -943168.907607 to -956972.159185 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.756823 sec): 2 clusters Score: Raw -29808.363911 + Penalty 399.925108 = -29408.438802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.758101 sec): 3 clusters Score: Raw -29397.947189 + Penalty 782.149140 = -28615.798049 nChanged 237 SP:Iteration 1F (10.759336 sec): 3 clusters Score: Raw -29668.018818 + Penalty 772.832045 = -28895.186773 nChanged 85 SP:Iteration 2F (10.760643 sec): 3 clusters Score: Raw -29747.946486 + Penalty 782.471201 = -28965.475285 nChanged 46 SP:Iteration 3F (10.761885 sec): 3 clusters Score: Raw -29792.987070 + Penalty 759.250847 = -29033.736223 nChanged 25 SP:Iteration 4Q (10.763094 sec): 3 clusters Score: Raw -29806.948866 + Penalty 748.579769 = -29058.369097 nChanged 11 SP:Iteration 5Q (10.764269 sec): 3 clusters Score: Raw -29814.817864 + Penalty 733.624133 = -29081.193730 nChanged 6 SP:Iteration 6Q (10.765347 sec): 3 clusters Score: Raw -29812.924461 + Penalty 622.542965 = -29190.381496 nChanged 2 SP:Iteration 7Q (10.766394 sec): 3 clusters Score: Raw -29817.683827 + Penalty 622.542965 = -29195.140862 nChanged 0 SP:Iteration 8F (10.767698 sec): 3 clusters Score: Raw -29817.683827 + Penalty 622.542965 = -29195.140862 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.779882 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.787199 sec): 3 clusters Score: Raw -274836.655082 + Penalty 2525.327937 = -272311.327145 nChanged 1538 SP:Iteration 1F (10.794400 sec): 3 clusters Score: Raw -275719.005320 + Penalty 2525.061805 = -273193.943515 nChanged 431 SP:Iteration 2F (10.801620 sec): 3 clusters Score: Raw -276083.288741 + Penalty 2526.457625 = -273556.831116 nChanged 403 SP:Iteration 3F (10.809107 sec): 3 clusters Score: Raw -276483.621232 + Penalty 2528.845528 = -273954.775705 nChanged 375 SP:Iteration 4F (10.816395 sec): 3 clusters Score: Raw -276790.522975 + Penalty 2531.738814 = -274258.784161 nChanged 290 SP:Iteration 5F (10.823762 sec): 3 clusters Score: Raw -276973.326704 + Penalty 2535.079028 = -274438.247677 nChanged 202 SP:Iteration 6F (10.831169 sec): 3 clusters Score: Raw -277064.458139 + Penalty 2538.492357 = -274525.965782 nChanged 196 SP:Iteration 7F (10.838437 sec): 3 clusters Score: Raw -277144.455483 + Penalty 2537.584777 = -274606.870707 nChanged 188 SP:Iteration 8Q (10.845381 sec): 3 clusters Score: Raw -277245.486112 + Penalty 2550.443413 = -274695.042699 nChanged 163 SP:Iteration 9Q (10.852146 sec): 3 clusters Score: Raw -277371.519537 + Penalty 2574.721433 = -274796.798104 nChanged 118 SP:Iteration 10F (10.859372 sec): 3 clusters Score: Raw -277493.155044 + Penalty 2606.873191 = -274886.281853 nChanged 32 SP:Iteration 11Q (10.865300 sec): 3 clusters Score: Raw -277527.247576 + Penalty 1262.871253 = -276264.376323 nChanged 2 SP:Iteration 12Q (10.870611 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP:Iteration 13F (10.875844 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.885915 sec): 2 clusters Score: Raw -101327.314913 + Penalty 907.169339 = -100420.145575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.888915 sec): 3 clusters Score: Raw -99940.549184 + Penalty 1812.914950 = -98127.634235 nChanged 644 SP:Iteration 1F (10.891860 sec): 3 clusters Score: Raw -100905.597732 + Penalty 1815.441976 = -99090.155756 nChanged 298 SP:Iteration 2F (10.894811 sec): 3 clusters Score: Raw -101336.357362 + Penalty 1816.086800 = -99520.270561 nChanged 150 SP:Iteration 3F (10.897767 sec): 3 clusters Score: Raw -101497.472789 + Penalty 1816.427576 = -99681.045214 nChanged 85 SP:Iteration 4F (10.900719 sec): 3 clusters Score: Raw -101556.098054 + Penalty 1816.165157 = -99739.932896 nChanged 74 SP:Iteration 5Q (10.903756 sec): 3 clusters Score: Raw -101581.678947 + Penalty 1815.764367 = -99765.914580 nChanged 47 SP:Iteration 6Q (10.906607 sec): 3 clusters Score: Raw -101585.834339 + Penalty 1819.071862 = -99766.762476 nChanged 41 SP:Iteration 7Q (10.909409 sec): 3 clusters Score: Raw -101581.223448 + Penalty 1816.060221 = -99765.163227 nChanged 40 SP:Iteration 8F (10.912467 sec): 3 clusters Score: Raw -101572.029641 + Penalty 1810.617165 = -99761.412475 nChanged 28 SP:Iteration 9F (10.915448 sec): 3 clusters Score: Raw -101557.028685 + Penalty 1815.921326 = -99741.107359 nChanged 16 SP:Iteration 10F (10.918418 sec): 3 clusters Score: Raw -101555.093053 + Penalty 1820.835953 = -99734.257100 nChanged 14 SP:Iteration 11F (10.921389 sec): 3 clusters Score: Raw -101544.779027 + Penalty 1821.088622 = -99723.690405 nChanged 7 SP:Iteration 12F (10.924517 sec): 3 clusters Score: Raw -101537.580351 + Penalty 1818.485414 = -99719.094936 nChanged 6 SP:Iteration 13F (10.927588 sec): 3 clusters Score: Raw -101533.737705 + Penalty 1831.710071 = -99702.027634 nChanged 6 SP:Iteration 14F (10.930705 sec): 3 clusters Score: Raw -101528.425856 + Penalty 1829.439052 = -99698.986804 nChanged 5 SP:Iteration 15F (10.933753 sec): 3 clusters Score: Raw -101528.847530 + Penalty 1841.935768 = -99686.911762 nChanged 11 SP:Iteration 16F (10.936766 sec): 3 clusters Score: Raw -101521.578810 + Penalty 1861.583109 = -99659.995700 nChanged 4 SP:Iteration 17F (10.939693 sec): 3 clusters Score: Raw -101517.295573 + Penalty 1871.020108 = -99646.275465 nChanged 2 SP:Iteration 18F (10.942538 sec): 3 clusters Score: Raw -101513.426248 + Penalty 1871.275319 = -99642.150929 nChanged 1 SP:Iteration 19F (10.945385 sec): 3 clusters Score: Raw -101512.704551 + Penalty 1877.044965 = -99635.659586 nChanged 1 SP:Iteration 20F (10.948245 sec): 3 clusters Score: Raw -101511.103344 + Penalty 1876.030251 = -99635.073093 nChanged 1 SP:Iteration 21F (10.951096 sec): 3 clusters Score: Raw -101508.464991 + Penalty 1873.209635 = -99635.255356 nChanged 1 SP:Iteration 22Q (10.953379 sec): 3 clusters Score: Raw -101506.775150 + Penalty 1873.209635 = -99633.565515 nChanged 0 SP:Iteration 23F (10.956271 sec): 3 clusters Score: Raw -101506.775150 + Penalty 1873.209635 = -99633.565515 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.968461 sec): 2 clusters Score: Raw -140003.925848 + Penalty 887.740423 = -139116.185425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.972985 sec): 3 clusters Score: Raw -138182.805024 + Penalty 1778.605248 = -136404.199776 nChanged 946 SP:Iteration 1F (10.977257 sec): 3 clusters Score: Raw -138810.320933 + Penalty 1800.011617 = -137010.309317 nChanged 353 SP:Iteration 2F (10.981628 sec): 3 clusters Score: Raw -139227.550361 + Penalty 1858.887608 = -137368.662753 nChanged 307 SP:Iteration 3F (10.985832 sec): 3 clusters Score: Raw -139662.755182 + Penalty 1909.269041 = -137753.486140 nChanged 191 SP:Iteration 4F (10.990017 sec): 3 clusters Score: Raw -139860.341348 + Penalty 1942.741220 = -137917.600127 nChanged 108 SP:Iteration 5Q (10.993836 sec): 3 clusters Score: Raw -139957.423295 + Penalty 1957.165855 = -138000.257440 nChanged 69 SP:Iteration 6Q (10.997610 sec): 3 clusters Score: Raw -139989.536938 + Penalty 1966.674917 = -138022.862021 nChanged 58 SP:Iteration 7Q (11.001340 sec): 3 clusters Score: Raw -139999.686543 + Penalty 1975.643955 = -138024.042588 nChanged 46 SP:Iteration 8Q (11.004947 sec): 3 clusters Score: Raw -140008.529702 + Penalty 1996.792828 = -138011.736875 nChanged 52 SP:Iteration 9F (11.009093 sec): 3 clusters Score: Raw -140027.912075 + Penalty 2005.172593 = -138022.739482 nChanged 43 SP:Iteration 10F (11.013237 sec): 3 clusters Score: Raw -140035.446865 + Penalty 2025.357327 = -138010.089538 nChanged 28 SP:Iteration 11F (11.017358 sec): 3 clusters Score: Raw -140032.902618 + Penalty 2019.045951 = -138013.856667 nChanged 11 SP:Iteration 12Q (11.020582 sec): 3 clusters Score: Raw -140038.263836 + Penalty 2040.360348 = -137997.903488 nChanged 6 SP:Iteration 13F (11.024943 sec): 3 clusters Score: Raw -140050.629169 + Penalty 2037.079206 = -138013.549963 nChanged 3 SP:Iteration 14Q (11.028554 sec): 3 clusters Score: Raw -140054.733350 + Penalty 2028.623767 = -138026.109583 nChanged 1 SP:Iteration 15Q (11.031909 sec): 3 clusters Score: Raw -140054.691439 + Penalty 2028.623767 = -138026.067672 nChanged 0 SP:Iteration 16F (11.036104 sec): 3 clusters Score: Raw -140054.691439 + Penalty 2028.623767 = -138026.067672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.042285 sec): 2 clusters Score: Raw -41871.080805 + Penalty 181.620461 = -41689.460344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.044299 sec): 3 clusters Score: Raw -41254.575818 + Penalty 363.629669 = -40890.946149 nChanged 452 SP:Iteration 1F (11.046317 sec): 3 clusters Score: Raw -41480.683291 + Penalty 362.120206 = -41118.563085 nChanged 123 SP:Iteration 2F (11.048302 sec): 3 clusters Score: Raw -41572.000662 + Penalty 337.631933 = -41234.368730 nChanged 139 SP:Iteration 3F (11.050302 sec): 3 clusters Score: Raw -41712.877433 + Penalty 306.242987 = -41406.634446 nChanged 98 SP:Iteration 4F (11.052279 sec): 3 clusters Score: Raw -41792.377746 + Penalty 283.056673 = -41509.321074 nChanged 70 SP:Iteration 5F (11.054276 sec): 3 clusters Score: Raw -41841.139166 + Penalty 270.210235 = -41570.928931 nChanged 47 SP:Iteration 6Q (11.056246 sec): 3 clusters Score: Raw -41875.406454 + Penalty 260.063534 = -41615.342920 nChanged 34 SP:Iteration 7Q (11.058325 sec): 3 clusters Score: Raw -41894.460747 + Penalty 258.147054 = -41636.313693 nChanged 22 SP:Iteration 8Q (11.060360 sec): 3 clusters Score: Raw -41902.789037 + Penalty 256.254894 = -41646.534142 nChanged 14 SP:Iteration 9Q (11.062368 sec): 3 clusters Score: Raw -41907.738753 + Penalty 254.702373 = -41653.036380 nChanged 16 SP:Iteration 10F (11.064352 sec): 3 clusters Score: Raw -41914.912081 + Penalty 256.978181 = -41657.933900 nChanged 17 SP:Iteration 11Q (11.066322 sec): 3 clusters Score: Raw -41924.185354 + Penalty 258.437294 = -41665.748060 nChanged 18 SP:Iteration 12Q (11.068369 sec): 3 clusters Score: Raw -41933.421506 + Penalty 261.578119 = -41671.843387 nChanged 14 SP:Iteration 13Q (11.070379 sec): 3 clusters Score: Raw -41944.198933 + Penalty 261.996665 = -41682.202268 nChanged 16 SP:Iteration 14Q (11.072408 sec): 3 clusters Score: Raw -41950.779468 + Penalty 263.444243 = -41687.335224 nChanged 11 SP:Iteration 15Q (11.074435 sec): 3 clusters Score: Raw -41955.428791 + Penalty 264.056238 = -41691.372553 nChanged 5 SP:Iteration 16Q (11.076403 sec): 3 clusters Score: Raw -41956.269098 + Penalty 264.989509 = -41691.279589 nChanged 4 SP:Iteration 17F (11.078411 sec): 3 clusters Score: Raw -41956.743046 + Penalty 265.511205 = -41691.231841 nChanged 2 SP:Iteration 18F (11.080384 sec): 3 clusters Score: Raw -41957.009827 + Penalty 265.511205 = -41691.498622 nChanged 0 Score: Raw -969302.588471 + Penalty 12362.084380 = -956940.504091 Splitting cluster 9 changes total score from -943168.907607 to -956940.504091 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.216566 sec): 2 clusters Score: Raw -21524.252010 + Penalty 460.075877 = -21064.176133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.217502 sec): 3 clusters Score: Raw -21253.619294 + Penalty 930.443260 = -20323.176034 nChanged 143 SP:Iteration 1F (11.218425 sec): 3 clusters Score: Raw -21458.909436 + Penalty 952.466906 = -20506.442530 nChanged 58 SP:Iteration 2F (11.219340 sec): 3 clusters Score: Raw -21513.231562 + Penalty 976.701426 = -20536.530137 nChanged 28 SP:Iteration 3F (11.220254 sec): 3 clusters Score: Raw -21543.357368 + Penalty 998.318207 = -20545.039161 nChanged 19 SP:Iteration 4Q (11.221127 sec): 3 clusters Score: Raw -21557.526854 + Penalty 1015.772285 = -20541.754569 nChanged 15 SP:Iteration 5F (11.222039 sec): 3 clusters Score: Raw -21570.233546 + Penalty 1023.886584 = -20546.346962 nChanged 12 SP:Iteration 6Q (11.222897 sec): 3 clusters Score: Raw -21577.176996 + Penalty 1039.258551 = -20537.918445 nChanged 13 SP:Iteration 7F (11.223810 sec): 3 clusters Score: Raw -21583.206035 + Penalty 1045.542469 = -20537.663566 nChanged 10 SP:Iteration 8F (11.224720 sec): 3 clusters Score: Raw -21585.893453 + Penalty 1049.664253 = -20536.229200 nChanged 11 SP:Iteration 9F (11.225633 sec): 3 clusters Score: Raw -21582.297766 + Penalty 1049.738464 = -20532.559302 nChanged 3 SP:Iteration 10F (11.226543 sec): 3 clusters Score: Raw -21582.079608 + Penalty 1047.274025 = -20534.805584 nChanged 2 SP:Iteration 11Q (11.227392 sec): 3 clusters Score: Raw -21581.375951 + Penalty 1047.377670 = -20533.998281 nChanged 1 SP:Iteration 12F (11.228362 sec): 3 clusters Score: Raw -21580.667575 + Penalty 1047.377670 = -20533.289905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.232379 sec): 2 clusters Score: Raw -29804.812359 + Penalty 364.240884 = -29440.571474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.233769 sec): 3 clusters Score: Raw -29417.723261 + Penalty 730.724685 = -28686.998576 nChanged 267 SP:Iteration 1F (11.235131 sec): 3 clusters Score: Raw -29604.477849 + Penalty 728.382829 = -28876.095020 nChanged 77 SP:Iteration 2F (11.236467 sec): 3 clusters Score: Raw -29651.854100 + Penalty 730.768775 = -28921.085326 nChanged 43 SP:Iteration 3F (11.237772 sec): 3 clusters Score: Raw -29673.603788 + Penalty 732.087369 = -28941.516419 nChanged 26 SP:Iteration 4Q (11.239061 sec): 3 clusters Score: Raw -29683.585363 + Penalty 733.101259 = -28950.484104 nChanged 19 SP:Iteration 5Q (11.240350 sec): 3 clusters Score: Raw -29692.291593 + Penalty 734.389089 = -28957.902504 nChanged 20 SP:Iteration 6Q (11.241636 sec): 3 clusters Score: Raw -29698.847048 + Penalty 735.147867 = -28963.699181 nChanged 20 SP:Iteration 7Q (11.242921 sec): 3 clusters Score: Raw -29704.192954 + Penalty 735.507570 = -28968.685383 nChanged 19 SP:Iteration 8Q (11.244182 sec): 3 clusters Score: Raw -29712.883236 + Penalty 736.268285 = -28976.614951 nChanged 19 SP:Iteration 9Q (11.245446 sec): 3 clusters Score: Raw -29721.049776 + Penalty 734.323414 = -28986.726362 nChanged 21 SP:Iteration 10F (11.246757 sec): 3 clusters Score: Raw -29730.541853 + Penalty 734.788802 = -28995.753051 nChanged 14 SP:Iteration 11Q (11.248048 sec): 3 clusters Score: Raw -29735.159400 + Penalty 733.077318 = -29002.082082 nChanged 15 SP:Iteration 12Q (11.249337 sec): 3 clusters Score: Raw -29743.450470 + Penalty 728.740385 = -29014.710085 nChanged 19 SP:Iteration 13Q (11.250635 sec): 3 clusters Score: Raw -29759.939115 + Penalty 721.240137 = -29038.698979 nChanged 12 SP:Iteration 14Q (11.251898 sec): 3 clusters Score: Raw -29769.615875 + Penalty 711.296214 = -29058.319661 nChanged 14 SP:Iteration 15Q (11.253163 sec): 3 clusters Score: Raw -29779.512811 + Penalty 696.293426 = -29083.219385 nChanged 14 SP:Iteration 16Q (11.254407 sec): 3 clusters Score: Raw -29788.451059 + Penalty 682.742503 = -29105.708556 nChanged 9 SP:Iteration 17Q (11.255635 sec): 3 clusters Score: Raw -29792.834403 + Penalty 668.209696 = -29124.624707 nChanged 11 SP:Iteration 18Q (11.256856 sec): 3 clusters Score: Raw -29800.843295 + Penalty 656.725253 = -29144.118042 nChanged 11 SP:Iteration 19Q (11.258049 sec): 3 clusters Score: Raw -29807.006793 + Penalty 640.715990 = -29166.290803 nChanged 10 SP:Iteration 20F (11.259403 sec): 3 clusters Score: Raw -29813.185002 + Penalty 622.909723 = -29190.275278 nChanged 9 SP:Iteration 21Q (11.260656 sec): 3 clusters Score: Raw -29819.151527 + Penalty 611.955978 = -29207.195549 nChanged 3 SP:Iteration 22Q (11.261881 sec): 3 clusters Score: Raw -29821.409894 + Penalty 610.124557 = -29211.285337 nChanged 3 SP:Iteration 23Q (11.263090 sec): 3 clusters Score: Raw -29823.591973 + Penalty 608.208604 = -29215.383369 nChanged 1 SP:Iteration 24Q (11.264226 sec): 3 clusters Score: Raw -29824.116489 + Penalty 604.219863 = -29219.896626 nChanged 1 SP:Iteration 25Q (11.265366 sec): 3 clusters Score: Raw -29824.966735 + Penalty 602.611616 = -29222.355119 nChanged 1 SP:Iteration 26Q (11.266496 sec): 3 clusters Score: Raw -29826.018263 + Penalty 602.491540 = -29223.526723 nChanged 2 SP:Iteration 27Q (11.267620 sec): 3 clusters Score: Raw -29826.687169 + Penalty 597.492557 = -29229.194612 nChanged 2 SP:Iteration 28Q (11.268745 sec): 3 clusters Score: Raw -29827.712038 + Penalty 597.468806 = -29230.243232 nChanged 1 SP:Iteration 29Q (11.269851 sec): 3 clusters Score: Raw -29828.257421 + Penalty 598.095365 = -29230.162056 nChanged 2 SP:Iteration 30F (11.271121 sec): 3 clusters Score: Raw -29829.170818 + Penalty 596.631591 = -29232.539227 nChanged 2 SP:Iteration 31Q (11.272321 sec): 3 clusters Score: Raw -29830.017193 + Penalty 595.311498 = -29234.705695 nChanged 2 SP:Iteration 32Q (11.273436 sec): 3 clusters Score: Raw -29830.698976 + Penalty 597.282740 = -29233.416237 nChanged 2 SP:Iteration 33F (11.274729 sec): 3 clusters Score: Raw -29830.681675 + Penalty 598.835447 = -29231.846228 nChanged 1 SP:Iteration 34F (11.276041 sec): 3 clusters Score: Raw -29830.752363 + Penalty 594.056172 = -29236.696190 nChanged 2 SP:Iteration 35Q (11.277163 sec): 3 clusters Score: Raw -29830.896442 + Penalty 594.369241 = -29236.527201 nChanged 1 SP:Iteration 36F (11.278481 sec): 3 clusters Score: Raw -29830.848599 + Penalty 594.369241 = -29236.479357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.279736 sec): 2 clusters Score: Raw -2685.983150 + Penalty 248.271163 = -2437.711987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.280091 sec): 3 clusters Score: Raw -2687.044763 + Penalty 499.710083 = -2187.334680 nChanged 18 SP:Iteration 1F (11.280439 sec): 3 clusters Score: Raw -2714.169007 + Penalty 496.542327 = -2217.626680 nChanged 4 SP:Iteration 2F (11.280785 sec): 3 clusters Score: Raw -2724.272822 + Penalty 495.521130 = -2228.751692 nChanged 1 SP:Iteration 3Q (11.281122 sec): 3 clusters Score: Raw -2725.574304 + Penalty 494.513775 = -2231.060529 nChanged 1 SP:Iteration 4Q (11.281459 sec): 3 clusters Score: Raw -2726.461639 + Penalty 492.785571 = -2233.676068 nChanged 1 SP:Iteration 5Q (11.281808 sec): 3 clusters Score: Raw -2727.144671 + Penalty 491.525930 = -2235.618740 nChanged 1 SP:Iteration 6Q (11.282147 sec): 3 clusters Score: Raw -2727.607882 + Penalty 491.525930 = -2236.081951 nChanged 0 SP:Iteration 7F (11.282493 sec): 3 clusters Score: Raw -2727.607882 + Penalty 491.525930 = -2236.081951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.284680 sec): 2 clusters Score: Raw -27731.362324 + Penalty 713.695310 = -27017.667014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.285729 sec): 3 clusters Score: Raw -27242.832249 + Penalty 1438.045015 = -25804.787234 nChanged 175 SP:Iteration 1F (11.286799 sec): 3 clusters Score: Raw -27625.952476 + Penalty 1433.642790 = -26192.309685 nChanged 49 SP:Iteration 2F (11.287852 sec): 3 clusters Score: Raw -27715.938624 + Penalty 1410.985876 = -26304.952748 nChanged 12 SP:Iteration 3Q (11.288686 sec): 3 clusters Score: Raw -27731.571423 + Penalty 1414.417845 = -26317.153578 nChanged 2 SP:Iteration 4Q (11.289500 sec): 3 clusters Score: Raw -27734.437748 + Penalty 1414.417845 = -26320.019903 nChanged 0 SP:Iteration 5F (11.290507 sec): 3 clusters Score: Raw -27734.437748 + Penalty 1414.417845 = -26320.019903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.292174 sec): 2 clusters Score: Raw -12919.087465 + Penalty 392.675684 = -12526.411781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.292905 sec): 3 clusters Score: Raw -12680.968676 + Penalty 773.811918 = -11907.156758 nChanged 112 SP:Iteration 1F (11.293625 sec): 3 clusters Score: Raw -12790.963328 + Penalty 772.343880 = -12018.619449 nChanged 24 SP:Iteration 2F (11.294342 sec): 3 clusters Score: Raw -12816.619633 + Penalty 773.300293 = -12043.319340 nChanged 12 SP:Iteration 3Q (11.295033 sec): 3 clusters Score: Raw -12822.479821 + Penalty 774.619968 = -12047.859854 nChanged 8 SP:Iteration 4Q (11.295723 sec): 3 clusters Score: Raw -12829.278106 + Penalty 778.003818 = -12051.274288 nChanged 7 SP:Iteration 5Q (11.296412 sec): 3 clusters Score: Raw -12835.870180 + Penalty 779.415792 = -12056.454388 nChanged 4 SP:Iteration 6Q (11.297100 sec): 3 clusters Score: Raw -12839.200958 + Penalty 781.564346 = -12057.636612 nChanged 5 SP:Iteration 7Q (11.297825 sec): 3 clusters Score: Raw -12844.145947 + Penalty 784.963030 = -12059.182917 nChanged 7 SP:Iteration 8Q (11.298513 sec): 3 clusters Score: Raw -12849.508673 + Penalty 787.148412 = -12062.360262 nChanged 7 SP:Iteration 9Q (11.299201 sec): 3 clusters Score: Raw -12852.714378 + Penalty 787.662160 = -12065.052217 nChanged 4 SP:Iteration 10F (11.299916 sec): 3 clusters Score: Raw -12870.914181 + Penalty 788.525464 = -12082.388716 nChanged 5 SP:Iteration 11Q (11.300603 sec): 3 clusters Score: Raw -12895.116370 + Penalty 789.577088 = -12105.539282 nChanged 2 SP:Iteration 12Q (11.301310 sec): 3 clusters Score: Raw -12895.801296 + Penalty 790.077314 = -12105.723982 nChanged 1 SP:Iteration 13Q (11.302022 sec): 3 clusters Score: Raw -12899.175961 + Penalty 790.510023 = -12108.665938 nChanged 1 SP:Iteration 14Q (11.302732 sec): 3 clusters Score: Raw -12899.346455 + Penalty 790.510023 = -12108.836432 nChanged 0 SP:Iteration 15F (11.303476 sec): 3 clusters Score: Raw -12899.346455 + Penalty 790.510023 = -12108.836432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.304687 sec): 2 clusters Score: Raw -5947.280800 + Penalty 533.784829 = -5413.495971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.305166 sec): 3 clusters Score: Raw -5947.477362 + Penalty 1065.033672 = -4882.443689 nChanged 30 SP:Iteration 1F (11.305619 sec): 3 clusters Score: Raw -6007.359467 + Penalty 1059.226018 = -4948.133448 nChanged 13 SP:Iteration 2F (11.306108 sec): 3 clusters Score: Raw -6059.361915 + Penalty 1062.244456 = -4997.117460 nChanged 8 SP:Iteration 3F (11.306576 sec): 3 clusters Score: Raw -6078.360753 + Penalty 1057.264754 = -5021.095999 nChanged 5 SP:Iteration 4Q (11.307015 sec): 3 clusters Score: Raw -6096.170294 + Penalty 1058.950441 = -5037.219852 nChanged 3 SP:Iteration 5Q (11.307452 sec): 3 clusters Score: Raw -6104.042141 + Penalty 1061.168619 = -5042.873521 nChanged 2 SP:Iteration 6Q (11.307890 sec): 3 clusters Score: Raw -6108.747056 + Penalty 1061.168619 = -5047.578437 nChanged 0 SP:Iteration 7F (11.308356 sec): 3 clusters Score: Raw -6108.747056 + Penalty 1061.168619 = -5047.578437 nChanged 0 Iteration 78F (11.455830 sec): 16 clusters Score: Raw -955535.624076 + Penalty 12361.482023 = -943174.142053 nChanged 49 Deleting Class 29 (456 points): Lose 1122.985716 but Gain 1134.359506 Iteration 79Q (11.495444 sec): 15 clusters Score: Raw -954420.406409 + Penalty 11276.635352 = -943143.771057 nChanged 475 Iteration 80F (11.625938 sec): 15 clusters Score: Raw -955078.007847 + Penalty 11267.561505 = -943810.446341 nChanged 33 Iteration 81Q (11.662802 sec): 15 clusters Score: Raw -955108.232367 + Penalty 11261.684321 = -943846.548046 nChanged 10 Iteration 82Q (11.699506 sec): 15 clusters Score: Raw -955115.349592 + Penalty 11259.139627 = -943856.209965 nChanged 3 Iteration 83Q (11.736345 sec): 15 clusters Score: Raw -955117.604486 + Penalty 11259.169941 = -943858.434545 nChanged 1 Iteration 84Q (11.772660 sec): 15 clusters Score: Raw -955118.531326 + Penalty 11259.200853 = -943859.330473 nChanged 1 Iteration 85Q (11.809666 sec): 15 clusters Score: Raw -955119.367908 + Penalty 11259.200853 = -943860.167055 nChanged 0 Iteration 86F (11.937560 sec): 15 clusters Score: Raw -955119.367908 + Penalty 11259.200853 = -943860.167055 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 -955119.367908 + Penalty 11259.200853 = -943860.167055Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.972385 sec): 2 clusters Score: Raw -47619.474214 + Penalty 1049.097302 = -46570.376912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.973939 sec): 3 clusters Score: Raw -46825.012661 + Penalty 2090.923511 = -44734.089150 nChanged 261 SP:Iteration 1F (11.975492 sec): 3 clusters Score: Raw -47254.832176 + Penalty 2079.364518 = -45175.467658 nChanged 110 SP:Iteration 2F (11.977006 sec): 3 clusters Score: Raw -47456.563914 + Penalty 2074.753083 = -45381.810831 nChanged 72 SP:Iteration 3F (11.978517 sec): 3 clusters Score: Raw -47591.248994 + Penalty 2070.867522 = -45520.381472 nChanged 42 SP:Iteration 4F (11.980120 sec): 3 clusters Score: Raw -47650.038679 + Penalty 2080.974613 = -45569.064066 nChanged 12 SP:Iteration 5Q (11.981326 sec): 3 clusters Score: Raw -47640.915960 + Penalty 2069.991422 = -45570.924538 nChanged 3 SP:Iteration 6Q (11.982665 sec): 3 clusters Score: Raw -47637.643472 + Penalty 2065.096484 = -45572.546988 nChanged 1 SP:Iteration 7Q (11.984169 sec): 3 clusters Score: Raw -47642.724112 + Penalty 2059.304231 = -45583.419882 nChanged 1 SP:Iteration 8Q (11.985658 sec): 3 clusters Score: Raw -47641.265080 + Penalty 2052.345501 = -45588.919580 nChanged 1 SP:Iteration 9Q (11.987140 sec): 3 clusters Score: Raw -47652.811585 + Penalty 2052.345501 = -45600.466084 nChanged 0 SP:Iteration 10F (11.988941 sec): 3 clusters Score: Raw -47652.811585 + Penalty 2052.345501 = -45600.466084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 2 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.990974 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.991718 sec): 3 clusters Score: Raw -14792.646983 + Penalty 184.575157 = -14608.071827 nChanged 128 SP:Iteration 1F (11.992445 sec): 3 clusters Score: Raw -14882.148349 + Penalty 183.422672 = -14698.725677 nChanged 38 SP:Iteration 2F (11.993191 sec): 3 clusters Score: Raw -14953.359954 + Penalty 188.832026 = -14764.527928 nChanged 53 SP:Iteration 3F (11.993930 sec): 3 clusters Score: Raw -15087.772944 + Penalty 199.885961 = -14887.886983 nChanged 30 SP:Iteration 4F (11.994658 sec): 3 clusters Score: Raw -15155.316705 + Penalty 93.233088 = -15062.083618 nChanged 6 SP:Iteration 5Q (11.995231 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 SP:Iteration 6F (11.995806 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 3 (5109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.018788 sec): 2 clusters Score: Raw -274847.029461 + Penalty 618.504431 = -274228.525031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.028260 sec): 3 clusters Score: Raw -271180.655603 + Penalty 1237.992205 = -269942.663398 nChanged 2347 SP:Iteration 1F (12.037476 sec): 3 clusters Score: Raw -272626.374837 + Penalty 1240.547883 = -271385.826954 nChanged 646 SP:Iteration 2F (12.046856 sec): 3 clusters Score: Raw -272933.458761 + Penalty 1248.196026 = -271685.262735 nChanged 394 SP:Iteration 3F (12.055982 sec): 3 clusters Score: Raw -273145.237435 + Penalty 1276.041572 = -271869.195863 nChanged 407 SP:Iteration 4F (12.065209 sec): 3 clusters Score: Raw -273680.317596 + Penalty 1352.569796 = -272327.747799 nChanged 516 SP:Iteration 5F (12.074305 sec): 3 clusters Score: Raw -274607.294217 + Penalty 1425.531296 = -273181.762921 nChanged 436 SP:Iteration 6F (12.083517 sec): 3 clusters Score: Raw -275110.384885 + Penalty 1470.878449 = -273639.506436 nChanged 280 SP:Iteration 7F (12.093021 sec): 3 clusters Score: Raw -275318.805781 + Penalty 1499.088973 = -273819.716808 nChanged 164 SP:Iteration 8Q (12.101651 sec): 3 clusters Score: Raw -275385.944997 + Penalty 1519.263924 = -273866.681073 nChanged 110 SP:Iteration 9Q (12.109656 sec): 3 clusters Score: Raw -275395.648919 + Penalty 1531.818947 = -273863.829972 nChanged 77 SP:Iteration 10F (12.118789 sec): 3 clusters Score: Raw -275394.763589 + Penalty 1540.717488 = -273854.046101 nChanged 62 SP:Iteration 11F (12.127911 sec): 3 clusters Score: Raw -275390.706086 + Penalty 1547.304693 = -273843.401394 nChanged 55 SP:Iteration 12F (12.137105 sec): 3 clusters Score: Raw -275387.351736 + Penalty 1554.100340 = -273833.251396 nChanged 50 SP:Iteration 13F (12.146388 sec): 3 clusters Score: Raw -275382.983877 + Penalty 1559.751543 = -273823.232333 nChanged 32 SP:Iteration 14F (12.155573 sec): 3 clusters Score: Raw -275377.075519 + Penalty 1563.410806 = -273813.664713 nChanged 27 SP:Iteration 15F (12.164889 sec): 3 clusters Score: Raw -275369.105815 + Penalty 1566.058265 = -273803.047549 nChanged 14 SP:Iteration 16F (12.174907 sec): 3 clusters Score: Raw -275363.975520 + Penalty 1566.516705 = -273797.458815 nChanged 7 SP:Iteration 17F (12.184739 sec): 3 clusters Score: Raw -275361.150353 + Penalty 1566.829018 = -273794.321335 nChanged 7 SP:Iteration 18F (12.194604 sec): 3 clusters Score: Raw -275357.628659 + Penalty 1567.354169 = -273790.274490 nChanged 5 SP:Iteration 19F (12.204609 sec): 3 clusters Score: Raw -275354.653549 + Penalty 1567.440635 = -273787.212914 nChanged 4 SP:Iteration 20F (12.214472 sec): 3 clusters Score: Raw -275352.254054 + Penalty 1567.704048 = -273784.550006 nChanged 6 SP:Iteration 21F (12.224509 sec): 3 clusters Score: Raw -275349.049988 + Penalty 1568.575584 = -273780.474404 nChanged 7 SP:Iteration 22F (12.234323 sec): 3 clusters Score: Raw -275346.762352 + Penalty 1569.534727 = -273777.227624 nChanged 6 SP:Iteration 23F (12.244342 sec): 3 clusters Score: Raw -275343.890223 + Penalty 1571.057718 = -273772.832505 nChanged 2 SP:Iteration 24F (12.254085 sec): 3 clusters Score: Raw -275342.648089 + Penalty 1571.042930 = -273771.605160 nChanged 1 SP:Iteration 25F (12.263328 sec): 3 clusters Score: Raw -275342.472122 + Penalty 1571.287923 = -273771.184200 nChanged 1 SP:Iteration 26F (12.272552 sec): 3 clusters Score: Raw -275341.825035 + Penalty 1572.573741 = -273769.251294 nChanged 4 SP:Iteration 27F (12.281660 sec): 3 clusters Score: Raw -275339.573728 + Penalty 1573.215331 = -273766.358398 nChanged 3 SP:Iteration 28F (12.290774 sec): 3 clusters Score: Raw -275338.155062 + Penalty 1574.386233 = -273763.768830 nChanged 4 SP:Iteration 29F (12.300154 sec): 3 clusters Score: Raw -275335.901704 + Penalty 1574.831583 = -273761.070122 nChanged 2 SP:Iteration 30F (12.309832 sec): 3 clusters Score: Raw -275334.688317 + Penalty 1575.522805 = -273759.165512 nChanged 1 SP:Iteration 31F (12.318894 sec): 3 clusters Score: Raw -275334.087970 + Penalty 1576.932636 = -273757.155334 nChanged 2 SP:Iteration 32F (12.327995 sec): 3 clusters Score: Raw -275333.008518 + Penalty 1577.770329 = -273755.238189 nChanged 3 SP:Iteration 33F (12.337097 sec): 3 clusters Score: Raw -275331.427463 + Penalty 1577.994281 = -273753.433182 nChanged 1 SP:Iteration 34F (12.346230 sec): 3 clusters Score: Raw -275330.808353 + Penalty 1578.929860 = -273751.878493 nChanged 4 SP:Iteration 35F (12.355447 sec): 3 clusters Score: Raw -275328.646861 + Penalty 1578.275101 = -273750.371761 nChanged 4 SP:Iteration 36F (12.364596 sec): 3 clusters Score: Raw -275327.047049 + Penalty 1578.136025 = -273748.911024 nChanged 3 SP:Iteration 37F (12.373714 sec): 3 clusters Score: Raw -275325.240356 + Penalty 1578.136025 = -273747.104331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378361 sec): 2 clusters Score: Raw -29652.695887 + Penalty 401.082949 = -29251.612937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379653 sec): 3 clusters Score: Raw -29247.926095 + Penalty 774.926022 = -28473.000074 nChanged 220 SP:Iteration 1F (12.380957 sec): 3 clusters Score: Raw -29456.014116 + Penalty 736.712939 = -28719.301176 nChanged 74 SP:Iteration 2F (12.382188 sec): 3 clusters Score: Raw -29509.311773 + Penalty 703.761186 = -28805.550588 nChanged 49 SP:Iteration 3F (12.383417 sec): 3 clusters Score: Raw -29549.866165 + Penalty 667.251203 = -28882.614962 nChanged 60 SP:Iteration 4F (12.385095 sec): 3 clusters Score: Raw -29600.607431 + Penalty 672.462548 = -28928.144883 nChanged 43 SP:Iteration 5F (12.386342 sec): 3 clusters Score: Raw -29640.278275 + Penalty 692.195576 = -28948.082698 nChanged 32 SP:Iteration 6F (12.387584 sec): 3 clusters Score: Raw -29662.461967 + Penalty 729.850554 = -28932.611413 nChanged 21 SP:Iteration 7F (12.388972 sec): 3 clusters Score: Raw -29668.938576 + Penalty 758.783526 = -28910.155050 nChanged 11 SP:Iteration 8F (12.390208 sec): 3 clusters Score: Raw -29673.665004 + Penalty 762.031241 = -28911.633763 nChanged 2 SP:Iteration 9Q (12.391219 sec): 3 clusters Score: Raw -29672.929636 + Penalty 757.991867 = -28914.937769 nChanged 1 SP:Iteration 10F (12.392445 sec): 3 clusters Score: Raw -29673.836009 + Penalty 757.991867 = -28915.844142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.397358 sec): 2 clusters Score: Raw -39622.644696 + Penalty 194.271364 = -39428.373332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399414 sec): 3 clusters Score: Raw -38995.727445 + Penalty 398.787388 = -38596.940056 nChanged 411 SP:Iteration 1F (12.401379 sec): 3 clusters Score: Raw -39297.717660 + Penalty 430.677642 = -38867.040017 nChanged 193 SP:Iteration 2F (12.403375 sec): 3 clusters Score: Raw -39531.139259 + Penalty 468.751449 = -39062.387810 nChanged 64 SP:Iteration 3F (12.405360 sec): 3 clusters Score: Raw -39613.963023 + Penalty 617.318749 = -38996.644274 nChanged 20 SP:Iteration 4F (12.407323 sec): 3 clusters Score: Raw -39649.869451 + Penalty 624.386913 = -39025.482537 nChanged 1 SP:Iteration 5Q (12.408799 sec): 3 clusters Score: Raw -39653.021144 + Penalty 624.386913 = -39028.634231 nChanged 0 SP:Iteration 6F (12.410641 sec): 3 clusters Score: Raw -39653.021144 + Penalty 624.386913 = -39028.634231 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.423355 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.430624 sec): 3 clusters Score: Raw -274833.712084 + Penalty 2527.367116 = -272306.344968 nChanged 1594 SP:Iteration 1F (12.437658 sec): 3 clusters Score: Raw -276045.891717 + Penalty 2531.705261 = -273514.186457 nChanged 474 SP:Iteration 2F (12.444698 sec): 3 clusters Score: Raw -276504.900902 + Penalty 2538.801545 = -273966.099357 nChanged 392 SP:Iteration 3F (12.451700 sec): 3 clusters Score: Raw -276813.146039 + Penalty 2547.275616 = -274265.870423 nChanged 279 SP:Iteration 4F (12.458770 sec): 3 clusters Score: Raw -276967.260704 + Penalty 2554.343961 = -274412.916743 nChanged 179 SP:Iteration 5Q (12.465622 sec): 3 clusters Score: Raw -277042.342132 + Penalty 2562.458099 = -274479.884033 nChanged 139 SP:Iteration 6Q (12.472461 sec): 3 clusters Score: Raw -277083.081894 + Penalty 2570.648852 = -274512.433042 nChanged 127 SP:Iteration 7Q (12.479250 sec): 3 clusters Score: Raw -277133.837490 + Penalty 2579.182142 = -274554.655347 nChanged 141 SP:Iteration 8Q (12.485754 sec): 3 clusters Score: Raw -277164.967440 + Penalty 2588.405212 = -274576.562228 nChanged 135 SP:Iteration 9Q (12.492047 sec): 3 clusters Score: Raw -277212.137006 + Penalty 2595.902062 = -274616.234943 nChanged 145 SP:Iteration 10F (12.499000 sec): 3 clusters Score: Raw -277324.722852 + Penalty 2599.865743 = -274724.857109 nChanged 125 SP:Iteration 11Q (12.504827 sec): 3 clusters Score: Raw -277482.047601 + Penalty 2576.468433 = -274905.579168 nChanged 43 SP:Iteration 12Q (12.510484 sec): 3 clusters Score: Raw -277526.936249 + Penalty 1262.871253 = -276264.064997 nChanged 3 SP:Iteration 13Q (12.515752 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP:Iteration 14F (12.520992 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.531302 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.534244 sec): 3 clusters Score: Raw -100903.609982 + Penalty 1822.454921 = -99081.155061 nChanged 609 SP:Iteration 1F (12.537130 sec): 3 clusters Score: Raw -101394.211075 + Penalty 1831.445740 = -99562.765336 nChanged 230 SP:Iteration 2F (12.540006 sec): 3 clusters Score: Raw -101642.478547 + Penalty 1850.118024 = -99792.360523 nChanged 178 SP:Iteration 3F (12.542885 sec): 3 clusters Score: Raw -101884.199197 + Penalty 1873.992230 = -100010.206967 nChanged 176 SP:Iteration 4F (12.545767 sec): 3 clusters Score: Raw -102110.009982 + Penalty 1931.534424 = -100178.475558 nChanged 122 SP:Iteration 5F (12.548641 sec): 3 clusters Score: Raw -102263.768597 + Penalty 2012.859950 = -100250.908648 nChanged 37 SP:Iteration 6Q (12.551112 sec): 3 clusters Score: Raw -102293.734212 + Penalty 1990.546129 = -100303.188083 nChanged 3 SP:Iteration 7Q (12.553503 sec): 3 clusters Score: Raw -102284.906201 + Penalty 908.537067 = -101376.369134 nChanged 2 SP:Iteration 8Q (12.555725 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 SP:Iteration 9F (12.557929 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.569586 sec): 2 clusters Score: Raw -140075.976003 + Penalty 888.328605 = -139187.647397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.574049 sec): 3 clusters Score: Raw -138323.472873 + Penalty 1808.023720 = -136515.449154 nChanged 975 SP:Iteration 1F (12.578419 sec): 3 clusters Score: Raw -139301.339638 + Penalty 1862.166642 = -137439.172996 nChanged 391 SP:Iteration 2F (12.582973 sec): 3 clusters Score: Raw -139810.970444 + Penalty 1900.050167 = -137910.920277 nChanged 230 SP:Iteration 3F (12.587151 sec): 3 clusters Score: Raw -140073.525724 + Penalty 1920.656816 = -138152.868908 nChanged 125 SP:Iteration 4F (12.591382 sec): 3 clusters Score: Raw -140157.140347 + Penalty 1926.482946 = -138230.657401 nChanged 67 SP:Iteration 5Q (12.595314 sec): 3 clusters Score: Raw -140173.038183 + Penalty 1932.767614 = -138240.270569 nChanged 35 SP:Iteration 6Q (12.599101 sec): 3 clusters Score: Raw -140180.543693 + Penalty 1938.165590 = -138242.378102 nChanged 32 SP:Iteration 7Q (12.603172 sec): 3 clusters Score: Raw -140176.825005 + Penalty 1941.054165 = -138235.770839 nChanged 24 SP:Iteration 8F (12.607590 sec): 3 clusters Score: Raw -140170.108167 + Penalty 1945.150222 = -138224.957946 nChanged 22 SP:Iteration 9F (12.611957 sec): 3 clusters Score: Raw -140164.182269 + Penalty 1950.616414 = -138213.565855 nChanged 24 SP:Iteration 10F (12.616116 sec): 3 clusters Score: Raw -140153.459451 + Penalty 1954.894386 = -138198.565065 nChanged 27 SP:Iteration 11F (12.620282 sec): 3 clusters Score: Raw -140142.400235 + Penalty 1959.898168 = -138182.502067 nChanged 27 SP:Iteration 12F (12.624472 sec): 3 clusters Score: Raw -140132.498589 + Penalty 1964.302064 = -138168.196526 nChanged 31 SP:Iteration 13F (12.628760 sec): 3 clusters Score: Raw -140120.057962 + Penalty 1969.640099 = -138150.417863 nChanged 31 SP:Iteration 14F (12.632954 sec): 3 clusters Score: Raw -140106.675135 + Penalty 1978.435697 = -138128.239437 nChanged 44 SP:Iteration 15F (12.637140 sec): 3 clusters Score: Raw -140103.527819 + Penalty 2000.422449 = -138103.105370 nChanged 54 SP:Iteration 16F (12.641423 sec): 3 clusters Score: Raw -140105.315769 + Penalty 1998.595586 = -138106.720183 nChanged 39 SP:Iteration 17Q (12.644894 sec): 3 clusters Score: Raw -140112.878772 + Penalty 2007.756036 = -138105.122737 nChanged 27 SP:Iteration 18F (12.649216 sec): 3 clusters Score: Raw -140105.754998 + Penalty 2007.642488 = -138098.112511 nChanged 14 SP:Iteration 19F (12.653719 sec): 3 clusters Score: Raw -140103.388120 + Penalty 2025.776948 = -138077.611172 nChanged 12 SP:Iteration 20F (12.657887 sec): 3 clusters Score: Raw -140116.379153 + Penalty 2002.470650 = -138113.908503 nChanged 6 SP:Iteration 21Q (12.661115 sec): 3 clusters Score: Raw -140122.961510 + Penalty 1991.595646 = -138131.365864 nChanged 1 SP:Iteration 22Q (12.664415 sec): 3 clusters Score: Raw -140123.158449 + Penalty 1991.595646 = -138131.562803 nChanged 0 SP:Iteration 23F (12.668647 sec): 3 clusters Score: Raw -140123.158449 + Penalty 1991.595646 = -138131.562803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 9 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.672405 sec): 2 clusters Score: Raw -3353.429357 + Penalty 51.703953 = -3301.725405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.672784 sec): 3 clusters Score: Raw -3319.428369 + Penalty 103.573780 = -3215.854589 nChanged 34 SP:Iteration 1F (12.673148 sec): 3 clusters Score: Raw -3346.641830 + Penalty 110.857800 = -3235.784030 nChanged 11 SP:Iteration 2F (12.673512 sec): 3 clusters Score: Raw -3359.269230 + Penalty 117.342254 = -3241.926976 nChanged 5 SP:Iteration 3F (12.673885 sec): 3 clusters Score: Raw -3363.149415 + Penalty 122.893395 = -3240.256020 nChanged 3 SP:Iteration 4F (12.674251 sec): 3 clusters Score: Raw -3366.169005 + Penalty 130.081650 = -3236.087355 nChanged 3 SP:Iteration 5F (12.674617 sec): 3 clusters Score: Raw -3369.800946 + Penalty 130.081650 = -3239.719296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.677043 sec): 2 clusters Score: Raw -21625.384828 + Penalty 461.366944 = -21164.017885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.678008 sec): 3 clusters Score: Raw -21342.815637 + Penalty 907.832191 = -20434.983447 nChanged 151 SP:Iteration 1F (12.678960 sec): 3 clusters Score: Raw -21580.825174 + Penalty 862.208567 = -20718.616607 nChanged 75 SP:Iteration 2F (12.679866 sec): 3 clusters Score: Raw -21700.496908 + Penalty 847.414067 = -20853.082842 nChanged 26 SP:Iteration 3F (12.680776 sec): 3 clusters Score: Raw -21707.718049 + Penalty 834.332759 = -20873.385290 nChanged 12 SP:Iteration 4Q (12.681662 sec): 3 clusters Score: Raw -21703.920180 + Penalty 832.512390 = -20871.407790 nChanged 3 SP:Iteration 5F (12.682584 sec): 3 clusters Score: Raw -21702.173185 + Penalty 835.731112 = -20866.442073 nChanged 3 SP:Iteration 6F (12.683508 sec): 3 clusters Score: Raw -21696.792682 + Penalty 829.030817 = -20867.761865 nChanged 2 SP:Iteration 7Q (12.684363 sec): 3 clusters Score: Raw -21695.078873 + Penalty 830.574998 = -20864.503874 nChanged 1 SP:Iteration 8F (12.685268 sec): 3 clusters Score: Raw -21694.517263 + Penalty 822.827715 = -20871.689549 nChanged 2 SP:Iteration 9Q (12.686115 sec): 3 clusters Score: Raw -21689.406853 + Penalty 816.227703 = -20873.179150 nChanged 2 SP:Iteration 10F (12.687035 sec): 3 clusters Score: Raw -21684.257242 + Penalty 806.853844 = -20877.403398 nChanged 3 SP:Iteration 11Q (12.687869 sec): 3 clusters Score: Raw -21676.609043 + Penalty 800.630234 = -20875.978808 nChanged 1 SP:Iteration 12F (12.688779 sec): 3 clusters Score: Raw -21673.724565 + Penalty 801.744451 = -20871.980114 nChanged 2 SP:Iteration 13F (12.689686 sec): 3 clusters Score: Raw -21669.677371 + Penalty 801.744451 = -20867.932920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.692979 sec): 2 clusters Score: Raw -29434.236929 + Penalty 364.999225 = -29069.237704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.694320 sec): 3 clusters Score: Raw -29044.690452 + Penalty 731.891001 = -28312.799451 nChanged 262 SP:Iteration 1F (12.695600 sec): 3 clusters Score: Raw -29214.581317 + Penalty 747.896771 = -28466.684546 nChanged 71 SP:Iteration 2F (12.696877 sec): 3 clusters Score: Raw -29267.464028 + Penalty 768.462244 = -28499.001784 nChanged 46 SP:Iteration 3F (12.698155 sec): 3 clusters Score: Raw -29306.803066 + Penalty 792.410852 = -28514.392214 nChanged 29 SP:Iteration 4Q (12.699450 sec): 3 clusters Score: Raw -29343.798467 + Penalty 818.061170 = -28525.737297 nChanged 33 SP:Iteration 5F (12.700732 sec): 3 clusters Score: Raw -29370.510053 + Penalty 845.020905 = -28525.489148 nChanged 27 SP:Iteration 6F (12.702008 sec): 3 clusters Score: Raw -29392.432387 + Penalty 861.866215 = -28530.566172 nChanged 21 SP:Iteration 7Q (12.703243 sec): 3 clusters Score: Raw -29405.128944 + Penalty 873.000823 = -28532.128122 nChanged 15 SP:Iteration 8Q (12.704484 sec): 3 clusters Score: Raw -29411.392111 + Penalty 886.066208 = -28525.325902 nChanged 10 SP:Iteration 9F (12.705765 sec): 3 clusters Score: Raw -29414.500974 + Penalty 895.619746 = -28518.881228 nChanged 7 SP:Iteration 10F (12.707039 sec): 3 clusters Score: Raw -29416.976810 + Penalty 910.963457 = -28506.013353 nChanged 10 SP:Iteration 11F (12.708314 sec): 3 clusters Score: Raw -29422.233919 + Penalty 927.170427 = -28495.063492 nChanged 11 SP:Iteration 12F (12.709650 sec): 3 clusters Score: Raw -29427.100691 + Penalty 945.943638 = -28481.157053 nChanged 11 SP:Iteration 13F (12.711001 sec): 3 clusters Score: Raw -29433.903846 + Penalty 976.801289 = -28457.102557 nChanged 17 SP:Iteration 14F (12.712353 sec): 3 clusters Score: Raw -29452.501061 + Penalty 998.195383 = -28454.305677 nChanged 14 SP:Iteration 15F (12.713694 sec): 3 clusters Score: Raw -29469.222658 + Penalty 1022.093430 = -28447.129228 nChanged 11 SP:Iteration 16F (12.715040 sec): 3 clusters Score: Raw -29483.742667 + Penalty 1033.048883 = -28450.693785 nChanged 5 SP:Iteration 17Q (12.716168 sec): 3 clusters Score: Raw -29488.109343 + Penalty 1038.592982 = -28449.516360 nChanged 1 SP:Iteration 18F (12.717466 sec): 3 clusters Score: Raw -29488.809779 + Penalty 1038.592982 = -28450.216796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.718792 sec): 2 clusters Score: Raw -2653.219086 + Penalty 249.315545 = -2403.903541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.719142 sec): 3 clusters Score: Raw -2660.772236 + Penalty 481.324624 = -2179.447613 nChanged 15 SP:Iteration 1F (12.719489 sec): 3 clusters Score: Raw -2686.881278 + Penalty 479.077786 = -2207.803492 nChanged 2 SP:Iteration 2Q (12.719820 sec): 3 clusters Score: Raw -2695.034752 + Penalty 480.723289 = -2214.311463 nChanged 1 SP:Iteration 3Q (12.720149 sec): 3 clusters Score: Raw -2700.867103 + Penalty 483.647709 = -2217.219394 nChanged 2 SP:Iteration 4Q (12.720481 sec): 3 clusters Score: Raw -2708.668341 + Penalty 488.137503 = -2220.530838 nChanged 1 SP:Iteration 5Q (12.720807 sec): 3 clusters Score: Raw -2709.885413 + Penalty 488.137503 = -2221.747910 nChanged 0 SP:Iteration 6F (12.721145 sec): 3 clusters Score: Raw -2709.885413 + Penalty 488.137503 = -2221.747910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.722885 sec): 2 clusters Score: Raw -14397.030042 + Penalty 379.094107 = -14017.935935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.723706 sec): 3 clusters Score: Raw -14095.496429 + Penalty 821.442890 = -13274.053539 nChanged 119 SP:Iteration 1F (12.724514 sec): 3 clusters Score: Raw -14349.034603 + Penalty 906.426459 = -13442.608144 nChanged 53 SP:Iteration 2F (12.725313 sec): 3 clusters Score: Raw -14482.836998 + Penalty 956.870220 = -13525.966778 nChanged 18 SP:Iteration 3F (12.726136 sec): 3 clusters Score: Raw -14548.794005 + Penalty 977.288103 = -13571.505903 nChanged 7 SP:Iteration 4Q (12.726852 sec): 3 clusters Score: Raw -14563.623342 + Penalty 1011.826479 = -13551.796863 nChanged 5 SP:Iteration 5F (12.727654 sec): 3 clusters Score: Raw -14578.467065 + Penalty 1014.835972 = -13563.631093 nChanged 1 SP:Iteration 6Q (12.728319 sec): 3 clusters Score: Raw -14578.263898 + Penalty 1014.835972 = -13563.427926 nChanged 0 SP:Iteration 7F (12.729124 sec): 3 clusters Score: Raw -14578.263898 + Penalty 1014.835972 = -13563.427926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.730416 sec): 2 clusters Score: Raw -5880.906857 + Penalty 533.672964 = -5347.233894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.730875 sec): 3 clusters Score: Raw -5879.466161 + Penalty 1081.239900 = -4798.226260 nChanged 25 SP:Iteration 1F (12.731327 sec): 3 clusters Score: Raw -5934.473892 + Penalty 1090.784323 = -4843.689569 nChanged 14 SP:Iteration 2F (12.731777 sec): 3 clusters Score: Raw -5984.977423 + Penalty 1111.600516 = -4873.376907 nChanged 11 SP:Iteration 3F (12.732226 sec): 3 clusters Score: Raw -6031.304111 + Penalty 1110.020331 = -4921.283780 nChanged 1 SP:Iteration 4Q (12.732642 sec): 3 clusters Score: Raw -6033.256199 + Penalty 1111.659762 = -4921.596437 nChanged 1 SP:Iteration 5Q (12.733058 sec): 3 clusters Score: Raw -6035.028942 + Penalty 1114.087243 = -4920.941698 nChanged 1 SP:Iteration 6F (12.733508 sec): 3 clusters Score: Raw -6035.801540 + Penalty 1114.087243 = -4921.714297 nChanged 0 Time taken for this iteration:12.262135 seconds. 300->15 Clusters: Score -943860.167055, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 87 (time per iteration =146.607471 ms) Total iterations: 870 (time per iteration =14.660747 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1634353750.000000 (time per metric unit =7.804216ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 40858843750.000000 (time per metric unit=312.168648ps) That took 12.754850 seconds. FileBase PeterP-2014-02-27_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 0.23 and 0.35 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 24979 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 24979 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 38 (1 points): Lose 7.598457 but Gain 1620.481917 Iteration 0F (2.655841 sec): 169 clusters Score: Raw -1338531.054060 + Penalty 137567.404278 = -1200963.649782 nChanged 2548 Deleting Class 67 (8 points): Lose 34.562711 but Gain 1624.194839 Iteration 1F (4.154051 sec): 130 clusters Score: Raw -1358762.859590 + Penalty 122552.663312 = -1236210.196277 nChanged 654 Deleting Class 42 (4 points): Lose 21.920928 but Gain 1611.647044 Iteration 2Q (4.293505 sec): 119 clusters Score: Raw -1360764.056098 + Penalty 115684.155159 = -1245079.900940 nChanged 283 Deleting Class 66 (5 points): Lose 36.506005 but Gain 1619.082173 Iteration 3Q (4.405502 sec): 113 clusters Score: Raw -1361329.786053 + Penalty 111725.572826 = -1249604.213227 nChanged 149 Deleting Class 140 (1 points): Lose 13.845471 but Gain 1577.251366 Iteration 4Q (4.507366 sec): 110 clusters Score: Raw -1361614.927041 + Penalty 110768.395566 = -1250846.531474 nChanged 89 Deleting Class 18 (1 points): Lose 2.460459 but Gain 1561.075609 Iteration 5Q (4.605564 sec): 109 clusters Score: Raw -1361771.129528 + Penalty 109202.474968 = -1252568.654560 nChanged 50 Deleting Class 36 (6 points): Lose 58.904613 but Gain 1612.072997 Iteration 6Q (4.700409 sec): 108 clusters Score: Raw -1361796.794009 + Penalty 107691.889332 = -1254104.904677 nChanged 32 Deleting Class 76 (1 points): Lose 1.516851 but Gain 1552.022181 Iteration 7Q (4.794488 sec): 107 clusters Score: Raw -1361841.791451 + Penalty 105112.843405 = -1256728.948046 nChanged 16 Deleting Class 70 (8 points): Lose 84.330149 but Gain 1629.849574 Iteration 8Q (4.886624 sec): 105 clusters Score: Raw -1361776.140053 + Penalty 103475.974435 = -1258300.165618 nChanged 20 Deleting Class 87 (1 points): Lose 0.009775 but Gain 1519.875859 Iteration 9Q (4.979751 sec): 104 clusters Score: Raw -1361802.510736 + Penalty 101957.439953 = -1259845.070783 nChanged 10 Deleting Class 139 (1 points): Lose 11.228582 but Gain 1475.540278 Iteration 10F (6.176211 sec): 103 clusters Score: Raw -1362029.222623 + Penalty 100196.277522 = -1261832.945101 nChanged 99 Deleting Class 64 (5 points): Lose 31.765679 but Gain 1475.360027 Iteration 11Q (6.275423 sec): 102 clusters Score: Raw -1362330.046104 + Penalty 99013.193837 = -1263316.852267 nChanged 106 Deleting Class 145 (3 points): Lose 123.886371 but Gain 1566.768290 Iteration 12Q (6.373617 sec): 101 clusters Score: Raw -1362410.539087 + Penalty 97561.964282 = -1264848.574805 nChanged 95 Deleting Class 63 (4 points): Lose 111.573100 but Gain 1549.044848 Iteration 13Q (6.469010 sec): 100 clusters Score: Raw -1362471.483613 + Penalty 95913.594994 = -1266557.888619 nChanged 77 Deleting Class 130 (2 points): Lose 11.845980 but Gain 1436.796745 Iteration 14Q (6.564036 sec): 99 clusters Score: Raw -1362559.541021 + Penalty 94501.133473 = -1268058.407547 nChanged 62 Deleting Class 60 (5 points): Lose 127.556583 but Gain 1503.711387 Iteration 15Q (6.656759 sec): 98 clusters Score: Raw -1362486.144464 + Penalty 93761.501781 = -1268724.642682 nChanged 52 Deleting Class 121 (3 points): Lose 16.170110 but Gain 1382.672780 Iteration 16Q (6.749003 sec): 97 clusters Score: Raw -1362630.456311 + Penalty 92118.275051 = -1270512.181260 nChanged 46 Deleting Class 28 (7 points): Lose 99.738863 but Gain 1453.100633 Iteration 17Q (6.840504 sec): 96 clusters Score: Raw -1362570.899625 + Penalty 89917.269956 = -1272653.629669 nChanged 38 Deleting Class 106 (3 points): Lose 37.886645 but Gain 1389.249256 Iteration 18Q (6.931103 sec): 94 clusters Score: Raw -1362588.924556 + Penalty 88679.988879 = -1273908.935677 nChanged 28 Deleting Class 53 (1 points): Lose 21.746689 but Gain 1353.866838 Iteration 19Q (7.020974 sec): 93 clusters Score: Raw -1362620.586771 + Penalty 87300.654349 = -1275319.932422 nChanged 28 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 -1362620.586771 + Penalty 87300.654349 = -1275319.932422Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 1 (3202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.121060 sec): 2 clusters Score: Raw -222011.832939 + Penalty 1311.609880 = -220700.223059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.127438 sec): 3 clusters Score: Raw -219435.142494 + Penalty 2623.219403 = -216811.923090 nChanged 1316 SP:Iteration 1F (7.133757 sec): 3 clusters Score: Raw -221955.672483 + Penalty 2623.219250 = -219332.453233 nChanged 619 SP:Iteration 2F (7.139978 sec): 3 clusters Score: Raw -223584.946092 + Penalty 2623.218093 = -220961.727999 nChanged 295 SP:Iteration 3F (7.146206 sec): 3 clusters Score: Raw -224267.111791 + Penalty 2623.217355 = -221643.894437 nChanged 170 SP:Iteration 4F (7.152609 sec): 3 clusters Score: Raw -224558.617465 + Penalty 2623.215551 = -221935.401914 nChanged 96 SP:Iteration 5Q (7.158384 sec): 3 clusters Score: Raw -224694.207995 + Penalty 2623.215643 = -222070.992352 nChanged 51 SP:Iteration 6Q (7.164369 sec): 3 clusters Score: Raw -224766.112956 + Penalty 2623.215514 = -222142.897442 nChanged 33 SP:Iteration 7Q (7.170100 sec): 3 clusters Score: Raw -224814.230608 + Penalty 2623.215496 = -222191.015112 nChanged 25 SP:Iteration 8Q (7.175811 sec): 3 clusters Score: Raw -224846.722300 + Penalty 2623.215661 = -222223.506639 nChanged 15 SP:Iteration 9Q (7.181385 sec): 3 clusters Score: Raw -224883.141191 + Penalty 2623.215822 = -222259.925369 nChanged 13 SP:Iteration 10F (7.187600 sec): 3 clusters Score: Raw -224909.729559 + Penalty 2623.215961 = -222286.513598 nChanged 10 SP:Iteration 11Q (7.193180 sec): 3 clusters Score: Raw -224924.944276 + Penalty 2623.216097 = -222301.728179 nChanged 10 SP:Iteration 12Q (7.198764 sec): 3 clusters Score: Raw -224937.153898 + Penalty 2623.218421 = -222313.935477 nChanged 5 SP:Iteration 13Q (7.204419 sec): 3 clusters Score: Raw -224939.634477 + Penalty 2623.218445 = -222316.416032 nChanged 2 SP:Iteration 14Q (7.210026 sec): 3 clusters Score: Raw -224941.309768 + Penalty 2623.218456 = -222318.091312 nChanged 3 SP:Iteration 15Q (7.215587 sec): 3 clusters Score: Raw -224942.357953 + Penalty 2623.218468 = -222319.139485 nChanged 1 SP:Iteration 16Q (7.221184 sec): 3 clusters Score: Raw -224943.194810 + Penalty 2623.218491 = -222319.976319 nChanged 2 SP:Iteration 17Q (7.227107 sec): 3 clusters Score: Raw -224945.582939 + Penalty 2623.218503 = -222322.364437 nChanged 1 SP:Iteration 18Q (7.232718 sec): 3 clusters Score: Raw -224946.367703 + Penalty 2623.218514 = -222323.149189 nChanged 1 SP:Iteration 19Q (7.238314 sec): 3 clusters Score: Raw -224947.401842 + Penalty 2623.218514 = -222324.183328 nChanged 0 SP:Iteration 20F (7.244518 sec): 3 clusters Score: Raw -224947.401842 + Penalty 2623.218514 = -222324.183328 nChanged 0 Score: Raw -1380714.770787 + Penalty 88946.076359 = -1291768.694429 Splitting cluster 1 changes total score from -1275319.932422 to -1291768.694429 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.312073 sec): 2 clusters Score: Raw -136085.786989 + Penalty 973.280607 = -135112.506382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.315866 sec): 3 clusters Score: Raw -134504.383341 + Penalty 1939.753043 = -132564.630298 nChanged 828 SP:Iteration 1F (8.319601 sec): 3 clusters Score: Raw -135970.357593 + Penalty 1930.922147 = -134039.435446 nChanged 407 SP:Iteration 2F (8.323336 sec): 3 clusters Score: Raw -136704.831461 + Penalty 1931.052870 = -134773.778591 nChanged 147 SP:Iteration 3F (8.327071 sec): 3 clusters Score: Raw -136852.381976 + Penalty 1931.531180 = -134920.850796 nChanged 60 SP:Iteration 4Q (8.330651 sec): 3 clusters Score: Raw -136907.565207 + Penalty 1930.963954 = -134976.601253 nChanged 25 SP:Iteration 5Q (8.334258 sec): 3 clusters Score: Raw -136920.262875 + Penalty 1931.530697 = -134988.732178 nChanged 19 SP:Iteration 6Q (8.337747 sec): 3 clusters Score: Raw -136924.494047 + Penalty 1931.959297 = -134992.534750 nChanged 22 SP:Iteration 7Q (8.341238 sec): 3 clusters Score: Raw -136938.016115 + Penalty 1932.562194 = -135005.453921 nChanged 17 SP:Iteration 8Q (8.344723 sec): 3 clusters Score: Raw -136941.798833 + Penalty 1933.610410 = -135008.188423 nChanged 13 SP:Iteration 9Q (8.348224 sec): 3 clusters Score: Raw -136945.301167 + Penalty 1933.413745 = -135011.887422 nChanged 13 SP:Iteration 10F (8.351976 sec): 3 clusters Score: Raw -136946.116708 + Penalty 1934.024604 = -135012.092104 nChanged 12 SP:Iteration 11Q (8.355458 sec): 3 clusters Score: Raw -136947.123025 + Penalty 1934.862562 = -135012.260463 nChanged 13 SP:Iteration 12Q (8.359045 sec): 3 clusters Score: Raw -136952.457468 + Penalty 1935.143356 = -135017.314112 nChanged 22 SP:Iteration 13Q (8.362553 sec): 3 clusters Score: Raw -136972.072876 + Penalty 1933.914175 = -135038.158700 nChanged 27 SP:Iteration 14Q (8.366054 sec): 3 clusters Score: Raw -136983.087363 + Penalty 1931.828660 = -135051.258703 nChanged 18 SP:Iteration 15Q (8.369604 sec): 3 clusters Score: Raw -136987.540510 + Penalty 1931.948737 = -135055.591773 nChanged 8 SP:Iteration 16Q (8.373033 sec): 3 clusters Score: Raw -136983.940457 + Penalty 1931.043512 = -135052.896945 nChanged 6 SP:Iteration 17F (8.376772 sec): 3 clusters Score: Raw -136987.698409 + Penalty 1931.178296 = -135056.520113 nChanged 15 SP:Iteration 18Q (8.380190 sec): 3 clusters Score: Raw -136992.352877 + Penalty 1930.295537 = -135062.057340 nChanged 15 SP:Iteration 19Q (8.383727 sec): 3 clusters Score: Raw -136996.273869 + Penalty 1929.349781 = -135066.924088 nChanged 11 SP:Iteration 20F (8.387747 sec): 3 clusters Score: Raw -137001.238185 + Penalty 1927.956570 = -135073.281615 nChanged 11 SP:Iteration 21Q (8.391227 sec): 3 clusters Score: Raw -137003.078866 + Penalty 1927.932554 = -135075.146312 nChanged 3 SP:Iteration 22Q (8.394603 sec): 3 clusters Score: Raw -137001.033374 + Penalty 1928.000240 = -135073.033134 nChanged 2 SP:Iteration 23F (8.398346 sec): 3 clusters Score: Raw -136999.498330 + Penalty 1927.483403 = -135072.014927 nChanged 1 SP:Iteration 24F (8.402084 sec): 3 clusters Score: Raw -136999.159578 + Penalty 1927.047922 = -135072.111656 nChanged 1 SP:Iteration 25Q (8.405446 sec): 3 clusters Score: Raw -136998.506130 + Penalty 1926.844573 = -135071.661557 nChanged 1 SP:Iteration 26F (8.409283 sec): 3 clusters Score: Raw -136998.009969 + Penalty 1927.076539 = -135070.933430 nChanged 1 SP:Iteration 27F (8.413041 sec): 3 clusters Score: Raw -136997.318861 + Penalty 1927.076539 = -135070.242322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 3 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.415491 sec): 2 clusters Score: Raw -6916.602528 + Penalty 247.729724 = -6668.872804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.415945 sec): 3 clusters Score: Raw -6845.857740 + Penalty 482.098496 = -6363.759245 nChanged 37 SP:Iteration 1F (8.416385 sec): 3 clusters Score: Raw -6884.886589 + Penalty 436.884558 = -6448.002031 nChanged 19 SP:Iteration 2F (8.416832 sec): 3 clusters Score: Raw -6907.636431 + Penalty 416.477563 = -6491.158868 nChanged 7 SP:Iteration 3F (8.417269 sec): 3 clusters Score: Raw -6920.352317 + Penalty 410.677085 = -6509.675232 nChanged 4 SP:Iteration 4Q (8.417703 sec): 3 clusters Score: Raw -6922.822267 + Penalty 410.211513 = -6512.610754 nChanged 1 SP:Iteration 5Q (8.418128 sec): 3 clusters Score: Raw -6923.382090 + Penalty 409.679212 = -6513.702878 nChanged 1 SP:Iteration 6Q (8.418551 sec): 3 clusters Score: Raw -6923.833888 + Penalty 409.679212 = -6514.154676 nChanged 0 SP:Iteration 7F (8.418989 sec): 3 clusters Score: Raw -6923.833888 + Penalty 409.679212 = -6514.154676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 4 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.424861 sec): 2 clusters Score: Raw -46636.935013 + Penalty 45.154686 = -46591.780327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.427291 sec): 3 clusters Score: Raw -45841.014981 + Penalty 92.472574 = -45748.542407 nChanged 582 SP:Iteration 1F (8.429696 sec): 3 clusters Score: Raw -46260.469407 + Penalty 94.524924 = -46165.944484 nChanged 125 SP:Iteration 2F (8.432160 sec): 3 clusters Score: Raw -46358.785799 + Penalty 99.507533 = -46259.278265 nChanged 99 SP:Iteration 3F (8.434638 sec): 3 clusters Score: Raw -46460.726639 + Penalty 113.049642 = -46347.676997 nChanged 82 SP:Iteration 4F (8.437095 sec): 3 clusters Score: Raw -46573.953267 + Penalty 199.460190 = -46374.493077 nChanged 53 SP:Iteration 5Q (8.439342 sec): 3 clusters Score: Raw -46667.139890 + Penalty 375.851667 = -46291.288223 nChanged 18 SP:Iteration 6F (8.441762 sec): 3 clusters Score: Raw -46697.993295 + Penalty 483.578869 = -46214.414426 nChanged 3 SP:Iteration 7F (8.444181 sec): 3 clusters Score: Raw -46705.246058 + Penalty 614.126206 = -46091.119851 nChanged 2 SP:Iteration 8F (8.446619 sec): 3 clusters Score: Raw -46710.700169 + Penalty 715.052388 = -45995.647781 nChanged 1 SP:Iteration 9F (8.449118 sec): 3 clusters Score: Raw -46713.715648 + Penalty 865.892990 = -45847.822658 nChanged 1 SP:Iteration 10F (8.451572 sec): 3 clusters Score: Raw -46722.173236 + Penalty 865.892990 = -45856.280246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 5 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.453959 sec): 2 clusters Score: Raw -22193.745900 + Penalty 848.808601 = -21344.937300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.454798 sec): 3 clusters Score: Raw -21810.018098 + Penalty 1697.959565 = -20112.058533 nChanged 121 SP:Iteration 1F (8.455624 sec): 3 clusters Score: Raw -22175.011853 + Penalty 1693.588820 = -20481.423033 nChanged 32 SP:Iteration 2F (8.456448 sec): 3 clusters Score: Raw -22243.272003 + Penalty 1687.145821 = -20556.126182 nChanged 9 SP:Iteration 3Q (8.457168 sec): 3 clusters Score: Raw -22260.295777 + Penalty 1686.995900 = -20573.299877 nChanged 9 SP:Iteration 4Q (8.457885 sec): 3 clusters Score: Raw -22270.444169 + Penalty 1686.703945 = -20583.740224 nChanged 4 SP:Iteration 5Q (8.458592 sec): 3 clusters Score: Raw -22277.858671 + Penalty 1683.651085 = -20594.207587 nChanged 3 SP:Iteration 6Q (8.459297 sec): 3 clusters Score: Raw -22280.716343 + Penalty 1683.706188 = -20597.010156 nChanged 3 SP:Iteration 7Q (8.460028 sec): 3 clusters Score: Raw -22283.334846 + Penalty 1683.706188 = -20599.628658 nChanged 0 SP:Iteration 8F (8.460854 sec): 3 clusters Score: Raw -22283.334846 + Penalty 1683.706188 = -20599.628658 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 6 (6115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.487526 sec): 2 clusters Score: Raw -329002.087642 + Penalty 289.192565 = -328712.895077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.499172 sec): 3 clusters Score: Raw -324481.028680 + Penalty 607.026875 = -323874.001805 nChanged 2890 SP:Iteration 1F (8.510321 sec): 3 clusters Score: Raw -327116.985693 + Penalty 625.697705 = -326491.287989 nChanged 800 SP:Iteration 2F (8.521452 sec): 3 clusters Score: Raw -327825.462574 + Penalty 627.457915 = -327198.004659 nChanged 550 SP:Iteration 3F (8.532797 sec): 3 clusters Score: Raw -328327.332240 + Penalty 620.779239 = -327706.553001 nChanged 370 SP:Iteration 4F (8.543954 sec): 3 clusters Score: Raw -328541.959714 + Penalty 612.861913 = -327929.097801 nChanged 223 SP:Iteration 5Q (8.555208 sec): 3 clusters Score: Raw -328630.657816 + Penalty 607.089995 = -328023.567821 nChanged 137 SP:Iteration 6Q (8.566378 sec): 3 clusters Score: Raw -328681.927975 + Penalty 602.518494 = -328079.409481 nChanged 102 SP:Iteration 7Q (8.577537 sec): 3 clusters Score: Raw -328724.304312 + Penalty 598.269650 = -328126.034662 nChanged 87 SP:Iteration 8Q (8.588786 sec): 3 clusters Score: Raw -328753.546158 + Penalty 591.077941 = -328162.468217 nChanged 85 SP:Iteration 9Q (8.600279 sec): 3 clusters Score: Raw -328787.662458 + Penalty 584.927852 = -328202.734606 nChanged 66 SP:Iteration 10F (8.611460 sec): 3 clusters Score: Raw -328814.547575 + Penalty 580.878453 = -328233.669122 nChanged 67 SP:Iteration 11Q (8.622222 sec): 3 clusters Score: Raw -328841.185242 + Penalty 581.362693 = -328259.822549 nChanged 67 SP:Iteration 12Q (8.632781 sec): 3 clusters Score: Raw -328856.957844 + Penalty 583.744395 = -328273.213449 nChanged 77 SP:Iteration 13Q (8.643158 sec): 3 clusters Score: Raw -328863.615647 + Penalty 584.893813 = -328278.721834 nChanged 68 SP:Iteration 14Q (8.653428 sec): 3 clusters Score: Raw -328868.364932 + Penalty 584.494122 = -328283.870810 nChanged 68 SP:Iteration 15Q (8.663637 sec): 3 clusters Score: Raw -328870.598935 + Penalty 587.793242 = -328282.805692 nChanged 63 SP:Iteration 16F (8.674777 sec): 3 clusters Score: Raw -328874.103581 + Penalty 588.897091 = -328285.206490 nChanged 62 SP:Iteration 17Q (8.684688 sec): 3 clusters Score: Raw -328878.728403 + Penalty 592.083387 = -328286.645016 nChanged 58 SP:Iteration 18Q (8.694908 sec): 3 clusters Score: Raw -328881.784031 + Penalty 595.246767 = -328286.537265 nChanged 50 SP:Iteration 19F (8.706335 sec): 3 clusters Score: Raw -328882.840079 + Penalty 597.362389 = -328285.477690 nChanged 51 SP:Iteration 20F (8.717680 sec): 3 clusters Score: Raw -328885.367233 + Penalty 599.690575 = -328285.676658 nChanged 57 SP:Iteration 21Q (8.727258 sec): 3 clusters Score: Raw -328895.357291 + Penalty 601.242662 = -328294.114628 nChanged 66 SP:Iteration 22Q (8.736826 sec): 3 clusters Score: Raw -328913.974028 + Penalty 600.705796 = -328313.268231 nChanged 60 SP:Iteration 23Q (8.746175 sec): 3 clusters Score: Raw -328931.192587 + Penalty 601.385621 = -328329.806967 nChanged 59 SP:Iteration 24Q (8.755474 sec): 3 clusters Score: Raw -328954.649262 + Penalty 605.747240 = -328348.902023 nChanged 42 SP:Iteration 25Q (8.764767 sec): 3 clusters Score: Raw -328957.715842 + Penalty 610.732773 = -328346.983069 nChanged 30 SP:Iteration 26F (8.776055 sec): 3 clusters Score: Raw -328951.972523 + Penalty 616.142703 = -328335.829820 nChanged 27 SP:Iteration 27F (8.787294 sec): 3 clusters Score: Raw -328949.103750 + Penalty 619.769645 = -328329.334105 nChanged 31 SP:Iteration 28F (8.798881 sec): 3 clusters Score: Raw -328952.558218 + Penalty 624.940330 = -328327.617888 nChanged 30 SP:Iteration 29F (8.810147 sec): 3 clusters Score: Raw -328957.833669 + Penalty 632.303482 = -328325.530188 nChanged 23 SP:Iteration 30F (8.821486 sec): 3 clusters Score: Raw -328961.478532 + Penalty 643.794812 = -328317.683721 nChanged 29 SP:Iteration 31F (8.832679 sec): 3 clusters Score: Raw -328962.781562 + Penalty 651.625279 = -328311.156283 nChanged 21 SP:Iteration 32F (8.843955 sec): 3 clusters Score: Raw -328962.750090 + Penalty 660.821241 = -328301.928850 nChanged 16 SP:Iteration 33F (8.855331 sec): 3 clusters Score: Raw -328962.838175 + Penalty 670.620919 = -328292.217256 nChanged 15 SP:Iteration 34F (8.866717 sec): 3 clusters Score: Raw -328963.818092 + Penalty 674.064991 = -328289.753101 nChanged 18 SP:Iteration 35F (8.877971 sec): 3 clusters Score: Raw -328965.580227 + Penalty 672.724562 = -328292.855665 nChanged 12 SP:Iteration 36Q (8.886824 sec): 3 clusters Score: Raw -328969.666484 + Penalty 683.424898 = -328286.241586 nChanged 18 SP:Iteration 37F (8.897726 sec): 3 clusters Score: Raw -328980.565912 + Penalty 716.336379 = -328264.229532 nChanged 15 SP:Iteration 38F (8.908727 sec): 3 clusters Score: Raw -328993.455189 + Penalty 791.181076 = -328202.274113 nChanged 9 SP:Iteration 39F (8.919958 sec): 3 clusters Score: Raw -329000.855157 + Penalty 828.673883 = -328172.181274 nChanged 2 SP:Iteration 40F (8.931133 sec): 3 clusters Score: Raw -328998.923317 + Penalty 858.251847 = -328140.671470 nChanged 1 SP:Iteration 41F (8.942365 sec): 3 clusters Score: Raw -328997.849103 + Penalty 979.980246 = -328017.868857 nChanged 3 SP:Iteration 42F (8.953570 sec): 3 clusters Score: Raw -328999.541468 + Penalty 289.192565 = -328710.348903 nChanged 2 SP:Iteration 43Q (8.962277 sec): 2 clusters Score: Raw -329002.087642 + Penalty 289.192565 = -328712.895077 nChanged 0 SP:Iteration 44F (8.971086 sec): 2 clusters Score: Raw -329002.087642 + Penalty 289.192565 = -328712.895077 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.984654 sec): 2 clusters Score: Raw -125707.941258 + Penalty 694.924278 = -125013.016981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.988564 sec): 3 clusters Score: Raw -124068.291124 + Penalty 1391.768740 = -122676.522385 nChanged 847 SP:Iteration 1F (8.992596 sec): 3 clusters Score: Raw -125100.688490 + Penalty 1390.835051 = -123709.853439 nChanged 353 SP:Iteration 2F (8.996495 sec): 3 clusters Score: Raw -125784.481185 + Penalty 1380.909447 = -124403.571737 nChanged 196 SP:Iteration 3F (9.000399 sec): 3 clusters Score: Raw -126033.186521 + Penalty 1369.892570 = -124663.293951 nChanged 79 SP:Iteration 4Q (9.004356 sec): 3 clusters Score: Raw -126079.163100 + Penalty 1360.475817 = -124718.687283 nChanged 40 SP:Iteration 5Q (9.007991 sec): 3 clusters Score: Raw -126085.605530 + Penalty 1363.572728 = -124722.032802 nChanged 21 SP:Iteration 6Q (9.011399 sec): 3 clusters Score: Raw -126081.671465 + Penalty 1359.687330 = -124721.984135 nChanged 13 SP:Iteration 7F (9.015140 sec): 3 clusters Score: Raw -126076.621724 + Penalty 1361.545182 = -124715.076542 nChanged 10 SP:Iteration 8F (9.018864 sec): 3 clusters Score: Raw -126072.582189 + Penalty 1361.790409 = -124710.791780 nChanged 10 SP:Iteration 9F (9.022579 sec): 3 clusters Score: Raw -126065.207025 + Penalty 1363.543121 = -124701.663904 nChanged 8 SP:Iteration 10F (9.026296 sec): 3 clusters Score: Raw -126061.615737 + Penalty 1364.263343 = -124697.352393 nChanged 6 SP:Iteration 11F (9.030033 sec): 3 clusters Score: Raw -126058.063556 + Penalty 1363.595135 = -124694.468421 nChanged 3 SP:Iteration 12F (9.034057 sec): 3 clusters Score: Raw -126055.104124 + Penalty 1364.619616 = -124690.484508 nChanged 3 SP:Iteration 13F (9.037818 sec): 3 clusters Score: Raw -126053.075023 + Penalty 1367.986705 = -124685.088319 nChanged 7 SP:Iteration 14F (9.041637 sec): 3 clusters Score: Raw -126047.258434 + Penalty 1367.534674 = -124679.723760 nChanged 7 SP:Iteration 15F (9.045364 sec): 3 clusters Score: Raw -126043.192548 + Penalty 1370.090337 = -124673.102210 nChanged 6 SP:Iteration 16F (9.049174 sec): 3 clusters Score: Raw -126038.163932 + Penalty 1372.157896 = -124666.006036 nChanged 6 SP:Iteration 17F (9.052898 sec): 3 clusters Score: Raw -126033.598407 + Penalty 1380.696146 = -124652.902261 nChanged 8 SP:Iteration 18F (9.056618 sec): 3 clusters Score: Raw -126027.864689 + Penalty 1378.211837 = -124649.652852 nChanged 8 SP:Iteration 19F (9.060495 sec): 3 clusters Score: Raw -126022.831034 + Penalty 1379.003572 = -124643.827462 nChanged 7 SP:Iteration 20F (9.064557 sec): 3 clusters Score: Raw -126017.131589 + Penalty 1378.848127 = -124638.283462 nChanged 10 SP:Iteration 21F (9.068337 sec): 3 clusters Score: Raw -126012.089329 + Penalty 1370.569899 = -124641.519430 nChanged 12 SP:Iteration 22Q (9.071493 sec): 3 clusters Score: Raw -126006.232134 + Penalty 1365.757628 = -124640.474506 nChanged 10 SP:Iteration 23F (9.075219 sec): 3 clusters Score: Raw -126001.518555 + Penalty 1357.970083 = -124643.548472 nChanged 5 SP:Iteration 24Q (9.078385 sec): 3 clusters Score: Raw -125997.360478 + Penalty 1354.761156 = -124642.599322 nChanged 4 SP:Iteration 25F (9.082228 sec): 3 clusters Score: Raw -125996.272863 + Penalty 1350.987965 = -124645.284897 nChanged 3 SP:Iteration 26Q (9.085342 sec): 3 clusters Score: Raw -125993.667216 + Penalty 1347.390436 = -124646.276780 nChanged 2 SP:Iteration 27Q (9.088481 sec): 3 clusters Score: Raw -125991.912223 + Penalty 1346.726698 = -124645.185525 nChanged 2 SP:Iteration 28F (9.092335 sec): 3 clusters Score: Raw -125989.254954 + Penalty 1346.726698 = -124642.528256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.094417 sec): 2 clusters Score: Raw -768.889982 + Penalty 208.742359 = -560.147622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.094666 sec): 3 clusters Score: Raw -777.119974 + Penalty 446.604072 = -330.515902 nChanged 1 SP:Iteration 1F (9.094903 sec): 3 clusters Score: Raw -780.163323 + Penalty 463.894022 = -316.269301 nChanged 1 SP:Iteration 2F (9.095132 sec): 3 clusters Score: Raw -781.403305 + Penalty 509.200616 = -272.202689 nChanged 1 SP:Iteration 3F (9.095361 sec): 3 clusters Score: Raw -784.420504 + Penalty 509.200616 = -275.219888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.097462 sec): 2 clusters Score: Raw -21812.821899 + Penalty 680.979130 = -21131.842769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.098342 sec): 3 clusters Score: Raw -21289.203566 + Penalty 1362.034015 = -19927.169552 nChanged 141 SP:Iteration 1F (9.099192 sec): 3 clusters Score: Raw -21542.903490 + Penalty 1361.698917 = -20181.204573 nChanged 42 SP:Iteration 2F (9.100023 sec): 3 clusters Score: Raw -21617.162626 + Penalty 1364.676077 = -20252.486549 nChanged 26 SP:Iteration 3F (9.100854 sec): 3 clusters Score: Raw -21661.833440 + Penalty 1372.307317 = -20289.526124 nChanged 16 SP:Iteration 4Q (9.101646 sec): 3 clusters Score: Raw -21684.560631 + Penalty 1373.339558 = -20311.221073 nChanged 15 SP:Iteration 5Q (9.102413 sec): 3 clusters Score: Raw -21710.080618 + Penalty 1374.137037 = -20335.943581 nChanged 10 SP:Iteration 6Q (9.103219 sec): 3 clusters Score: Raw -21721.470340 + Penalty 1380.258734 = -20341.211606 nChanged 12 SP:Iteration 7Q (9.103990 sec): 3 clusters Score: Raw -21751.734439 + Penalty 1378.025887 = -20373.708552 nChanged 12 SP:Iteration 8Q (9.104750 sec): 3 clusters Score: Raw -21770.605157 + Penalty 1385.332017 = -20385.273140 nChanged 6 SP:Iteration 9Q (9.105488 sec): 3 clusters Score: Raw -21778.818017 + Penalty 1387.102431 = -20391.715586 nChanged 6 SP:Iteration 10F (9.106342 sec): 3 clusters Score: Raw -21792.949228 + Penalty 1385.934192 = -20407.015036 nChanged 7 SP:Iteration 11Q (9.107071 sec): 3 clusters Score: Raw -21800.724322 + Penalty 1398.855985 = -20401.868337 nChanged 4 SP:Iteration 12F (9.107959 sec): 3 clusters Score: Raw -21803.974402 + Penalty 1400.642793 = -20403.331610 nChanged 3 SP:Iteration 13Q (9.108656 sec): 3 clusters Score: Raw -21810.332638 + Penalty 1410.396684 = -20399.935954 nChanged 3 SP:Iteration 14F (9.109475 sec): 3 clusters Score: Raw -21821.033006 + Penalty 1416.276505 = -20404.756501 nChanged 2 SP:Iteration 15Q (9.110158 sec): 3 clusters Score: Raw -21825.183220 + Penalty 1416.891680 = -20408.291540 nChanged 1 SP:Iteration 16Q (9.110839 sec): 3 clusters Score: Raw -21825.916771 + Penalty 1417.836098 = -20408.080673 nChanged 1 SP:Iteration 17F (9.111661 sec): 3 clusters Score: Raw -21830.255371 + Penalty 1421.683617 = -20408.571755 nChanged 1 SP:Iteration 18Q (9.112337 sec): 3 clusters Score: Raw -21831.581261 + Penalty 1421.683617 = -20409.897644 nChanged 0 SP:Iteration 19F (9.113178 sec): 3 clusters Score: Raw -21831.581261 + Penalty 1421.683617 = -20409.897644 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.118254 sec): 2 clusters Score: Raw -78873.987182 + Penalty 405.828702 = -78468.158480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.120962 sec): 3 clusters Score: Raw -77635.570317 + Penalty 821.683754 = -76813.886562 nChanged 622 SP:Iteration 1F (9.123626 sec): 3 clusters Score: Raw -78254.492313 + Penalty 895.932783 = -77358.559531 nChanged 336 SP:Iteration 2F (9.126301 sec): 3 clusters Score: Raw -78844.028428 + Penalty 886.690318 = -77957.338111 nChanged 136 SP:Iteration 3F (9.128991 sec): 3 clusters Score: Raw -79030.667814 + Penalty 845.161243 = -78185.506571 nChanged 52 SP:Iteration 4Q (9.131459 sec): 3 clusters Score: Raw -79062.489123 + Penalty 829.523441 = -78232.965682 nChanged 18 SP:Iteration 5Q (9.133714 sec): 3 clusters Score: Raw -79063.917546 + Penalty 841.075567 = -78222.841979 nChanged 9 SP:Iteration 6F (9.136403 sec): 3 clusters Score: Raw -79063.586032 + Penalty 834.998320 = -78228.587713 nChanged 10 SP:Iteration 7Q (9.138645 sec): 3 clusters Score: Raw -79065.795966 + Penalty 843.346024 = -78222.449941 nChanged 3 SP:Iteration 8F (9.141412 sec): 3 clusters Score: Raw -79064.096104 + Penalty 860.100641 = -78203.995463 nChanged 3 SP:Iteration 9F (9.144116 sec): 3 clusters Score: Raw -79063.788954 + Penalty 874.463404 = -78189.325550 nChanged 3 SP:Iteration 10F (9.146805 sec): 3 clusters Score: Raw -79071.844472 + Penalty 890.197540 = -78181.646932 nChanged 4 SP:Iteration 11F (9.149431 sec): 3 clusters Score: Raw -79082.017559 + Penalty 898.645863 = -78183.371696 nChanged 1 SP:Iteration 12Q (9.151501 sec): 3 clusters Score: Raw -79086.772688 + Penalty 907.098570 = -78179.674117 nChanged 1 SP:Iteration 13F (9.154148 sec): 3 clusters Score: Raw -79089.633012 + Penalty 907.098570 = -78182.534441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.155388 sec): 2 clusters Score: Raw -338.108493 + Penalty 205.213254 = -132.895239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.155626 sec): 3 clusters Score: Raw -336.398890 + Penalty 439.581448 = 103.182557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.159739 sec): 2 clusters Score: Raw -38055.170825 + Penalty 391.844777 = -37663.326049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.161252 sec): 3 clusters Score: Raw -37604.953560 + Penalty 730.521983 = -36874.431577 nChanged 280 SP:Iteration 1F (9.162774 sec): 3 clusters Score: Raw -37996.179742 + Penalty 664.237296 = -37331.942445 nChanged 95 SP:Iteration 2F (9.164272 sec): 3 clusters Score: Raw -38124.199437 + Penalty 643.310229 = -37480.889208 nChanged 34 SP:Iteration 3Q (9.165728 sec): 3 clusters Score: Raw -38162.900825 + Penalty 635.537570 = -37527.363254 nChanged 15 SP:Iteration 4Q (9.167145 sec): 3 clusters Score: Raw -38176.627170 + Penalty 632.057456 = -37544.569714 nChanged 10 SP:Iteration 5Q (9.168507 sec): 3 clusters Score: Raw -38181.214388 + Penalty 629.608725 = -37551.605662 nChanged 6 SP:Iteration 6Q (9.169894 sec): 3 clusters Score: Raw -38183.012010 + Penalty 627.685404 = -37555.326606 nChanged 1 SP:Iteration 7Q (9.171259 sec): 3 clusters Score: Raw -38182.928056 + Penalty 627.685404 = -37555.242652 nChanged 0 SP:Iteration 8F (9.172770 sec): 3 clusters Score: Raw -38182.928056 + Penalty 627.685404 = -37555.242652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 14 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.176350 sec): 2 clusters Score: Raw -1269.509084 + Penalty 199.850186 = -1069.658898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.176630 sec): 3 clusters Score: Raw -1287.437769 + Penalty 408.232899 = -879.204870 nChanged 1 SP:Iteration 1Q (9.176893 sec): 3 clusters Score: Raw -1291.261523 + Penalty 408.232899 = -883.028624 nChanged 0 SP:Iteration 2F (9.177157 sec): 3 clusters Score: Raw -1291.261523 + Penalty 408.232899 = -883.028624 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 15 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.179783 sec): 2 clusters Score: Raw -44159.179401 + Penalty 926.319074 = -43232.860327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.181182 sec): 3 clusters Score: Raw -43175.802264 + Penalty 1860.157964 = -41315.644300 nChanged 230 SP:Iteration 1F (9.182552 sec): 3 clusters Score: Raw -43553.543672 + Penalty 1880.379629 = -41673.164043 nChanged 143 SP:Iteration 2F (9.183930 sec): 3 clusters Score: Raw -44063.683538 + Penalty 1871.811522 = -42191.872017 nChanged 70 SP:Iteration 3F (9.185286 sec): 3 clusters Score: Raw -44206.152050 + Penalty 1877.197136 = -42328.954914 nChanged 27 SP:Iteration 4Q (9.186423 sec): 3 clusters Score: Raw -44271.143492 + Penalty 1873.202756 = -42397.940736 nChanged 17 SP:Iteration 5Q (9.187566 sec): 3 clusters Score: Raw -44288.788710 + Penalty 1869.356449 = -42419.432261 nChanged 8 SP:Iteration 6Q (9.188669 sec): 3 clusters Score: Raw -44295.120483 + Penalty 1867.780717 = -42427.339766 nChanged 2 SP:Iteration 7Q (9.189757 sec): 3 clusters Score: Raw -44296.331530 + Penalty 1865.105892 = -42431.225638 nChanged 2 SP:Iteration 8Q (9.190830 sec): 3 clusters Score: Raw -44290.350091 + Penalty 1865.105892 = -42425.244200 nChanged 0 SP:Iteration 9F (9.192160 sec): 3 clusters Score: Raw -44290.658026 + Penalty 1867.678056 = -42422.979970 nChanged 1 SP:Iteration 10F (9.193517 sec): 3 clusters Score: Raw -44290.986365 + Penalty 1869.253730 = -42421.732634 nChanged 2 SP:Iteration 11F (9.194867 sec): 3 clusters Score: Raw -44291.655019 + Penalty 1869.253730 = -42422.401289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 16 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.196980 sec): 2 clusters Score: Raw -23373.988622 + Penalty 650.539751 = -22723.448872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.197850 sec): 3 clusters Score: Raw -22937.746523 + Penalty 1303.992569 = -21633.753954 nChanged 122 SP:Iteration 1F (9.198699 sec): 3 clusters Score: Raw -23089.194714 + Penalty 1310.875929 = -21778.318785 nChanged 42 SP:Iteration 2F (9.199543 sec): 3 clusters Score: Raw -23165.094219 + Penalty 1316.506667 = -21848.587553 nChanged 24 SP:Iteration 3F (9.200386 sec): 3 clusters Score: Raw -23204.114509 + Penalty 1320.185386 = -21883.929123 nChanged 35 SP:Iteration 4F (9.201247 sec): 3 clusters Score: Raw -23273.610515 + Penalty 1320.944561 = -21952.665954 nChanged 43 SP:Iteration 5F (9.202084 sec): 3 clusters Score: Raw -23371.430878 + Penalty 1333.053542 = -22038.377337 nChanged 26 SP:Iteration 6F (9.202947 sec): 3 clusters Score: Raw -23398.207287 + Penalty 1363.073448 = -22035.133839 nChanged 5 SP:Iteration 7F (9.203779 sec): 3 clusters Score: Raw -23405.587518 + Penalty 1363.073448 = -22042.514070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.204669 sec): 2 clusters Score: Raw -51.804533 + Penalty 0.000000 = -51.804533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.204881 sec): 2 clusters Score: Raw -51.804533 + Penalty 0.000000 = -51.804533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.206697 sec): 2 clusters Score: Raw -25067.566372 + Penalty 853.252671 = -24214.313701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.207642 sec): 3 clusters Score: Raw -24507.851278 + Penalty 1694.537101 = -22813.314177 nChanged 130 SP:Iteration 1F (9.208565 sec): 3 clusters Score: Raw -24956.697896 + Penalty 1694.932062 = -23261.765833 nChanged 51 SP:Iteration 2F (9.209482 sec): 3 clusters Score: Raw -25108.758735 + Penalty 1706.226692 = -23402.532043 nChanged 11 SP:Iteration 3Q (9.210198 sec): 3 clusters Score: Raw -25139.864368 + Penalty 1706.226692 = -23433.637676 nChanged 0 SP:Iteration 4F (9.211066 sec): 3 clusters Score: Raw -25139.864368 + Penalty 1706.226692 = -23433.637676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 20 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.211974 sec): 2 clusters Score: Raw -48.272273 + Penalty 0.000000 = -48.272273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.212173 sec): 2 clusters Score: Raw -48.272273 + Penalty 0.000000 = -48.272273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.212948 sec): 2 clusters Score: Raw -225.479731 + Penalty 144.488096 = -80.991635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.213159 sec): 3 clusters Score: Raw -217.610377 + Penalty 272.089586 = 54.479209 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 22 (1546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.218405 sec): 2 clusters Score: Raw -90721.321823 + Penalty 655.485635 = -90065.836188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.221342 sec): 3 clusters Score: Raw -89235.595748 + Penalty 1315.851402 = -87919.744346 nChanged 612 SP:Iteration 1F (9.224230 sec): 3 clusters Score: Raw -89850.240401 + Penalty 1312.013154 = -88538.227247 nChanged 271 SP:Iteration 2F (9.227147 sec): 3 clusters Score: Raw -90198.980725 + Penalty 1301.170560 = -88897.810165 nChanged 174 SP:Iteration 3F (9.230033 sec): 3 clusters Score: Raw -90463.357428 + Penalty 1292.462005 = -89170.895423 nChanged 142 SP:Iteration 4F (9.232894 sec): 3 clusters Score: Raw -90654.568862 + Penalty 1289.303725 = -89365.265137 nChanged 107 SP:Iteration 5F (9.235747 sec): 3 clusters Score: Raw -90789.078353 + Penalty 1289.918419 = -89499.159934 nChanged 78 SP:Iteration 6F (9.238685 sec): 3 clusters Score: Raw -90867.292161 + Penalty 1288.676619 = -89578.615542 nChanged 62 SP:Iteration 7Q (9.241502 sec): 3 clusters Score: Raw -90903.810262 + Penalty 1282.600220 = -89621.210042 nChanged 46 SP:Iteration 8Q (9.244258 sec): 3 clusters Score: Raw -90922.325635 + Penalty 1278.197639 = -89644.127996 nChanged 36 SP:Iteration 9Q (9.246997 sec): 3 clusters Score: Raw -90932.078519 + Penalty 1277.031655 = -89655.046864 nChanged 39 SP:Iteration 10F (9.249892 sec): 3 clusters Score: Raw -90941.803061 + Penalty 1272.856562 = -89668.946499 nChanged 40 SP:Iteration 11Q (9.252655 sec): 3 clusters Score: Raw -90945.882752 + Penalty 1271.196789 = -89674.685962 nChanged 23 SP:Iteration 12Q (9.255447 sec): 3 clusters Score: Raw -90940.275789 + Penalty 1269.888697 = -89670.387092 nChanged 20 SP:Iteration 13F (9.258483 sec): 3 clusters Score: Raw -90937.500113 + Penalty 1274.794757 = -89662.705356 nChanged 17 SP:Iteration 14F (9.261686 sec): 3 clusters Score: Raw -90931.595919 + Penalty 1275.587820 = -89656.008098 nChanged 15 SP:Iteration 15F (9.265077 sec): 3 clusters Score: Raw -90927.690592 + Penalty 1263.320661 = -89664.369931 nChanged 20 SP:Iteration 16Q (9.268084 sec): 3 clusters Score: Raw -90924.763469 + Penalty 1254.849126 = -89669.914342 nChanged 17 SP:Iteration 17Q (9.270969 sec): 3 clusters Score: Raw -90919.813472 + Penalty 1249.039344 = -89670.774128 nChanged 16 SP:Iteration 18Q (9.273773 sec): 3 clusters Score: Raw -90914.241266 + Penalty 1250.983073 = -89663.258193 nChanged 14 SP:Iteration 19F (9.277269 sec): 3 clusters Score: Raw -90908.672768 + Penalty 1249.179227 = -89659.493542 nChanged 9 SP:Iteration 20F (9.280540 sec): 3 clusters Score: Raw -90904.931130 + Penalty 1249.332300 = -89655.598830 nChanged 15 SP:Iteration 21F (9.283797 sec): 3 clusters Score: Raw -90896.504738 + Penalty 1243.945824 = -89652.558914 nChanged 13 SP:Iteration 22F (9.286997 sec): 3 clusters Score: Raw -90890.151762 + Penalty 1241.605700 = -89648.546062 nChanged 11 SP:Iteration 23F (9.290166 sec): 3 clusters Score: Raw -90884.706058 + Penalty 1249.470657 = -89635.235401 nChanged 10 SP:Iteration 24F (9.293335 sec): 3 clusters Score: Raw -90881.469461 + Penalty 1260.862131 = -89620.607330 nChanged 10 SP:Iteration 25F (9.296648 sec): 3 clusters Score: Raw -90879.395973 + Penalty 1290.837129 = -89588.558845 nChanged 11 SP:Iteration 26F (9.300158 sec): 3 clusters Score: Raw -90876.283306 + Penalty 1305.291504 = -89570.991803 nChanged 6 SP:Iteration 27F (9.303512 sec): 3 clusters Score: Raw -90876.469085 + Penalty 1311.341679 = -89565.127406 nChanged 5 SP:Iteration 28F (9.306898 sec): 3 clusters Score: Raw -90874.313532 + Penalty 1314.341787 = -89559.971745 nChanged 2 SP:Iteration 29F (9.310142 sec): 3 clusters Score: Raw -90873.328079 + Penalty 1315.429942 = -89557.898137 nChanged 3 SP:Iteration 30F (9.313395 sec): 3 clusters Score: Raw -90872.320769 + Penalty 1315.429942 = -89556.890827 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 23 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.318329 sec): 2 clusters Score: Raw -75846.728432 + Penalty 446.251384 = -75400.477048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.321223 sec): 3 clusters Score: Raw -74864.512475 + Penalty 891.465067 = -73973.047408 nChanged 577 SP:Iteration 1F (9.324116 sec): 3 clusters Score: Raw -75198.989591 + Penalty 888.052266 = -74310.937325 nChanged 233 SP:Iteration 2F (9.327058 sec): 3 clusters Score: Raw -75441.304450 + Penalty 880.517925 = -74560.786524 nChanged 184 SP:Iteration 3F (9.329964 sec): 3 clusters Score: Raw -75683.535405 + Penalty 863.958101 = -74819.577303 nChanged 147 SP:Iteration 4F (9.332832 sec): 3 clusters Score: Raw -75871.745975 + Penalty 856.036092 = -75015.709883 nChanged 88 SP:Iteration 5F (9.335677 sec): 3 clusters Score: Raw -75944.878379 + Penalty 833.586749 = -75111.291630 nChanged 49 SP:Iteration 6Q (9.338439 sec): 3 clusters Score: Raw -75995.551731 + Penalty 814.639192 = -75180.912539 nChanged 37 SP:Iteration 7Q (9.341110 sec): 3 clusters Score: Raw -76021.363729 + Penalty 800.604040 = -75220.759690 nChanged 14 SP:Iteration 8Q (9.343593 sec): 3 clusters Score: Raw -76025.454369 + Penalty 789.409298 = -75236.045071 nChanged 12 SP:Iteration 9Q (9.346014 sec): 3 clusters Score: Raw -76026.434656 + Penalty 782.530933 = -75243.903722 nChanged 14 SP:Iteration 10F (9.348580 sec): 3 clusters Score: Raw -76023.693768 + Penalty 779.076856 = -75244.616912 nChanged 10 SP:Iteration 11Q (9.351071 sec): 3 clusters Score: Raw -76020.652589 + Penalty 775.436123 = -75245.216466 nChanged 3 SP:Iteration 12Q (9.353473 sec): 3 clusters Score: Raw -76020.052804 + Penalty 775.037805 = -75245.014999 nChanged 1 SP:Iteration 13F (9.356253 sec): 3 clusters Score: Raw -76019.543760 + Penalty 774.521528 = -75245.022232 nChanged 4 SP:Iteration 14Q (9.358841 sec): 3 clusters Score: Raw -76017.865000 + Penalty 777.400725 = -75240.464275 nChanged 7 SP:Iteration 15F (9.361502 sec): 3 clusters Score: Raw -76014.452318 + Penalty 776.853604 = -75237.598714 nChanged 4 SP:Iteration 16F (9.364218 sec): 3 clusters Score: Raw -76012.596556 + Penalty 776.827950 = -75235.768605 nChanged 6 SP:Iteration 17F (9.366856 sec): 3 clusters Score: Raw -76010.214014 + Penalty 780.148451 = -75230.065563 nChanged 5 SP:Iteration 18F (9.369448 sec): 3 clusters Score: Raw -76008.777497 + Penalty 779.433119 = -75229.344378 nChanged 5 SP:Iteration 19F (9.372015 sec): 3 clusters Score: Raw -76008.488722 + Penalty 781.286843 = -75227.201880 nChanged 4 SP:Iteration 20F (9.374667 sec): 3 clusters Score: Raw -76007.113289 + Penalty 786.220314 = -75220.892976 nChanged 5 SP:Iteration 21F (9.377449 sec): 3 clusters Score: Raw -76005.258028 + Penalty 783.110652 = -75222.147376 nChanged 1 SP:Iteration 22Q (9.379941 sec): 3 clusters Score: Raw -76004.391033 + Penalty 782.150270 = -75222.240763 nChanged 1 SP:Iteration 23Q (9.382210 sec): 3 clusters Score: Raw -76003.693627 + Penalty 782.093361 = -75221.600266 nChanged 4 SP:Iteration 24F (9.384785 sec): 3 clusters Score: Raw -76001.341045 + Penalty 782.093361 = -75219.247684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.385853 sec): 2 clusters Score: Raw -307.655563 + Penalty 181.182637 = -126.472927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.386079 sec): 3 clusters Score: Raw -312.227235 + Penalty 362.365273 = 50.138039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.388013 sec): 2 clusters Score: Raw -14599.232580 + Penalty 318.432027 = -14280.800553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.388830 sec): 3 clusters Score: Raw -14430.991447 + Penalty 644.116107 = -13786.875340 nChanged 106 SP:Iteration 1F (9.389601 sec): 3 clusters Score: Raw -14487.870262 + Penalty 646.461163 = -13841.409099 nChanged 34 SP:Iteration 2F (9.390330 sec): 3 clusters Score: Raw -14506.963121 + Penalty 645.144766 = -13861.818355 nChanged 19 SP:Iteration 3F (9.391058 sec): 3 clusters Score: Raw -14523.872631 + Penalty 652.850940 = -13871.021692 nChanged 21 SP:Iteration 4F (9.391789 sec): 3 clusters Score: Raw -14538.897062 + Penalty 662.796059 = -13876.101004 nChanged 9 SP:Iteration 5Q (9.392514 sec): 3 clusters Score: Raw -14545.048166 + Penalty 673.456724 = -13871.591443 nChanged 7 SP:Iteration 6F (9.393238 sec): 3 clusters Score: Raw -14550.904671 + Penalty 677.964879 = -13872.939792 nChanged 4 SP:Iteration 7Q (9.393954 sec): 3 clusters Score: Raw -14553.523043 + Penalty 682.856809 = -13870.666234 nChanged 4 SP:Iteration 8F (9.394678 sec): 3 clusters Score: Raw -14555.046206 + Penalty 687.946535 = -13867.099671 nChanged 3 SP:Iteration 9F (9.395403 sec): 3 clusters Score: Raw -14555.785767 + Penalty 693.268730 = -13862.517037 nChanged 3 SP:Iteration 10F (9.396130 sec): 3 clusters Score: Raw -14556.622174 + Penalty 699.374320 = -13857.247855 nChanged 4 SP:Iteration 11F (9.396880 sec): 3 clusters Score: Raw -14558.408925 + Penalty 710.083607 = -13848.325318 nChanged 6 SP:Iteration 12F (9.397641 sec): 3 clusters Score: Raw -14560.981311 + Penalty 726.035893 = -13834.945418 nChanged 6 SP:Iteration 13F (9.398406 sec): 3 clusters Score: Raw -14563.725094 + Penalty 733.178205 = -13830.546889 nChanged 4 SP:Iteration 14F (9.399160 sec): 3 clusters Score: Raw -14564.895125 + Penalty 744.492550 = -13820.402575 nChanged 5 SP:Iteration 15F (9.399923 sec): 3 clusters Score: Raw -14566.699858 + Penalty 755.291131 = -13811.408727 nChanged 6 SP:Iteration 16F (9.400693 sec): 3 clusters Score: Raw -14569.652377 + Penalty 772.532032 = -13797.120346 nChanged 10 SP:Iteration 17F (9.401417 sec): 3 clusters Score: Raw -14576.731497 + Penalty 791.810297 = -13784.921200 nChanged 9 SP:Iteration 18F (9.402141 sec): 3 clusters Score: Raw -14580.955700 + Penalty 803.890976 = -13777.064724 nChanged 9 SP:Iteration 19F (9.402868 sec): 3 clusters Score: Raw -14586.401857 + Penalty 814.894328 = -13771.507528 nChanged 8 SP:Iteration 20F (9.403591 sec): 3 clusters Score: Raw -14592.437635 + Penalty 828.599711 = -13763.837925 nChanged 8 SP:Iteration 21F (9.404311 sec): 3 clusters Score: Raw -14598.198100 + Penalty 848.251156 = -13749.946944 nChanged 6 SP:Iteration 22F (9.405036 sec): 3 clusters Score: Raw -14602.083987 + Penalty 859.851118 = -13742.232868 nChanged 4 SP:Iteration 23F (9.405758 sec): 3 clusters Score: Raw -14605.569112 + Penalty 863.134149 = -13742.434963 nChanged 1 SP:Iteration 24Q (9.406412 sec): 3 clusters Score: Raw -14605.853883 + Penalty 863.134149 = -13742.719734 nChanged 0 SP:Iteration 25F (9.407111 sec): 3 clusters Score: Raw -14605.853883 + Penalty 863.134149 = -13742.719734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 26 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.409198 sec): 2 clusters Score: Raw -20781.778397 + Penalty 189.938240 = -20591.840157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.410144 sec): 3 clusters Score: Raw -20541.482742 + Penalty 484.271477 = -20057.211264 nChanged 164 SP:Iteration 1F (9.411074 sec): 3 clusters Score: Raw -20694.435148 + Penalty 580.448010 = -20113.987138 nChanged 60 SP:Iteration 2F (9.411987 sec): 3 clusters Score: Raw -20760.013159 + Penalty 579.956262 = -20180.056897 nChanged 16 SP:Iteration 3Q (9.412885 sec): 3 clusters Score: Raw -20775.654519 + Penalty 466.151361 = -20309.503159 nChanged 7 SP:Iteration 4Q (9.413729 sec): 3 clusters Score: Raw -20789.152462 + Penalty 411.762592 = -20377.389870 nChanged 4 SP:Iteration 5Q (9.414488 sec): 3 clusters Score: Raw -20792.524268 + Penalty 411.762592 = -20380.761676 nChanged 0 SP:Iteration 6F (9.415392 sec): 3 clusters Score: Raw -20792.524268 + Penalty 411.762592 = -20380.761676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.416302 sec): 2 clusters Score: Raw -48.288797 + Penalty 0.000000 = -48.288797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.416504 sec): 2 clusters Score: Raw -48.288797 + Penalty 0.000000 = -48.288797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 30 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.419251 sec): 2 clusters Score: Raw -43223.450621 + Penalty 651.759152 = -42571.691468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.420690 sec): 3 clusters Score: Raw -42647.520593 + Penalty 1301.180589 = -41346.340004 nChanged 260 SP:Iteration 1F (9.422097 sec): 3 clusters Score: Raw -42841.756880 + Penalty 1300.624034 = -41541.132846 nChanged 86 SP:Iteration 2F (9.423630 sec): 3 clusters Score: Raw -42897.101138 + Penalty 1302.836395 = -41594.264742 nChanged 52 SP:Iteration 3F (9.425198 sec): 3 clusters Score: Raw -42943.277509 + Penalty 1308.560982 = -41634.716527 nChanged 48 SP:Iteration 4F (9.426778 sec): 3 clusters Score: Raw -42999.158366 + Penalty 1313.529422 = -41685.628944 nChanged 55 SP:Iteration 5F (9.428403 sec): 3 clusters Score: Raw -43068.092512 + Penalty 1313.280425 = -41754.812087 nChanged 41 SP:Iteration 6F (9.430076 sec): 3 clusters Score: Raw -43098.681874 + Penalty 1308.765285 = -41789.916589 nChanged 21 SP:Iteration 7Q (9.431767 sec): 3 clusters Score: Raw -43118.663543 + Penalty 1308.239003 = -41810.424540 nChanged 23 SP:Iteration 8Q (9.433365 sec): 3 clusters Score: Raw -43138.355895 + Penalty 1309.386096 = -41828.969799 nChanged 26 SP:Iteration 9Q (9.435050 sec): 3 clusters Score: Raw -43158.937318 + Penalty 1314.321004 = -41844.616314 nChanged 21 SP:Iteration 10F (9.436770 sec): 3 clusters Score: Raw -43179.030124 + Penalty 1315.791377 = -41863.238747 nChanged 24 SP:Iteration 11Q (9.438496 sec): 3 clusters Score: Raw -43202.197349 + Penalty 1321.829490 = -41880.367859 nChanged 26 SP:Iteration 12Q (9.440258 sec): 3 clusters Score: Raw -43217.670721 + Penalty 1321.428107 = -41896.242614 nChanged 23 SP:Iteration 13Q (9.441962 sec): 3 clusters Score: Raw -43258.082093 + Penalty 1323.289741 = -41934.792351 nChanged 26 SP:Iteration 14Q (9.443635 sec): 3 clusters Score: Raw -43284.504323 + Penalty 1338.282051 = -41946.222272 nChanged 27 SP:Iteration 15Q (9.445063 sec): 3 clusters Score: Raw -43321.968611 + Penalty 1338.850195 = -41983.118416 nChanged 17 SP:Iteration 16Q (9.446396 sec): 3 clusters Score: Raw -43345.368332 + Penalty 1332.316772 = -42013.051560 nChanged 9 SP:Iteration 17Q (9.447745 sec): 3 clusters Score: Raw -43351.950162 + Penalty 1323.659739 = -42028.290423 nChanged 2 SP:Iteration 18Q (9.449050 sec): 3 clusters Score: Raw -43353.100731 + Penalty 1317.123223 = -42035.977508 nChanged 2 SP:Iteration 19Q (9.450343 sec): 3 clusters Score: Raw -43357.292517 + Penalty 1306.458071 = -42050.834446 nChanged 2 SP:Iteration 20F (9.451950 sec): 3 clusters Score: Raw -43356.833390 + Penalty 1306.458071 = -42050.375319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.453042 sec): 2 clusters Score: Raw -283.233734 + Penalty 177.616243 = -105.617491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.453261 sec): 3 clusters Score: Raw -274.574167 + Penalty 177.616243 = -96.957924 nChanged 1 SP:Iteration 1F (9.453458 sec): 2 clusters Score: Raw -283.233734 + Penalty 177.616243 = -105.617491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.455075 sec): 2 clusters Score: Raw -10187.527234 + Penalty 76.167068 = -10111.360166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.455720 sec): 3 clusters Score: Raw -10062.756119 + Penalty 153.359251 = -9909.396867 nChanged 81 SP:Iteration 1F (9.456369 sec): 3 clusters Score: Raw -10118.902796 + Penalty 146.695951 = -9972.206845 nChanged 29 SP:Iteration 2F (9.457006 sec): 3 clusters Score: Raw -10141.602608 + Penalty 141.106880 = -10000.495728 nChanged 22 SP:Iteration 3F (9.457640 sec): 3 clusters Score: Raw -10163.209572 + Penalty 132.326113 = -10030.883459 nChanged 17 SP:Iteration 4F (9.458272 sec): 3 clusters Score: Raw -10181.962887 + Penalty 128.096636 = -10053.866252 nChanged 8 SP:Iteration 5Q (9.458866 sec): 3 clusters Score: Raw -10190.899139 + Penalty 131.036401 = -10059.862738 nChanged 4 SP:Iteration 6Q (9.459443 sec): 3 clusters Score: Raw -10193.704676 + Penalty 130.841245 = -10062.863430 nChanged 1 SP:Iteration 7Q (9.460008 sec): 3 clusters Score: Raw -10194.621279 + Penalty 130.220651 = -10064.400628 nChanged 2 SP:Iteration 8Q (9.460572 sec): 3 clusters Score: Raw -10196.867663 + Penalty 131.244111 = -10065.623552 nChanged 1 SP:Iteration 9Q (9.461120 sec): 3 clusters Score: Raw -10199.133036 + Penalty 129.900651 = -10069.232384 nChanged 1 SP:Iteration 10F (9.461743 sec): 3 clusters Score: Raw -10204.380092 + Penalty 129.900651 = -10074.479441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.462688 sec): 2 clusters Score: Raw -159.842027 + Penalty 98.062516 = -61.779511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.462899 sec): 3 clusters Score: Raw -154.854376 + Penalty 205.499621 = 50.645245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.463682 sec): 2 clusters Score: Raw -291.420579 + Penalty 198.232830 = -93.187749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.463899 sec): 3 clusters Score: Raw -285.564821 + Penalty 390.293813 = 104.728992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 37 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.468055 sec): 2 clusters Score: Raw -35621.315160 + Penalty 286.612440 = -35334.702720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.469604 sec): 3 clusters Score: Raw -34980.679659 + Penalty 577.613631 = -34403.066027 nChanged 312 SP:Iteration 1F (9.471090 sec): 3 clusters Score: Raw -35316.179819 + Penalty 574.079322 = -34742.100497 nChanged 86 SP:Iteration 2F (9.472568 sec): 3 clusters Score: Raw -35405.344407 + Penalty 580.019642 = -34825.324765 nChanged 49 SP:Iteration 3F (9.474027 sec): 3 clusters Score: Raw -35466.006546 + Penalty 608.392197 = -34857.614349 nChanged 48 SP:Iteration 4F (9.475486 sec): 3 clusters Score: Raw -35534.419174 + Penalty 670.289522 = -34864.129652 nChanged 42 SP:Iteration 5F (9.476957 sec): 3 clusters Score: Raw -35600.831649 + Penalty 813.947833 = -34786.883816 nChanged 35 SP:Iteration 6F (9.478417 sec): 3 clusters Score: Raw -35672.762117 + Penalty 897.505554 = -34775.256563 nChanged 11 SP:Iteration 7F (9.479919 sec): 3 clusters Score: Raw -35689.524122 + Penalty 910.717139 = -34778.806983 nChanged 1 SP:Iteration 8Q (9.481112 sec): 3 clusters Score: Raw -35690.509554 + Penalty 897.677030 = -34792.832524 nChanged 2 SP:Iteration 9Q (9.482298 sec): 3 clusters Score: Raw -35693.245252 + Penalty 855.322732 = -34837.922520 nChanged 3 SP:Iteration 10F (9.483792 sec): 3 clusters Score: Raw -35703.584762 + Penalty 855.322732 = -34848.262030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.485179 sec): 2 clusters Score: Raw -355.323943 + Penalty 208.494906 = -146.829038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.485415 sec): 3 clusters Score: Raw -349.078563 + Penalty 392.806442 = 43.727879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 40 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.486227 sec): 2 clusters Score: Raw -650.001800 + Penalty 253.034105 = -396.967694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.486462 sec): 3 clusters Score: Raw -644.346533 + Penalty 504.283925 = -140.062609 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 (9.487226 sec): 2 clusters Score: Raw -166.702461 + Penalty 147.633789 = -19.068672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.487436 sec): 3 clusters Score: Raw -158.745306 + Penalty 297.612748 = 138.867442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 44 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.488210 sec): 2 clusters Score: Raw -483.789412 + Penalty 244.758357 = -239.031055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.488434 sec): 3 clusters Score: Raw -487.288597 + Penalty 443.067199 = -44.221398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 45 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.489343 sec): 2 clusters Score: Raw -2864.110844 + Penalty 467.553331 = -2396.557513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.489651 sec): 3 clusters Score: Raw -2840.208266 + Penalty 938.189776 = -1902.018489 nChanged 4 SP:Iteration 1F (9.489955 sec): 3 clusters Score: Raw -2849.370075 + Penalty 938.189776 = -1911.180298 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 (9.490753 sec): 2 clusters Score: Raw -276.991049 + Penalty 78.096222 = -198.894827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.490970 sec): 3 clusters Score: Raw -276.711618 + Penalty 156.192444 = -120.519175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.491706 sec): 2 clusters Score: Raw -96.360632 + Penalty 69.435455 = -26.925177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.491899 sec): 2 clusters Score: Raw -96.360632 + Penalty 69.435455 = -26.925177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.492702 sec): 2 clusters Score: Raw -1270.599384 + Penalty 146.258216 = -1124.341168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.492963 sec): 3 clusters Score: Raw -1280.068234 + Penalty 292.749217 = -987.319016 nChanged 1 SP:Iteration 1Q (9.493217 sec): 3 clusters Score: Raw -1282.050168 + Penalty 292.749217 = -989.300951 nChanged 0 SP:Iteration 2F (9.493472 sec): 3 clusters Score: Raw -1282.050168 + Penalty 292.749217 = -989.300951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 49 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.494307 sec): 2 clusters Score: Raw -2613.112605 + Penalty 516.161050 = -2096.951554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.494593 sec): 3 clusters Score: Raw -2617.490316 + Penalty 1032.742082 = -1584.748234 nChanged 5 SP:Iteration 1F (9.494875 sec): 3 clusters Score: Raw -2626.614170 + Penalty 1032.278117 = -1594.336053 nChanged 2 SP:Iteration 2Q (9.495153 sec): 3 clusters Score: Raw -2631.292609 + Penalty 1031.517557 = -1599.775052 nChanged 1 SP:Iteration 3Q (9.495429 sec): 3 clusters Score: Raw -2632.370016 + Penalty 1030.659260 = -1601.710756 nChanged 1 SP:Iteration 4Q (9.495702 sec): 3 clusters Score: Raw -2633.850094 + Penalty 1032.726669 = -1601.123426 nChanged 1 SP:Iteration 5F (9.495981 sec): 3 clusters Score: Raw -2634.152599 + Penalty 1033.238459 = -1600.914140 nChanged 1 SP:Iteration 6F (9.496260 sec): 3 clusters Score: Raw -2636.780197 + Penalty 1031.853702 = -1604.926495 nChanged 4 SP:Iteration 7F (9.496544 sec): 3 clusters Score: Raw -2643.847905 + Penalty 1028.733770 = -1615.114135 nChanged 3 SP:Iteration 8F (9.496824 sec): 3 clusters Score: Raw -2646.080260 + Penalty 1028.733770 = -1617.346490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.497601 sec): 2 clusters Score: Raw -567.475631 + Penalty 281.177361 = -286.298270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.497825 sec): 3 clusters Score: Raw -568.723761 + Penalty 566.127464 = -2.596297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.498566 sec): 2 clusters Score: Raw -337.512673 + Penalty 192.632619 = -144.880053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.498783 sec): 3 clusters Score: Raw -334.308048 + Penalty 379.854286 = 45.546239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.499517 sec): 2 clusters Score: Raw -242.740278 + Penalty 184.130666 = -58.609611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.499730 sec): 3 clusters Score: Raw -230.924148 + Penalty 368.261332 = 137.337184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.500485 sec): 2 clusters Score: Raw -114.134722 + Penalty 90.131664 = -24.003058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.500692 sec): 3 clusters Score: Raw -103.108216 + Penalty 180.263327 = 77.155112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.501433 sec): 2 clusters Score: Raw -155.817632 + Penalty 76.338026 = -79.479606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.501642 sec): 3 clusters Score: Raw -148.895730 + Penalty 170.279116 = 21.383387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 58 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.502464 sec): 2 clusters Score: Raw -2097.216648 + Penalty 289.111756 = -1808.104891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.502741 sec): 3 clusters Score: Raw -2076.350273 + Penalty 577.630318 = -1498.719954 nChanged 4 SP:Iteration 1F (9.503010 sec): 3 clusters Score: Raw -2086.272028 + Penalty 569.991057 = -1516.280971 nChanged 4 SP:Iteration 2F (9.503281 sec): 3 clusters Score: Raw -2096.463538 + Penalty 555.079732 = -1541.383805 nChanged 3 SP:Iteration 3F (9.503549 sec): 3 clusters Score: Raw -2106.081048 + Penalty 543.417509 = -1562.663539 nChanged 1 SP:Iteration 4Q (9.503811 sec): 3 clusters Score: Raw -2104.853484 + Penalty 543.417509 = -1561.435975 nChanged 0 SP:Iteration 5F (9.504079 sec): 3 clusters Score: Raw -2104.853484 + Penalty 543.417509 = -1561.435975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 59 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.504845 sec): 2 clusters Score: Raw -579.193859 + Penalty 200.821102 = -378.372757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.505074 sec): 3 clusters Score: Raw -583.591518 + Penalty 392.955389 = -190.636129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.505821 sec): 2 clusters Score: Raw -438.372915 + Penalty 265.644255 = -172.728660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.506044 sec): 3 clusters Score: Raw -448.605358 + Penalty 513.657110 = 65.051752 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 (9.506807 sec): 2 clusters Score: Raw -780.884497 + Penalty 389.959419 = -390.925077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.507039 sec): 3 clusters Score: Raw -816.436346 + Penalty 780.735999 = -35.700347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.507815 sec): 2 clusters Score: Raw -1086.018244 + Penalty 288.633532 = -797.384712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.508059 sec): 3 clusters Score: Raw -1089.300077 + Penalty 579.775212 = -509.524865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.509549 sec): 2 clusters Score: Raw -7660.855693 + Penalty 243.169585 = -7417.686109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.510034 sec): 3 clusters Score: Raw -7583.860410 + Penalty 486.691900 = -7097.168510 nChanged 51 SP:Iteration 1F (9.510509 sec): 3 clusters Score: Raw -7618.627549 + Penalty 484.551991 = -7134.075558 nChanged 22 SP:Iteration 2F (9.510985 sec): 3 clusters Score: Raw -7640.410753 + Penalty 475.289861 = -7165.120892 nChanged 9 SP:Iteration 3F (9.511476 sec): 3 clusters Score: Raw -7664.192330 + Penalty 456.992368 = -7207.199962 nChanged 13 SP:Iteration 4F (9.511945 sec): 3 clusters Score: Raw -7678.605949 + Penalty 458.783750 = -7219.822198 nChanged 9 SP:Iteration 5F (9.512417 sec): 3 clusters Score: Raw -7686.593194 + Penalty 466.507788 = -7220.085406 nChanged 5 SP:Iteration 6Q (9.512889 sec): 3 clusters Score: Raw -7691.781444 + Penalty 464.130879 = -7227.650565 nChanged 5 SP:Iteration 7Q (9.513340 sec): 3 clusters Score: Raw -7697.256830 + Penalty 446.988832 = -7250.267998 nChanged 3 SP:Iteration 8Q (9.513780 sec): 3 clusters Score: Raw -7701.941128 + Penalty 451.978910 = -7249.962218 nChanged 1 SP:Iteration 9F (9.514258 sec): 3 clusters Score: Raw -7702.277708 + Penalty 456.879295 = -7245.398413 nChanged 1 SP:Iteration 10F (9.514752 sec): 3 clusters Score: Raw -7702.478427 + Penalty 465.335049 = -7237.143377 nChanged 1 SP:Iteration 11F (9.515228 sec): 3 clusters Score: Raw -7703.835826 + Penalty 465.335049 = -7238.500777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.516114 sec): 2 clusters Score: Raw -116.672722 + Penalty 84.887473 = -31.785249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.516323 sec): 3 clusters Score: Raw -104.717352 + Penalty 169.774946 = 65.057594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.517080 sec): 2 clusters Score: Raw -221.854308 + Penalty 123.961324 = -97.892983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.517293 sec): 3 clusters Score: Raw -213.883351 + Penalty 236.287490 = 22.404139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.518025 sec): 2 clusters Score: Raw -96.476591 + Penalty 60.222437 = -36.254154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.518218 sec): 2 clusters Score: Raw -96.476591 + Penalty 60.222437 = -36.254154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 80 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.518966 sec): 2 clusters Score: Raw -534.125082 + Penalty 94.592793 = -439.532289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.519190 sec): 3 clusters Score: Raw -538.725651 + Penalty 190.608623 = -348.117027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.519911 sec): 2 clusters Score: Raw -51.113479 + Penalty 0.000000 = -51.113479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.520098 sec): 2 clusters Score: Raw -51.113479 + Penalty 0.000000 = -51.113479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.520823 sec): 2 clusters Score: Raw -115.527555 + Penalty 88.907910 = -26.619646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.521015 sec): 2 clusters Score: Raw -115.527555 + Penalty 88.907910 = -26.619646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.521747 sec): 2 clusters Score: Raw -244.707111 + Penalty 186.486307 = -58.220803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.521960 sec): 3 clusters Score: Raw -235.220284 + Penalty 361.262798 = 126.042514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.522695 sec): 2 clusters Score: Raw -338.355383 + Penalty 167.939983 = -170.415400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.522931 sec): 3 clusters Score: Raw -329.054351 + Penalty 354.978178 = 25.923827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.523658 sec): 2 clusters Score: Raw -49.587784 + Penalty 0.000000 = -49.587784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.523847 sec): 2 clusters Score: Raw -49.587784 + Penalty 0.000000 = -49.587784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.524574 sec): 2 clusters Score: Raw -97.171920 + Penalty 57.847072 = -39.324848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.524772 sec): 3 clusters Score: Raw -98.258299 + Penalty 115.694144 = 17.435846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.525510 sec): 2 clusters Score: Raw -373.943297 + Penalty 157.549527 = -216.393770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.525730 sec): 3 clusters Score: Raw -372.775358 + Penalty 286.709103 = -86.066255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.526468 sec): 2 clusters Score: Raw -226.215251 + Penalty 142.964310 = -83.250941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.526682 sec): 3 clusters Score: Raw -217.134179 + Penalty 284.351774 = 67.217595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.527423 sec): 2 clusters Score: Raw -165.199802 + Penalty 99.986096 = -65.213706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.527632 sec): 3 clusters Score: Raw -156.624274 + Penalty 197.719436 = 41.095162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.528367 sec): 2 clusters Score: Raw -243.106359 + Penalty 68.842042 = -174.264318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.528573 sec): 3 clusters Score: Raw -240.464568 + Penalty 155.046159 = -85.418409 nChanged 1 SP:Iteration 1F (9.528775 sec): 3 clusters Score: Raw -246.166987 + Penalty 155.046159 = -91.120828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.529512 sec): 2 clusters Score: Raw -309.807814 + Penalty 81.536162 = -228.271652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.529721 sec): 3 clusters Score: Raw -307.362226 + Penalty 139.185395 = -168.176830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.530445 sec): 2 clusters Score: Raw -52.425899 + Penalty 0.000000 = -52.425899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.530636 sec): 2 clusters Score: Raw -52.425899 + Penalty 0.000000 = -52.425899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.531380 sec): 2 clusters Score: Raw -173.524989 + Penalty 142.895842 = -30.629147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.531576 sec): 2 clusters Score: Raw -173.524989 + Penalty 142.895842 = -30.629147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.532320 sec): 2 clusters Score: Raw -114.033084 + Penalty 87.064708 = -26.968376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.532528 sec): 3 clusters Score: Raw -103.992554 + Penalty 174.129416 = 70.136862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.533269 sec): 2 clusters Score: Raw -158.729386 + Penalty 101.933421 = -56.795965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.533479 sec): 3 clusters Score: Raw -153.412735 + Penalty 224.106888 = 70.694153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 116 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.534221 sec): 2 clusters Score: Raw -439.168074 + Penalty 269.439888 = -169.728186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.534443 sec): 3 clusters Score: Raw -431.060637 + Penalty 532.924209 = 101.863572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.535186 sec): 2 clusters Score: Raw -427.669666 + Penalty 210.919288 = -216.750378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.535410 sec): 3 clusters Score: Raw -427.438948 + Penalty 421.838576 = -5.600372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.536137 sec): 2 clusters Score: Raw -108.763759 + Penalty 70.928787 = -37.834972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.536330 sec): 2 clusters Score: Raw -108.763759 + Penalty 70.928787 = -37.834972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.537062 sec): 2 clusters Score: Raw -159.017938 + Penalty 110.664210 = -48.353728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.537257 sec): 2 clusters Score: Raw -159.017938 + Penalty 110.664210 = -48.353728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.537978 sec): 2 clusters Score: Raw -51.795031 + Penalty 0.000000 = -51.795031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.538167 sec): 2 clusters Score: Raw -51.795031 + Penalty 0.000000 = -51.795031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.538886 sec): 2 clusters Score: Raw -52.001322 + Penalty 0.000000 = -52.001322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.539073 sec): 2 clusters Score: Raw -52.001322 + Penalty 0.000000 = -52.001322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.539791 sec): 2 clusters Score: Raw -49.468366 + Penalty 0.000000 = -49.468366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.539978 sec): 2 clusters Score: Raw -49.468366 + Penalty 0.000000 = -49.468366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.540708 sec): 2 clusters Score: Raw -213.732601 + Penalty 117.367847 = -96.364755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.540919 sec): 3 clusters Score: Raw -208.898913 + Penalty 234.735693 = 25.836780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.541652 sec): 2 clusters Score: Raw -52.002844 + Penalty 0.000000 = -52.002844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.541839 sec): 2 clusters Score: Raw -52.002844 + Penalty 0.000000 = -52.002844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.542570 sec): 2 clusters Score: Raw -216.625195 + Penalty 135.830789 = -80.794405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.542767 sec): 2 clusters Score: Raw -216.625195 + Penalty 135.830789 = -80.794405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.543487 sec): 2 clusters Score: Raw -51.844860 + Penalty 0.000000 = -51.844860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.543676 sec): 2 clusters Score: Raw -51.844860 + Penalty 0.000000 = -51.844860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.544395 sec): 2 clusters Score: Raw -52.041250 + Penalty 0.000000 = -52.041250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.544583 sec): 2 clusters Score: Raw -52.041250 + Penalty 0.000000 = -52.041250 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 (9.545310 sec): 2 clusters Score: Raw -171.362655 + Penalty 116.833378 = -54.529278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.545519 sec): 3 clusters Score: Raw -162.694940 + Penalty 222.297090 = 59.602150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.546244 sec): 2 clusters Score: Raw -116.176047 + Penalty 79.423749 = -36.752299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.546452 sec): 3 clusters Score: Raw -103.940382 + Penalty 158.847497 = 54.907115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.547172 sec): 2 clusters Score: Raw -49.285025 + Penalty 0.000000 = -49.285025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.547361 sec): 2 clusters Score: Raw -49.285025 + Penalty 0.000000 = -49.285025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.548080 sec): 2 clusters Score: Raw -49.957479 + Penalty 0.000000 = -49.957479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.548269 sec): 2 clusters Score: Raw -49.957479 + Penalty 0.000000 = -49.957479 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 (9.548997 sec): 2 clusters Score: Raw -230.786252 + Penalty 132.833518 = -97.952734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.549192 sec): 2 clusters Score: Raw -230.786252 + Penalty 132.833518 = -97.952734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.549933 sec): 2 clusters Score: Raw -377.430034 + Penalty 72.683865 = -304.746170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.550147 sec): 3 clusters Score: Raw -376.670164 + Penalty 154.651095 = -222.019069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.550880 sec): 2 clusters Score: Raw -48.918879 + Penalty 0.000000 = -48.918879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.551068 sec): 2 clusters Score: Raw -48.918879 + Penalty 0.000000 = -48.918879 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 (9.551793 sec): 2 clusters Score: Raw -99.298103 + Penalty 49.170352 = -50.127751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.551995 sec): 3 clusters Score: Raw -95.313388 + Penalty 98.340705 = 3.027317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.552708 sec): 2 clusters Score: Raw -44.686891 + Penalty 0.000000 = -44.686891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.552888 sec): 2 clusters Score: Raw -44.686891 + Penalty 0.000000 = -44.686891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 169 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.553632 sec): 2 clusters Score: Raw -502.827797 + Penalty 50.622423 = -452.205373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.553844 sec): 3 clusters Score: Raw -503.250398 + Penalty 102.040579 = -401.209819 nChanged 0 Deleting Class 41 (3 points): Lose 40.140088 but Gain 1360.724678 Iteration 20F (10.644904 sec): 93 clusters Score: Raw -1365685.790705 + Penalty 87736.251183 = -1277949.539522 nChanged 74 Deleting Class 56 (2 points): Lose 2.255748 but Gain 1316.681928 Iteration 21Q (10.738738 sec): 92 clusters Score: Raw -1365831.098828 + Penalty 86427.544648 = -1279403.554180 nChanged 41 Deleting Class 142 (1 points): Lose 4.094422 but Gain 1315.748186 Iteration 22Q (10.830396 sec): 91 clusters Score: Raw -1365905.707426 + Penalty 85137.714130 = -1280767.993296 nChanged 23 Deleting Class 83 (4 points): Lose 55.382981 but Gain 1362.135907 Iteration 23Q (10.922544 sec): 90 clusters Score: Raw -1365886.156988 + Penalty 83912.332371 = -1281973.824617 nChanged 17 Deleting Class 110 (3 points): Lose 12.324905 but Gain 1317.055538 Iteration 24Q (11.011991 sec): 89 clusters Score: Raw -1365942.146785 + Penalty 82611.939483 = -1283330.207302 nChanged 17 Deleting Class 62 (13 points): Lose 240.417995 but Gain 1539.464110 Iteration 25Q (11.102764 sec): 88 clusters Score: Raw -1365721.424300 + Penalty 82201.762689 = -1283519.661612 nChanged 29 Deleting Class 116 (7 points): Lose 115.140918 but Gain 1402.064699 Iteration 26Q (11.192437 sec): 87 clusters Score: Raw -1365877.227322 + Penalty 81002.498887 = -1284874.728436 nChanged 22 Deleting Class 71 (3 points): Lose 50.528062 but Gain 1334.837977 Iteration 27Q (11.281503 sec): 86 clusters Score: Raw -1365910.792753 + Penalty 79731.989228 = -1286178.803524 nChanged 20 Deleting Class 134 (2 points): Lose 32.184228 but Gain 1312.713458 Iteration 28Q (11.370341 sec): 85 clusters Score: Raw -1365934.393757 + Penalty 78731.273909 = -1287203.119847 nChanged 14 Deleting Class 113 (2 points): Lose 7.394911 but Gain 1271.878530 Iteration 29Q (11.459064 sec): 84 clusters Score: Raw -1365962.667537 + Penalty 77460.957538 = -1288501.709999 nChanged 15 Deleting Class 82 (2 points): Lose 36.269148 but Gain 1298.804809 Iteration 30F (12.416903 sec): 83 clusters Score: Raw -1365963.110073 + Penalty 76228.164256 = -1289734.945817 nChanged 17 Deleting Class 54 (4 points): Lose 86.978508 but Gain 1344.929799 Iteration 31Q (12.505150 sec): 82 clusters Score: Raw -1365989.535632 + Penalty 74998.000337 = -1290991.535294 nChanged 22 Deleting Class 126 (2 points): Lose 37.035020 but Gain 1291.068540 Iteration 32Q (12.593925 sec): 81 clusters Score: Raw -1366060.107778 + Penalty 73866.508479 = -1292193.599299 nChanged 18 Deleting Class 49 (42 points): Lose 161.951215 but Gain 1398.341566 Iteration 33Q (12.682367 sec): 80 clusters Score: Raw -1365945.169825 + Penalty 72634.378034 = -1293310.791792 nChanged 51 Deleting Class 103 (1 points): Lose 8.000216 but Gain 1212.270274 Iteration 34Q (12.771379 sec): 79 clusters Score: Raw -1366031.184645 + Penalty 71489.537399 = -1294541.647246 nChanged 16 Deleting Class 50 (10 points): Lose 39.169804 but Gain 1236.498545 Iteration 35Q (12.858114 sec): 78 clusters Score: Raw -1366006.852328 + Penalty 70086.270848 = -1295920.581480 nChanged 20 Deleting Class 34 (5 points): Lose 59.521885 but Gain 1247.183346 Iteration 36Q (12.944470 sec): 77 clusters Score: Raw -1365985.408777 + Penalty 68952.413298 = -1297032.995480 nChanged 27 Deleting Class 61 (8 points): Lose 107.809600 but Gain 1293.548333 Iteration 37Q (13.031011 sec): 76 clusters Score: Raw -1365943.506529 + Penalty 67698.275294 = -1298245.231236 nChanged 28 Deleting Class 68 (38 points): Lose 90.037440 but Gain 1253.660196 Iteration 38Q (13.117636 sec): 75 clusters Score: Raw -1365910.411974 + Penalty 66607.139427 = -1299303.272547 nChanged 53 Deleting Class 39 (9 points): Lose 118.299771 but Gain 1267.720718 Iteration 39Q (13.203889 sec): 74 clusters Score: Raw -1365886.546512 + Penalty 65658.366296 = -1300228.180216 nChanged 34 Deleting Class 149 (7 points): Lose 242.548220 but Gain 1389.736195 Iteration 40F (14.051304 sec): 73 clusters Score: Raw -1365801.021818 + Penalty 64595.857905 = -1301205.163913 nChanged 35 Deleting Class 132 (4 points): Lose 89.078939 but Gain 1256.805687 Iteration 41Q (14.137742 sec): 72 clusters Score: Raw -1365965.486824 + Penalty 63549.974192 = -1302415.512631 nChanged 34 Deleting Class 92 (6 points): Lose 73.696673 but Gain 1231.008416 Iteration 42Q (14.222651 sec): 71 clusters Score: Raw -1366040.761872 + Penalty 62475.657693 = -1303565.104178 nChanged 28 Deleting Class 138 (1 points): Lose 25.736062 but Gain 1171.276021 Iteration 43Q (14.307118 sec): 70 clusters Score: Raw -1366112.147513 + Penalty 61423.255541 = -1304688.891972 nChanged 23 Deleting Class 12 (6 points): Lose 55.317881 but Gain 1159.724008 Iteration 44Q (14.391523 sec): 69 clusters Score: Raw -1366154.513368 + Penalty 60347.671022 = -1305806.842346 nChanged 24 Deleting Class 120 (8 points): Lose 241.378592 but Gain 1345.149924 Iteration 45Q (14.474573 sec): 68 clusters Score: Raw -1365985.888330 + Penalty 59282.306182 = -1306703.582148 nChanged 22 Deleting Class 31 (5 points): Lose 18.216088 but Gain 1117.473934 Iteration 46Q (14.558979 sec): 67 clusters Score: Raw -1366140.421013 + Penalty 58088.560920 = -1308051.860093 nChanged 18 Deleting Class 44 (9 points): Lose 78.216533 but Gain 1127.955665 Iteration 47Q (14.641094 sec): 66 clusters Score: Raw -1366125.835022 + Penalty 57011.143242 = -1309114.691779 nChanged 26 Deleting Class 85 (11 points): Lose 135.947988 but Gain 1184.236164 Iteration 48Q (14.722619 sec): 65 clusters Score: Raw -1366082.574142 + Penalty 54925.008080 = -1311157.566062 nChanged 27 Deleting Class 21 (4 points): Lose 10.051292 but Gain 1055.371982 Iteration 49Q (14.805488 sec): 63 clusters Score: Raw -1366203.974329 + Penalty 53925.104489 = -1312278.869840 nChanged 18 Deleting Class 51 (6 points): Lose 30.573412 but Gain 1088.626921 Iteration 50F (15.540224 sec): 62 clusters Score: Raw -1366238.199212 + Penalty 52893.194497 = -1313345.004714 nChanged 22 Deleting Class 40 (16 points): Lose 147.717911 but Gain 1184.149262 Iteration 51Q (15.622530 sec): 61 clusters Score: Raw -1366151.736348 + Penalty 51785.816027 = -1314365.920321 nChanged 26 Deleting Class 24 (6 points): Lose 19.876357 but Gain 1023.919504 Iteration 52Q (15.704346 sec): 60 clusters Score: Raw -1366239.295571 + Penalty 50842.937291 = -1315396.358280 nChanged 13 Deleting Class 157 (9 points): Lose 112.189487 but Gain 1113.425645 Iteration 53Q (15.785489 sec): 59 clusters Score: Raw -1366149.797853 + Penalty 49875.336901 = -1316274.460952 nChanged 16 Deleting Class 131 (1 points): Lose 19.526425 but Gain 1012.339133 Iteration 54Q (15.865886 sec): 58 clusters Score: Raw -1366194.718080 + Penalty 48904.786662 = -1317289.931418 nChanged 11 Deleting Class 150 (1 points): Lose 12.211692 but Gain 998.687760 Iteration 55Q (15.945577 sec): 57 clusters Score: Raw -1366202.140057 + Penalty 48007.771798 = -1318194.368259 nChanged 9 Deleting Class 118 (7 points): Lose 26.785373 but Gain 1009.641137 Iteration 56Q (16.024658 sec): 56 clusters Score: Raw -1366194.720240 + Penalty 47041.803336 = -1319152.916904 nChanged 11 Deleting Class 75 (5 points): Lose 41.064460 but Gain 1017.089390 Iteration 57Q (16.103441 sec): 55 clusters Score: Raw -1366187.402144 + Penalty 45998.844572 = -1320188.557572 nChanged 8 Deleting Class 144 (8 points): Lose 80.296330 but Gain 1036.513844 Iteration 58Q (16.182022 sec): 54 clusters Score: Raw -1366130.989542 + Penalty 44945.356287 = -1321185.633255 nChanged 10 Deleting Class 93 (4 points): Lose 33.090848 but Gain 988.885280 Iteration 59Q (16.260094 sec): 53 clusters Score: Raw -1366137.944664 + Penalty 43982.373037 = -1322155.571627 nChanged 7 Deleting Class 161 (3 points): Lose 30.991483 but Gain 986.758924 Iteration 60F (16.870395 sec): 52 clusters Score: Raw -1366121.810303 + Penalty 43022.024295 = -1323099.786008 nChanged 6 Deleting Class 137 (4 points): Lose 54.053992 but Gain 992.137159 Iteration 61Q (16.949062 sec): 51 clusters Score: Raw -1366076.739709 + Penalty 42072.357003 = -1324004.382705 nChanged 6 Deleting Class 45 (68 points): Lose 308.957962 but Gain 1241.690689 Iteration 62Q (17.025465 sec): 50 clusters Score: Raw -1365783.550108 + Penalty 41008.815727 = -1324774.734381 nChanged 70 Deleting Class 47 (4 points): Lose 49.961241 but Gain 978.742169 Iteration 63Q (17.104865 sec): 49 clusters Score: Raw -1365856.042634 + Penalty 39123.660711 = -1326732.381923 nChanged 27 Deleting Class 115 (3 points): Lose 16.709269 but Gain 939.509330 Iteration 64Q (17.180763 sec): 47 clusters Score: Raw -1365884.966760 + Penalty 38199.479013 = -1327685.487747 nChanged 13 Deleting Class 33 (3 points): Lose 6.751698 but Gain 903.831614 Iteration 65Q (17.256279 sec): 46 clusters Score: Raw -1365880.957965 + Penalty 37303.841563 = -1328577.116402 nChanged 12 Deleting Class 133 (7 points): Lose 97.492270 but Gain 981.854806 Iteration 66Q (17.330664 sec): 45 clusters Score: Raw -1365788.638776 + Penalty 36530.351783 = -1329258.286993 nChanged 13 Deleting Class 57 (6 points): Lose 40.882285 but Gain 914.962757 Iteration 67Q (17.404618 sec): 44 clusters Score: Raw -1365801.963523 + Penalty 35673.353478 = -1330128.610045 nChanged 7 Deleting Class 77 (3 points): Lose 28.331211 but Gain 863.729318 Iteration 68Q (17.477877 sec): 43 clusters Score: Raw -1365783.887570 + Penalty 34830.002233 = -1330953.885338 nChanged 9 Deleting Class 59 (20 points): Lose 152.850259 but Gain 976.945484 Iteration 69Q (17.551844 sec): 42 clusters Score: Raw -1365644.201967 + Penalty 34012.095576 = -1331632.106391 nChanged 23 Deleting Class 89 (2 points): Lose 25.418088 but Gain 845.054792 Iteration 70F (18.041895 sec): 41 clusters Score: Raw -1365694.647331 + Penalty 33285.872371 = -1332408.774960 nChanged 13 Deleting Class 20 (1 points): Lose 1.827318 but Gain 819.341591 Iteration 71Q (18.115139 sec): 40 clusters Score: Raw -1365726.782685 + Penalty 32468.260492 = -1333258.522193 nChanged 6 Deleting Class 124 (6 points): Lose 59.992306 but Gain 874.419131 Iteration 72Q (18.188532 sec): 39 clusters Score: Raw -1365675.729281 + Penalty 31599.593132 = -1334076.136148 nChanged 8 Deleting Class 156 (1 points): Lose 13.139189 but Gain 825.776501 Iteration 73Q (18.261484 sec): 38 clusters Score: Raw -1365678.618083 + Penalty 30784.134521 = -1334894.483563 nChanged 8 Deleting Class 27 (2 points): Lose 21.840783 but Gain 832.675151 Iteration 74Q (18.332444 sec): 37 clusters Score: Raw -1365667.168045 + Penalty 29957.929415 = -1335709.238630 nChanged 5 Deleting Class 58 (33 points): Lose 56.997476 but Gain 853.800868 Iteration 75Q (18.402578 sec): 36 clusters Score: Raw -1365618.888590 + Penalty 29117.074363 = -1336501.814227 nChanged 36 Deleting Class 91 (8 points): Lose 54.823398 but Gain 842.702298 Iteration 76Q (18.473757 sec): 35 clusters Score: Raw -1365592.186697 + Penalty 28302.598493 = -1337289.588204 nChanged 11 Deleting Class 159 (1 points): Lose 1.134855 but Gain 747.003500 Iteration 77Q (18.543333 sec): 34 clusters Score: Raw -1365620.473683 + Penalty 27559.653227 = -1338060.820456 nChanged 2 Deleting Class 8 (22 points): Lose 135.985184 but Gain 868.186757 Iteration 78Q (18.613487 sec): 33 clusters Score: Raw -1365486.860337 + Penalty 26702.442012 = -1338784.418325 nChanged 22 Deleting Class 88 (1 points): Lose 13.702198 but Gain 709.327204 Iteration 79Q (18.683471 sec): 32 clusters Score: Raw -1365530.324581 + Penalty 25968.530207 = -1339561.794374 nChanged 6 Deleting Class 94 (11 points): Lose 86.972580 but Gain 609.947102 Iteration 80F (19.059889 sec): 31 clusters Score: Raw -1365452.565629 + Penalty 25367.987972 = -1340084.577656 nChanged 16 Deleting Class 80 (47 points): Lose 787.286789 but Gain 1296.314087 Iteration 81Q (19.128094 sec): 30 clusters Score: Raw -1364695.742090 + Penalty 24320.156773 = -1340375.585317 nChanged 49 Deleting Class 101 (6 points): Lose 13.696402 but Gain 460.786243 Iteration 82Q (19.197051 sec): 29 clusters Score: Raw -1365048.812551 + Penalty 23745.808110 = -1341303.004441 nChanged 28 Deleting Class 46 (6 points): Lose 102.717344 but Gain 441.346070 Iteration 83Q (19.265040 sec): 28 clusters Score: Raw -1364983.169289 + Penalty 23300.556277 = -1341682.613013 nChanged 21 Deleting Class 3 (150 points): Lose 398.908970 but Gain 697.564503 Iteration 84Q (19.333194 sec): 27 clusters Score: Raw -1364611.580883 + Penalty 22696.035312 = -1341915.545571 nChanged 160 Deleting Class 169 (15 points): Lose 163.743854 but Gain 448.975652 Iteration 85Q (19.401100 sec): 26 clusters Score: Raw -1364648.733809 + Penalty 22247.995885 = -1342400.737925 nChanged 29 Deleting Class 14 (61 points): Lose 590.172148 but Gain 796.916464 Iteration 86Q (19.466579 sec): 25 clusters Score: Raw -1364079.330365 + Penalty 21528.125311 = -1342551.205054 nChanged 74 Deleting Class 164 (1 points): Lose 8.409598 but Gain 145.932799 Iteration 87Q (19.532143 sec): 24 clusters Score: Raw -1364266.483926 + Penalty 21416.695358 = -1342849.788568 nChanged 27 Iteration 88Q (19.598378 sec): 24 clusters Score: Raw -1364286.077777 + Penalty 21441.360896 = -1342844.716881 nChanged 12 Iteration 89F (19.889426 sec): 24 clusters Score: Raw -1364311.387485 + Penalty 21451.096071 = -1342860.291414 nChanged 11 Iteration 90F (20.179404 sec): 24 clusters Score: Raw -1364319.503822 + Penalty 21457.986030 = -1342861.517792 nChanged 7 Iteration 91Q (20.243454 sec): 24 clusters Score: Raw -1364319.402425 + Penalty 21461.771029 = -1342857.631396 nChanged 3 Iteration 92F (20.537141 sec): 24 clusters Score: Raw -1364319.382507 + Penalty 21464.198522 = -1342855.183985 nChanged 1 Iteration 93F (20.826649 sec): 24 clusters Score: Raw -1364319.614600 + Penalty 21464.198522 = -1342855.416078 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 -1364319.614600 + Penalty 21464.198522 = -1342855.416078Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 1 (2276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.884840 sec): 2 clusters Score: Raw -168128.556502 + Penalty 1256.130675 = -166872.425827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.889145 sec): 3 clusters Score: Raw -165814.659434 + Penalty 2512.255337 = -163302.404097 nChanged 851 SP:Iteration 1F (20.893373 sec): 3 clusters Score: Raw -166898.233338 + Penalty 2512.241361 = -164385.991978 nChanged 383 SP:Iteration 2F (20.897629 sec): 3 clusters Score: Raw -167447.224362 + Penalty 2512.254464 = -164934.969898 nChanged 223 SP:Iteration 3F (20.901988 sec): 3 clusters Score: Raw -167720.237646 + Penalty 2512.243311 = -165207.994335 nChanged 134 SP:Iteration 4F (20.906335 sec): 3 clusters Score: Raw -167897.033878 + Penalty 2512.283662 = -165384.750216 nChanged 88 SP:Iteration 5Q (20.909820 sec): 3 clusters Score: Raw -168061.987814 + Penalty 2512.283989 = -165549.703825 nChanged 32 SP:Iteration 6Q (20.913052 sec): 3 clusters Score: Raw -168129.091658 + Penalty 2512.284049 = -165616.807609 nChanged 6 SP:Iteration 7Q (20.916324 sec): 3 clusters Score: Raw -168127.540231 + Penalty 2512.284059 = -165615.256171 nChanged 1 SP:Iteration 8F (20.920411 sec): 3 clusters Score: Raw -168124.981461 + Penalty 1256.130675 = -166868.850786 nChanged 2 SP:Iteration 9Q (20.924117 sec): 2 clusters Score: Raw -168128.556502 + Penalty 1256.130675 = -166872.425827 nChanged 0 SP:Iteration 10F (20.927930 sec): 2 clusters Score: Raw -168128.556502 + Penalty 1256.130675 = -166872.425827 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.934397 sec): 2 clusters Score: Raw -135024.586392 + Penalty 972.103541 = -134052.482851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.938176 sec): 3 clusters Score: Raw -133430.545719 + Penalty 1945.032742 = -131485.512978 nChanged 821 SP:Iteration 1F (20.941899 sec): 3 clusters Score: Raw -134531.417283 + Penalty 1946.894290 = -132584.522993 nChanged 357 SP:Iteration 2F (20.945653 sec): 3 clusters Score: Raw -135336.503673 + Penalty 1949.113648 = -133387.390025 nChanged 230 SP:Iteration 3F (20.949411 sec): 3 clusters Score: Raw -135598.497418 + Penalty 1945.989269 = -133652.508149 nChanged 94 SP:Iteration 4Q (20.953106 sec): 3 clusters Score: Raw -135672.109075 + Penalty 1945.881740 = -133726.227335 nChanged 42 SP:Iteration 5Q (20.956637 sec): 3 clusters Score: Raw -135701.463560 + Penalty 1944.939105 = -133756.524455 nChanged 34 SP:Iteration 6Q (20.960153 sec): 3 clusters Score: Raw -135725.297934 + Penalty 1945.518648 = -133779.779285 nChanged 26 SP:Iteration 7Q (20.963642 sec): 3 clusters Score: Raw -135746.758248 + Penalty 1944.763029 = -133801.995220 nChanged 17 SP:Iteration 8Q (20.967139 sec): 3 clusters Score: Raw -135757.433510 + Penalty 1944.568199 = -133812.865311 nChanged 10 SP:Iteration 9Q (20.970617 sec): 3 clusters Score: Raw -135761.613019 + Penalty 1944.104463 = -133817.508555 nChanged 9 SP:Iteration 10F (20.974355 sec): 3 clusters Score: Raw -135764.202573 + Penalty 1943.872057 = -133820.330516 nChanged 6 SP:Iteration 11Q (20.977912 sec): 3 clusters Score: Raw -135763.994749 + Penalty 1943.919274 = -133820.075476 nChanged 4 SP:Iteration 12F (20.981907 sec): 3 clusters Score: Raw -135765.040561 + Penalty 1943.958348 = -133821.082213 nChanged 1 SP:Iteration 13Q (20.985714 sec): 3 clusters Score: Raw -135766.268013 + Penalty 1943.903570 = -133822.364444 nChanged 1 SP:Iteration 14Q (20.989309 sec): 3 clusters Score: Raw -135766.952322 + Penalty 1943.664606 = -133823.287715 nChanged 1 SP:Iteration 15Q (20.992793 sec): 3 clusters Score: Raw -135768.175005 + Penalty 1943.453352 = -133824.721653 nChanged 1 SP:Iteration 16Q (20.996401 sec): 3 clusters Score: Raw -135769.428731 + Penalty 1943.217585 = -133826.211146 nChanged 1 SP:Iteration 17Q (20.999907 sec): 3 clusters Score: Raw -135770.491543 + Penalty 1943.217585 = -133827.273959 nChanged 0 SP:Iteration 18F (21.003738 sec): 3 clusters Score: Raw -135770.491543 + Penalty 1943.217585 = -133827.273959 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 4 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.008134 sec): 2 clusters Score: Raw -47496.732521 + Penalty 47.705063 = -47449.027457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.010633 sec): 3 clusters Score: Raw -46749.614336 + Penalty 101.468710 = -46648.145626 nChanged 577 SP:Iteration 1F (21.013128 sec): 3 clusters Score: Raw -47226.055405 + Penalty 103.958006 = -47122.097399 nChanged 61 SP:Iteration 2Q (21.015609 sec): 3 clusters Score: Raw -47270.509995 + Penalty 111.274273 = -47159.235722 nChanged 67 SP:Iteration 3F (21.018081 sec): 3 clusters Score: Raw -47342.864951 + Penalty 124.872617 = -47217.992334 nChanged 62 SP:Iteration 4Q (21.020570 sec): 3 clusters Score: Raw -47434.978763 + Penalty 123.963374 = -47311.015389 nChanged 26 SP:Iteration 5Q (21.022884 sec): 3 clusters Score: Raw -47461.805026 + Penalty 112.855041 = -47348.949985 nChanged 11 SP:Iteration 6Q (21.024978 sec): 3 clusters Score: Raw -47477.601125 + Penalty 115.433267 = -47362.167857 nChanged 6 SP:Iteration 7Q (21.027024 sec): 3 clusters Score: Raw -47481.301488 + Penalty 117.249247 = -47364.052241 nChanged 4 SP:Iteration 8Q (21.029172 sec): 3 clusters Score: Raw -47483.910381 + Penalty 119.276597 = -47364.633784 nChanged 4 SP:Iteration 9Q (21.031190 sec): 3 clusters Score: Raw -47485.485195 + Penalty 125.786616 = -47359.698580 nChanged 7 SP:Iteration 10F (21.033631 sec): 3 clusters Score: Raw -47489.541616 + Penalty 127.927558 = -47361.614058 nChanged 6 SP:Iteration 11Q (21.035547 sec): 3 clusters Score: Raw -47493.155380 + Penalty 133.488310 = -47359.667069 nChanged 5 SP:Iteration 12F (21.037941 sec): 3 clusters Score: Raw -47495.657254 + Penalty 139.298695 = -47356.358559 nChanged 3 SP:Iteration 13F (21.040328 sec): 3 clusters Score: Raw -47497.603027 + Penalty 146.990990 = -47350.612037 nChanged 3 SP:Iteration 14F (21.042714 sec): 3 clusters Score: Raw -47498.931696 + Penalty 149.783623 = -47349.148073 nChanged 1 SP:Iteration 15F (21.045102 sec): 3 clusters Score: Raw -47499.054096 + Penalty 149.783623 = -47349.270473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 5 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.047472 sec): 2 clusters Score: Raw -22061.726028 + Penalty 846.940356 = -21214.785672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.048316 sec): 3 clusters Score: Raw -21677.020160 + Penalty 1695.242755 = -19981.777404 nChanged 112 SP:Iteration 1F (21.049149 sec): 3 clusters Score: Raw -21973.977036 + Penalty 1685.223787 = -20288.753250 nChanged 37 SP:Iteration 2F (21.049982 sec): 3 clusters Score: Raw -22107.196491 + Penalty 1681.382343 = -20425.814147 nChanged 17 SP:Iteration 3Q (21.050719 sec): 3 clusters Score: Raw -22136.323287 + Penalty 1685.235005 = -20451.088282 nChanged 7 SP:Iteration 4Q (21.051439 sec): 3 clusters Score: Raw -22140.689990 + Penalty 1686.285493 = -20454.404497 nChanged 4 SP:Iteration 5Q (21.052184 sec): 3 clusters Score: Raw -22141.036958 + Penalty 1686.236165 = -20454.800793 nChanged 1 SP:Iteration 6Q (21.052906 sec): 3 clusters Score: Raw -22141.423260 + Penalty 1687.112218 = -20454.311043 nChanged 1 SP:Iteration 7F (21.053733 sec): 3 clusters Score: Raw -22143.382069 + Penalty 1687.608782 = -20455.773287 nChanged 1 SP:Iteration 8Q (21.054446 sec): 3 clusters Score: Raw -22143.729147 + Penalty 1687.051889 = -20456.677258 nChanged 1 SP:Iteration 9Q (21.055156 sec): 3 clusters Score: Raw -22145.854989 + Penalty 1686.652311 = -20459.202678 nChanged 1 SP:Iteration 10F (21.055983 sec): 3 clusters Score: Raw -22145.669384 + Penalty 1686.652311 = -20459.017074 nChanged 0 Memory request: 0.03 GB would take us to total of 0.26 GB. Trying to split cluster 6 (5912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.083485 sec): 2 clusters Score: Raw -319284.375066 + Penalty 286.292665 = -318998.082401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.094510 sec): 3 clusters Score: Raw -314861.877003 + Penalty 555.245969 = -314306.631033 nChanged 2765 SP:Iteration 1F (21.105263 sec): 3 clusters Score: Raw -317058.496014 + Penalty 561.214283 = -316497.281730 nChanged 758 SP:Iteration 2F (21.116030 sec): 3 clusters Score: Raw -317839.487874 + Penalty 573.159657 = -317266.328218 nChanged 609 SP:Iteration 3F (21.126703 sec): 3 clusters Score: Raw -318395.296403 + Penalty 578.888433 = -317816.407970 nChanged 426 SP:Iteration 4F (21.137407 sec): 3 clusters Score: Raw -318702.008160 + Penalty 580.075352 = -318121.932808 nChanged 280 SP:Iteration 5Q (21.147767 sec): 3 clusters Score: Raw -318861.617849 + Penalty 579.210269 = -318282.407580 nChanged 196 SP:Iteration 6Q (21.158271 sec): 3 clusters Score: Raw -318936.599349 + Penalty 578.524660 = -318358.074689 nChanged 102 SP:Iteration 7Q (21.168636 sec): 3 clusters Score: Raw -318965.984960 + Penalty 577.991827 = -318387.993133 nChanged 77 SP:Iteration 8Q (21.178962 sec): 3 clusters Score: Raw -319000.888652 + Penalty 577.205006 = -318423.683646 nChanged 92 SP:Iteration 9Q (21.189927 sec): 3 clusters Score: Raw -319044.837231 + Penalty 577.469817 = -318467.367414 nChanged 78 SP:Iteration 10F (21.201071 sec): 3 clusters Score: Raw -319059.321278 + Penalty 577.141862 = -318482.179416 nChanged 56 SP:Iteration 11Q (21.211692 sec): 3 clusters Score: Raw -319065.990155 + Penalty 576.989677 = -318489.000478 nChanged 64 SP:Iteration 12Q (21.222138 sec): 3 clusters Score: Raw -319072.445313 + Penalty 576.946663 = -318495.498651 nChanged 67 SP:Iteration 13Q (21.232575 sec): 3 clusters Score: Raw -319082.336092 + Penalty 576.758146 = -318505.577946 nChanged 78 SP:Iteration 14Q (21.242965 sec): 3 clusters Score: Raw -319092.036104 + Penalty 577.809962 = -318514.226142 nChanged 62 SP:Iteration 15Q (21.253608 sec): 3 clusters Score: Raw -319098.553184 + Penalty 579.228862 = -318519.324322 nChanged 68 SP:Iteration 16Q (21.264411 sec): 3 clusters Score: Raw -319103.096558 + Penalty 579.854014 = -318523.242544 nChanged 58 SP:Iteration 17Q (21.274892 sec): 3 clusters Score: Raw -319106.425047 + Penalty 579.721423 = -318526.703624 nChanged 64 SP:Iteration 18Q (21.285389 sec): 3 clusters Score: Raw -319111.424509 + Penalty 581.406793 = -318530.017716 nChanged 63 SP:Iteration 19Q (21.296035 sec): 3 clusters Score: Raw -319115.536455 + Penalty 582.590939 = -318532.945517 nChanged 54 SP:Iteration 20F (21.306737 sec): 3 clusters Score: Raw -319117.186023 + Penalty 582.797440 = -318534.388583 nChanged 52 SP:Iteration 21Q (21.317254 sec): 3 clusters Score: Raw -319118.397923 + Penalty 584.758525 = -318533.639398 nChanged 52 SP:Iteration 22F (21.328015 sec): 3 clusters Score: Raw -319119.516040 + Penalty 585.580380 = -318533.935660 nChanged 48 SP:Iteration 23Q (21.338270 sec): 3 clusters Score: Raw -319121.922843 + Penalty 586.013488 = -318535.909355 nChanged 44 SP:Iteration 24Q (21.348414 sec): 3 clusters Score: Raw -319129.396673 + Penalty 586.518814 = -318542.877859 nChanged 48 SP:Iteration 25Q (21.358566 sec): 3 clusters Score: Raw -319135.762736 + Penalty 586.734869 = -318549.027867 nChanged 43 SP:Iteration 26Q (21.368695 sec): 3 clusters Score: Raw -319137.796807 + Penalty 588.011462 = -318549.785345 nChanged 48 SP:Iteration 27Q (21.378703 sec): 3 clusters Score: Raw -319138.737125 + Penalty 588.252689 = -318550.484436 nChanged 47 SP:Iteration 28Q (21.388765 sec): 3 clusters Score: Raw -319137.225869 + Penalty 588.517503 = -318548.708366 nChanged 39 SP:Iteration 29F (21.399830 sec): 3 clusters Score: Raw -319134.179300 + Penalty 588.050153 = -318546.129147 nChanged 44 SP:Iteration 30F (21.410600 sec): 3 clusters Score: Raw -319130.576825 + Penalty 587.784223 = -318542.792603 nChanged 45 SP:Iteration 31F (21.421493 sec): 3 clusters Score: Raw -319127.860804 + Penalty 587.167604 = -318540.693200 nChanged 42 SP:Iteration 32F (21.432254 sec): 3 clusters Score: Raw -319125.376990 + Penalty 588.189802 = -318537.187189 nChanged 49 SP:Iteration 33F (21.443023 sec): 3 clusters Score: Raw -319122.499352 + Penalty 588.865225 = -318533.634127 nChanged 55 SP:Iteration 34F (21.453782 sec): 3 clusters Score: Raw -319121.910884 + Penalty 589.866406 = -318532.044479 nChanged 58 SP:Iteration 35F (21.464825 sec): 3 clusters Score: Raw -319121.975207 + Penalty 589.279383 = -318532.695824 nChanged 65 SP:Iteration 36Q (21.474219 sec): 3 clusters Score: Raw -319124.573382 + Penalty 589.342193 = -318535.231188 nChanged 78 SP:Iteration 37Q (21.483559 sec): 3 clusters Score: Raw -319132.756853 + Penalty 587.990693 = -318544.766160 nChanged 81 SP:Iteration 38Q (21.492967 sec): 3 clusters Score: Raw -319140.378746 + Penalty 588.583188 = -318551.795557 nChanged 69 SP:Iteration 39Q (21.502553 sec): 3 clusters Score: Raw -319144.310306 + Penalty 589.747467 = -318554.562839 nChanged 70 SP:Iteration 40F (21.513441 sec): 3 clusters Score: Raw -319151.635436 + Penalty 591.834860 = -318559.800576 nChanged 67 SP:Iteration 41Q (21.522582 sec): 3 clusters Score: Raw -319160.569733 + Penalty 593.521945 = -318567.047789 nChanged 64 SP:Iteration 42Q (21.531735 sec): 3 clusters Score: Raw -319168.347616 + Penalty 601.013914 = -318567.333702 nChanged 55 SP:Iteration 43Q (21.540635 sec): 3 clusters Score: Raw -319169.718112 + Penalty 604.286729 = -318565.431384 nChanged 47 SP:Iteration 44F (21.551455 sec): 3 clusters Score: Raw -319170.432526 + Penalty 605.516573 = -318564.915953 nChanged 41 SP:Iteration 45F (21.562291 sec): 3 clusters Score: Raw -319171.602465 + Penalty 603.975913 = -318567.626553 nChanged 42 SP:Iteration 46Q (21.571017 sec): 3 clusters Score: Raw -319180.819831 + Penalty 608.078295 = -318572.741536 nChanged 36 SP:Iteration 47Q (21.579745 sec): 3 clusters Score: Raw -319185.928900 + Penalty 621.095633 = -318564.833267 nChanged 31 SP:Iteration 48F (21.590638 sec): 3 clusters Score: Raw -319195.533044 + Penalty 632.355359 = -318563.177685 nChanged 34 SP:Iteration 49F (21.601850 sec): 3 clusters Score: Raw -319213.271628 + Penalty 664.981226 = -318548.290402 nChanged 30 SP:Iteration 50F (21.612632 sec): 3 clusters Score: Raw -319226.158047 + Penalty 693.067051 = -318533.090996 nChanged 20 SP:Iteration 51F (21.623483 sec): 3 clusters Score: Raw -319235.512234 + Penalty 695.454502 = -318540.057732 nChanged 21 SP:Iteration 52Q (21.631963 sec): 3 clusters Score: Raw -319251.281658 + Penalty 727.104890 = -318524.176768 nChanged 17 SP:Iteration 53F (21.642802 sec): 3 clusters Score: Raw -319264.863696 + Penalty 663.870396 = -318600.993300 nChanged 13 SP:Iteration 54Q (21.650808 sec): 3 clusters Score: Raw -319277.383033 + Penalty 674.631634 = -318602.751399 nChanged 4 SP:Iteration 55Q (21.659301 sec): 3 clusters Score: Raw -319282.208846 + Penalty 286.292665 = -318995.916181 nChanged 1 SP:Iteration 56Q (21.668116 sec): 2 clusters Score: Raw -319284.375066 + Penalty 286.292665 = -318998.082401 nChanged 0 SP:Iteration 57F (21.676458 sec): 2 clusters Score: Raw -319284.375066 + Penalty 286.292665 = -318998.082401 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.686298 sec): 2 clusters Score: Raw -121611.271076 + Penalty 695.496599 = -120915.774478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.690120 sec): 3 clusters Score: Raw -120018.483598 + Penalty 1390.474124 = -118628.009474 nChanged 786 SP:Iteration 1F (21.693922 sec): 3 clusters Score: Raw -120685.063092 + Penalty 1393.024085 = -119292.039008 nChanged 256 SP:Iteration 2F (21.697715 sec): 3 clusters Score: Raw -120926.846903 + Penalty 1398.764857 = -119528.082045 nChanged 179 SP:Iteration 3F (21.701542 sec): 3 clusters Score: Raw -121100.696686 + Penalty 1407.149655 = -119693.547031 nChanged 149 SP:Iteration 4F (21.705130 sec): 3 clusters Score: Raw -121252.057394 + Penalty 1403.889583 = -119848.167811 nChanged 120 SP:Iteration 5F (21.708689 sec): 3 clusters Score: Raw -121355.866921 + Penalty 1395.764595 = -119960.102326 nChanged 92 SP:Iteration 6Q (21.712223 sec): 3 clusters Score: Raw -121427.009458 + Penalty 1391.030713 = -120035.978745 nChanged 72 SP:Iteration 7Q (21.715688 sec): 3 clusters Score: Raw -121460.061067 + Penalty 1394.473442 = -120065.587625 nChanged 56 SP:Iteration 8Q (21.719109 sec): 3 clusters Score: Raw -121481.532200 + Penalty 1391.966441 = -120089.565760 nChanged 50 SP:Iteration 9Q (21.722417 sec): 3 clusters Score: Raw -121502.871201 + Penalty 1396.451966 = -120106.419235 nChanged 32 SP:Iteration 10F (21.725924 sec): 3 clusters Score: Raw -121512.557522 + Penalty 1407.929770 = -120104.627752 nChanged 31 SP:Iteration 11F (21.729469 sec): 3 clusters Score: Raw -121530.254672 + Penalty 1449.638105 = -120080.616567 nChanged 27 SP:Iteration 12F (21.732969 sec): 3 clusters Score: Raw -121546.059294 + Penalty 1491.613838 = -120054.445456 nChanged 29 SP:Iteration 13F (21.736456 sec): 3 clusters Score: Raw -121568.448270 + Penalty 1599.363297 = -119969.084973 nChanged 26 SP:Iteration 14F (21.739904 sec): 3 clusters Score: Raw -121591.800275 + Penalty 1685.417328 = -119906.382947 nChanged 13 SP:Iteration 15F (21.743391 sec): 3 clusters Score: Raw -121613.699152 + Penalty 1687.914064 = -119925.785088 nChanged 1 SP:Iteration 16Q (21.746089 sec): 3 clusters Score: Raw -121616.755727 + Penalty 1677.673869 = -119939.081858 nChanged 1 SP:Iteration 17Q (21.748749 sec): 3 clusters Score: Raw -121617.162547 + Penalty 1677.673869 = -119939.488678 nChanged 0 SP:Iteration 18F (21.752269 sec): 3 clusters Score: Raw -121617.162547 + Penalty 1677.673869 = -119939.488678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.754820 sec): 2 clusters Score: Raw -21992.017454 + Penalty 683.529968 = -21308.487487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.755716 sec): 3 clusters Score: Raw -21495.945776 + Penalty 1382.130205 = -20113.815571 nChanged 125 SP:Iteration 1F (21.756581 sec): 3 clusters Score: Raw -21764.918785 + Penalty 1393.453222 = -20371.465563 nChanged 38 SP:Iteration 2F (21.757437 sec): 3 clusters Score: Raw -21845.300687 + Penalty 1394.898690 = -20450.401996 nChanged 25 SP:Iteration 3F (21.758291 sec): 3 clusters Score: Raw -21904.789115 + Penalty 1400.229720 = -20504.559395 nChanged 20 SP:Iteration 4F (21.759134 sec): 3 clusters Score: Raw -21953.392196 + Penalty 1401.034257 = -20552.357939 nChanged 9 SP:Iteration 5Q (21.759863 sec): 3 clusters Score: Raw -21968.157356 + Penalty 1424.649020 = -20543.508336 nChanged 7 SP:Iteration 6F (21.760709 sec): 3 clusters Score: Raw -21986.641885 + Penalty 1444.436861 = -20542.205024 nChanged 5 SP:Iteration 7F (21.761552 sec): 3 clusters Score: Raw -22005.388129 + Penalty 1447.995561 = -20557.392568 nChanged 3 SP:Iteration 8Q (21.762244 sec): 3 clusters Score: Raw -22015.125772 + Penalty 1457.579683 = -20557.546089 nChanged 2 SP:Iteration 9Q (21.762934 sec): 3 clusters Score: Raw -22013.099258 + Penalty 1451.432553 = -20561.666705 nChanged 2 SP:Iteration 10F (21.763769 sec): 3 clusters Score: Raw -22015.285675 + Penalty 1451.432553 = -20563.853121 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.769314 sec): 2 clusters Score: Raw -78496.592407 + Penalty 404.474374 = -78092.118033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.772241 sec): 3 clusters Score: Raw -77284.319015 + Penalty 879.025567 = -76405.293448 nChanged 621 SP:Iteration 1F (21.775128 sec): 3 clusters Score: Raw -78096.436004 + Penalty 1073.291433 = -77023.144571 nChanged 236 SP:Iteration 2F (21.778056 sec): 3 clusters Score: Raw -78436.752173 + Penalty 1099.596190 = -77337.155984 nChanged 57 SP:Iteration 3Q (21.780215 sec): 3 clusters Score: Raw -78505.181665 + Penalty 848.157587 = -77657.024078 nChanged 6 SP:Iteration 4Q (21.782651 sec): 3 clusters Score: Raw -78510.888527 + Penalty 715.165027 = -77795.723500 nChanged 1 SP:Iteration 5Q (21.784702 sec): 3 clusters Score: Raw -78510.472843 + Penalty 715.165027 = -77795.307816 nChanged 0 SP:Iteration 6F (21.787276 sec): 3 clusters Score: Raw -78510.472843 + Penalty 715.165027 = -77795.307816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 11 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.793062 sec): 2 clusters Score: Raw -59079.997042 + Penalty 1111.518878 = -57968.478164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.795059 sec): 3 clusters Score: Raw -57870.207579 + Penalty 2223.038750 = -55647.168829 nChanged 316 SP:Iteration 1F (21.797005 sec): 3 clusters Score: Raw -58205.536226 + Penalty 2223.041211 = -55982.495015 nChanged 142 SP:Iteration 2F (21.798962 sec): 3 clusters Score: Raw -58541.097405 + Penalty 2222.997270 = -56318.100135 nChanged 114 SP:Iteration 3F (21.800990 sec): 3 clusters Score: Raw -58740.440735 + Penalty 2222.963945 = -56517.476790 nChanged 73 SP:Iteration 4F (21.802939 sec): 3 clusters Score: Raw -58841.047953 + Penalty 2222.940287 = -56618.107666 nChanged 40 SP:Iteration 5Q (21.804653 sec): 3 clusters Score: Raw -58875.546525 + Penalty 2222.913946 = -56652.632579 nChanged 28 SP:Iteration 6Q (21.806327 sec): 3 clusters Score: Raw -58901.091843 + Penalty 2222.948707 = -56678.143137 nChanged 32 SP:Iteration 7Q (21.807971 sec): 3 clusters Score: Raw -58928.234043 + Penalty 2222.926423 = -56705.307620 nChanged 28 SP:Iteration 8Q (21.809560 sec): 3 clusters Score: Raw -58953.562958 + Penalty 2222.978918 = -56730.584040 nChanged 19 SP:Iteration 9Q (21.811111 sec): 3 clusters Score: Raw -58978.231494 + Penalty 2222.947325 = -56755.284169 nChanged 25 SP:Iteration 10F (21.812964 sec): 3 clusters Score: Raw -59009.893438 + Penalty 2222.897526 = -56786.995911 nChanged 24 SP:Iteration 11Q (21.814509 sec): 3 clusters Score: Raw -59051.013387 + Penalty 2222.834422 = -56828.178965 nChanged 18 SP:Iteration 12Q (21.816011 sec): 3 clusters Score: Raw -59078.366337 + Penalty 2222.821518 = -56855.544818 nChanged 14 SP:Iteration 13Q (21.817493 sec): 3 clusters Score: Raw -59089.619263 + Penalty 2222.649145 = -56866.970119 nChanged 18 SP:Iteration 14Q (21.818958 sec): 3 clusters Score: Raw -59141.116772 + Penalty 2222.351558 = -56918.765214 nChanged 12 SP:Iteration 15Q (21.820405 sec): 3 clusters Score: Raw -59175.069224 + Penalty 2222.146288 = -56952.922936 nChanged 4 SP:Iteration 16Q (21.821815 sec): 3 clusters Score: Raw -59189.138931 + Penalty 2222.076621 = -56967.062310 nChanged 1 SP:Iteration 17Q (21.823212 sec): 3 clusters Score: Raw -59192.713261 + Penalty 2221.996227 = -56970.717035 nChanged 1 SP:Iteration 18Q (21.824650 sec): 3 clusters Score: Raw -59198.274619 + Penalty 2221.996227 = -56976.278392 nChanged 0 SP:Iteration 19F (21.826457 sec): 3 clusters Score: Raw -59198.378502 + Penalty 2221.902423 = -56976.476079 nChanged 1 SP:Iteration 20F (21.828270 sec): 3 clusters Score: Raw -59204.285874 + Penalty 2221.902423 = -56982.383451 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.834670 sec): 2 clusters Score: Raw -40554.034760 + Penalty 432.716357 = -40121.318403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.836311 sec): 3 clusters Score: Raw -40121.181888 + Penalty 825.890865 = -39295.291023 nChanged 310 SP:Iteration 1F (21.837959 sec): 3 clusters Score: Raw -40435.045693 + Penalty 776.402444 = -39658.643249 nChanged 91 SP:Iteration 2F (21.839621 sec): 3 clusters Score: Raw -40518.867714 + Penalty 739.225878 = -39779.641836 nChanged 39 SP:Iteration 3F (21.841287 sec): 3 clusters Score: Raw -40547.540025 + Penalty 714.929765 = -39832.610260 nChanged 27 SP:Iteration 4Q (21.842980 sec): 3 clusters Score: Raw -40560.132548 + Penalty 702.540277 = -39857.592270 nChanged 11 SP:Iteration 5Q (21.844628 sec): 3 clusters Score: Raw -40565.869894 + Penalty 697.600540 = -39868.269355 nChanged 8 SP:Iteration 6Q (21.846232 sec): 3 clusters Score: Raw -40569.277190 + Penalty 694.607049 = -39874.670142 nChanged 2 SP:Iteration 7Q (21.847824 sec): 3 clusters Score: Raw -40571.215629 + Penalty 690.015296 = -39881.200333 nChanged 2 SP:Iteration 8Q (21.849404 sec): 3 clusters Score: Raw -40570.580140 + Penalty 690.015296 = -39880.564844 nChanged 0 SP:Iteration 9F (21.851117 sec): 3 clusters Score: Raw -40570.580140 + Penalty 690.015296 = -39880.564844 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 15 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.854354 sec): 2 clusters Score: Raw -44406.148506 + Penalty 926.939061 = -43479.209445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.855860 sec): 3 clusters Score: Raw -43424.166434 + Penalty 1854.285731 = -41569.880703 nChanged 240 SP:Iteration 1F (21.857318 sec): 3 clusters Score: Raw -43644.090548 + Penalty 1852.957785 = -41791.132763 nChanged 111 SP:Iteration 2F (21.858815 sec): 3 clusters Score: Raw -43931.449320 + Penalty 1849.879567 = -42081.569753 nChanged 103 SP:Iteration 3F (21.860314 sec): 3 clusters Score: Raw -44205.229303 + Penalty 1837.672909 = -42367.556394 nChanged 62 SP:Iteration 4F (21.861903 sec): 3 clusters Score: Raw -44359.843177 + Penalty 1835.231736 = -42524.611440 nChanged 28 SP:Iteration 5Q (21.863513 sec): 3 clusters Score: Raw -44412.857777 + Penalty 1860.872661 = -42551.985115 nChanged 22 SP:Iteration 6Q (21.864990 sec): 3 clusters Score: Raw -44448.894094 + Penalty 1858.329593 = -42590.564501 nChanged 9 SP:Iteration 7Q (21.866434 sec): 3 clusters Score: Raw -44463.041050 + Penalty 1849.847117 = -42613.193933 nChanged 4 SP:Iteration 8Q (21.867886 sec): 3 clusters Score: Raw -44463.901204 + Penalty 1850.267143 = -42613.634061 nChanged 3 SP:Iteration 9Q (21.869201 sec): 3 clusters Score: Raw -44468.271174 + Penalty 1849.473151 = -42618.798023 nChanged 1 SP:Iteration 10F (21.870760 sec): 3 clusters Score: Raw -44467.885863 + Penalty 1849.473151 = -42618.412712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 16 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.873306 sec): 2 clusters Score: Raw -23503.119575 + Penalty 652.577276 = -22850.542300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.874267 sec): 3 clusters Score: Raw -23080.501093 + Penalty 1308.257312 = -21772.243781 nChanged 126 SP:Iteration 1F (21.875284 sec): 3 clusters Score: Raw -23238.874678 + Penalty 1315.520899 = -21923.353779 nChanged 52 SP:Iteration 2F (21.876329 sec): 3 clusters Score: Raw -23340.153215 + Penalty 1314.828312 = -22025.324903 nChanged 41 SP:Iteration 3F (21.877362 sec): 3 clusters Score: Raw -23409.550345 + Penalty 1328.238209 = -22081.312137 nChanged 27 SP:Iteration 4F (21.878419 sec): 3 clusters Score: Raw -23448.675691 + Penalty 1302.685432 = -22145.990259 nChanged 12 SP:Iteration 5Q (21.879499 sec): 3 clusters Score: Raw -23470.639742 + Penalty 1282.913538 = -22187.726204 nChanged 10 SP:Iteration 6Q (21.880452 sec): 3 clusters Score: Raw -23498.270463 + Penalty 1298.111030 = -22200.159433 nChanged 4 SP:Iteration 7Q (21.881391 sec): 3 clusters Score: Raw -23504.043867 + Penalty 1298.111030 = -22205.932838 nChanged 0 SP:Iteration 8F (21.882506 sec): 3 clusters Score: Raw -23504.558303 + Penalty 1277.195494 = -22227.362808 nChanged 1 SP:Iteration 9Q (21.883471 sec): 3 clusters Score: Raw -23505.138145 + Penalty 1298.662938 = -22206.475206 nChanged 2 SP:Iteration 10F (21.884539 sec): 3 clusters Score: Raw -23510.589235 + Penalty 1298.662938 = -22211.926297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.887127 sec): 2 clusters Score: Raw -24474.694824 + Penalty 848.645977 = -23626.048847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.888199 sec): 3 clusters Score: Raw -23870.821185 + Penalty 1698.161246 = -22172.659938 nChanged 117 SP:Iteration 1F (21.889265 sec): 3 clusters Score: Raw -24095.602273 + Penalty 1695.968012 = -22399.634262 nChanged 60 SP:Iteration 2F (21.890341 sec): 3 clusters Score: Raw -24283.644841 + Penalty 1688.957316 = -22594.687525 nChanged 28 SP:Iteration 3F (21.891459 sec): 3 clusters Score: Raw -24344.839981 + Penalty 1692.569938 = -22652.270044 nChanged 19 SP:Iteration 4Q (21.892491 sec): 3 clusters Score: Raw -24387.687671 + Penalty 1700.569868 = -22687.117803 nChanged 15 SP:Iteration 5Q (21.893538 sec): 3 clusters Score: Raw -24438.508017 + Penalty 1706.429797 = -22732.078220 nChanged 14 SP:Iteration 6Q (21.894480 sec): 3 clusters Score: Raw -24467.778523 + Penalty 1711.885034 = -22755.893488 nChanged 3 SP:Iteration 7Q (21.895389 sec): 3 clusters Score: Raw -24478.082827 + Penalty 1724.557415 = -22753.525412 nChanged 2 SP:Iteration 8F (21.896489 sec): 3 clusters Score: Raw -24493.798294 + Penalty 1725.059217 = -22768.739077 nChanged 1 SP:Iteration 9Q (21.897373 sec): 3 clusters Score: Raw -24494.652006 + Penalty 1725.059217 = -22769.592789 nChanged 0 SP:Iteration 10F (21.898403 sec): 3 clusters Score: Raw -24494.652006 + Penalty 1725.059217 = -22769.592789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 22 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.904365 sec): 2 clusters Score: Raw -91537.873368 + Penalty 658.552379 = -90879.320989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.907936 sec): 3 clusters Score: Raw -90111.549790 + Penalty 1314.961519 = -88796.588272 nChanged 646 SP:Iteration 1F (21.911398 sec): 3 clusters Score: Raw -90743.471879 + Penalty 1306.402899 = -89437.068980 nChanged 217 SP:Iteration 2F (21.914713 sec): 3 clusters Score: Raw -90951.042997 + Penalty 1299.254189 = -89651.788808 nChanged 135 SP:Iteration 3F (21.917990 sec): 3 clusters Score: Raw -91097.912040 + Penalty 1295.063563 = -89802.848476 nChanged 128 SP:Iteration 4F (21.921537 sec): 3 clusters Score: Raw -91264.411000 + Penalty 1295.944152 = -89968.466848 nChanged 114 SP:Iteration 5F (21.925242 sec): 3 clusters Score: Raw -91371.309241 + Penalty 1286.637199 = -90084.672042 nChanged 99 SP:Iteration 6F (21.928715 sec): 3 clusters Score: Raw -91475.612574 + Penalty 1268.420211 = -90207.192363 nChanged 80 SP:Iteration 7F (21.932109 sec): 3 clusters Score: Raw -91565.498164 + Penalty 1259.874881 = -90305.623283 nChanged 45 SP:Iteration 8Q (21.934907 sec): 3 clusters Score: Raw -91596.621523 + Penalty 1285.389728 = -90311.231795 nChanged 22 SP:Iteration 9Q (21.937590 sec): 3 clusters Score: Raw -91611.983047 + Penalty 1316.868659 = -90295.114387 nChanged 18 SP:Iteration 10F (21.940752 sec): 3 clusters Score: Raw -91620.562232 + Penalty 1385.738052 = -90234.824181 nChanged 14 SP:Iteration 11F (21.944032 sec): 3 clusters Score: Raw -91622.582195 + Penalty 1379.497073 = -90243.085122 nChanged 2 SP:Iteration 12Q (21.946623 sec): 3 clusters Score: Raw -91626.953436 + Penalty 1379.497073 = -90247.456363 nChanged 0 SP:Iteration 13F (21.949879 sec): 3 clusters Score: Raw -91626.953436 + Penalty 1379.497073 = -90247.456363 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 23 (1404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.955717 sec): 2 clusters Score: Raw -76444.349185 + Penalty 447.874726 = -75996.474459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.959167 sec): 3 clusters Score: Raw -75608.300022 + Penalty 816.756331 = -74791.543691 nChanged 598 SP:Iteration 1F (21.962604 sec): 3 clusters Score: Raw -76528.316521 + Penalty 797.040201 = -75731.276320 nChanged 152 SP:Iteration 2F (21.965833 sec): 3 clusters Score: Raw -76652.009364 + Penalty 797.788062 = -75854.221302 nChanged 48 SP:Iteration 3Q (21.968865 sec): 3 clusters Score: Raw -76683.843869 + Penalty 808.715488 = -75875.128381 nChanged 31 SP:Iteration 4Q (21.971871 sec): 3 clusters Score: Raw -76707.142662 + Penalty 811.374150 = -75895.768512 nChanged 23 SP:Iteration 5Q (21.974834 sec): 3 clusters Score: Raw -76711.128671 + Penalty 812.339221 = -75898.789451 nChanged 15 SP:Iteration 6Q (21.977783 sec): 3 clusters Score: Raw -76713.481940 + Penalty 805.962579 = -75907.519361 nChanged 22 SP:Iteration 7Q (21.980712 sec): 3 clusters Score: Raw -76715.531162 + Penalty 803.816817 = -75911.714345 nChanged 17 SP:Iteration 8Q (21.983582 sec): 3 clusters Score: Raw -76713.357912 + Penalty 804.581871 = -75908.776041 nChanged 8 SP:Iteration 9F (21.986600 sec): 3 clusters Score: Raw -76710.739206 + Penalty 806.266380 = -75904.472826 nChanged 6 SP:Iteration 10F (21.989683 sec): 3 clusters Score: Raw -76709.007500 + Penalty 806.851174 = -75902.156326 nChanged 7 SP:Iteration 11F (21.993270 sec): 3 clusters Score: Raw -76707.023485 + Penalty 809.170469 = -75897.853017 nChanged 6 SP:Iteration 12F (21.996581 sec): 3 clusters Score: Raw -76704.832991 + Penalty 810.933829 = -75893.899162 nChanged 4 SP:Iteration 13F (21.999748 sec): 3 clusters Score: Raw -76703.767487 + Penalty 811.859898 = -75891.907590 nChanged 5 SP:Iteration 14F (22.002750 sec): 3 clusters Score: Raw -76701.559411 + Penalty 813.310835 = -75888.248576 nChanged 5 SP:Iteration 15F (22.005764 sec): 3 clusters Score: Raw -76701.388516 + Penalty 818.597427 = -75882.791089 nChanged 4 SP:Iteration 16F (22.008708 sec): 3 clusters Score: Raw -76699.754273 + Penalty 818.609337 = -75881.144936 nChanged 4 SP:Iteration 17F (22.011551 sec): 3 clusters Score: Raw -76697.290978 + Penalty 815.477029 = -75881.813948 nChanged 1 SP:Iteration 18Q (22.014156 sec): 3 clusters Score: Raw -76696.807669 + Penalty 815.477029 = -75881.330639 nChanged 0 SP:Iteration 19F (22.017123 sec): 3 clusters Score: Raw -76696.807669 + Penalty 815.477029 = -75881.330639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.019407 sec): 2 clusters Score: Raw -17057.454292 + Penalty 357.160695 = -16700.293597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.020354 sec): 3 clusters Score: Raw -16879.927097 + Penalty 699.041980 = -16180.885117 nChanged 123 SP:Iteration 1F (22.021253 sec): 3 clusters Score: Raw -16993.706352 + Penalty 676.473020 = -16317.233332 nChanged 44 SP:Iteration 2F (22.022152 sec): 3 clusters Score: Raw -17026.624611 + Penalty 665.397566 = -16361.227045 nChanged 21 SP:Iteration 3F (22.023042 sec): 3 clusters Score: Raw -17034.405251 + Penalty 658.441197 = -16375.964055 nChanged 7 SP:Iteration 4Q (22.023933 sec): 3 clusters Score: Raw -17040.642736 + Penalty 657.215013 = -16383.427723 nChanged 3 SP:Iteration 5Q (22.025011 sec): 3 clusters Score: Raw -17040.890369 + Penalty 655.501907 = -16385.388462 nChanged 1 SP:Iteration 6Q (22.026157 sec): 3 clusters Score: Raw -17040.926906 + Penalty 655.501907 = -16385.424999 nChanged 0 SP:Iteration 7F (22.027308 sec): 3 clusters Score: Raw -17040.926906 + Penalty 655.501907 = -16385.424999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 26 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.030385 sec): 2 clusters Score: Raw -21193.891939 + Penalty 193.347249 = -21000.544690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.031741 sec): 3 clusters Score: Raw -20973.501911 + Penalty 369.998818 = -20603.503093 nChanged 190 SP:Iteration 1F (22.033072 sec): 3 clusters Score: Raw -21206.918865 + Penalty 351.857256 = -20855.061609 nChanged 41 SP:Iteration 2F (22.034393 sec): 3 clusters Score: Raw -21239.885401 + Penalty 357.657474 = -20882.227927 nChanged 11 SP:Iteration 3Q (22.035542 sec): 3 clusters Score: Raw -21245.291996 + Penalty 360.096970 = -20885.195026 nChanged 2 SP:Iteration 4Q (22.036586 sec): 3 clusters Score: Raw -21245.308501 + Penalty 360.096970 = -20885.211531 nChanged 0 SP:Iteration 5F (22.037625 sec): 3 clusters Score: Raw -21245.308501 + Penalty 360.096970 = -20885.211531 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 30 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.041342 sec): 2 clusters Score: Raw -43057.431055 + Penalty 653.468625 = -42403.962430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.043013 sec): 3 clusters Score: Raw -42495.242512 + Penalty 1302.767863 = -41192.474649 nChanged 249 SP:Iteration 1F (22.044675 sec): 3 clusters Score: Raw -42782.667340 + Penalty 1298.302693 = -41484.364647 nChanged 82 SP:Iteration 2F (22.046344 sec): 3 clusters Score: Raw -42865.894806 + Penalty 1292.478008 = -41573.416798 nChanged 45 SP:Iteration 3F (22.048087 sec): 3 clusters Score: Raw -42943.405659 + Penalty 1292.894948 = -41650.510710 nChanged 32 SP:Iteration 4Q (22.049863 sec): 3 clusters Score: Raw -42990.422732 + Penalty 1298.413630 = -41692.009102 nChanged 30 SP:Iteration 5Q (22.051450 sec): 3 clusters Score: Raw -43019.457110 + Penalty 1303.231736 = -41716.225374 nChanged 22 SP:Iteration 6Q (22.053101 sec): 3 clusters Score: Raw -43036.511952 + Penalty 1303.213680 = -41733.298272 nChanged 13 SP:Iteration 7Q (22.054698 sec): 3 clusters Score: Raw -43042.805567 + Penalty 1299.447183 = -41743.358384 nChanged 13 SP:Iteration 8Q (22.056268 sec): 3 clusters Score: Raw -43048.395383 + Penalty 1301.579998 = -41746.815385 nChanged 14 SP:Iteration 9Q (22.057873 sec): 3 clusters Score: Raw -43061.124551 + Penalty 1317.912745 = -41743.211806 nChanged 15 SP:Iteration 10F (22.059630 sec): 3 clusters Score: Raw -43083.353964 + Penalty 1313.097022 = -41770.256941 nChanged 19 SP:Iteration 11Q (22.061255 sec): 3 clusters Score: Raw -43106.206588 + Penalty 1320.746111 = -41785.460477 nChanged 9 SP:Iteration 12Q (22.063019 sec): 3 clusters Score: Raw -43114.282082 + Penalty 1355.221021 = -41759.061061 nChanged 7 SP:Iteration 13F (22.065034 sec): 3 clusters Score: Raw -43121.644839 + Penalty 1369.312582 = -41752.332257 nChanged 3 SP:Iteration 14F (22.067210 sec): 3 clusters Score: Raw -43126.784266 + Penalty 1369.312582 = -41757.471684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.071081 sec): 2 clusters Score: Raw -19691.485195 + Penalty 262.086594 = -19429.398601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.072306 sec): 3 clusters Score: Raw -19475.496652 + Penalty 536.720490 = -18938.776162 nChanged 170 SP:Iteration 1F (22.073519 sec): 3 clusters Score: Raw -19592.805874 + Penalty 560.477083 = -19032.328792 nChanged 49 SP:Iteration 2F (22.074741 sec): 3 clusters Score: Raw -19647.683421 + Penalty 582.513129 = -19065.170292 nChanged 38 SP:Iteration 3F (22.075971 sec): 3 clusters Score: Raw -19731.068356 + Penalty 621.994422 = -19109.073934 nChanged 47 SP:Iteration 4F (22.077211 sec): 3 clusters Score: Raw -19847.106690 + Penalty 668.370497 = -19178.736193 nChanged 31 SP:Iteration 5F (22.078457 sec): 3 clusters Score: Raw -19945.213011 + Penalty 713.492452 = -19231.720559 nChanged 25 SP:Iteration 6F (22.079794 sec): 3 clusters Score: Raw -19990.921247 + Penalty 773.988934 = -19216.932313 nChanged 23 SP:Iteration 7F (22.081098 sec): 3 clusters Score: Raw -20036.537111 + Penalty 821.477945 = -19215.059166 nChanged 19 SP:Iteration 8F (22.082391 sec): 3 clusters Score: Raw -20067.649212 + Penalty 840.319224 = -19227.329988 nChanged 5 SP:Iteration 9Q (22.083527 sec): 3 clusters Score: Raw -20091.704010 + Penalty 849.530088 = -19242.173922 nChanged 2 SP:Iteration 10F (22.084806 sec): 3 clusters Score: Raw -20093.240320 + Penalty 854.531322 = -19238.708997 nChanged 1 SP:Iteration 11F (22.086105 sec): 3 clusters Score: Raw -20093.947747 + Penalty 865.136413 = -19228.811334 nChanged 2 SP:Iteration 12F (22.087398 sec): 3 clusters Score: Raw -20096.681116 + Penalty 870.186301 = -19226.494816 nChanged 1 SP:Iteration 13F (22.088674 sec): 3 clusters Score: Raw -20096.896392 + Penalty 870.186301 = -19226.710091 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 37 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.093858 sec): 2 clusters Score: Raw -49867.152152 + Penalty 337.616701 = -49529.535451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.096334 sec): 3 clusters Score: Raw -49035.313567 + Penalty 844.482105 = -48190.831462 nChanged 444 SP:Iteration 1F (22.098851 sec): 3 clusters Score: Raw -49782.789123 + Penalty 963.904540 = -48818.884584 nChanged 107 SP:Iteration 2F (22.101397 sec): 3 clusters Score: Raw -49906.698241 + Penalty 1011.310416 = -48895.387825 nChanged 35 SP:Iteration 3Q (22.104059 sec): 3 clusters Score: Raw -49924.848768 + Penalty 1036.819287 = -48888.029481 nChanged 19 SP:Iteration 4F (22.107045 sec): 3 clusters Score: Raw -49942.959624 + Penalty 1053.943288 = -48889.016336 nChanged 14 SP:Iteration 5Q (22.109403 sec): 3 clusters Score: Raw -49945.659709 + Penalty 1068.277163 = -48877.382547 nChanged 10 SP:Iteration 6F (22.111698 sec): 3 clusters Score: Raw -49949.288022 + Penalty 1082.253917 = -48867.034106 nChanged 11 SP:Iteration 7F (22.114044 sec): 3 clusters Score: Raw -49957.458925 + Penalty 1095.425963 = -48862.032963 nChanged 9 SP:Iteration 8F (22.116442 sec): 3 clusters Score: Raw -49962.618638 + Penalty 1104.435576 = -48858.183062 nChanged 5 SP:Iteration 9F (22.118804 sec): 3 clusters Score: Raw -49963.849545 + Penalty 1111.222534 = -48852.627011 nChanged 4 SP:Iteration 10F (22.121098 sec): 3 clusters Score: Raw -49965.582943 + Penalty 1113.156652 = -48852.426291 nChanged 6 SP:Iteration 11F (22.123354 sec): 3 clusters Score: Raw -49966.623511 + Penalty 1119.069661 = -48847.553850 nChanged 4 SP:Iteration 12F (22.125619 sec): 3 clusters Score: Raw -49968.114045 + Penalty 1121.305255 = -48846.808790 nChanged 2 SP:Iteration 13F (22.127938 sec): 3 clusters Score: Raw -49967.753548 + Penalty 1121.305255 = -48846.448293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.132261 sec): 2 clusters Score: Raw -9195.314151 + Penalty 460.916989 = -8734.397162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.133107 sec): 3 clusters Score: Raw -9043.551953 + Penalty 923.371663 = -8120.180289 nChanged 49 SP:Iteration 1F (22.133921 sec): 3 clusters Score: Raw -9120.567110 + Penalty 929.845932 = -8190.721179 nChanged 18 SP:Iteration 2F (22.134725 sec): 3 clusters Score: Raw -9152.772522 + Penalty 934.918924 = -8217.853598 nChanged 7 SP:Iteration 3Q (22.135507 sec): 3 clusters Score: Raw -9163.936671 + Penalty 943.703993 = -8220.232678 nChanged 9 SP:Iteration 4F (22.136330 sec): 3 clusters Score: Raw -9178.557878 + Penalty 964.229290 = -8214.328588 nChanged 13 SP:Iteration 5F (22.137142 sec): 3 clusters Score: Raw -9199.220624 + Penalty 985.284217 = -8213.936406 nChanged 7 SP:Iteration 6F (22.137931 sec): 3 clusters Score: Raw -9214.844631 + Penalty 1000.465865 = -8214.378766 nChanged 5 SP:Iteration 7Q (22.138692 sec): 3 clusters Score: Raw -9223.488063 + Penalty 1032.676718 = -8190.811345 nChanged 5 SP:Iteration 8F (22.139511 sec): 3 clusters Score: Raw -9237.362331 + Penalty 1031.088892 = -8206.273440 nChanged 3 SP:Iteration 9Q (22.140288 sec): 3 clusters Score: Raw -9245.616977 + Penalty 1031.088892 = -8214.528085 nChanged 0 SP:Iteration 10F (22.140977 sec): 3 clusters Score: Raw -9245.616977 + Penalty 1031.088892 = -8214.528085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.142066 sec): 2 clusters Score: Raw -8463.511760 + Penalty 275.500587 = -8188.011173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.142651 sec): 3 clusters Score: Raw -8378.574491 + Penalty 555.123573 = -7823.450917 nChanged 57 SP:Iteration 1F (22.143255 sec): 3 clusters Score: Raw -8420.394545 + Penalty 555.407754 = -7864.986791 nChanged 13 SP:Iteration 2F (22.143817 sec): 3 clusters Score: Raw -8430.953074 + Penalty 562.042680 = -7868.910394 nChanged 8 SP:Iteration 3Q (22.144368 sec): 3 clusters Score: Raw -8434.910378 + Penalty 564.535235 = -7870.375143 nChanged 7 SP:Iteration 4Q (22.144919 sec): 3 clusters Score: Raw -8440.171013 + Penalty 573.777324 = -7866.393688 nChanged 5 SP:Iteration 5F (22.145479 sec): 3 clusters Score: Raw -8444.871530 + Penalty 581.267415 = -7863.604115 nChanged 4 SP:Iteration 6F (22.146040 sec): 3 clusters Score: Raw -8445.977766 + Penalty 589.038704 = -7856.939063 nChanged 2 SP:Iteration 7F (22.146585 sec): 3 clusters Score: Raw -8446.885201 + Penalty 593.424056 = -7853.461144 nChanged 1 SP:Iteration 8F (22.147150 sec): 3 clusters Score: Raw -8447.341662 + Penalty 604.918685 = -7842.422977 nChanged 4 SP:Iteration 9F (22.147675 sec): 3 clusters Score: Raw -8449.588389 + Penalty 622.551007 = -7827.037381 nChanged 4 SP:Iteration 10F (22.148196 sec): 3 clusters Score: Raw -8452.185228 + Penalty 628.175869 = -7824.009359 nChanged 3 SP:Iteration 11F (22.148718 sec): 3 clusters Score: Raw -8453.261207 + Penalty 628.175869 = -7825.085338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 158 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.149494 sec): 2 clusters Score: Raw -4219.223555 + Penalty 214.667702 = -4004.555853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.149901 sec): 3 clusters Score: Raw -4200.244977 + Penalty 451.754262 = -3748.490716 nChanged 19 SP:Iteration 1F (22.150298 sec): 3 clusters Score: Raw -4239.063235 + Penalty 513.608771 = -3725.454463 nChanged 13 SP:Iteration 2F (22.150698 sec): 3 clusters Score: Raw -4263.230139 + Penalty 531.842629 = -3731.387510 nChanged 3 SP:Iteration 3Q (22.151083 sec): 3 clusters Score: Raw -4270.771833 + Penalty 542.054859 = -3728.716974 nChanged 1 SP:Iteration 4F (22.151464 sec): 3 clusters Score: Raw -4272.164501 + Penalty 541.192985 = -3730.971515 nChanged 4 SP:Iteration 5Q (22.151823 sec): 3 clusters Score: Raw -4278.225488 + Penalty 552.381198 = -3725.844290 nChanged 1 SP:Iteration 6F (22.152202 sec): 3 clusters Score: Raw -4279.403189 + Penalty 552.381198 = -3727.021991 nChanged 0 Time taken for this iteration:21.474997 seconds. 300->24 Clusters: Score -1342855.416078, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 94 (time per iteration =236.004883 ms) Total iterations: 1003 (time per iteration =22.118105 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2285000000.000000 (time per metric unit =9.708735ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 57125000000.000000 (time per metric unit=388.349392ps) That took 22.184459 seconds. FileBase PeterP-2014-02-27_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 0.07 and 0.11 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 7291 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 7291 points ------ Starting initial clusters from distinct float masks Not enough masks (93) to generate starting clusters (300), so starting with (94) clusters instead. Assigned 94 initial classes from 93 unique masks. Deleting Class 39 (1 points): Lose 3.871669 but Gain 1437.965181 Iteration 0F (0.566959 sec): 93 clusters Score: Raw -211997.432697 + Penalty 57348.351231 = -154649.081467 nChanged 984 Deleting Class 81 (2 points): Lose 4.549204 but Gain 1434.334511 Iteration 1F (0.847040 sec): 78 clusters Score: Raw -213454.948333 + Penalty 51300.504322 = -162154.444011 nChanged 279 Deleting Class 24 (12 points): Lose 139.131861 but Gain 1445.339348 Iteration 2Q (0.881479 sec): 72 clusters Score: Raw -213861.889030 + Penalty 48441.199292 = -165420.689739 nChanged 137 Deleting Class 31 (3 points): Lose 5.451682 but Gain 1234.431550 Iteration 3Q (0.910819 sec): 69 clusters Score: Raw -214053.630442 + Penalty 45263.725349 = -168789.905093 nChanged 73 Deleting Class 54 (1 points): Lose 0.036958 but Gain 1209.863882 Iteration 4Q (0.936426 sec): 66 clusters Score: Raw -214122.921955 + Penalty 44079.519589 = -170043.402366 nChanged 60 Deleting Class 56 (6 points): Lose 52.196070 but Gain 1245.897641 Iteration 5Q (0.961617 sec): 65 clusters Score: Raw -214109.601175 + Penalty 42844.811782 = -171264.789393 nChanged 37 Deleting Class 75 (1 points): Lose 4.265954 but Gain 1179.306899 Iteration 6Q (0.986602 sec): 64 clusters Score: Raw -214146.334268 + Penalty 41678.173721 = -172468.160546 nChanged 24 Deleting Class 19 (1 points): Lose 2.740192 but Gain 1163.157387 Iteration 7Q (1.009750 sec): 63 clusters Score: Raw -214158.544510 + Penalty 40520.871014 = -173637.673496 nChanged 14 Deleting Class 47 (4 points): Lose 49.172729 but Gain 1179.584694 Iteration 8Q (1.035224 sec): 62 clusters Score: Raw -214119.454178 + Penalty 39414.367879 = -174705.086299 nChanged 12 Deleting Class 87 (1 points): Lose 19.212029 but Gain 1105.616561 Iteration 9Q (1.062535 sec): 61 clusters Score: Raw -214135.969469 + Penalty 37236.091286 = -176899.878183 nChanged 12 Deleting Class 58 (5 points): Lose 15.636411 but Gain 1101.331094 Iteration 10F (1.284496 sec): 59 clusters Score: Raw -214141.910250 + Penalty 36141.858099 = -178000.052150 nChanged 16 Deleting Class 50 (5 points): Lose 24.238048 but Gain 1095.305716 Iteration 11Q (1.309569 sec): 58 clusters Score: Raw -214135.059024 + Penalty 35061.934044 = -179073.124981 nChanged 16 Deleting Class 42 (5 points): Lose 9.056456 but Gain 1069.076918 Iteration 12Q (1.333829 sec): 57 clusters Score: Raw -214149.331079 + Penalty 34006.153072 = -180143.178007 nChanged 18 Deleting Class 80 (2 points): Lose 26.480447 but Gain 1041.416985 Iteration 13Q (1.356595 sec): 56 clusters Score: Raw -214145.153953 + Penalty 32970.025878 = -181175.128074 nChanged 10 Deleting Class 89 (1 points): Lose 1.656551 but Gain 1013.861374 Iteration 14Q (1.377738 sec): 55 clusters Score: Raw -214152.693554 + Penalty 31954.728789 = -182197.964765 nChanged 8 Deleting Class 37 (1 points): Lose 8.475057 but Gain 1012.147470 Iteration 15Q (1.398423 sec): 54 clusters Score: Raw -214154.498435 + Penalty 30945.946625 = -183208.551810 nChanged 7 Deleting Class 10 (7 points): Lose 69.593929 but Gain 1002.398575 Iteration 16Q (1.419172 sec): 53 clusters Score: Raw -214091.071939 + Penalty 29958.799591 = -184132.272349 nChanged 13 Deleting Class 25 (1 points): Lose 3.665213 but Gain 917.538142 Iteration 17Q (1.439629 sec): 52 clusters Score: Raw -214112.575438 + Penalty 29046.002140 = -185066.573298 nChanged 7 Deleting Class 15 (21 points): Lose 144.182338 but Gain 1046.840052 Iteration 18Q (1.460509 sec): 51 clusters Score: Raw -213974.752108 + Penalty 28080.497553 = -185894.254556 nChanged 23 Deleting Class 85 (1 points): Lose 5.699095 but Gain 900.887669 Iteration 19Q (1.480359 sec): 50 clusters Score: Raw -214022.536820 + Penalty 27206.977981 = -186815.558839 nChanged 9 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -214022.536820 + Penalty 27206.977981 = -186815.558839Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.511794 sec): 2 clusters Score: Raw -13900.443264 + Penalty 188.637505 = -13711.805759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.512826 sec): 3 clusters Score: Raw -13624.954551 + Penalty 365.116424 = -13259.838127 nChanged 190 SP:Iteration 1F (1.513915 sec): 3 clusters Score: Raw -13772.412396 + Penalty 349.040007 = -13423.372388 nChanged 52 SP:Iteration 2F (1.515026 sec): 3 clusters Score: Raw -13835.453346 + Penalty 348.883980 = -13486.569366 nChanged 31 SP:Iteration 3F (1.516116 sec): 3 clusters Score: Raw -13876.078469 + Penalty 344.253107 = -13531.825363 nChanged 15 SP:Iteration 4Q (1.517186 sec): 3 clusters Score: Raw -13888.690384 + Penalty 357.709725 = -13530.980658 nChanged 8 SP:Iteration 5F (1.518286 sec): 3 clusters Score: Raw -13894.534901 + Penalty 345.750476 = -13548.784425 nChanged 6 SP:Iteration 6Q (1.519239 sec): 3 clusters Score: Raw -13900.842374 + Penalty 362.264756 = -13538.577618 nChanged 3 SP:Iteration 7F (1.520308 sec): 3 clusters Score: Raw -13903.745056 + Penalty 372.185069 = -13531.559987 nChanged 1 SP:Iteration 8F (1.521373 sec): 3 clusters Score: Raw -13903.557791 + Penalty 372.185069 = -13531.372722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 2 (1594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.529360 sec): 2 clusters Score: Raw -53619.609543 + Penalty 269.014175 = -53350.595368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.532401 sec): 3 clusters Score: Raw -52624.385578 + Penalty 535.105815 = -52089.279762 nChanged 685 SP:Iteration 1F (1.535389 sec): 3 clusters Score: Raw -53081.496111 + Penalty 535.996287 = -52545.499823 nChanged 152 SP:Iteration 2F (1.538372 sec): 3 clusters Score: Raw -53205.246575 + Penalty 535.663849 = -52669.582726 nChanged 125 SP:Iteration 3F (1.541353 sec): 3 clusters Score: Raw -53396.112281 + Penalty 539.778499 = -52856.333782 nChanged 90 SP:Iteration 4F (1.544447 sec): 3 clusters Score: Raw -53495.927768 + Penalty 546.282415 = -52949.645352 nChanged 100 SP:Iteration 5F (1.547511 sec): 3 clusters Score: Raw -53570.276449 + Penalty 548.821904 = -53021.454545 nChanged 92 SP:Iteration 6F (1.550648 sec): 3 clusters Score: Raw -53637.649605 + Penalty 546.622863 = -53091.026742 nChanged 89 SP:Iteration 7F (1.553980 sec): 3 clusters Score: Raw -53689.360208 + Penalty 546.270930 = -53143.089278 nChanged 57 SP:Iteration 8Q (1.557105 sec): 3 clusters Score: Raw -53720.629058 + Penalty 544.864561 = -53175.764498 nChanged 58 SP:Iteration 9Q (1.560009 sec): 3 clusters Score: Raw -53744.303554 + Penalty 543.763066 = -53200.540488 nChanged 40 SP:Iteration 10F (1.563083 sec): 3 clusters Score: Raw -53760.669203 + Penalty 541.951261 = -53218.717942 nChanged 35 SP:Iteration 11Q (1.565967 sec): 3 clusters Score: Raw -53773.143761 + Penalty 540.912818 = -53232.230942 nChanged 29 SP:Iteration 12Q (1.569054 sec): 3 clusters Score: Raw -53785.756334 + Penalty 539.874657 = -53245.881677 nChanged 29 SP:Iteration 13Q (1.571956 sec): 3 clusters Score: Raw -53797.173229 + Penalty 538.568190 = -53258.605039 nChanged 38 SP:Iteration 14Q (1.574740 sec): 3 clusters Score: Raw -53813.525305 + Penalty 537.480597 = -53276.044709 nChanged 48 SP:Iteration 15Q (1.577517 sec): 3 clusters Score: Raw -53838.319978 + Penalty 536.176422 = -53302.143556 nChanged 48 SP:Iteration 16Q (1.580391 sec): 3 clusters Score: Raw -53865.482815 + Penalty 535.433532 = -53330.049283 nChanged 53 SP:Iteration 17Q (1.583232 sec): 3 clusters Score: Raw -53893.953064 + Penalty 535.773106 = -53358.179958 nChanged 57 SP:Iteration 18Q (1.586084 sec): 3 clusters Score: Raw -53930.031854 + Penalty 535.295126 = -53394.736729 nChanged 45 SP:Iteration 19Q (1.588952 sec): 3 clusters Score: Raw -53969.482787 + Penalty 533.999272 = -53435.483515 nChanged 45 SP:Iteration 20F (1.592164 sec): 3 clusters Score: Raw -54010.541622 + Penalty 532.770686 = -53477.770935 nChanged 22 SP:Iteration 21Q (1.595123 sec): 3 clusters Score: Raw -54024.477345 + Penalty 533.296033 = -53491.181312 nChanged 13 SP:Iteration 22Q (1.598033 sec): 3 clusters Score: Raw -54027.939663 + Penalty 533.474325 = -53494.465338 nChanged 9 SP:Iteration 23Q (1.600921 sec): 3 clusters Score: Raw -54030.191131 + Penalty 533.404000 = -53496.787131 nChanged 6 SP:Iteration 24Q (1.603766 sec): 3 clusters Score: Raw -54031.498109 + Penalty 533.765527 = -53497.732582 nChanged 6 SP:Iteration 25Q (1.606566 sec): 3 clusters Score: Raw -54033.018100 + Penalty 534.323355 = -53498.694745 nChanged 6 SP:Iteration 26Q (1.609185 sec): 3 clusters Score: Raw -54034.926144 + Penalty 534.155770 = -53500.770373 nChanged 5 SP:Iteration 27Q (1.611942 sec): 3 clusters Score: Raw -54035.827505 + Penalty 534.337843 = -53501.489662 nChanged 4 SP:Iteration 28Q (1.614694 sec): 3 clusters Score: Raw -54036.715546 + Penalty 534.517581 = -53502.197965 nChanged 2 SP:Iteration 29Q (1.617270 sec): 3 clusters Score: Raw -54036.614936 + Penalty 534.667202 = -53501.947734 nChanged 1 SP:Iteration 30F (1.620195 sec): 3 clusters Score: Raw -54036.791341 + Penalty 534.879313 = -53501.912029 nChanged 1 SP:Iteration 31F (1.623396 sec): 3 clusters Score: Raw -54036.941011 + Penalty 535.063949 = -53501.877062 nChanged 1 SP:Iteration 32F (1.626415 sec): 3 clusters Score: Raw -54037.090292 + Penalty 534.802811 = -53502.287482 nChanged 1 SP:Iteration 33Q (1.629050 sec): 3 clusters Score: Raw -54037.316548 + Penalty 534.794255 = -53502.522294 nChanged 1 SP:Iteration 34Q (1.631654 sec): 3 clusters Score: Raw -54037.326573 + Penalty 534.850578 = -53502.475995 nChanged 1 SP:Iteration 35F (1.634813 sec): 3 clusters Score: Raw -54037.686866 + Penalty 535.164813 = -53502.522054 nChanged 2 SP:Iteration 36Q (1.637917 sec): 3 clusters Score: Raw -54037.806454 + Penalty 535.267331 = -53502.539123 nChanged 2 SP:Iteration 37Q (1.640707 sec): 3 clusters Score: Raw -54038.051921 + Penalty 535.267331 = -53502.784590 nChanged 0 SP:Iteration 38F (1.643879 sec): 3 clusters Score: Raw -54038.051921 + Penalty 535.267331 = -53502.784590 nChanged 0 Score: Raw -221638.970434 + Penalty 27528.128023 = -194110.842412 Splitting cluster 2 changes total score from -186815.558839 to -194110.842412 So it's getting split into cluster 10. Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 3 (2145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.816833 sec): 2 clusters Score: Raw -72563.410956 + Penalty 306.894237 = -72256.516719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.820903 sec): 3 clusters Score: Raw -71222.522550 + Penalty 603.400203 = -70619.122347 nChanged 943 SP:Iteration 1F (1.824793 sec): 3 clusters Score: Raw -73204.666224 + Penalty 573.876322 = -72630.789903 nChanged 384 SP:Iteration 2F (1.828669 sec): 3 clusters Score: Raw -73638.531468 + Penalty 562.848007 = -73075.683461 nChanged 67 SP:Iteration 3Q (1.832468 sec): 3 clusters Score: Raw -73718.762764 + Penalty 558.749935 = -73160.012829 nChanged 25 SP:Iteration 4Q (1.836111 sec): 3 clusters Score: Raw -73755.728469 + Penalty 558.604638 = -73197.123831 nChanged 14 SP:Iteration 5Q (1.839333 sec): 3 clusters Score: Raw -73765.378160 + Penalty 555.551312 = -73209.826848 nChanged 6 SP:Iteration 6Q (1.842508 sec): 3 clusters Score: Raw -73764.789856 + Penalty 555.513556 = -73209.276300 nChanged 1 SP:Iteration 7F (1.846498 sec): 3 clusters Score: Raw -73764.312880 + Penalty 553.836579 = -73210.476301 nChanged 1 SP:Iteration 8Q (1.849645 sec): 3 clusters Score: Raw -73766.063412 + Penalty 553.836579 = -73212.226833 nChanged 0 SP:Iteration 9F (1.853510 sec): 3 clusters Score: Raw -73766.063412 + Penalty 553.836579 = -73212.226833 nChanged 0 Score: Raw -222841.628740 + Penalty 27814.457458 = -195027.171283 Splitting cluster 3 changes total score from -186815.558839 to -195027.171283 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 4 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.023512 sec): 2 clusters Score: Raw -1003.954559 + Penalty 161.282782 = -842.671777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.023800 sec): 3 clusters Score: Raw -1011.904353 + Penalty 376.714266 = -635.190086 nChanged 5 SP:Iteration 1F (2.024077 sec): 3 clusters Score: Raw -1025.609561 + Penalty 376.714266 = -648.895295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 5 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.026197 sec): 2 clusters Score: Raw -13246.453063 + Penalty 253.898110 = -12992.554953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.027127 sec): 3 clusters Score: Raw -12961.302466 + Penalty 512.313262 = -12448.989204 nChanged 144 SP:Iteration 1F (2.028038 sec): 3 clusters Score: Raw -13056.626788 + Penalty 516.251908 = -12540.374880 nChanged 35 SP:Iteration 2F (2.028946 sec): 3 clusters Score: Raw -13079.974413 + Penalty 522.140599 = -12557.833814 nChanged 27 SP:Iteration 3F (2.029855 sec): 3 clusters Score: Raw -13096.281817 + Penalty 549.477203 = -12546.804614 nChanged 40 SP:Iteration 4F (2.030753 sec): 3 clusters Score: Raw -13138.205227 + Penalty 631.510838 = -12506.694389 nChanged 48 SP:Iteration 5F (2.031644 sec): 3 clusters Score: Raw -13202.273356 + Penalty 748.985156 = -12453.288200 nChanged 25 SP:Iteration 6F (2.032532 sec): 3 clusters Score: Raw -13239.920095 + Penalty 785.780761 = -12454.139333 nChanged 5 SP:Iteration 7Q (2.033295 sec): 3 clusters Score: Raw -13246.021224 + Penalty 797.023273 = -12448.997951 nChanged 4 SP:Iteration 8F (2.034179 sec): 3 clusters Score: Raw -13246.196383 + Penalty 820.412740 = -12425.783642 nChanged 3 SP:Iteration 9F (2.035066 sec): 3 clusters Score: Raw -13246.375652 + Penalty 832.012256 = -12414.363396 nChanged 4 SP:Iteration 10F (2.035951 sec): 3 clusters Score: Raw -13250.375897 + Penalty 882.110493 = -12368.265404 nChanged 3 SP:Iteration 11F (2.036839 sec): 3 clusters Score: Raw -13255.470768 + Penalty 899.786449 = -12355.684319 nChanged 1 SP:Iteration 12F (2.037724 sec): 3 clusters Score: Raw -13256.128256 + Penalty 899.786449 = -12356.341807 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 6 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.041182 sec): 2 clusters Score: Raw -16509.338103 + Penalty 74.367457 = -16434.970645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.042599 sec): 3 clusters Score: Raw -16130.455791 + Penalty 145.701713 = -15984.754078 nChanged 277 SP:Iteration 1F (2.043933 sec): 3 clusters Score: Raw -16307.492564 + Penalty 143.096970 = -16164.395594 nChanged 99 SP:Iteration 2F (2.045284 sec): 3 clusters Score: Raw -16406.783879 + Penalty 147.683569 = -16259.100310 nChanged 75 SP:Iteration 3F (2.046617 sec): 3 clusters Score: Raw -16503.176603 + Penalty 143.960114 = -16359.216489 nChanged 33 SP:Iteration 4F (2.047902 sec): 3 clusters Score: Raw -16547.188102 + Penalty 134.463812 = -16412.724290 nChanged 17 SP:Iteration 5Q (2.049199 sec): 3 clusters Score: Raw -16568.323166 + Penalty 135.157440 = -16433.165726 nChanged 4 SP:Iteration 6Q (2.050380 sec): 3 clusters Score: Raw -16570.154159 + Penalty 134.377367 = -16435.776793 nChanged 1 SP:Iteration 7Q (2.051537 sec): 3 clusters Score: Raw -16570.788376 + Penalty 133.700758 = -16437.087618 nChanged 2 SP:Iteration 8Q (2.052716 sec): 3 clusters Score: Raw -16572.797035 + Penalty 133.750833 = -16439.046202 nChanged 2 SP:Iteration 9Q (2.053868 sec): 3 clusters Score: Raw -16573.900560 + Penalty 133.750833 = -16440.149727 nChanged 0 SP:Iteration 10F (2.055155 sec): 3 clusters Score: Raw -16573.900560 + Penalty 133.750833 = -16440.149727 nChanged 0 Score: Raw -222906.194522 + Penalty 27895.985353 = -195010.209168 Splitting cluster 6 changes total score from -186815.558839 to -195010.209168 So it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 7 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.230489 sec): 2 clusters Score: Raw -889.906285 + Penalty 21.861533 = -868.044752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.230735 sec): 3 clusters Score: Raw -881.246561 + Penalty 43.768900 = -837.477661 nChanged 10 SP:Iteration 1F (2.230962 sec): 3 clusters Score: Raw -896.734349 + Penalty 43.725029 = -853.009320 nChanged 3 SP:Iteration 2F (2.231185 sec): 3 clusters Score: Raw -899.344199 + Penalty 43.727050 = -855.617149 nChanged 1 SP:Iteration 3Q (2.231405 sec): 3 clusters Score: Raw -899.695537 + Penalty 43.727050 = -855.968487 nChanged 0 SP:Iteration 4F (2.231626 sec): 3 clusters Score: Raw -899.695537 + Penalty 43.727050 = -855.968487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 8 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.235447 sec): 2 clusters Score: Raw -22570.530673 + Penalty 154.172754 = -22416.357919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.236950 sec): 3 clusters Score: Raw -22141.059275 + Penalty 311.661058 = -21829.398217 nChanged 285 SP:Iteration 1F (2.238450 sec): 3 clusters Score: Raw -22400.615508 + Penalty 336.887057 = -22063.728451 nChanged 94 SP:Iteration 2F (2.240030 sec): 3 clusters Score: Raw -22501.444101 + Penalty 378.039043 = -22123.405058 nChanged 55 SP:Iteration 3F (2.241598 sec): 3 clusters Score: Raw -22556.609918 + Penalty 390.166981 = -22166.442937 nChanged 21 SP:Iteration 4Q (2.243037 sec): 3 clusters Score: Raw -22569.910232 + Penalty 406.940424 = -22162.969807 nChanged 19 SP:Iteration 5F (2.244618 sec): 3 clusters Score: Raw -22577.635024 + Penalty 412.879037 = -22164.755987 nChanged 7 SP:Iteration 6Q (2.246027 sec): 3 clusters Score: Raw -22580.848232 + Penalty 421.564893 = -22159.283340 nChanged 3 SP:Iteration 7F (2.247529 sec): 3 clusters Score: Raw -22583.243874 + Penalty 419.474054 = -22163.769820 nChanged 1 SP:Iteration 8Q (2.248909 sec): 3 clusters Score: Raw -22582.654046 + Penalty 425.801986 = -22156.852060 nChanged 2 SP:Iteration 9F (2.250489 sec): 3 clusters Score: Raw -22582.172252 + Penalty 430.042626 = -22152.129626 nChanged 2 SP:Iteration 10F (2.252068 sec): 3 clusters Score: Raw -22581.868672 + Penalty 433.584466 = -22148.284206 nChanged 1 SP:Iteration 11F (2.253678 sec): 3 clusters Score: Raw -22581.813796 + Penalty 434.762784 = -22147.051012 nChanged 2 SP:Iteration 12F (2.255247 sec): 3 clusters Score: Raw -22581.231952 + Penalty 443.253322 = -22137.978631 nChanged 4 SP:Iteration 13F (2.256855 sec): 3 clusters Score: Raw -22581.998759 + Penalty 453.576016 = -22128.422744 nChanged 7 SP:Iteration 14F (2.258395 sec): 3 clusters Score: Raw -22583.242456 + Penalty 458.998683 = -22124.243773 nChanged 9 SP:Iteration 15F (2.259988 sec): 3 clusters Score: Raw -22588.925420 + Penalty 484.935446 = -22103.989975 nChanged 8 SP:Iteration 16F (2.261506 sec): 3 clusters Score: Raw -22592.071615 + Penalty 500.460939 = -22091.610676 nChanged 4 SP:Iteration 17F (2.263005 sec): 3 clusters Score: Raw -22594.728121 + Penalty 495.822298 = -22098.905822 nChanged 4 SP:Iteration 18Q (2.264295 sec): 3 clusters Score: Raw -22596.362679 + Penalty 483.807304 = -22112.555375 nChanged 3 SP:Iteration 19Q (2.265643 sec): 3 clusters Score: Raw -22598.418907 + Penalty 483.842821 = -22114.576085 nChanged 1 SP:Iteration 20F (2.267223 sec): 3 clusters Score: Raw -22597.799428 + Penalty 483.842821 = -22113.956606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 9 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.268715 sec): 2 clusters Score: Raw -715.111355 + Penalty 93.583784 = -621.527571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.268980 sec): 3 clusters Score: Raw -713.093436 + Penalty 192.294116 = -520.799319 nChanged 4 SP:Iteration 1F (2.269242 sec): 3 clusters Score: Raw -723.423865 + Penalty 187.881892 = -535.541973 nChanged 2 SP:Iteration 2F (2.269497 sec): 3 clusters Score: Raw -730.601772 + Penalty 187.387050 = -543.214721 nChanged 2 SP:Iteration 3F (2.269753 sec): 3 clusters Score: Raw -741.847066 + Penalty 187.387050 = -554.460016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.270212 sec): 2 clusters Score: Raw -141.134392 + Penalty 132.562019 = -8.572374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.270426 sec): 3 clusters Score: Raw -137.339670 + Penalty 265.124037 = 127.784367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 12 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.271617 sec): 2 clusters Score: Raw -8517.460593 + Penalty 241.043395 = -8276.417197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.272327 sec): 3 clusters Score: Raw -8361.123871 + Penalty 495.475834 = -7865.648036 nChanged 105 SP:Iteration 1F (2.273027 sec): 3 clusters Score: Raw -8446.474616 + Penalty 525.918396 = -7920.556220 nChanged 36 SP:Iteration 2F (2.273726 sec): 3 clusters Score: Raw -8487.927254 + Penalty 556.874437 = -7931.052817 nChanged 18 SP:Iteration 3F (2.274425 sec): 3 clusters Score: Raw -8516.593437 + Penalty 580.349078 = -7936.244358 nChanged 13 SP:Iteration 4Q (2.275116 sec): 3 clusters Score: Raw -8526.616624 + Penalty 593.757517 = -7932.859107 nChanged 7 SP:Iteration 5F (2.275814 sec): 3 clusters Score: Raw -8532.384044 + Penalty 604.462468 = -7927.921575 nChanged 6 SP:Iteration 6F (2.276512 sec): 3 clusters Score: Raw -8537.954792 + Penalty 612.731701 = -7925.223091 nChanged 4 SP:Iteration 7F (2.277216 sec): 3 clusters Score: Raw -8539.768772 + Penalty 617.769806 = -7921.998966 nChanged 4 SP:Iteration 8F (2.277915 sec): 3 clusters Score: Raw -8546.378755 + Penalty 623.876247 = -7922.502508 nChanged 2 SP:Iteration 9Q (2.278580 sec): 3 clusters Score: Raw -8547.442911 + Penalty 627.352347 = -7920.090565 nChanged 2 SP:Iteration 10F (2.279280 sec): 3 clusters Score: Raw -8549.677914 + Penalty 638.257984 = -7911.419930 nChanged 2 SP:Iteration 11F (2.279980 sec): 3 clusters Score: Raw -8551.248731 + Penalty 651.593571 = -7899.655160 nChanged 2 SP:Iteration 12F (2.280680 sec): 3 clusters Score: Raw -8552.810035 + Penalty 669.361795 = -7883.448240 nChanged 3 SP:Iteration 13F (2.281379 sec): 3 clusters Score: Raw -8554.863438 + Penalty 676.673597 = -7878.189841 nChanged 2 SP:Iteration 14F (2.282109 sec): 3 clusters Score: Raw -8556.423731 + Penalty 695.329615 = -7861.094116 nChanged 5 SP:Iteration 15F (2.282813 sec): 3 clusters Score: Raw -8560.481734 + Penalty 714.984646 = -7845.497088 nChanged 4 SP:Iteration 16F (2.283520 sec): 3 clusters Score: Raw -8565.503955 + Penalty 738.676770 = -7826.827185 nChanged 3 SP:Iteration 17F (2.284225 sec): 3 clusters Score: Raw -8570.925536 + Penalty 746.169249 = -7824.756287 nChanged 1 SP:Iteration 18F (2.284926 sec): 3 clusters Score: Raw -8571.586442 + Penalty 746.169249 = -7825.417193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 13 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.286059 sec): 2 clusters Score: Raw -6164.439494 + Penalty 492.919485 = -5671.520009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.286547 sec): 3 clusters Score: Raw -6008.495095 + Penalty 992.064404 = -5016.430691 nChanged 29 SP:Iteration 1F (2.287026 sec): 3 clusters Score: Raw -6044.191422 + Penalty 996.053880 = -5048.137542 nChanged 13 SP:Iteration 2F (2.287516 sec): 3 clusters Score: Raw -6062.631929 + Penalty 999.367400 = -5063.264529 nChanged 9 SP:Iteration 3F (2.287994 sec): 3 clusters Score: Raw -6073.894852 + Penalty 1015.320375 = -5058.574477 nChanged 14 SP:Iteration 4F (2.288490 sec): 3 clusters Score: Raw -6096.168554 + Penalty 1048.073903 = -5048.094651 nChanged 13 SP:Iteration 5F (2.288980 sec): 3 clusters Score: Raw -6130.715385 + Penalty 1101.661859 = -5029.053526 nChanged 7 SP:Iteration 6F (2.289461 sec): 3 clusters Score: Raw -6153.900696 + Penalty 1133.171731 = -5020.728966 nChanged 1 SP:Iteration 7F (2.289936 sec): 3 clusters Score: Raw -6156.143178 + Penalty 1177.882499 = -4978.260679 nChanged 1 SP:Iteration 8F (2.290417 sec): 3 clusters Score: Raw -6169.173360 + Penalty 1177.882499 = -4991.290860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.290943 sec): 2 clusters Score: Raw -247.145515 + Penalty 197.880009 = -49.265506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.291164 sec): 3 clusters Score: Raw -248.264956 + Penalty 389.544524 = 141.279569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 16 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.291901 sec): 2 clusters Score: Raw -5038.567924 + Penalty 596.097362 = -4442.470562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.292322 sec): 3 clusters Score: Raw -4896.143991 + Penalty 1209.062169 = -3687.081822 nChanged 21 SP:Iteration 1F (2.292734 sec): 3 clusters Score: Raw -4946.698452 + Penalty 1236.209733 = -3710.488718 nChanged 9 SP:Iteration 2F (2.293148 sec): 3 clusters Score: Raw -4971.164531 + Penalty 1273.105606 = -3698.058924 nChanged 11 SP:Iteration 3F (2.293557 sec): 3 clusters Score: Raw -5023.386303 + Penalty 1293.879237 = -3729.507066 nChanged 6 SP:Iteration 4F (2.293967 sec): 3 clusters Score: Raw -5052.501667 + Penalty 1332.091201 = -3720.410466 nChanged 3 SP:Iteration 5F (2.294376 sec): 3 clusters Score: Raw -5075.524067 + Penalty 1332.091201 = -3743.432866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.294857 sec): 2 clusters Score: Raw -643.502143 + Penalty 45.139437 = -598.362706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.295077 sec): 3 clusters Score: Raw -638.029418 + Penalty 90.746529 = -547.282888 nChanged 4 SP:Iteration 1F (2.295294 sec): 3 clusters Score: Raw -647.585309 + Penalty 90.538867 = -557.046442 nChanged 1 SP:Iteration 2Q (2.295503 sec): 3 clusters Score: Raw -648.821589 + Penalty 90.397099 = -558.424490 nChanged 1 SP:Iteration 3Q (2.295713 sec): 3 clusters Score: Raw -649.475393 + Penalty 90.397099 = -559.078294 nChanged 0 SP:Iteration 4F (2.295947 sec): 3 clusters Score: Raw -649.475393 + Penalty 90.397099 = -559.078294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 18 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.296629 sec): 2 clusters Score: Raw -3727.951703 + Penalty 430.211340 = -3297.740363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.297011 sec): 3 clusters Score: Raw -3628.593096 + Penalty 879.314710 = -2749.278386 nChanged 22 SP:Iteration 1F (2.297393 sec): 3 clusters Score: Raw -3658.396170 + Penalty 886.890809 = -2771.505362 nChanged 4 SP:Iteration 2Q (2.297775 sec): 3 clusters Score: Raw -3666.715994 + Penalty 896.689301 = -2770.026693 nChanged 7 SP:Iteration 3F (2.298154 sec): 3 clusters Score: Raw -3681.824054 + Penalty 899.954910 = -2781.869143 nChanged 8 SP:Iteration 4F (2.298528 sec): 3 clusters Score: Raw -3702.275844 + Penalty 935.241573 = -2767.034271 nChanged 5 SP:Iteration 5F (2.298904 sec): 3 clusters Score: Raw -3716.577339 + Penalty 968.988633 = -2747.588706 nChanged 4 SP:Iteration 6F (2.299278 sec): 3 clusters Score: Raw -3736.030787 + Penalty 968.988633 = -2767.042153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 20 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.299958 sec): 2 clusters Score: Raw -3560.780640 + Penalty 406.716983 = -3154.063656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.300342 sec): 3 clusters Score: Raw -3477.134368 + Penalty 822.488463 = -2654.645906 nChanged 16 SP:Iteration 1F (2.300718 sec): 3 clusters Score: Raw -3505.904263 + Penalty 825.532078 = -2680.372185 nChanged 5 SP:Iteration 2F (2.301092 sec): 3 clusters Score: Raw -3518.787879 + Penalty 826.997195 = -2691.790683 nChanged 4 SP:Iteration 3Q (2.301453 sec): 3 clusters Score: Raw -3524.911131 + Penalty 837.411149 = -2687.499982 nChanged 3 SP:Iteration 4F (2.301828 sec): 3 clusters Score: Raw -3534.283738 + Penalty 841.490873 = -2692.792865 nChanged 3 SP:Iteration 5Q (2.302186 sec): 3 clusters Score: Raw -3541.484635 + Penalty 862.332490 = -2679.152144 nChanged 4 SP:Iteration 6F (2.302560 sec): 3 clusters Score: Raw -3552.807387 + Penalty 886.388790 = -2666.418596 nChanged 4 SP:Iteration 7F (2.302933 sec): 3 clusters Score: Raw -3560.722239 + Penalty 902.184151 = -2658.538088 nChanged 3 SP:Iteration 8F (2.303306 sec): 3 clusters Score: Raw -3561.067873 + Penalty 902.184151 = -2658.883722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 21 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.304145 sec): 2 clusters Score: Raw -4501.653713 + Penalty 125.451466 = -4376.202247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.304651 sec): 3 clusters Score: Raw -4414.482853 + Penalty 270.988168 = -4143.494685 nChanged 55 SP:Iteration 1F (2.305144 sec): 3 clusters Score: Raw -4476.011008 + Penalty 312.242037 = -4163.768971 nChanged 18 SP:Iteration 2F (2.305634 sec): 3 clusters Score: Raw -4492.248662 + Penalty 336.637855 = -4155.610808 nChanged 6 SP:Iteration 3F (2.306122 sec): 3 clusters Score: Raw -4498.154911 + Penalty 360.416701 = -4137.738210 nChanged 3 SP:Iteration 4F (2.306610 sec): 3 clusters Score: Raw -4501.762462 + Penalty 406.516157 = -4095.246305 nChanged 5 SP:Iteration 5F (2.307098 sec): 3 clusters Score: Raw -4520.421324 + Penalty 521.909914 = -3998.511410 nChanged 6 SP:Iteration 6F (2.307588 sec): 3 clusters Score: Raw -4543.542629 + Penalty 556.509697 = -3987.032932 nChanged 1 SP:Iteration 7F (2.308076 sec): 3 clusters Score: Raw -4544.209314 + Penalty 598.826903 = -3945.382411 nChanged 1 SP:Iteration 8F (2.308562 sec): 3 clusters Score: Raw -4546.791572 + Penalty 598.826903 = -3947.964668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.309067 sec): 2 clusters Score: Raw -509.925621 + Penalty 94.841044 = -415.084577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.309309 sec): 3 clusters Score: Raw -517.111331 + Penalty 184.459908 = -332.651422 nChanged 1 SP:Iteration 1F (2.309545 sec): 3 clusters Score: Raw -519.235151 + Penalty 184.459908 = -334.775243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.309998 sec): 2 clusters Score: Raw -178.701373 + Penalty 160.736697 = -17.964676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.310199 sec): 2 clusters Score: Raw -178.701373 + Penalty 160.736697 = -17.964676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 26 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.310663 sec): 2 clusters Score: Raw -356.940734 + Penalty 205.872305 = -151.068428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.310890 sec): 3 clusters Score: Raw -358.958054 + Penalty 411.744611 = 52.786557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.311349 sec): 2 clusters Score: Raw -271.079422 + Penalty 176.985989 = -94.093433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.311572 sec): 3 clusters Score: Raw -274.260351 + Penalty 355.204137 = 80.943786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 28 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.312714 sec): 2 clusters Score: Raw -4765.680035 + Penalty 167.081706 = -4598.598329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.313220 sec): 3 clusters Score: Raw -4682.438877 + Penalty 334.350893 = -4348.087984 nChanged 60 SP:Iteration 1F (2.313749 sec): 3 clusters Score: Raw -4721.058879 + Penalty 342.869695 = -4378.189185 nChanged 16 SP:Iteration 2F (2.314284 sec): 3 clusters Score: Raw -4736.751057 + Penalty 355.261340 = -4381.489717 nChanged 11 SP:Iteration 3F (2.314811 sec): 3 clusters Score: Raw -4748.004084 + Penalty 389.650834 = -4358.353250 nChanged 12 SP:Iteration 4F (2.315325 sec): 3 clusters Score: Raw -4764.676394 + Penalty 433.653518 = -4331.022876 nChanged 11 SP:Iteration 5F (2.315833 sec): 3 clusters Score: Raw -4775.816169 + Penalty 440.971089 = -4334.845080 nChanged 1 SP:Iteration 6Q (2.316314 sec): 3 clusters Score: Raw -4778.368151 + Penalty 440.971089 = -4337.397061 nChanged 0 SP:Iteration 7F (2.316825 sec): 3 clusters Score: Raw -4778.368151 + Penalty 440.971089 = -4337.397061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 29 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.317330 sec): 2 clusters Score: Raw -125.448883 + Penalty 112.228241 = -13.220642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.317546 sec): 3 clusters Score: Raw -125.152689 + Penalty 224.456481 = 99.303793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.317997 sec): 2 clusters Score: Raw -102.306858 + Penalty 61.099291 = -41.207567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.318206 sec): 3 clusters Score: Raw -94.487177 + Penalty 124.286891 = 29.799714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.318651 sec): 2 clusters Score: Raw -63.295659 + Penalty 39.089590 = -24.206068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.318856 sec): 3 clusters Score: Raw -58.497038 + Penalty 78.179181 = 19.682143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 34 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.319468 sec): 2 clusters Score: Raw -1925.308271 + Penalty 324.785373 = -1600.522898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.319777 sec): 3 clusters Score: Raw -1880.036575 + Penalty 645.354332 = -1234.682242 nChanged 5 SP:Iteration 1F (2.320081 sec): 3 clusters Score: Raw -1895.687485 + Penalty 653.172780 = -1242.514705 nChanged 5 SP:Iteration 2F (2.320392 sec): 3 clusters Score: Raw -1910.398119 + Penalty 699.677723 = -1210.720396 nChanged 5 SP:Iteration 3F (2.320697 sec): 3 clusters Score: Raw -1934.774978 + Penalty 699.677723 = -1235.097255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.321170 sec): 2 clusters Score: Raw -31.714284 + Penalty 0.000000 = -31.714284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.321376 sec): 2 clusters Score: Raw -31.714284 + Penalty 0.000000 = -31.714284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.321831 sec): 2 clusters Score: Raw -33.284657 + Penalty 0.000000 = -33.284657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.322034 sec): 2 clusters Score: Raw -33.284657 + Penalty 0.000000 = -33.284657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.322500 sec): 2 clusters Score: Raw -102.949003 + Penalty 79.679695 = -23.269308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.322712 sec): 3 clusters Score: Raw -98.808376 + Penalty 139.792791 = 40.984415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.323176 sec): 2 clusters Score: Raw -184.339543 + Penalty 123.404876 = -60.934666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.323396 sec): 3 clusters Score: Raw -176.616795 + Penalty 255.167394 = 78.550599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.323851 sec): 2 clusters Score: Raw -106.235076 + Penalty 88.104390 = -18.130686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.324050 sec): 2 clusters Score: Raw -106.235076 + Penalty 88.104390 = -18.130686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.324547 sec): 2 clusters Score: Raw -159.405417 + Penalty 58.377747 = -101.027670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.324772 sec): 3 clusters Score: Raw -156.599824 + Penalty 125.441757 = -31.158067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.325280 sec): 2 clusters Score: Raw -31.316186 + Penalty 0.000000 = -31.316186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.325478 sec): 2 clusters Score: Raw -31.316186 + Penalty 0.000000 = -31.316186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.325942 sec): 2 clusters Score: Raw -67.822700 + Penalty 52.730285 = -15.092416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.326142 sec): 2 clusters Score: Raw -67.822700 + Penalty 52.730285 = -15.092416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.326648 sec): 2 clusters Score: Raw -150.433159 + Penalty 134.297313 = -16.135846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.326879 sec): 3 clusters Score: Raw -140.212528 + Penalty 268.594625 = 128.382098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.327345 sec): 2 clusters Score: Raw -94.308187 + Penalty 33.181442 = -61.126746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.327561 sec): 3 clusters Score: Raw -88.746401 + Penalty 74.205658 = -14.540744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.328037 sec): 2 clusters Score: Raw -138.834734 + Penalty 117.661266 = -21.173468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.328265 sec): 3 clusters Score: Raw -134.524640 + Penalty 240.747545 = 106.222905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.328728 sec): 2 clusters Score: Raw -134.511964 + Penalty 19.614602 = -114.897363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.328933 sec): 3 clusters Score: Raw -135.905801 + Penalty 44.932598 = -90.973204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.329391 sec): 2 clusters Score: Raw -102.619039 + Penalty 79.995082 = -22.623957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.329608 sec): 3 clusters Score: Raw -95.056395 + Penalty 163.346053 = 68.289657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.330057 sec): 2 clusters Score: Raw -32.110297 + Penalty 0.000000 = -32.110297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.330252 sec): 2 clusters Score: Raw -32.110297 + Penalty 0.000000 = -32.110297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.330694 sec): 2 clusters Score: Raw -30.249209 + Penalty 0.000000 = -30.249209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.330884 sec): 2 clusters Score: Raw -30.249209 + Penalty 0.000000 = -30.249209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.331339 sec): 2 clusters Score: Raw -91.378527 + Penalty 28.748940 = -62.629587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.331540 sec): 2 clusters Score: Raw -91.378527 + Penalty 28.748940 = -62.629587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.331989 sec): 2 clusters Score: Raw -29.162723 + Penalty 0.000000 = -29.162723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.332183 sec): 2 clusters Score: Raw -29.162723 + Penalty 0.000000 = -29.162723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.332628 sec): 2 clusters Score: Raw -30.241027 + Penalty 0.000000 = -30.241027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.332820 sec): 2 clusters Score: Raw -30.241027 + Penalty 0.000000 = -30.241027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.333311 sec): 2 clusters Score: Raw -31.484431 + Penalty 0.000000 = -31.484431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.333507 sec): 2 clusters Score: Raw -31.484431 + Penalty 0.000000 = -31.484431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.333965 sec): 2 clusters Score: Raw -143.920167 + Penalty 140.799487 = -3.120679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.334185 sec): 3 clusters Score: Raw -143.154063 + Penalty 215.050698 = 71.896634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.334631 sec): 2 clusters Score: Raw -31.483383 + Penalty 0.000000 = -31.483383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.334823 sec): 2 clusters Score: Raw -31.483383 + Penalty 0.000000 = -31.483383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 92 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.335272 sec): 2 clusters Score: Raw -30.724372 + Penalty 0.000000 = -30.724372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.335467 sec): 2 clusters Score: Raw -30.724372 + Penalty 0.000000 = -30.724372 nChanged 0 Deleting Class 14 (5 points): Lose 37.297612 but Gain 1004.976371 Iteration 20F (2.514898 sec): 52 clusters Score: Raw -215775.449655 + Penalty 26264.869412 = -189510.580243 nChanged 75 Deleting Class 86 (4 points): Lose 34.789240 but Gain 903.362541 Iteration 21Q (2.536646 sec): 50 clusters Score: Raw -215779.646920 + Penalty 25470.722409 = -190308.924511 nChanged 36 Deleting Class 61 (5 points): Lose 26.918757 but Gain 933.734460 Iteration 22Q (2.558364 sec): 49 clusters Score: Raw -215785.682553 + Penalty 24613.213730 = -191172.468822 nChanged 30 Deleting Class 23 (5 points): Lose 20.954392 but Gain 888.295114 Iteration 23Q (2.580108 sec): 48 clusters Score: Raw -215786.116048 + Penalty 23747.380211 = -192038.735837 nChanged 14 Deleting Class 35 (1 points): Lose 2.000877 but Gain 869.581117 Iteration 24Q (2.601034 sec): 47 clusters Score: Raw -215789.275507 + Penalty 22815.677636 = -192973.597871 nChanged 7 Deleting Class 11 (3 points): Lose 20.670219 but Gain 842.111596 Iteration 25Q (2.622584 sec): 46 clusters Score: Raw -215773.353551 + Penalty 21979.030696 = -193794.322856 nChanged 5 Deleting Class 40 (1 points): Lose 8.389262 but Gain 795.652438 Iteration 26Q (2.644520 sec): 45 clusters Score: Raw -215770.502277 + Penalty 21207.251650 = -194563.250627 nChanged 3 Deleting Class 26 (8 points): Lose 31.514796 but Gain 794.660367 Iteration 27Q (2.666174 sec): 44 clusters Score: Raw -215748.858652 + Penalty 20510.925466 = -195237.933186 nChanged 11 Deleting Class 34 (20 points): Lose 128.788220 but Gain 889.490617 Iteration 28Q (2.687432 sec): 43 clusters Score: Raw -215637.067213 + Penalty 19687.562739 = -195949.504474 nChanged 23 Deleting Class 27 (7 points): Lose 29.338695 but Gain 797.876742 Iteration 29Q (2.707920 sec): 42 clusters Score: Raw -215654.367278 + Penalty 18898.567957 = -196755.799321 nChanged 9 Deleting Class 29 (5 points): Lose 41.383174 but Gain 787.556516 Iteration 30F (2.848327 sec): 41 clusters Score: Raw -215623.517653 + Penalty 18215.447954 = -197408.069699 nChanged 8 Deleting Class 82 (1 points): Lose 29.216823 but Gain 770.841107 Iteration 31Q (2.868935 sec): 40 clusters Score: Raw -215608.032961 + Penalty 18217.445716 = -197390.587245 nChanged 2 Deleting Class 41 (4 points): Lose 14.369196 but Gain 748.211598 Iteration 32F (3.001911 sec): 39 clusters Score: Raw -215594.743668 + Penalty 17655.130088 = -197939.613580 nChanged 4 Deleting Class 63 (4 points): Lose 31.655062 but Gain 754.908860 Iteration 33Q (3.021325 sec): 38 clusters Score: Raw -215577.128303 + Penalty 16909.133368 = -198667.994935 nChanged 4 Deleting Class 52 (3 points): Lose 4.297279 but Gain 713.295618 Iteration 34Q (3.040268 sec): 37 clusters Score: Raw -215580.757688 + Penalty 16195.190809 = -199385.566879 nChanged 3 Deleting Class 84 (1 points): Lose 2.639679 but Gain 709.570739 Iteration 35Q (3.058967 sec): 36 clusters Score: Raw -215580.525079 + Penalty 15488.445854 = -200092.079225 nChanged 2 Deleting Class 67 (4 points): Lose 17.646075 but Gain 703.127108 Iteration 36Q (3.078082 sec): 35 clusters Score: Raw -215564.089398 + Penalty 14798.031573 = -200766.057825 nChanged 5 Deleting Class 60 (2 points): Lose 5.050110 but Gain 676.629790 Iteration 37Q (3.097150 sec): 34 clusters Score: Raw -215566.121201 + Penalty 14129.947201 = -201436.174000 nChanged 4 Deleting Class 33 (3 points): Lose 17.086965 but Gain 686.922247 Iteration 38Q (3.115273 sec): 33 clusters Score: Raw -215551.871058 + Penalty 13452.071969 = -202099.799089 nChanged 4 Deleting Class 88 (1 points): Lose 11.770531 but Gain 594.566706 Iteration 39Q (3.133722 sec): 32 clusters Score: Raw -215547.614449 + Penalty 12860.977520 = -202686.636929 nChanged 2 Deleting Class 57 (1 points): Lose 6.224251 but Gain 589.019848 Iteration 40F (3.235173 sec): 31 clusters Score: Raw -215545.128808 + Penalty 12272.167548 = -203272.961261 nChanged 1 Deleting Class 43 (1 points): Lose 0.848704 but Gain 543.997854 Iteration 41Q (3.253358 sec): 30 clusters Score: Raw -215546.592264 + Penalty 11728.921210 = -203817.671054 nChanged 1 Deleting Class 92 (1 points): Lose 3.210667 but Gain 519.159781 Iteration 42Q (3.271613 sec): 29 clusters Score: Raw -215545.648791 + Penalty 11210.300164 = -204335.348627 nChanged 1 Deleting Class 30 (3 points): Lose 4.149201 but Gain 494.661578 Iteration 43Q (3.289036 sec): 28 clusters Score: Raw -215543.732852 + Penalty 10716.927903 = -204826.804948 nChanged 3 Deleting Class 77 (1 points): Lose 10.051656 but Gain 434.423856 Iteration 44Q (3.306433 sec): 27 clusters Score: Raw -215537.965795 + Penalty 10290.097735 = -205247.868060 nChanged 1 Deleting Class 18 (90 points): Lose 431.463417 but Gain 851.609498 Iteration 45Q (3.323291 sec): 26 clusters Score: Raw -215114.875144 + Penalty 9494.240267 = -205620.634877 nChanged 90 Deleting Class 83 (1 points): Lose 7.636778 but Gain 397.476170 Iteration 46Q (3.342826 sec): 25 clusters Score: Raw -215251.873839 + Penalty 9092.728439 = -206159.145399 nChanged 5 Deleting Class 53 (5 points): Lose 8.857435 but Gain 322.618718 Iteration 47Q (3.360549 sec): 24 clusters Score: Raw -215243.743112 + Penalty 8772.874966 = -206470.868147 nChanged 5 Deleting Class 62 (3 points): Lose 2.329282 but Gain 268.637886 Iteration 48Q (3.377624 sec): 23 clusters Score: Raw -215248.124982 + Penalty 8510.744620 = -206737.380362 nChanged 5 Deleting Class 20 (94 points): Lose 537.193814 but Gain 800.849488 Iteration 49Q (3.393837 sec): 22 clusters Score: Raw -214715.927375 + Penalty 7788.907195 = -206927.020179 nChanged 95 Deleting Class 79 (3 points): Lose 21.242334 but Gain 232.752226 Iteration 50F (3.466752 sec): 21 clusters Score: Raw -214889.919134 + Penalty 7544.819641 = -207345.099493 nChanged 18 Deleting Class 16 (123 points): Lose 942.119922 but Gain 1110.817995 Iteration 51Q (3.484647 sec): 20 clusters Score: Raw -213979.251896 + Penalty 6548.079971 = -207431.171925 nChanged 129 Deleting Class 9 (29 points): Lose 116.011566 but Gain 278.568928 Iteration 52Q (3.501912 sec): 19 clusters Score: Raw -214445.843340 + Penalty 6276.935750 = -208168.907590 nChanged 47 Deleting Class 4 (39 points): Lose 253.587368 but Gain 400.847470 Iteration 53Q (3.518489 sec): 18 clusters Score: Raw -214258.785615 + Penalty 6072.819863 = -208185.965752 nChanged 46 Deleting Class 17 (23 points): Lose 48.368803 but Gain 125.598253 Iteration 54Q (3.535516 sec): 17 clusters Score: Raw -214317.684587 + Penalty 5784.022768 = -208533.661819 nChanged 32 Deleting Class 22 (18 points): Lose 303.951919 but Gain 305.331167 Iteration 55Q (3.552363 sec): 16 clusters Score: Raw -214052.992981 + Penalty 5542.608537 = -208510.384444 nChanged 19 Iteration 56F (3.606835 sec): 16 clusters Score: Raw -214292.997958 + Penalty 5553.229325 = -208739.768632 nChanged 3 Iteration 57Q (3.622025 sec): 16 clusters Score: Raw -214297.683614 + Penalty 5554.756090 = -208742.927524 nChanged 2 Iteration 58Q (3.637305 sec): 16 clusters Score: Raw -214299.353588 + Penalty 5554.756090 = -208744.597498 nChanged 0 Iteration 59F (3.691438 sec): 16 clusters Score: Raw -214299.353588 + Penalty 5554.756090 = -208744.597498 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -214299.353588 + Penalty 5554.756090 = -208744.597498Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.707843 sec): 2 clusters Score: Raw -14000.355546 + Penalty 195.322787 = -13805.032759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.708896 sec): 3 clusters Score: Raw -13751.463114 + Penalty 417.354713 = -13334.108401 nChanged 194 SP:Iteration 1F (3.709934 sec): 3 clusters Score: Raw -13939.658307 + Penalty 412.625686 = -13527.032621 nChanged 58 SP:Iteration 2F (3.710975 sec): 3 clusters Score: Raw -13987.132093 + Penalty 423.905302 = -13563.226791 nChanged 32 SP:Iteration 3F (3.712022 sec): 3 clusters Score: Raw -14025.955246 + Penalty 462.154567 = -13563.800679 nChanged 23 SP:Iteration 4Q (3.713070 sec): 3 clusters Score: Raw -14058.805550 + Penalty 491.096449 = -13567.709101 nChanged 11 SP:Iteration 5Q (3.714095 sec): 3 clusters Score: Raw -14077.634073 + Penalty 491.756746 = -13585.877328 nChanged 1 SP:Iteration 6Q (3.715006 sec): 3 clusters Score: Raw -14078.313075 + Penalty 491.756746 = -13586.556329 nChanged 0 SP:Iteration 7F (3.716052 sec): 3 clusters Score: Raw -14078.313075 + Penalty 491.756746 = -13586.556329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 2 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.718695 sec): 2 clusters Score: Raw -17128.107572 + Penalty 264.294612 = -16863.812961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.719843 sec): 3 clusters Score: Raw -16812.149831 + Penalty 528.589223 = -16283.560608 nChanged 205 SP:Iteration 1F (3.720960 sec): 3 clusters Score: Raw -16962.322033 + Penalty 522.623566 = -16439.698466 nChanged 56 SP:Iteration 2F (3.722076 sec): 3 clusters Score: Raw -16993.696445 + Penalty 516.064305 = -16477.632139 nChanged 31 SP:Iteration 3F (3.723199 sec): 3 clusters Score: Raw -17003.333938 + Penalty 511.572543 = -16491.761395 nChanged 22 SP:Iteration 4Q (3.724329 sec): 3 clusters Score: Raw -17013.945993 + Penalty 505.257078 = -16508.688915 nChanged 22 SP:Iteration 5Q (3.725443 sec): 3 clusters Score: Raw -17022.922380 + Penalty 502.082834 = -16520.839546 nChanged 19 SP:Iteration 6Q (3.726555 sec): 3 clusters Score: Raw -17034.461411 + Penalty 498.082251 = -16536.379160 nChanged 21 SP:Iteration 7Q (3.727669 sec): 3 clusters Score: Raw -17047.804518 + Penalty 496.511673 = -16551.292845 nChanged 21 SP:Iteration 8Q (3.728784 sec): 3 clusters Score: Raw -17063.527442 + Penalty 497.948390 = -16565.579052 nChanged 21 SP:Iteration 9Q (3.729892 sec): 3 clusters Score: Raw -17075.945234 + Penalty 507.943848 = -16568.001386 nChanged 23 SP:Iteration 10F (3.731020 sec): 3 clusters Score: Raw -17090.896115 + Penalty 525.348639 = -16565.547476 nChanged 18 SP:Iteration 11F (3.732153 sec): 3 clusters Score: Raw -17107.080494 + Penalty 562.531485 = -16544.549009 nChanged 17 SP:Iteration 12F (3.733290 sec): 3 clusters Score: Raw -17121.509164 + Penalty 588.743215 = -16532.765949 nChanged 8 SP:Iteration 13F (3.734424 sec): 3 clusters Score: Raw -17126.074069 + Penalty 592.049366 = -16534.024704 nChanged 2 SP:Iteration 14Q (3.735430 sec): 3 clusters Score: Raw -17126.024092 + Penalty 595.372653 = -16530.651439 nChanged 2 SP:Iteration 15F (3.736563 sec): 3 clusters Score: Raw -17130.815357 + Penalty 602.198144 = -16528.617213 nChanged 2 SP:Iteration 16F (3.737698 sec): 3 clusters Score: Raw -17130.736533 + Penalty 598.346907 = -16532.389625 nChanged 1 SP:Iteration 17Q (3.738715 sec): 3 clusters Score: Raw -17130.290484 + Penalty 600.997410 = -16529.293074 nChanged 1 SP:Iteration 18F (3.739851 sec): 3 clusters Score: Raw -17129.722865 + Penalty 609.613282 = -16520.109583 nChanged 2 SP:Iteration 19F (3.740987 sec): 3 clusters Score: Raw -17129.097045 + Penalty 612.597349 = -16516.499697 nChanged 4 SP:Iteration 20F (3.742124 sec): 3 clusters Score: Raw -17128.236757 + Penalty 607.106587 = -16521.130170 nChanged 2 SP:Iteration 21Q (3.743097 sec): 3 clusters Score: Raw -17128.045292 + Penalty 618.524924 = -16509.520368 nChanged 3 SP:Iteration 22F (3.744264 sec): 3 clusters Score: Raw -17127.347237 + Penalty 631.712802 = -16495.634435 nChanged 1 SP:Iteration 23F (3.745404 sec): 3 clusters Score: Raw -17127.374775 + Penalty 662.392651 = -16464.982123 nChanged 4 SP:Iteration 24F (3.746493 sec): 3 clusters Score: Raw -17130.537919 + Penalty 678.032864 = -16452.505054 nChanged 5 SP:Iteration 25F (3.747582 sec): 3 clusters Score: Raw -17133.570305 + Penalty 682.518415 = -16451.051890 nChanged 3 SP:Iteration 26F (3.748686 sec): 3 clusters Score: Raw -17135.332494 + Penalty 724.891241 = -16410.441253 nChanged 1 SP:Iteration 27F (3.749834 sec): 3 clusters Score: Raw -17141.230039 + Penalty 769.768922 = -16371.461116 nChanged 1 SP:Iteration 28F (3.750977 sec): 3 clusters Score: Raw -17143.529705 + Penalty 769.768922 = -16373.760782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 3 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.752107 sec): 2 clusters Score: Raw -9614.618245 + Penalty 178.759468 = -9435.858776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.752838 sec): 3 clusters Score: Raw -9358.230799 + Penalty 348.817336 = -9009.413463 nChanged 116 SP:Iteration 1F (3.753554 sec): 3 clusters Score: Raw -9489.452430 + Penalty 347.650636 = -9141.801794 nChanged 41 SP:Iteration 2F (3.754269 sec): 3 clusters Score: Raw -9538.214658 + Penalty 378.638848 = -9159.575811 nChanged 23 SP:Iteration 3F (3.754989 sec): 3 clusters Score: Raw -9574.347420 + Penalty 443.368074 = -9130.979346 nChanged 15 SP:Iteration 4F (3.755682 sec): 3 clusters Score: Raw -9607.923070 + Penalty 608.788641 = -8999.134429 nChanged 10 SP:Iteration 5F (3.756375 sec): 3 clusters Score: Raw -9626.322699 + Penalty 679.723369 = -8946.599330 nChanged 1 SP:Iteration 6F (3.757097 sec): 3 clusters Score: Raw -9630.903281 + Penalty 679.723369 = -8951.179912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 5 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.758875 sec): 2 clusters Score: Raw -16963.601968 + Penalty 339.704921 = -16623.897047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.760000 sec): 3 clusters Score: Raw -16632.429161 + Penalty 738.724862 = -15893.704299 nChanged 198 SP:Iteration 1F (3.761118 sec): 3 clusters Score: Raw -16957.232696 + Penalty 783.671040 = -16173.561656 nChanged 70 SP:Iteration 2F (3.762237 sec): 3 clusters Score: Raw -17103.764710 + Penalty 806.688737 = -16297.075973 nChanged 31 SP:Iteration 3F (3.763351 sec): 3 clusters Score: Raw -17153.502736 + Penalty 817.610009 = -16335.892727 nChanged 13 SP:Iteration 4Q (3.764350 sec): 3 clusters Score: Raw -17166.530161 + Penalty 823.786026 = -16342.744135 nChanged 7 SP:Iteration 5Q (3.765341 sec): 3 clusters Score: Raw -17169.386883 + Penalty 823.855098 = -16345.531785 nChanged 3 SP:Iteration 6Q (3.766330 sec): 3 clusters Score: Raw -17173.211334 + Penalty 827.645913 = -16345.565420 nChanged 2 SP:Iteration 7Q (3.767316 sec): 3 clusters Score: Raw -17173.856940 + Penalty 827.645913 = -16346.211027 nChanged 0 SP:Iteration 8F (3.768441 sec): 3 clusters Score: Raw -17173.856940 + Penalty 827.645913 = -16346.211027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 6 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.772250 sec): 2 clusters Score: Raw -18419.891981 + Penalty 87.259364 = -18332.632617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.773846 sec): 3 clusters Score: Raw -18007.859043 + Penalty 180.052382 = -17827.806660 nChanged 305 SP:Iteration 1F (3.775413 sec): 3 clusters Score: Raw -18287.466314 + Penalty 187.083476 = -18100.382838 nChanged 79 SP:Iteration 2F (3.776961 sec): 3 clusters Score: Raw -18355.766506 + Penalty 188.718157 = -18167.048349 nChanged 18 SP:Iteration 3Q (3.778502 sec): 3 clusters Score: Raw -18366.354512 + Penalty 189.456925 = -18176.897587 nChanged 8 SP:Iteration 4Q (3.779958 sec): 3 clusters Score: Raw -18370.510194 + Penalty 190.620315 = -18179.889878 nChanged 8 SP:Iteration 5Q (3.781397 sec): 3 clusters Score: Raw -18373.216616 + Penalty 191.057832 = -18182.158784 nChanged 6 SP:Iteration 6Q (3.782829 sec): 3 clusters Score: Raw -18375.962826 + Penalty 192.165072 = -18183.797753 nChanged 6 SP:Iteration 7Q (3.784295 sec): 3 clusters Score: Raw -18377.341699 + Penalty 193.068189 = -18184.273511 nChanged 7 SP:Iteration 8Q (3.785741 sec): 3 clusters Score: Raw -18378.801275 + Penalty 194.545900 = -18184.255376 nChanged 9 SP:Iteration 9F (3.787204 sec): 3 clusters Score: Raw -18381.331766 + Penalty 197.273195 = -18184.058571 nChanged 11 SP:Iteration 10F (3.788643 sec): 3 clusters Score: Raw -18384.726099 + Penalty 199.839990 = -18184.886110 nChanged 9 SP:Iteration 11Q (3.790066 sec): 3 clusters Score: Raw -18388.245950 + Penalty 202.781446 = -18185.464504 nChanged 11 SP:Iteration 12Q (3.791507 sec): 3 clusters Score: Raw -18394.853323 + Penalty 206.403084 = -18188.450239 nChanged 12 SP:Iteration 13Q (3.792956 sec): 3 clusters Score: Raw -18402.260422 + Penalty 208.623518 = -18193.636903 nChanged 10 SP:Iteration 14Q (3.794387 sec): 3 clusters Score: Raw -18407.915251 + Penalty 211.505695 = -18196.409556 nChanged 7 SP:Iteration 15Q (3.795805 sec): 3 clusters Score: Raw -18413.931158 + Penalty 214.345977 = -18199.585181 nChanged 7 SP:Iteration 16Q (3.797215 sec): 3 clusters Score: Raw -18418.944686 + Penalty 215.510664 = -18203.434022 nChanged 5 SP:Iteration 17Q (3.798568 sec): 3 clusters Score: Raw -18422.874888 + Penalty 219.883466 = -18202.991422 nChanged 6 SP:Iteration 18F (3.800040 sec): 3 clusters Score: Raw -18429.102236 + Penalty 227.740040 = -18201.362197 nChanged 8 SP:Iteration 19F (3.801500 sec): 3 clusters Score: Raw -18436.098330 + Penalty 237.436527 = -18198.661803 nChanged 10 SP:Iteration 20F (3.802964 sec): 3 clusters Score: Raw -18447.861205 + Penalty 249.164195 = -18198.697010 nChanged 9 SP:Iteration 21Q (3.804256 sec): 3 clusters Score: Raw -18459.013045 + Penalty 267.193735 = -18191.819310 nChanged 9 SP:Iteration 22F (3.805718 sec): 3 clusters Score: Raw -18473.842255 + Penalty 286.046746 = -18187.795509 nChanged 8 SP:Iteration 23F (3.807172 sec): 3 clusters Score: Raw -18484.475627 + Penalty 293.869224 = -18190.606404 nChanged 2 SP:Iteration 24Q (3.808358 sec): 3 clusters Score: Raw -18487.978257 + Penalty 297.337522 = -18190.640735 nChanged 1 SP:Iteration 25Q (3.809533 sec): 3 clusters Score: Raw -18488.661060 + Penalty 297.337522 = -18191.323538 nChanged 0 SP:Iteration 26F (3.810973 sec): 3 clusters Score: Raw -18488.661060 + Penalty 297.337522 = -18191.323538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 7 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.811567 sec): 2 clusters Score: Raw -1118.637284 + Penalty 54.578164 = -1064.059121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.811860 sec): 3 clusters Score: Raw -1110.375005 + Penalty 113.191355 = -997.183650 nChanged 13 SP:Iteration 1F (3.812153 sec): 3 clusters Score: Raw -1132.240441 + Penalty 118.972676 = -1013.267765 nChanged 2 SP:Iteration 2Q (3.812442 sec): 3 clusters Score: Raw -1140.024237 + Penalty 118.972676 = -1021.051561 nChanged 0 SP:Iteration 3F (3.812731 sec): 3 clusters Score: Raw -1140.024237 + Penalty 118.972676 = -1021.051561 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 8 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.814940 sec): 2 clusters Score: Raw -22252.496140 + Penalty 152.313074 = -22100.183065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.816381 sec): 3 clusters Score: Raw -21830.773054 + Penalty 314.503976 = -21516.269078 nChanged 315 SP:Iteration 1F (3.817791 sec): 3 clusters Score: Raw -22068.980507 + Penalty 320.009075 = -21748.971432 nChanged 71 SP:Iteration 2F (3.819187 sec): 3 clusters Score: Raw -22115.422101 + Penalty 323.590501 = -21791.831600 nChanged 47 SP:Iteration 3F (3.820570 sec): 3 clusters Score: Raw -22145.963205 + Penalty 330.518862 = -21815.444344 nChanged 35 SP:Iteration 4F (3.822009 sec): 3 clusters Score: Raw -22168.946652 + Penalty 335.878663 = -21833.067989 nChanged 31 SP:Iteration 5Q (3.823417 sec): 3 clusters Score: Raw -22190.537210 + Penalty 340.892262 = -21849.644948 nChanged 21 SP:Iteration 6Q (3.824811 sec): 3 clusters Score: Raw -22198.407377 + Penalty 350.941337 = -21847.466040 nChanged 18 SP:Iteration 7F (3.826225 sec): 3 clusters Score: Raw -22207.291743 + Penalty 367.699797 = -21839.591946 nChanged 26 SP:Iteration 8F (3.827618 sec): 3 clusters Score: Raw -22221.871508 + Penalty 379.558966 = -21842.312542 nChanged 25 SP:Iteration 9Q (3.828968 sec): 3 clusters Score: Raw -22236.303697 + Penalty 403.847688 = -21832.456009 nChanged 22 SP:Iteration 10F (3.830376 sec): 3 clusters Score: Raw -22247.154210 + Penalty 419.291793 = -21827.862417 nChanged 12 SP:Iteration 11F (3.831763 sec): 3 clusters Score: Raw -22251.002391 + Penalty 421.701989 = -21829.300403 nChanged 7 SP:Iteration 12Q (3.833012 sec): 3 clusters Score: Raw -22252.216576 + Penalty 433.801907 = -21818.414668 nChanged 11 SP:Iteration 13F (3.834407 sec): 3 clusters Score: Raw -22259.099946 + Penalty 469.724997 = -21789.374949 nChanged 18 SP:Iteration 14F (3.835792 sec): 3 clusters Score: Raw -22277.652208 + Penalty 496.111306 = -21781.540902 nChanged 16 SP:Iteration 15F (3.837168 sec): 3 clusters Score: Raw -22291.536467 + Penalty 522.193614 = -21769.342853 nChanged 6 SP:Iteration 16F (3.838528 sec): 3 clusters Score: Raw -22297.698295 + Penalty 546.758682 = -21750.939613 nChanged 3 SP:Iteration 17F (3.839887 sec): 3 clusters Score: Raw -22298.832460 + Penalty 546.758682 = -21752.073778 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 10 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.845546 sec): 2 clusters Score: Raw -42434.627741 + Penalty 272.982124 = -42161.645617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.847994 sec): 3 clusters Score: Raw -41665.262839 + Penalty 562.085456 = -41103.177383 nChanged 514 SP:Iteration 1F (3.850405 sec): 3 clusters Score: Raw -41970.108666 + Penalty 586.960438 = -41383.148229 nChanged 178 SP:Iteration 2F (3.852835 sec): 3 clusters Score: Raw -42130.559438 + Penalty 622.239421 = -41508.320017 nChanged 162 SP:Iteration 3F (3.855252 sec): 3 clusters Score: Raw -42303.235665 + Penalty 677.251145 = -41625.984519 nChanged 89 SP:Iteration 4F (3.857632 sec): 3 clusters Score: Raw -42402.830605 + Penalty 803.567206 = -41599.263398 nChanged 46 SP:Iteration 5F (3.860019 sec): 3 clusters Score: Raw -42451.620089 + Penalty 897.517272 = -41554.102818 nChanged 12 SP:Iteration 6F (3.862409 sec): 3 clusters Score: Raw -42456.488303 + Penalty 938.664431 = -41517.823872 nChanged 2 SP:Iteration 7F (3.864679 sec): 3 clusters Score: Raw -42460.241426 + Penalty 979.233027 = -41481.008400 nChanged 2 SP:Iteration 8F (3.866951 sec): 3 clusters Score: Raw -42468.364456 + Penalty 1001.015117 = -41467.349338 nChanged 1 SP:Iteration 9F (3.869205 sec): 3 clusters Score: Raw -42470.601617 + Penalty 1001.015117 = -41469.586500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 12 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.871479 sec): 2 clusters Score: Raw -7312.560150 + Penalty 228.414357 = -7084.145793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.872128 sec): 3 clusters Score: Raw -7184.136606 + Penalty 469.945866 = -6714.190739 nChanged 88 SP:Iteration 1F (3.872770 sec): 3 clusters Score: Raw -7277.315030 + Penalty 482.362658 = -6794.952372 nChanged 25 SP:Iteration 2F (3.873407 sec): 3 clusters Score: Raw -7304.493030 + Penalty 507.643179 = -6796.849851 nChanged 10 SP:Iteration 3Q (3.874062 sec): 3 clusters Score: Raw -7316.384931 + Penalty 530.189650 = -6786.195281 nChanged 6 SP:Iteration 4F (3.874746 sec): 3 clusters Score: Raw -7321.822897 + Penalty 548.339669 = -6773.483228 nChanged 3 SP:Iteration 5F (3.875410 sec): 3 clusters Score: Raw -7325.223049 + Penalty 561.062007 = -6764.161041 nChanged 2 SP:Iteration 6F (3.876082 sec): 3 clusters Score: Raw -7326.684198 + Penalty 577.087933 = -6749.596265 nChanged 3 SP:Iteration 7F (3.876749 sec): 3 clusters Score: Raw -7330.411134 + Penalty 590.158267 = -6740.252867 nChanged 2 SP:Iteration 8F (3.877411 sec): 3 clusters Score: Raw -7333.290866 + Penalty 603.074451 = -6730.216415 nChanged 2 SP:Iteration 9F (3.878070 sec): 3 clusters Score: Raw -7335.608170 + Penalty 603.074451 = -6732.533719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.879158 sec): 2 clusters Score: Raw -9909.165199 + Penalty 613.825809 = -9295.339390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.879841 sec): 3 clusters Score: Raw -9725.523486 + Penalty 1221.662631 = -8503.860855 nChanged 80 SP:Iteration 1F (3.880512 sec): 3 clusters Score: Raw -9949.270510 + Penalty 1205.758114 = -8743.512396 nChanged 24 SP:Iteration 2F (3.881158 sec): 3 clusters Score: Raw -10006.492361 + Penalty 1194.601206 = -8811.891156 nChanged 16 SP:Iteration 3F (3.881803 sec): 3 clusters Score: Raw -10058.948457 + Penalty 1193.629768 = -8865.318690 nChanged 12 SP:Iteration 4Q (3.882396 sec): 3 clusters Score: Raw -10088.042098 + Penalty 1197.711439 = -8890.330659 nChanged 6 SP:Iteration 5Q (3.882980 sec): 3 clusters Score: Raw -10097.934556 + Penalty 1201.098396 = -8896.836160 nChanged 3 SP:Iteration 6Q (3.883559 sec): 3 clusters Score: Raw -10103.258154 + Penalty 1201.926046 = -8901.332108 nChanged 1 SP:Iteration 7Q (3.884135 sec): 3 clusters Score: Raw -10106.086940 + Penalty 1204.679608 = -8901.407332 nChanged 3 SP:Iteration 8Q (3.884712 sec): 3 clusters Score: Raw -10110.529717 + Penalty 1206.427494 = -8904.102223 nChanged 1 SP:Iteration 9Q (3.885288 sec): 3 clusters Score: Raw -10112.603605 + Penalty 1206.427494 = -8906.176111 nChanged 0 SP:Iteration 10F (3.885935 sec): 3 clusters Score: Raw -10112.603605 + Penalty 1206.427494 = -8906.176111 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 15 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.894811 sec): 2 clusters Score: Raw -67777.397575 + Penalty 328.616016 = -67448.781559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.898850 sec): 3 clusters Score: Raw -66533.249042 + Penalty 655.099894 = -65878.149148 nChanged 839 SP:Iteration 1F (3.902464 sec): 3 clusters Score: Raw -67110.247038 + Penalty 666.605228 = -66443.641809 nChanged 296 SP:Iteration 2F (3.906091 sec): 3 clusters Score: Raw -67334.205857 + Penalty 691.233430 = -66642.972427 nChanged 202 SP:Iteration 3F (3.909797 sec): 3 clusters Score: Raw -67477.006249 + Penalty 714.307139 = -66762.699110 nChanged 119 SP:Iteration 4F (3.913532 sec): 3 clusters Score: Raw -67578.255413 + Penalty 739.917729 = -66838.337684 nChanged 94 SP:Iteration 5Q (3.917177 sec): 3 clusters Score: Raw -67649.593391 + Penalty 770.425491 = -66879.167901 nChanged 93 SP:Iteration 6Q (3.920775 sec): 3 clusters Score: Raw -67707.569062 + Penalty 797.626275 = -66909.942787 nChanged 76 SP:Iteration 7Q (3.924514 sec): 3 clusters Score: Raw -67749.234565 + Penalty 831.820989 = -66917.413577 nChanged 71 SP:Iteration 8Q (3.928026 sec): 3 clusters Score: Raw -67793.327136 + Penalty 874.168259 = -66919.158877 nChanged 71 SP:Iteration 9Q (3.931495 sec): 3 clusters Score: Raw -67837.957368 + Penalty 915.850926 = -66922.106442 nChanged 54 SP:Iteration 10F (3.935161 sec): 3 clusters Score: Raw -67864.539229 + Penalty 952.604716 = -66911.934513 nChanged 41 SP:Iteration 11F (3.938825 sec): 3 clusters Score: Raw -67890.807158 + Penalty 980.501585 = -66910.305574 nChanged 33 SP:Iteration 12F (3.942523 sec): 3 clusters Score: Raw -67907.929229 + Penalty 1015.066728 = -66892.862500 nChanged 31 SP:Iteration 13F (3.946240 sec): 3 clusters Score: Raw -67918.519487 + Penalty 1043.934641 = -66874.584846 nChanged 22 SP:Iteration 14F (3.949933 sec): 3 clusters Score: Raw -67929.030957 + Penalty 1052.245504 = -66876.785453 nChanged 12 SP:Iteration 15Q (3.953008 sec): 3 clusters Score: Raw -67928.864970 + Penalty 1054.133862 = -66874.731107 nChanged 7 SP:Iteration 16F (3.956688 sec): 3 clusters Score: Raw -67928.187432 + Penalty 1052.706250 = -66875.481182 nChanged 9 SP:Iteration 17Q (3.959723 sec): 3 clusters Score: Raw -67926.919877 + Penalty 1051.201479 = -66875.718399 nChanged 6 SP:Iteration 18Q (3.962750 sec): 3 clusters Score: Raw -67925.029836 + Penalty 1053.633376 = -66871.396460 nChanged 5 SP:Iteration 19F (3.966422 sec): 3 clusters Score: Raw -67923.483977 + Penalty 1057.271591 = -66866.212387 nChanged 5 SP:Iteration 20F (3.970090 sec): 3 clusters Score: Raw -67921.724087 + Penalty 1066.425861 = -66855.298226 nChanged 3 SP:Iteration 21F (3.973831 sec): 3 clusters Score: Raw -67920.280480 + Penalty 1067.567976 = -66852.712504 nChanged 1 SP:Iteration 22F (3.977722 sec): 3 clusters Score: Raw -67919.314105 + Penalty 1068.081385 = -66851.232720 nChanged 2 SP:Iteration 23F (3.981580 sec): 3 clusters Score: Raw -67919.050130 + Penalty 1068.081385 = -66850.968744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 19 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.983569 sec): 2 clusters Score: Raw -350.074207 + Penalty 25.018165 = -325.056042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.983795 sec): 3 clusters Score: Raw -352.886491 + Penalty 51.539136 = -301.347355 nChanged 3 SP:Iteration 1F (3.984015 sec): 3 clusters Score: Raw -370.750056 + Penalty 49.922876 = -320.827180 nChanged 2 SP:Iteration 2F (3.984229 sec): 3 clusters Score: Raw -382.703774 + Penalty 49.922876 = -332.780898 nChanged 0 Score: Raw -221286.300215 + Penalty 5636.553823 = -215649.746392 Splitting cluster 19 changes total score from -208744.597498 to -215649.746392 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 21 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.040871 sec): 2 clusters Score: Raw -5062.852684 + Penalty 161.128008 = -4901.724676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.041412 sec): 3 clusters Score: Raw -4978.070560 + Penalty 339.436299 = -4638.634261 nChanged 62 SP:Iteration 1F (4.041921 sec): 3 clusters Score: Raw -5025.119533 + Penalty 383.009292 = -4642.110241 nChanged 20 SP:Iteration 2F (4.042434 sec): 3 clusters Score: Raw -5052.759955 + Penalty 542.953753 = -4509.806202 nChanged 17 SP:Iteration 3F (4.042943 sec): 3 clusters Score: Raw -5096.561322 + Penalty 640.566991 = -4455.994331 nChanged 7 SP:Iteration 4F (4.043450 sec): 3 clusters Score: Raw -5118.959936 + Penalty 671.884015 = -4447.075920 nChanged 1 SP:Iteration 5F (4.043959 sec): 3 clusters Score: Raw -5122.980342 + Penalty 671.884015 = -4451.096327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 28 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.044817 sec): 2 clusters Score: Raw -5094.555808 + Penalty 190.920551 = -4903.635257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.045363 sec): 3 clusters Score: Raw -5018.255288 + Penalty 414.534735 = -4603.720553 nChanged 59 SP:Iteration 1F (4.045874 sec): 3 clusters Score: Raw -5077.061551 + Penalty 439.549994 = -4637.511556 nChanged 14 SP:Iteration 2F (4.046382 sec): 3 clusters Score: Raw -5096.907706 + Penalty 469.413412 = -4627.494294 nChanged 9 SP:Iteration 3F (4.046890 sec): 3 clusters Score: Raw -5106.520333 + Penalty 488.074442 = -4618.445891 nChanged 3 SP:Iteration 4F (4.047428 sec): 3 clusters Score: Raw -5109.855309 + Penalty 507.934547 = -4601.920763 nChanged 3 SP:Iteration 5F (4.047959 sec): 3 clusters Score: Raw -5114.511060 + Penalty 524.098093 = -4590.412967 nChanged 2 SP:Iteration 6F (4.048480 sec): 3 clusters Score: Raw -5118.622823 + Penalty 537.330647 = -4581.292176 nChanged 2 SP:Iteration 7F (4.048999 sec): 3 clusters Score: Raw -5120.463112 + Penalty 537.330647 = -4583.132466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.049452 sec): 2 clusters Score: Raw -159.164514 + Penalty 27.024181 = -132.140333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.049653 sec): 3 clusters Score: Raw -162.290856 + Penalty 54.048362 = -108.242494 nChanged 0 Deleting Class 4 (6 points): Lose 26.588158 but Gain 81.052472 Iteration 60F (4.109317 sec): 16 clusters Score: Raw -214305.536514 + Penalty 5555.203052 = -208750.333462 nChanged 6 Iteration 61Q (4.124358 sec): 16 clusters Score: Raw -214315.186730 + Penalty 5555.203052 = -208759.983678 nChanged 0 Iteration 62F (4.177807 sec): 16 clusters Score: Raw -214315.186730 + Penalty 5555.203052 = -208759.983678 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -214315.186730 + Penalty 5555.203052 = -208759.983678Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.193933 sec): 2 clusters Score: Raw -14000.355546 + Penalty 195.322787 = -13805.032759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.194965 sec): 3 clusters Score: Raw -13716.525123 + Penalty 392.617224 = -13323.907899 nChanged 182 SP:Iteration 1F (4.195975 sec): 3 clusters Score: Raw -13853.473711 + Penalty 394.837426 = -13458.636284 nChanged 81 SP:Iteration 2F (4.196989 sec): 3 clusters Score: Raw -13924.131773 + Penalty 405.952607 = -13518.179166 nChanged 53 SP:Iteration 3F (4.197996 sec): 3 clusters Score: Raw -13973.767648 + Penalty 421.811614 = -13551.956034 nChanged 30 SP:Iteration 4F (4.199002 sec): 3 clusters Score: Raw -14005.625375 + Penalty 446.655983 = -13558.969392 nChanged 29 SP:Iteration 5F (4.200017 sec): 3 clusters Score: Raw -14048.084079 + Penalty 458.425493 = -13589.658587 nChanged 15 SP:Iteration 6Q (4.201017 sec): 3 clusters Score: Raw -14069.810875 + Penalty 475.668869 = -13594.142007 nChanged 7 SP:Iteration 7Q (4.201897 sec): 3 clusters Score: Raw -14077.032213 + Penalty 491.096449 = -13585.935765 nChanged 2 SP:Iteration 8F (4.202908 sec): 3 clusters Score: Raw -14077.634073 + Penalty 491.756746 = -13585.877328 nChanged 1 SP:Iteration 9F (4.203914 sec): 3 clusters Score: Raw -14078.313075 + Penalty 491.756746 = -13586.556329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 2 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.206584 sec): 2 clusters Score: Raw -17128.107572 + Penalty 264.294612 = -16863.812961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.207702 sec): 3 clusters Score: Raw -16814.193038 + Penalty 516.096402 = -16298.096635 nChanged 191 SP:Iteration 1F (4.208799 sec): 3 clusters Score: Raw -16972.755518 + Penalty 512.910024 = -16459.845494 nChanged 68 SP:Iteration 2F (4.209929 sec): 3 clusters Score: Raw -17037.143736 + Penalty 527.821148 = -16509.322588 nChanged 59 SP:Iteration 3F (4.211027 sec): 3 clusters Score: Raw -17099.290478 + Penalty 595.944860 = -16503.345618 nChanged 33 SP:Iteration 4F (4.212123 sec): 3 clusters Score: Raw -17134.321291 + Penalty 683.374417 = -16450.946874 nChanged 12 SP:Iteration 5F (4.213224 sec): 3 clusters Score: Raw -17149.257825 + Penalty 711.079834 = -16438.177991 nChanged 2 SP:Iteration 6F (4.214318 sec): 3 clusters Score: Raw -17157.767295 + Penalty 711.079834 = -16446.687460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 3 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.215480 sec): 2 clusters Score: Raw -9614.618245 + Penalty 178.759468 = -9435.858776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.216187 sec): 3 clusters Score: Raw -9353.221032 + Penalty 373.886136 = -8979.334896 nChanged 115 SP:Iteration 1F (4.216882 sec): 3 clusters Score: Raw -9514.325361 + Penalty 386.690962 = -9127.634398 nChanged 42 SP:Iteration 2F (4.217576 sec): 3 clusters Score: Raw -9557.667890 + Penalty 415.905949 = -9141.761941 nChanged 14 SP:Iteration 3Q (4.218251 sec): 3 clusters Score: Raw -9586.180244 + Penalty 469.287190 = -9116.893054 nChanged 13 SP:Iteration 4F (4.218943 sec): 3 clusters Score: Raw -9615.797833 + Penalty 677.490346 = -8938.307487 nChanged 11 SP:Iteration 5F (4.219636 sec): 3 clusters Score: Raw -9643.716704 + Penalty 730.957350 = -8912.759354 nChanged 1 SP:Iteration 6F (4.220328 sec): 3 clusters Score: Raw -9649.057993 + Penalty 730.957350 = -8918.100643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 5 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.222115 sec): 2 clusters Score: Raw -16963.601968 + Penalty 339.704921 = -16623.897047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.223231 sec): 3 clusters Score: Raw -16629.608292 + Penalty 704.463643 = -15925.144649 nChanged 195 SP:Iteration 1F (4.224325 sec): 3 clusters Score: Raw -16803.233786 + Penalty 772.238976 = -16030.994810 nChanged 72 SP:Iteration 2F (4.225413 sec): 3 clusters Score: Raw -16888.198544 + Penalty 844.262580 = -16043.935964 nChanged 41 SP:Iteration 3F (4.226498 sec): 3 clusters Score: Raw -16943.971713 + Penalty 933.356503 = -16010.615210 nChanged 25 SP:Iteration 4F (4.227588 sec): 3 clusters Score: Raw -16979.727021 + Penalty 977.229545 = -16002.497477 nChanged 11 SP:Iteration 5F (4.228673 sec): 3 clusters Score: Raw -16999.819153 + Penalty 1001.133201 = -15998.685952 nChanged 7 SP:Iteration 6F (4.229756 sec): 3 clusters Score: Raw -17011.142623 + Penalty 1012.812329 = -15998.330295 nChanged 5 SP:Iteration 7F (4.230842 sec): 3 clusters Score: Raw -17025.768182 + Penalty 1017.436943 = -16008.331238 nChanged 4 SP:Iteration 8Q (4.231761 sec): 3 clusters Score: Raw -17035.911986 + Penalty 1017.436943 = -16018.475043 nChanged 0 SP:Iteration 9F (4.232849 sec): 3 clusters Score: Raw -17035.911986 + Penalty 1017.436943 = -16018.475043 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 6 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.236792 sec): 2 clusters Score: Raw -18527.426784 + Penalty 87.146095 = -18440.280690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.238303 sec): 3 clusters Score: Raw -18096.510695 + Penalty 173.689331 = -17922.821365 nChanged 300 SP:Iteration 1F (4.239767 sec): 3 clusters Score: Raw -18346.251869 + Penalty 174.084346 = -18172.167523 nChanged 111 SP:Iteration 2F (4.241221 sec): 3 clusters Score: Raw -18440.521617 + Penalty 175.460965 = -18265.060652 nChanged 40 SP:Iteration 3F (4.242667 sec): 3 clusters Score: Raw -18459.765415 + Penalty 177.107223 = -18282.658192 nChanged 26 SP:Iteration 4Q (4.244220 sec): 3 clusters Score: Raw -18473.835120 + Penalty 176.075430 = -18297.759690 nChanged 21 SP:Iteration 5Q (4.245801 sec): 3 clusters Score: Raw -18480.970960 + Penalty 176.891991 = -18304.078969 nChanged 10 SP:Iteration 6Q (4.247374 sec): 3 clusters Score: Raw -18482.706695 + Penalty 177.042333 = -18305.664362 nChanged 7 SP:Iteration 7Q (4.248892 sec): 3 clusters Score: Raw -18483.941302 + Penalty 177.336341 = -18306.604962 nChanged 2 SP:Iteration 8Q (4.250459 sec): 3 clusters Score: Raw -18484.393391 + Penalty 177.336341 = -18307.057050 nChanged 0 SP:Iteration 9F (4.252003 sec): 3 clusters Score: Raw -18484.393391 + Penalty 177.336341 = -18307.057050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 7 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.252740 sec): 2 clusters Score: Raw -1118.637284 + Penalty 54.578164 = -1064.059121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.253046 sec): 3 clusters Score: Raw -1102.467282 + Penalty 114.381464 = -988.085818 nChanged 12 SP:Iteration 1F (4.253358 sec): 3 clusters Score: Raw -1139.782211 + Penalty 106.997381 = -1032.784830 nChanged 6 SP:Iteration 2F (4.253630 sec): 3 clusters Score: Raw -1151.028980 + Penalty 106.997381 = -1044.031599 nChanged 2 SP:Iteration 3Q (4.253890 sec): 3 clusters Score: Raw -1157.502410 + Penalty 109.156327 = -1048.346082 nChanged 1 SP:Iteration 4Q (4.254148 sec): 3 clusters Score: Raw -1158.872208 + Penalty 111.608610 = -1047.263598 nChanged 1 SP:Iteration 5F (4.254415 sec): 3 clusters Score: Raw -1159.935724 + Penalty 114.388689 = -1045.547035 nChanged 1 SP:Iteration 6F (4.254683 sec): 3 clusters Score: Raw -1161.512241 + Penalty 117.537894 = -1043.974347 nChanged 1 SP:Iteration 7F (4.254952 sec): 3 clusters Score: Raw -1163.115495 + Penalty 117.537894 = -1045.577601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 8 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.257869 sec): 2 clusters Score: Raw -22252.496140 + Penalty 152.313074 = -22100.183065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.259271 sec): 3 clusters Score: Raw -21804.208338 + Penalty 300.454320 = -21503.754018 nChanged 292 SP:Iteration 1F (4.260652 sec): 3 clusters Score: Raw -22018.357843 + Penalty 302.211163 = -21716.146680 nChanged 101 SP:Iteration 2F (4.262037 sec): 3 clusters Score: Raw -22111.108457 + Penalty 311.802706 = -21799.305750 nChanged 60 SP:Iteration 3F (4.263421 sec): 3 clusters Score: Raw -22174.804216 + Penalty 334.285759 = -21840.518457 nChanged 47 SP:Iteration 4F (4.264804 sec): 3 clusters Score: Raw -22209.866884 + Penalty 358.573557 = -21851.293326 nChanged 28 SP:Iteration 5Q (4.266143 sec): 3 clusters Score: Raw -22228.581208 + Penalty 369.541285 = -21859.039923 nChanged 11 SP:Iteration 6Q (4.267405 sec): 3 clusters Score: Raw -22231.648672 + Penalty 391.369420 = -21840.279252 nChanged 10 SP:Iteration 7F (4.268788 sec): 3 clusters Score: Raw -22237.116071 + Penalty 419.555631 = -21817.560439 nChanged 12 SP:Iteration 8F (4.270181 sec): 3 clusters Score: Raw -22248.870569 + Penalty 422.807838 = -21826.062730 nChanged 14 SP:Iteration 9Q (4.271369 sec): 3 clusters Score: Raw -22265.737359 + Penalty 417.445644 = -21848.291716 nChanged 9 SP:Iteration 10F (4.272755 sec): 3 clusters Score: Raw -22270.738463 + Penalty 450.523257 = -21820.215206 nChanged 2 SP:Iteration 11F (4.274172 sec): 3 clusters Score: Raw -22273.285905 + Penalty 476.521034 = -21796.764871 nChanged 1 SP:Iteration 12F (4.275560 sec): 3 clusters Score: Raw -22272.590903 + Penalty 476.521034 = -21796.069869 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 10 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.281408 sec): 2 clusters Score: Raw -42434.627741 + Penalty 272.982124 = -42161.645617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.283882 sec): 3 clusters Score: Raw -41701.551537 + Penalty 543.091717 = -41158.459819 nChanged 490 SP:Iteration 1F (4.286407 sec): 3 clusters Score: Raw -42005.370765 + Penalty 543.084145 = -41462.286620 nChanged 124 SP:Iteration 2F (4.288755 sec): 3 clusters Score: Raw -42075.548102 + Penalty 547.170476 = -41528.377625 nChanged 84 SP:Iteration 3F (4.291038 sec): 3 clusters Score: Raw -42131.326640 + Penalty 552.182845 = -41579.143795 nChanged 72 SP:Iteration 4F (4.293322 sec): 3 clusters Score: Raw -42175.773819 + Penalty 558.027652 = -41617.746167 nChanged 63 SP:Iteration 5F (4.295602 sec): 3 clusters Score: Raw -42205.857659 + Penalty 564.593982 = -41641.263678 nChanged 49 SP:Iteration 6Q (4.297862 sec): 3 clusters Score: Raw -42229.597503 + Penalty 570.518380 = -41659.079123 nChanged 52 SP:Iteration 7Q (4.300200 sec): 3 clusters Score: Raw -42254.547227 + Penalty 577.042419 = -41677.504808 nChanged 45 SP:Iteration 8Q (4.302506 sec): 3 clusters Score: Raw -42271.209899 + Penalty 584.441270 = -41686.768629 nChanged 32 SP:Iteration 9Q (4.304724 sec): 3 clusters Score: Raw -42285.639981 + Penalty 589.169558 = -41696.470423 nChanged 24 SP:Iteration 10F (4.307003 sec): 3 clusters Score: Raw -42296.485779 + Penalty 594.077945 = -41702.407834 nChanged 26 SP:Iteration 11Q (4.309193 sec): 3 clusters Score: Raw -42305.685100 + Penalty 597.832580 = -41707.852520 nChanged 17 SP:Iteration 12Q (4.311365 sec): 3 clusters Score: Raw -42313.040340 + Penalty 601.461258 = -41711.579083 nChanged 15 SP:Iteration 13Q (4.313527 sec): 3 clusters Score: Raw -42319.771971 + Penalty 606.139659 = -41713.632312 nChanged 19 SP:Iteration 14Q (4.315667 sec): 3 clusters Score: Raw -42326.025206 + Penalty 611.400446 = -41714.624760 nChanged 14 SP:Iteration 15Q (4.317789 sec): 3 clusters Score: Raw -42328.309362 + Penalty 617.184841 = -41711.124521 nChanged 13 SP:Iteration 16F (4.320065 sec): 3 clusters Score: Raw -42331.451187 + Penalty 622.855667 = -41708.595520 nChanged 17 SP:Iteration 17F (4.322344 sec): 3 clusters Score: Raw -42335.441735 + Penalty 633.009326 = -41702.432409 nChanged 20 SP:Iteration 18F (4.324626 sec): 3 clusters Score: Raw -42339.985016 + Penalty 636.307153 = -41703.677863 nChanged 13 SP:Iteration 19Q (4.326736 sec): 3 clusters Score: Raw -42341.412289 + Penalty 641.802666 = -41699.609623 nChanged 15 SP:Iteration 20F (4.329015 sec): 3 clusters Score: Raw -42344.980204 + Penalty 654.240222 = -41690.739983 nChanged 25 SP:Iteration 21F (4.331289 sec): 3 clusters Score: Raw -42353.963486 + Penalty 665.349215 = -41688.614271 nChanged 27 SP:Iteration 22F (4.333563 sec): 3 clusters Score: Raw -42365.689091 + Penalty 684.337273 = -41681.351818 nChanged 29 SP:Iteration 23F (4.335840 sec): 3 clusters Score: Raw -42378.094708 + Penalty 700.455248 = -41677.639460 nChanged 25 SP:Iteration 24F (4.338112 sec): 3 clusters Score: Raw -42390.779391 + Penalty 720.006306 = -41670.773084 nChanged 29 SP:Iteration 25F (4.340412 sec): 3 clusters Score: Raw -42405.720453 + Penalty 734.155663 = -41671.564790 nChanged 19 SP:Iteration 26Q (4.342429 sec): 3 clusters Score: Raw -42415.214368 + Penalty 743.040447 = -41672.173922 nChanged 16 SP:Iteration 27Q (4.344416 sec): 3 clusters Score: Raw -42423.328218 + Penalty 767.322596 = -41656.005622 nChanged 16 SP:Iteration 28F (4.346681 sec): 3 clusters Score: Raw -42430.209726 + Penalty 781.386891 = -41648.822836 nChanged 13 SP:Iteration 29F (4.348955 sec): 3 clusters Score: Raw -42437.229622 + Penalty 839.595767 = -41597.633855 nChanged 15 SP:Iteration 30F (4.351250 sec): 3 clusters Score: Raw -42452.622372 + Penalty 900.647306 = -41551.975066 nChanged 12 SP:Iteration 31F (4.353529 sec): 3 clusters Score: Raw -42464.030325 + Penalty 964.360435 = -41499.669890 nChanged 6 SP:Iteration 32F (4.355800 sec): 3 clusters Score: Raw -42468.757437 + Penalty 995.956026 = -41472.801411 nChanged 5 SP:Iteration 33F (4.358081 sec): 3 clusters Score: Raw -42471.748284 + Penalty 990.903094 = -41480.845190 nChanged 1 SP:Iteration 34Q (4.359872 sec): 3 clusters Score: Raw -42471.666423 + Penalty 990.903094 = -41480.763329 nChanged 0 SP:Iteration 35F (4.362143 sec): 3 clusters Score: Raw -42471.666423 + Penalty 990.903094 = -41480.763329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 12 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.364548 sec): 2 clusters Score: Raw -7312.560150 + Penalty 228.414357 = -7084.145793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.365191 sec): 3 clusters Score: Raw -7180.706102 + Penalty 465.566975 = -6715.139127 nChanged 88 SP:Iteration 1F (4.365822 sec): 3 clusters Score: Raw -7247.627046 + Penalty 491.229043 = -6756.398004 nChanged 35 SP:Iteration 2F (4.366452 sec): 3 clusters Score: Raw -7285.427614 + Penalty 522.486669 = -6762.940945 nChanged 25 SP:Iteration 3F (4.367083 sec): 3 clusters Score: Raw -7313.077297 + Penalty 552.201211 = -6760.876086 nChanged 12 SP:Iteration 4F (4.367712 sec): 3 clusters Score: Raw -7325.234300 + Penalty 567.625311 = -6757.608989 nChanged 5 SP:Iteration 5F (4.368341 sec): 3 clusters Score: Raw -7330.077711 + Penalty 604.794664 = -6725.283047 nChanged 5 SP:Iteration 6F (4.368971 sec): 3 clusters Score: Raw -7336.211646 + Penalty 640.949022 = -6695.262624 nChanged 3 SP:Iteration 7F (4.369599 sec): 3 clusters Score: Raw -7342.933804 + Penalty 666.350532 = -6676.583272 nChanged 2 SP:Iteration 8F (4.370227 sec): 3 clusters Score: Raw -7345.749465 + Penalty 666.350532 = -6679.398934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.371912 sec): 2 clusters Score: Raw -9909.165199 + Penalty 613.825809 = -9295.339390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.372569 sec): 3 clusters Score: Raw -9681.574254 + Penalty 1232.095935 = -8449.478320 nChanged 69 SP:Iteration 1F (4.373213 sec): 3 clusters Score: Raw -9790.687890 + Penalty 1239.892332 = -8550.795557 nChanged 31 SP:Iteration 2F (4.373874 sec): 3 clusters Score: Raw -9899.536340 + Penalty 1248.018925 = -8651.517414 nChanged 26 SP:Iteration 3F (4.374516 sec): 3 clusters Score: Raw -9942.048656 + Penalty 1244.692388 = -8697.356269 nChanged 16 SP:Iteration 4F (4.375158 sec): 3 clusters Score: Raw -9975.810640 + Penalty 1237.157647 = -8738.652993 nChanged 9 SP:Iteration 5Q (4.375736 sec): 3 clusters Score: Raw -9994.628205 + Penalty 1239.475855 = -8755.152350 nChanged 3 SP:Iteration 6Q (4.376314 sec): 3 clusters Score: Raw -9999.587763 + Penalty 1243.136095 = -8756.451668 nChanged 4 SP:Iteration 7Q (4.376872 sec): 3 clusters Score: Raw -10010.976822 + Penalty 1253.878320 = -8757.098501 nChanged 2 SP:Iteration 8Q (4.377445 sec): 3 clusters Score: Raw -10010.877104 + Penalty 1253.878320 = -8756.998783 nChanged 0 SP:Iteration 9F (4.378108 sec): 3 clusters Score: Raw -10010.877104 + Penalty 1253.878320 = -8756.998783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 15 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.387052 sec): 2 clusters Score: Raw -67777.397575 + Penalty 328.616016 = -67448.781559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.390832 sec): 3 clusters Score: Raw -66509.389940 + Penalty 675.522213 = -65833.867726 nChanged 846 SP:Iteration 1F (4.394374 sec): 3 clusters Score: Raw -67121.529475 + Penalty 711.789073 = -66409.740402 nChanged 306 SP:Iteration 2F (4.397881 sec): 3 clusters Score: Raw -67400.466074 + Penalty 782.983476 = -66617.482599 nChanged 235 SP:Iteration 3F (4.401478 sec): 3 clusters Score: Raw -67689.692951 + Penalty 879.513230 = -66810.179722 nChanged 137 SP:Iteration 4F (4.405003 sec): 3 clusters Score: Raw -67840.888592 + Penalty 942.315207 = -66898.573385 nChanged 57 SP:Iteration 5Q (4.408565 sec): 3 clusters Score: Raw -67892.338498 + Penalty 984.812340 = -66907.526158 nChanged 36 SP:Iteration 6Q (4.411816 sec): 3 clusters Score: Raw -67908.121862 + Penalty 1025.101402 = -66883.020460 nChanged 22 SP:Iteration 7F (4.415350 sec): 3 clusters Score: Raw -67923.990196 + Penalty 1048.413164 = -66875.577032 nChanged 18 SP:Iteration 8F (4.418914 sec): 3 clusters Score: Raw -67930.616645 + Penalty 1045.920834 = -66884.695810 nChanged 9 SP:Iteration 9Q (4.421882 sec): 3 clusters Score: Raw -67929.716250 + Penalty 1046.909467 = -66882.806783 nChanged 8 SP:Iteration 10F (4.425501 sec): 3 clusters Score: Raw -67927.987952 + Penalty 1045.990868 = -66881.997085 nChanged 4 SP:Iteration 11F (4.429058 sec): 3 clusters Score: Raw -67926.193490 + Penalty 1040.796648 = -66885.396842 nChanged 4 SP:Iteration 12Q (4.431888 sec): 3 clusters Score: Raw -67924.082283 + Penalty 1049.280497 = -66874.801786 nChanged 5 SP:Iteration 13F (4.435409 sec): 3 clusters Score: Raw -67922.528995 + Penalty 1054.366263 = -66868.162732 nChanged 4 SP:Iteration 14F (4.438899 sec): 3 clusters Score: Raw -67922.765538 + Penalty 1051.037917 = -66871.727621 nChanged 4 SP:Iteration 15Q (4.441746 sec): 3 clusters Score: Raw -67920.470839 + Penalty 1053.315331 = -66867.155509 nChanged 2 SP:Iteration 16F (4.445283 sec): 3 clusters Score: Raw -67919.540642 + Penalty 1053.408071 = -66866.132571 nChanged 1 SP:Iteration 17F (4.449053 sec): 3 clusters Score: Raw -67918.629209 + Penalty 1054.621808 = -66864.007400 nChanged 1 SP:Iteration 18F (4.452758 sec): 3 clusters Score: Raw -67918.268799 + Penalty 1054.621808 = -66863.646990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 19 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.454334 sec): 2 clusters Score: Raw -231.655883 + Penalty 20.483037 = -211.172846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.454550 sec): 3 clusters Score: Raw -233.920870 + Penalty 37.511955 = -196.408915 nChanged 1 SP:Iteration 1F (4.454754 sec): 3 clusters Score: Raw -238.121475 + Penalty 37.511955 = -200.609520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 21 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.455657 sec): 2 clusters Score: Raw -5062.852684 + Penalty 161.128008 = -4901.724676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.456185 sec): 3 clusters Score: Raw -4979.966755 + Penalty 318.447714 = -4661.519041 nChanged 60 SP:Iteration 1F (4.456708 sec): 3 clusters Score: Raw -5005.977040 + Penalty 318.251307 = -4687.725733 nChanged 15 SP:Iteration 2F (4.457229 sec): 3 clusters Score: Raw -5012.378129 + Penalty 320.529331 = -4691.848798 nChanged 6 SP:Iteration 3Q (4.457725 sec): 3 clusters Score: Raw -5014.823285 + Penalty 321.969298 = -4692.853987 nChanged 5 SP:Iteration 4Q (4.458226 sec): 3 clusters Score: Raw -5018.189196 + Penalty 324.907441 = -4693.281755 nChanged 8 SP:Iteration 5Q (4.458744 sec): 3 clusters Score: Raw -5029.010624 + Penalty 333.929119 = -4695.081505 nChanged 16 SP:Iteration 6F (4.459264 sec): 3 clusters Score: Raw -5055.634229 + Penalty 357.718513 = -4697.915716 nChanged 16 SP:Iteration 7F (4.459782 sec): 3 clusters Score: Raw -5079.326952 + Penalty 385.509960 = -4693.816992 nChanged 13 SP:Iteration 8F (4.460299 sec): 3 clusters Score: Raw -5106.741734 + Penalty 408.922434 = -4697.819300 nChanged 8 SP:Iteration 9Q (4.460807 sec): 3 clusters Score: Raw -5119.565011 + Penalty 440.596612 = -4678.968398 nChanged 7 SP:Iteration 10F (4.461324 sec): 3 clusters Score: Raw -5133.798777 + Penalty 455.760916 = -4678.037861 nChanged 4 SP:Iteration 11F (4.461840 sec): 3 clusters Score: Raw -5136.666916 + Penalty 455.760916 = -4680.905999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 28 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.462716 sec): 2 clusters Score: Raw -5094.555808 + Penalty 190.920551 = -4903.635257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.463230 sec): 3 clusters Score: Raw -5008.621406 + Penalty 430.153136 = -4578.468270 nChanged 61 SP:Iteration 1F (4.463735 sec): 3 clusters Score: Raw -5074.814847 + Penalty 470.751798 = -4604.063050 nChanged 16 SP:Iteration 2F (4.464271 sec): 3 clusters Score: Raw -5092.736966 + Penalty 522.996986 = -4569.739981 nChanged 9 SP:Iteration 3F (4.464775 sec): 3 clusters Score: Raw -5105.314046 + Penalty 569.189777 = -4536.124270 nChanged 6 SP:Iteration 4F (4.465279 sec): 3 clusters Score: Raw -5116.705149 + Penalty 572.848928 = -4543.856221 nChanged 3 SP:Iteration 5Q (4.465757 sec): 3 clusters Score: Raw -5122.952762 + Penalty 572.848928 = -4550.103834 nChanged 0 SP:Iteration 6F (4.466260 sec): 3 clusters Score: Raw -5122.952762 + Penalty 572.848928 = -4550.103834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.466729 sec): 2 clusters Score: Raw -159.164514 + Penalty 27.024181 = -132.140333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.466939 sec): 3 clusters Score: Raw -163.833737 + Penalty 54.048362 = -109.785376 nChanged 0 Time taken for this iteration:4.246600 seconds. 300->16 Clusters: Score -208759.983678, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 63 (time per iteration =71.053381 ms) Total iterations: 700 (time per iteration =6.394804 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 533847500.000000 (time per metric unit =8.385097ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 13346187500.000000 (time per metric unit=335.403875ps) That took 4.476363 seconds. FileBase PeterP-2014-02-27_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 0.03 and 0.05 GB of RAM. Memory request: 0.02 GB would take us to total of 0.02 GB. ---------------------------------------------------------- Loaded 3042 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 3042 points ------ Starting initial clusters from distinct float masks Not enough masks (72) to generate starting clusters (300), so starting with (73) clusters instead. Assigned 73 initial classes from 72 unique masks. Deleting Class 34 (1 points): Lose 9.889169 but Gain 1281.163095 Iteration 0F (0.182452 sec): 72 clusters Score: Raw -78013.542719 + Penalty 34412.476423 = -43601.066296 nChanged 397 Deleting Class 17 (6 points): Lose 17.019978 but Gain 1289.736578 Iteration 1F (0.251032 sec): 49 clusters Score: Raw -78453.542531 + Penalty 30030.409318 = -48423.133213 nChanged 176 Deleting Class 15 (9 points): Lose 49.329987 but Gain 1278.367787 Iteration 2F (0.308103 sec): 42 clusters Score: Raw -78605.924167 + Penalty 28740.730344 = -49865.193822 nChanged 116 Deleting Class 23 (1 points): Lose 0.244181 but Gain 1231.719603 Iteration 3Q (0.318775 sec): 41 clusters Score: Raw -78746.536927 + Penalty 26529.007247 = -52217.529680 nChanged 95 Deleting Class 65 (1 points): Lose 9.427175 but Gain 1218.534263 Iteration 4Q (0.328498 sec): 39 clusters Score: Raw -78845.452907 + Penalty 25409.021202 = -53436.431705 nChanged 55 Deleting Class 47 (6 points): Lose 40.270795 but Gain 1234.312654 Iteration 5Q (0.337246 sec): 38 clusters Score: Raw -78874.551013 + Penalty 23858.113744 = -55016.437269 nChanged 41 Deleting Class 64 (1 points): Lose 0.218140 but Gain 1169.898632 Iteration 6Q (0.345702 sec): 37 clusters Score: Raw -78972.657359 + Penalty 21591.125876 = -57381.531483 nChanged 31 Deleting Class 32 (10 points): Lose 44.280179 but Gain 1184.736479 Iteration 7Q (0.353918 sec): 35 clusters Score: Raw -78979.020779 + Penalty 19291.298197 = -59687.722582 nChanged 36 Deleting Class 30 (4 points): Lose 33.671974 but Gain 1171.165769 Iteration 8Q (0.362133 sec): 33 clusters Score: Raw -78995.508567 + Penalty 18148.569035 = -60846.939532 nChanged 22 Deleting Class 60 (4 points): Lose 8.841011 but Gain 1141.937010 Iteration 9Q (0.370058 sec): 32 clusters Score: Raw -79007.282570 + Penalty 17048.771538 = -61958.511032 nChanged 16 Deleting Class 13 (1 points): Lose 1.672689 but Gain 1071.978315 Iteration 10F (0.414367 sec): 31 clusters Score: Raw -79078.006836 + Penalty 15676.172429 = -63401.834407 nChanged 11 Deleting Class 40 (2 points): Lose 25.251691 but Gain 1028.602355 Iteration 11Q (0.422251 sec): 30 clusters Score: Raw -79086.761084 + Penalty 14678.583902 = -64408.177182 nChanged 10 Deleting Class 61 (1 points): Lose 14.814233 but Gain 837.689771 Iteration 12Q (0.429817 sec): 29 clusters Score: Raw -79087.996582 + Penalty 13942.598431 = -65145.398151 nChanged 5 Deleting Class 52 (3 points): Lose 32.435262 but Gain 852.180767 Iteration 13Q (0.437094 sec): 28 clusters Score: Raw -79073.598358 + Penalty 13169.012258 = -65904.586100 nChanged 6 Deleting Class 41 (2 points): Lose 33.762622 but Gain 811.234876 Iteration 14Q (0.444288 sec): 27 clusters Score: Raw -79074.429484 + Penalty 12374.884851 = -66699.544633 nChanged 2 Deleting Class 31 (4 points): Lose 40.687714 but Gain 816.354061 Iteration 15Q (0.451532 sec): 26 clusters Score: Raw -79054.106605 + Penalty 11586.607972 = -67467.498633 nChanged 5 Deleting Class 24 (3 points): Lose 28.653145 but Gain 802.133102 Iteration 16Q (0.458651 sec): 25 clusters Score: Raw -79048.966614 + Penalty 10861.656423 = -68187.310191 nChanged 5 Deleting Class 70 (3 points): Lose 25.686375 but Gain 647.182408 Iteration 17Q (0.465652 sec): 24 clusters Score: Raw -79037.672712 + Penalty 10441.560524 = -68596.112187 nChanged 3 Deleting Class 14 (5 points): Lose 8.979080 but Gain 550.738900 Iteration 18Q (0.472562 sec): 23 clusters Score: Raw -79052.072790 + Penalty 9895.186755 = -69156.886035 nChanged 5 Deleting Class 10 (157 points): Lose 841.815619 but Gain 1302.807329 Iteration 19Q (0.479501 sec): 22 clusters Score: Raw -78217.078267 + Penalty 8655.824764 = -69561.253503 nChanged 157 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -78217.078267 + Penalty 8655.824764 = -69561.253503Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 1 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.493884 sec): 2 clusters Score: Raw -5877.043069 + Penalty 211.126841 = -5665.916228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.494488 sec): 3 clusters Score: Raw -5733.231333 + Penalty 443.166231 = -5290.065103 nChanged 71 SP:Iteration 1F (0.495083 sec): 3 clusters Score: Raw -5791.998848 + Penalty 487.474937 = -5304.523911 nChanged 35 SP:Iteration 2F (0.495676 sec): 3 clusters Score: Raw -5850.741983 + Penalty 556.018375 = -5294.723608 nChanged 19 SP:Iteration 3F (0.496277 sec): 3 clusters Score: Raw -5874.784618 + Penalty 658.725758 = -5216.058860 nChanged 11 SP:Iteration 4F (0.496878 sec): 3 clusters Score: Raw -5884.406593 + Penalty 718.480770 = -5165.925822 nChanged 5 SP:Iteration 5F (0.497496 sec): 3 clusters Score: Raw -5889.695582 + Penalty 806.023561 = -5083.672021 nChanged 3 SP:Iteration 6F (0.498079 sec): 3 clusters Score: Raw -5900.799941 + Penalty 806.023561 = -5094.776381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.500938 sec): 2 clusters Score: Raw -21456.062244 + Penalty 925.720440 = -20530.341804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.502039 sec): 3 clusters Score: Raw -21190.331239 + Penalty 1851.289773 = -19339.041466 nChanged 132 SP:Iteration 1F (0.503117 sec): 3 clusters Score: Raw -21301.932484 + Penalty 1850.779717 = -19451.152767 nChanged 30 SP:Iteration 2F (0.504188 sec): 3 clusters Score: Raw -21339.696427 + Penalty 1850.068622 = -19489.627805 nChanged 14 SP:Iteration 3Q (0.505248 sec): 3 clusters Score: Raw -21357.795722 + Penalty 1849.739929 = -19508.055792 nChanged 7 SP:Iteration 4Q (0.506307 sec): 3 clusters Score: Raw -21363.556823 + Penalty 1849.088187 = -19514.468636 nChanged 8 SP:Iteration 5Q (0.507373 sec): 3 clusters Score: Raw -21369.525357 + Penalty 1848.047973 = -19521.477384 nChanged 7 SP:Iteration 6Q (0.508428 sec): 3 clusters Score: Raw -21375.590229 + Penalty 1846.558645 = -19529.031584 nChanged 8 SP:Iteration 7Q (0.509479 sec): 3 clusters Score: Raw -21382.282002 + Penalty 1845.925161 = -19536.356840 nChanged 8 SP:Iteration 8Q (0.510529 sec): 3 clusters Score: Raw -21390.353696 + Penalty 1845.746398 = -19544.607298 nChanged 3 SP:Iteration 9Q (0.511579 sec): 3 clusters Score: Raw -21391.008827 + Penalty 1845.564888 = -19545.443939 nChanged 3 SP:Iteration 10F (0.512647 sec): 3 clusters Score: Raw -21391.567287 + Penalty 1845.150429 = -19546.416859 nChanged 4 SP:Iteration 11Q (0.513728 sec): 3 clusters Score: Raw -21392.263624 + Penalty 1845.246130 = -19547.017494 nChanged 2 SP:Iteration 12Q (0.514777 sec): 3 clusters Score: Raw -21392.462095 + Penalty 1844.790959 = -19547.671136 nChanged 3 SP:Iteration 13Q (0.515828 sec): 3 clusters Score: Raw -21394.344012 + Penalty 1843.955418 = -19550.388595 nChanged 4 SP:Iteration 14Q (0.516876 sec): 3 clusters Score: Raw -21399.462010 + Penalty 1843.223203 = -19556.238807 nChanged 5 SP:Iteration 15Q (0.517922 sec): 3 clusters Score: Raw -21401.067515 + Penalty 1842.871367 = -19558.196148 nChanged 2 SP:Iteration 16Q (0.518966 sec): 3 clusters Score: Raw -21401.784698 + Penalty 1842.912611 = -19558.872088 nChanged 2 SP:Iteration 17Q (0.520098 sec): 3 clusters Score: Raw -21402.374424 + Penalty 1842.644675 = -19559.729748 nChanged 1 SP:Iteration 18Q (0.521218 sec): 3 clusters Score: Raw -21402.537168 + Penalty 1842.293767 = -19560.243401 nChanged 1 SP:Iteration 19Q (0.522326 sec): 3 clusters Score: Raw -21402.203965 + Penalty 1842.305964 = -19559.898001 nChanged 1 SP:Iteration 20F (0.523446 sec): 3 clusters Score: Raw -21402.153579 + Penalty 1842.328259 = -19559.825320 nChanged 1 SP:Iteration 21F (0.524561 sec): 3 clusters Score: Raw -21403.059338 + Penalty 1842.374589 = -19560.684749 nChanged 3 SP:Iteration 22Q (0.525653 sec): 3 clusters Score: Raw -21403.960999 + Penalty 1842.530902 = -19561.430097 nChanged 2 SP:Iteration 23Q (0.526736 sec): 3 clusters Score: Raw -21404.384301 + Penalty 1842.416938 = -19561.967362 nChanged 3 SP:Iteration 24Q (0.527776 sec): 3 clusters Score: Raw -21404.269073 + Penalty 1842.491377 = -19561.777697 nChanged 7 SP:Iteration 25F (0.528843 sec): 3 clusters Score: Raw -21406.283225 + Penalty 1843.740114 = -19562.543111 nChanged 6 SP:Iteration 26Q (0.529881 sec): 3 clusters Score: Raw -21413.233490 + Penalty 1844.396976 = -19568.836514 nChanged 10 SP:Iteration 27Q (0.530918 sec): 3 clusters Score: Raw -21421.180002 + Penalty 1844.029948 = -19577.150054 nChanged 17 SP:Iteration 28Q (0.531956 sec): 3 clusters Score: Raw -21439.223287 + Penalty 1848.393885 = -19590.829403 nChanged 20 SP:Iteration 29Q (0.532990 sec): 3 clusters Score: Raw -21454.065411 + Penalty 1853.244262 = -19600.821149 nChanged 28 SP:Iteration 30F (0.534058 sec): 3 clusters Score: Raw -21481.939926 + Penalty 1857.299857 = -19624.640068 nChanged 28 SP:Iteration 31F (0.535117 sec): 3 clusters Score: Raw -21510.421231 + Penalty 1859.410088 = -19651.011143 nChanged 23 SP:Iteration 32Q (0.536092 sec): 3 clusters Score: Raw -21522.828618 + Penalty 1860.686943 = -19662.141675 nChanged 13 SP:Iteration 33Q (0.537004 sec): 3 clusters Score: Raw -21531.437819 + Penalty 1876.677479 = -19654.760340 nChanged 7 SP:Iteration 34F (0.538087 sec): 3 clusters Score: Raw -21542.112071 + Penalty 1888.400690 = -19653.711381 nChanged 3 SP:Iteration 35F (0.539157 sec): 3 clusters Score: Raw -21538.191900 + Penalty 1898.186604 = -19640.005297 nChanged 1 SP:Iteration 36F (0.540230 sec): 3 clusters Score: Raw -21535.649859 + Penalty 1898.186604 = -19637.463255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 3 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.540945 sec): 2 clusters Score: Raw -2004.805176 + Penalty 528.685914 = -1476.119262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.541274 sec): 3 clusters Score: Raw -1963.859898 + Penalty 1057.404819 = -906.455079 nChanged 5 SP:Iteration 1F (0.541584 sec): 3 clusters Score: Raw -1977.541358 + Penalty 1057.139148 = -920.402210 nChanged 3 SP:Iteration 2F (0.541894 sec): 3 clusters Score: Raw -1988.583359 + Penalty 1057.296452 = -931.286907 nChanged 1 SP:Iteration 3Q (0.542198 sec): 3 clusters Score: Raw -1992.734438 + Penalty 1057.296452 = -935.437986 nChanged 0 SP:Iteration 4F (0.542508 sec): 3 clusters Score: Raw -1992.734438 + Penalty 1057.296452 = -935.437986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.545165 sec): 2 clusters Score: Raw -10697.911499 + Penalty 79.512981 = -10618.398518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.546308 sec): 3 clusters Score: Raw -10378.272121 + Penalty 166.513634 = -10211.758487 nChanged 202 SP:Iteration 1F (0.547414 sec): 3 clusters Score: Raw -10566.341791 + Penalty 125.770789 = -10440.571002 nChanged 79 SP:Iteration 2F (0.548521 sec): 3 clusters Score: Raw -10672.664112 + Penalty 124.576843 = -10548.087269 nChanged 17 SP:Iteration 3Q (0.549466 sec): 3 clusters Score: Raw -10687.423715 + Penalty 122.538273 = -10564.885443 nChanged 10 SP:Iteration 4Q (0.550385 sec): 3 clusters Score: Raw -10694.781457 + Penalty 122.576825 = -10572.204631 nChanged 5 SP:Iteration 5Q (0.551306 sec): 3 clusters Score: Raw -10699.358784 + Penalty 123.196513 = -10576.162270 nChanged 4 SP:Iteration 6Q (0.552206 sec): 3 clusters Score: Raw -10703.470256 + Penalty 125.020782 = -10578.449474 nChanged 2 SP:Iteration 7Q (0.553100 sec): 3 clusters Score: Raw -10704.394351 + Penalty 125.020782 = -10579.373569 nChanged 0 SP:Iteration 8F (0.554139 sec): 3 clusters Score: Raw -10704.394351 + Penalty 125.020782 = -10579.373569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.554620 sec): 2 clusters Score: Raw -173.711293 + Penalty 65.841958 = -107.869335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.554849 sec): 3 clusters Score: Raw -185.602894 + Penalty 135.176515 = -50.426379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.555372 sec): 2 clusters Score: Raw -950.748388 + Penalty 99.113013 = -851.635375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.555647 sec): 3 clusters Score: Raw -931.017260 + Penalty 200.051043 = -730.966217 nChanged 11 SP:Iteration 1F (0.555916 sec): 3 clusters Score: Raw -941.769144 + Penalty 153.775873 = -787.993271 nChanged 3 SP:Iteration 2F (0.556171 sec): 3 clusters Score: Raw -944.380446 + Penalty 99.113013 = -845.267433 nChanged 3 SP:Iteration 3F (0.556410 sec): 2 clusters Score: Raw -950.748388 + Penalty 99.113013 = -851.635375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.556863 sec): 2 clusters Score: Raw -140.939174 + Penalty 66.676827 = -74.262348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.557083 sec): 3 clusters Score: Raw -146.866067 + Penalty 131.328682 = -15.537385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 8 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.561378 sec): 2 clusters Score: Raw -22761.076637 + Penalty 156.676644 = -22604.399993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.563006 sec): 3 clusters Score: Raw -22253.385792 + Penalty 314.802000 = -21938.583792 nChanged 352 SP:Iteration 1F (0.564602 sec): 3 clusters Score: Raw -22529.768778 + Penalty 321.965191 = -22207.803588 nChanged 99 SP:Iteration 2F (0.566163 sec): 3 clusters Score: Raw -22618.808861 + Penalty 335.239255 = -22283.569606 nChanged 84 SP:Iteration 3F (0.567719 sec): 3 clusters Score: Raw -22702.646109 + Penalty 343.618968 = -22359.027141 nChanged 54 SP:Iteration 4F (0.569300 sec): 3 clusters Score: Raw -22748.216122 + Penalty 358.740226 = -22389.475896 nChanged 26 SP:Iteration 5Q (0.570875 sec): 3 clusters Score: Raw -22781.788437 + Penalty 360.453721 = -22421.334717 nChanged 12 SP:Iteration 6Q (0.572330 sec): 3 clusters Score: Raw -22789.156328 + Penalty 360.518911 = -22428.637417 nChanged 4 SP:Iteration 7Q (0.573728 sec): 3 clusters Score: Raw -22790.797210 + Penalty 361.389355 = -22429.407855 nChanged 1 SP:Iteration 8Q (0.575132 sec): 3 clusters Score: Raw -22790.397010 + Penalty 361.389355 = -22429.007655 nChanged 0 SP:Iteration 9F (0.576688 sec): 3 clusters Score: Raw -22790.397010 + Penalty 361.389355 = -22429.007655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.578128 sec): 2 clusters Score: Raw -5048.202159 + Penalty 135.369291 = -4912.832868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.578726 sec): 3 clusters Score: Raw -4946.351192 + Penalty 275.783705 = -4670.567486 nChanged 86 SP:Iteration 1F (0.579314 sec): 3 clusters Score: Raw -5090.807887 + Penalty 282.444074 = -4808.363813 nChanged 32 SP:Iteration 2F (0.579898 sec): 3 clusters Score: Raw -5184.913949 + Penalty 287.924769 = -4896.989180 nChanged 11 SP:Iteration 3Q (0.580438 sec): 3 clusters Score: Raw -5197.484400 + Penalty 288.970899 = -4908.513501 nChanged 1 SP:Iteration 4Q (0.580972 sec): 3 clusters Score: Raw -5197.712357 + Penalty 288.970899 = -4908.741458 nChanged 0 SP:Iteration 5F (0.581560 sec): 3 clusters Score: Raw -5197.712357 + Penalty 288.970899 = -4908.741458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 11 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.582513 sec): 2 clusters Score: Raw -5548.597608 + Penalty 195.773774 = -5352.823833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.583097 sec): 3 clusters Score: Raw -5435.190050 + Penalty 386.854173 = -5048.335876 nChanged 69 SP:Iteration 1F (0.583672 sec): 3 clusters Score: Raw -5501.332291 + Penalty 392.875994 = -5108.456296 nChanged 20 SP:Iteration 2F (0.584244 sec): 3 clusters Score: Raw -5514.411564 + Penalty 394.108620 = -5120.302944 nChanged 9 SP:Iteration 3Q (0.584812 sec): 3 clusters Score: Raw -5517.440514 + Penalty 394.972166 = -5122.468348 nChanged 9 SP:Iteration 4Q (0.585380 sec): 3 clusters Score: Raw -5522.416036 + Penalty 402.956553 = -5119.459483 nChanged 11 SP:Iteration 5F (0.585952 sec): 3 clusters Score: Raw -5532.090956 + Penalty 426.009235 = -5106.081721 nChanged 14 SP:Iteration 6F (0.586528 sec): 3 clusters Score: Raw -5545.892999 + Penalty 422.186439 = -5123.706560 nChanged 8 SP:Iteration 7Q (0.587081 sec): 3 clusters Score: Raw -5555.813759 + Penalty 433.670937 = -5122.142822 nChanged 6 SP:Iteration 8F (0.587670 sec): 3 clusters Score: Raw -5559.109553 + Penalty 451.238685 = -5107.870868 nChanged 4 SP:Iteration 9F (0.588261 sec): 3 clusters Score: Raw -5560.196468 + Penalty 471.525279 = -5088.671189 nChanged 4 SP:Iteration 10F (0.588851 sec): 3 clusters Score: Raw -5562.206743 + Penalty 481.838144 = -5080.368599 nChanged 2 SP:Iteration 11F (0.589440 sec): 3 clusters Score: Raw -5563.966073 + Penalty 491.073927 = -5072.892146 nChanged 1 SP:Iteration 12F (0.590030 sec): 3 clusters Score: Raw -5564.289784 + Penalty 514.736486 = -5049.553298 nChanged 2 SP:Iteration 13F (0.590619 sec): 3 clusters Score: Raw -5566.630489 + Penalty 522.812678 = -5043.817811 nChanged 3 SP:Iteration 14F (0.591194 sec): 3 clusters Score: Raw -5568.618456 + Penalty 588.680576 = -4979.937881 nChanged 4 SP:Iteration 15F (0.591764 sec): 3 clusters Score: Raw -5572.186674 + Penalty 660.741958 = -4911.444715 nChanged 2 SP:Iteration 16F (0.592334 sec): 3 clusters Score: Raw -5574.129891 + Penalty 695.115802 = -4879.014088 nChanged 1 SP:Iteration 17F (0.592904 sec): 3 clusters Score: Raw -5576.117724 + Penalty 695.115802 = -4881.001922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.594362 sec): 2 clusters Score: Raw -5231.958530 + Penalty 134.049375 = -5097.909155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.594968 sec): 3 clusters Score: Raw -5107.563662 + Penalty 289.621489 = -4817.942174 nChanged 81 SP:Iteration 1F (0.595564 sec): 3 clusters Score: Raw -5184.039822 + Penalty 298.650744 = -4885.389078 nChanged 21 SP:Iteration 2F (0.596191 sec): 3 clusters Score: Raw -5205.620203 + Penalty 340.126529 = -4865.493674 nChanged 14 SP:Iteration 3F (0.596785 sec): 3 clusters Score: Raw -5224.114604 + Penalty 336.549106 = -4887.565497 nChanged 7 SP:Iteration 4Q (0.597342 sec): 3 clusters Score: Raw -5232.394703 + Penalty 350.713013 = -4881.681690 nChanged 4 SP:Iteration 5F (0.597931 sec): 3 clusters Score: Raw -5236.483880 + Penalty 394.221357 = -4842.262523 nChanged 2 SP:Iteration 6F (0.598522 sec): 3 clusters Score: Raw -5238.447135 + Penalty 394.221357 = -4844.225778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 19 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.599022 sec): 2 clusters Score: Raw -203.575765 + Penalty 95.076778 = -108.498987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.599249 sec): 3 clusters Score: Raw -203.335486 + Penalty 195.387627 = -7.947859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 20 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.599691 sec): 2 clusters Score: Raw -49.907061 + Penalty 39.400612 = -10.506449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.599892 sec): 3 clusters Score: Raw -46.029388 + Penalty 78.801224 = 32.771836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 21 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.600676 sec): 2 clusters Score: Raw -4998.591319 + Penalty 612.975894 = -4385.615425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.601141 sec): 3 clusters Score: Raw -4919.396045 + Penalty 1229.575503 = -3689.820542 nChanged 21 SP:Iteration 1F (0.601610 sec): 3 clusters Score: Raw -4948.060088 + Penalty 1229.790366 = -3718.269722 nChanged 3 SP:Iteration 2Q (0.602058 sec): 3 clusters Score: Raw -4950.790853 + Penalty 1228.913229 = -3721.877624 nChanged 4 SP:Iteration 3Q (0.602506 sec): 3 clusters Score: Raw -4956.010483 + Penalty 1234.491795 = -3721.518687 nChanged 6 SP:Iteration 4F (0.602961 sec): 3 clusters Score: Raw -4964.654898 + Penalty 1242.606985 = -3722.047914 nChanged 9 SP:Iteration 5F (0.603416 sec): 3 clusters Score: Raw -4978.536728 + Penalty 1268.539348 = -3709.997380 nChanged 9 SP:Iteration 6F (0.603881 sec): 3 clusters Score: Raw -4990.005079 + Penalty 1284.571321 = -3705.433758 nChanged 8 SP:Iteration 7F (0.604346 sec): 3 clusters Score: Raw -5005.286428 + Penalty 1285.001364 = -3720.285064 nChanged 4 SP:Iteration 8Q (0.604756 sec): 3 clusters Score: Raw -5011.722892 + Penalty 1299.658753 = -3712.064139 nChanged 2 SP:Iteration 9F (0.605210 sec): 3 clusters Score: Raw -5017.379565 + Penalty 1299.658753 = -3717.720812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 25 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.605788 sec): 2 clusters Score: Raw -1523.646548 + Penalty 200.535972 = -1323.110576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.606103 sec): 3 clusters Score: Raw -1483.689464 + Penalty 418.450837 = -1065.238627 nChanged 14 SP:Iteration 1F (0.606411 sec): 3 clusters Score: Raw -1502.268286 + Penalty 463.933887 = -1038.334398 nChanged 7 SP:Iteration 2F (0.606721 sec): 3 clusters Score: Raw -1515.524948 + Penalty 541.356750 = -974.168198 nChanged 6 SP:Iteration 3F (0.607030 sec): 3 clusters Score: Raw -1530.732686 + Penalty 555.200182 = -975.532504 nChanged 1 SP:Iteration 4Q (0.607325 sec): 3 clusters Score: Raw -1534.219557 + Penalty 555.200182 = -979.019375 nChanged 0 SP:Iteration 5F (0.607633 sec): 3 clusters Score: Raw -1534.219557 + Penalty 555.200182 = -979.019375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.608098 sec): 2 clusters Score: Raw -107.167281 + Penalty 77.005610 = -30.161672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.608295 sec): 2 clusters Score: Raw -107.167281 + Penalty 77.005610 = -30.161672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 29 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.608741 sec): 2 clusters Score: Raw -133.445522 + Penalty 49.971513 = -83.474010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.608945 sec): 3 clusters Score: Raw -125.765310 + Penalty 106.773037 = -18.992273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.609401 sec): 2 clusters Score: Raw -280.587452 + Penalty 127.620814 = -152.966638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.609620 sec): 3 clusters Score: Raw -269.642919 + Penalty 318.239453 = 48.596535 nChanged 1 SP:Iteration 1F (0.609831 sec): 3 clusters Score: Raw -272.162746 + Penalty 318.239453 = 46.076707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.610266 sec): 2 clusters Score: Raw -48.741347 + Penalty 16.969297 = -31.772050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.610461 sec): 3 clusters Score: Raw -42.997393 + Penalty 33.938594 = -9.058800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.610891 sec): 2 clusters Score: Raw -24.531625 + Penalty 0.000000 = -24.531625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.611077 sec): 2 clusters Score: Raw -24.531625 + Penalty 0.000000 = -24.531625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.611510 sec): 2 clusters Score: Raw -25.319683 + Penalty 0.000000 = -25.319683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.611698 sec): 2 clusters Score: Raw -25.319683 + Penalty 0.000000 = -25.319683 nChanged 0 Deleting Class 36 (9 points): Lose 32.440964 but Gain 465.839248 Iteration 20F (0.644048 sec): 21 clusters Score: Raw -78603.539258 + Penalty 8200.267867 = -70403.271390 nChanged 12 Deleting Class 20 (2 points): Lose 24.322438 but Gain 455.896776 Iteration 21Q (0.650868 sec): 20 clusters Score: Raw -78614.721045 + Penalty 7758.168374 = -70856.552670 nChanged 3 Deleting Class 67 (1 points): Lose 4.527676 but Gain 433.119424 Iteration 22Q (0.657969 sec): 19 clusters Score: Raw -78627.009845 + Penalty 7381.177680 = -71245.832165 nChanged 2 Deleting Class 27 (4 points): Lose 27.958755 but Gain 445.508426 Iteration 23Q (0.664504 sec): 18 clusters Score: Raw -78609.299293 + Penalty 6940.075091 = -71669.224202 nChanged 6 Deleting Class 57 (1 points): Lose 14.459957 but Gain 391.940307 Iteration 24Q (0.671140 sec): 17 clusters Score: Raw -78602.984147 + Penalty 6553.813906 = -72049.170241 nChanged 2 Deleting Class 19 (10 points): Lose 63.445905 but Gain 351.536855 Iteration 25Q (0.677699 sec): 16 clusters Score: Raw -78550.606717 + Penalty 6285.240898 = -72265.365819 nChanged 10 Deleting Class 7 (11 points): Lose 86.919461 but Gain 364.796688 Iteration 26Q (0.684089 sec): 15 clusters Score: Raw -78513.459688 + Penalty 6316.648968 = -72196.810719 nChanged 15 Deleting Class 5 (9 points): Lose 89.172673 but Gain 361.663211 Iteration 27F (0.705818 sec): 14 clusters Score: Raw -78452.602353 + Penalty 6507.176571 = -71945.425782 nChanged 10 Deleting Class 3 (60 points): Lose 808.657325 but Gain 1051.027782 Iteration 28F (0.726503 sec): 13 clusters Score: Raw -77681.151146 + Penalty 5594.220069 = -72086.931078 nChanged 60 Deleting Class 29 (5 points): Lose 50.834168 but Gain 249.021751 Iteration 29Q (0.732983 sec): 12 clusters Score: Raw -77931.188358 + Penalty 5353.864497 = -72577.323861 nChanged 14 Deleting Class 37 (5 points): Lose 92.373087 but Gain 290.007433 Iteration 30F (0.750901 sec): 11 clusters Score: Raw -77871.275381 + Penalty 4892.661175 = -72978.614206 nChanged 19 Deleting Class 6 (35 points): Lose 50.685058 but Gain 223.582378 Iteration 31Q (0.757124 sec): 10 clusters Score: Raw -77867.496336 + Penalty 4834.369986 = -73033.126350 nChanged 45 Deleting Class 25 (70 points): Lose 325.092108 but Gain 371.711094 Iteration 32Q (0.763260 sec): 9 clusters Score: Raw -77600.427935 + Penalty 4493.543085 = -73106.884850 nChanged 71 Iteration 33Q (0.769197 sec): 9 clusters Score: Raw -77719.584747 + Penalty 4496.918984 = -73222.665763 nChanged 6 Iteration 34Q (0.775095 sec): 9 clusters Score: Raw -77725.306775 + Penalty 4498.808923 = -73226.497852 nChanged 3 Iteration 35Q (0.781073 sec): 9 clusters Score: Raw -77726.089152 + Penalty 4502.263923 = -73223.825230 nChanged 5 Iteration 36F (0.795179 sec): 9 clusters Score: Raw -77727.741720 + Penalty 4503.019111 = -73224.722609 nChanged 4 Iteration 37Q (0.801118 sec): 9 clusters Score: Raw -77728.461622 + Penalty 4503.019111 = -73225.442511 nChanged 0 Iteration 38F (0.814949 sec): 9 clusters Score: Raw -77728.461622 + Penalty 4503.019111 = -73225.442511 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -77728.461622 + Penalty 4503.019111 = -73225.442511Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 1 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.822393 sec): 2 clusters Score: Raw -6218.771228 + Penalty 220.370532 = -5998.400696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.823024 sec): 3 clusters Score: Raw -6074.226543 + Penalty 455.978768 = -5618.247775 nChanged 79 SP:Iteration 1F (0.823644 sec): 3 clusters Score: Raw -6200.854596 + Penalty 490.773448 = -5710.081148 nChanged 29 SP:Iteration 2F (0.824255 sec): 3 clusters Score: Raw -6241.379885 + Penalty 540.226713 = -5701.153172 nChanged 13 SP:Iteration 3F (0.824864 sec): 3 clusters Score: Raw -6255.961442 + Penalty 594.565778 = -5661.395664 nChanged 6 SP:Iteration 4F (0.825473 sec): 3 clusters Score: Raw -6263.385751 + Penalty 627.692906 = -5635.692844 nChanged 3 SP:Iteration 5F (0.826110 sec): 3 clusters Score: Raw -6265.778616 + Penalty 643.586125 = -5622.192490 nChanged 2 SP:Iteration 6F (0.826799 sec): 3 clusters Score: Raw -6266.955012 + Penalty 643.586125 = -5623.368887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.828874 sec): 2 clusters Score: Raw -21418.017811 + Penalty 925.225331 = -20492.792480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.830020 sec): 3 clusters Score: Raw -21139.847884 + Penalty 1850.120249 = -19289.727635 nChanged 139 SP:Iteration 1F (0.831115 sec): 3 clusters Score: Raw -21287.171765 + Penalty 1850.072458 = -19437.099307 nChanged 42 SP:Iteration 2F (0.832195 sec): 3 clusters Score: Raw -21335.099484 + Penalty 1855.926140 = -19479.173345 nChanged 43 SP:Iteration 3F (0.833274 sec): 3 clusters Score: Raw -21387.084763 + Penalty 1873.615554 = -19513.469208 nChanged 35 SP:Iteration 4F (0.834353 sec): 3 clusters Score: Raw -21441.213515 + Penalty 1901.193456 = -19540.020060 nChanged 33 SP:Iteration 5F (0.835431 sec): 3 clusters Score: Raw -21488.644867 + Penalty 1916.439321 = -19572.205546 nChanged 16 SP:Iteration 6Q (0.836384 sec): 3 clusters Score: Raw -21519.731140 + Penalty 1921.278047 = -19598.453093 nChanged 6 SP:Iteration 7Q (0.837304 sec): 3 clusters Score: Raw -21527.447354 + Penalty 1921.796875 = -19605.650479 nChanged 3 SP:Iteration 8Q (0.838217 sec): 3 clusters Score: Raw -21522.897795 + Penalty 1921.796875 = -19601.100920 nChanged 0 SP:Iteration 9F (0.839296 sec): 3 clusters Score: Raw -21522.897795 + Penalty 1921.796875 = -19601.100920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 4 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.841380 sec): 2 clusters Score: Raw -12770.333876 + Penalty 106.454239 = -12663.879637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.842705 sec): 3 clusters Score: Raw -12408.179701 + Penalty 217.788521 = -12190.391180 nChanged 274 SP:Iteration 1F (0.844049 sec): 3 clusters Score: Raw -12603.787855 + Penalty 234.495438 = -12369.292417 nChanged 104 SP:Iteration 2F (0.845362 sec): 3 clusters Score: Raw -12735.948336 + Penalty 251.121736 = -12484.826600 nChanged 47 SP:Iteration 3F (0.846660 sec): 3 clusters Score: Raw -12794.200784 + Penalty 289.107614 = -12505.093170 nChanged 17 SP:Iteration 4Q (0.847975 sec): 3 clusters Score: Raw -12819.072660 + Penalty 344.908994 = -12474.163666 nChanged 9 SP:Iteration 5F (0.849269 sec): 3 clusters Score: Raw -12859.721820 + Penalty 383.457138 = -12476.264683 nChanged 8 SP:Iteration 6Q (0.850387 sec): 3 clusters Score: Raw -12882.072931 + Penalty 406.311097 = -12475.761833 nChanged 2 SP:Iteration 7F (0.851683 sec): 3 clusters Score: Raw -12890.472456 + Penalty 406.311097 = -12484.161359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 8 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.854211 sec): 2 clusters Score: Raw -22522.410445 + Penalty 155.046111 = -22367.364334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.855823 sec): 3 clusters Score: Raw -21981.922903 + Penalty 312.578729 = -21669.344173 nChanged 356 SP:Iteration 1F (0.857415 sec): 3 clusters Score: Raw -22238.409016 + Penalty 314.207776 = -21924.201240 nChanged 79 SP:Iteration 2F (0.858966 sec): 3 clusters Score: Raw -22312.060045 + Penalty 318.829113 = -21993.230932 nChanged 73 SP:Iteration 3F (0.860515 sec): 3 clusters Score: Raw -22368.568600 + Penalty 323.985998 = -22044.582602 nChanged 46 SP:Iteration 4F (0.862067 sec): 3 clusters Score: Raw -22401.401434 + Penalty 332.345112 = -22069.056322 nChanged 44 SP:Iteration 5F (0.863624 sec): 3 clusters Score: Raw -22431.082272 + Penalty 344.503085 = -22086.579187 nChanged 46 SP:Iteration 6F (0.865164 sec): 3 clusters Score: Raw -22472.046671 + Penalty 359.917586 = -22112.129084 nChanged 33 SP:Iteration 7Q (0.866603 sec): 3 clusters Score: Raw -22499.212291 + Penalty 369.707627 = -22129.504664 nChanged 19 SP:Iteration 8Q (0.868010 sec): 3 clusters Score: Raw -22507.168964 + Penalty 375.834739 = -22131.334225 nChanged 13 SP:Iteration 9Q (0.869356 sec): 3 clusters Score: Raw -22510.182572 + Penalty 382.897043 = -22127.285529 nChanged 8 SP:Iteration 10F (0.870916 sec): 3 clusters Score: Raw -22510.834431 + Penalty 382.225503 = -22128.608928 nChanged 8 SP:Iteration 11Q (0.872313 sec): 3 clusters Score: Raw -22512.411118 + Penalty 382.945775 = -22129.465344 nChanged 5 SP:Iteration 12Q (0.873688 sec): 3 clusters Score: Raw -22514.726497 + Penalty 379.228837 = -22135.497660 nChanged 4 SP:Iteration 13Q (0.875046 sec): 3 clusters Score: Raw -22517.555883 + Penalty 383.259623 = -22134.296260 nChanged 3 SP:Iteration 14F (0.876681 sec): 3 clusters Score: Raw -22518.068955 + Penalty 387.719064 = -22130.349891 nChanged 2 SP:Iteration 15F (0.878263 sec): 3 clusters Score: Raw -22516.743348 + Penalty 391.028539 = -22125.714810 nChanged 1 SP:Iteration 16F (0.879825 sec): 3 clusters Score: Raw -22516.124605 + Penalty 388.338091 = -22127.786515 nChanged 1 SP:Iteration 17Q (0.881085 sec): 3 clusters Score: Raw -22516.732954 + Penalty 391.882658 = -22124.850296 nChanged 1 SP:Iteration 18F (0.882630 sec): 3 clusters Score: Raw -22516.062636 + Penalty 391.882658 = -22124.179978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.884222 sec): 2 clusters Score: Raw -5475.459019 + Penalty 154.272089 = -5321.186929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.884904 sec): 3 clusters Score: Raw -5346.524205 + Penalty 352.932166 = -4993.592039 nChanged 89 SP:Iteration 1F (0.885535 sec): 3 clusters Score: Raw -5474.406774 + Penalty 441.764851 = -5032.641923 nChanged 29 SP:Iteration 2F (0.886161 sec): 3 clusters Score: Raw -5535.332614 + Penalty 436.084841 = -5099.247772 nChanged 1 SP:Iteration 3Q (0.886720 sec): 3 clusters Score: Raw -5535.260397 + Penalty 436.084841 = -5099.175555 nChanged 0 SP:Iteration 4F (0.887347 sec): 3 clusters Score: Raw -5535.260397 + Penalty 436.084841 = -5099.175555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 11 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.888376 sec): 2 clusters Score: Raw -6183.540599 + Penalty 298.389141 = -5885.151458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.889011 sec): 3 clusters Score: Raw -6068.064820 + Penalty 618.395068 = -5449.669751 nChanged 70 SP:Iteration 1F (0.889635 sec): 3 clusters Score: Raw -6185.722582 + Penalty 696.168052 = -5489.554530 nChanged 44 SP:Iteration 2F (0.890260 sec): 3 clusters Score: Raw -6285.784113 + Penalty 766.621798 = -5519.162315 nChanged 25 SP:Iteration 3F (0.890883 sec): 3 clusters Score: Raw -6381.480373 + Penalty 793.494401 = -5587.985973 nChanged 11 SP:Iteration 4Q (0.891435 sec): 3 clusters Score: Raw -6411.753705 + Penalty 794.089271 = -5617.664434 nChanged 2 SP:Iteration 5Q (0.891969 sec): 3 clusters Score: Raw -6419.056234 + Penalty 789.888073 = -5629.168161 nChanged 1 SP:Iteration 6Q (0.892502 sec): 3 clusters Score: Raw -6421.377190 + Penalty 789.888073 = -5631.489118 nChanged 0 SP:Iteration 7F (0.893126 sec): 3 clusters Score: Raw -6421.377190 + Penalty 789.888073 = -5631.489118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.894608 sec): 2 clusters Score: Raw -5764.518222 + Penalty 138.260474 = -5626.257748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.895257 sec): 3 clusters Score: Raw -5629.111514 + Penalty 275.285548 = -5353.825966 nChanged 101 SP:Iteration 1F (0.895915 sec): 3 clusters Score: Raw -5697.592536 + Penalty 272.235592 = -5425.356945 nChanged 24 SP:Iteration 2F (0.896554 sec): 3 clusters Score: Raw -5718.528103 + Penalty 271.278002 = -5447.250101 nChanged 16 SP:Iteration 3F (0.897189 sec): 3 clusters Score: Raw -5726.154163 + Penalty 271.121927 = -5455.032236 nChanged 6 SP:Iteration 4Q (0.897822 sec): 3 clusters Score: Raw -5728.360357 + Penalty 268.094293 = -5460.266064 nChanged 6 SP:Iteration 5Q (0.898452 sec): 3 clusters Score: Raw -5731.857556 + Penalty 265.676947 = -5466.180610 nChanged 11 SP:Iteration 6Q (0.899081 sec): 3 clusters Score: Raw -5738.298168 + Penalty 266.872590 = -5471.425578 nChanged 4 SP:Iteration 7Q (0.899765 sec): 3 clusters Score: Raw -5740.689546 + Penalty 266.872590 = -5473.816956 nChanged 0 SP:Iteration 8F (0.900424 sec): 3 clusters Score: Raw -5740.689546 + Penalty 266.872590 = -5473.816956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 21 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.901285 sec): 2 clusters Score: Raw -5330.948930 + Penalty 637.069683 = -4693.879247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.901775 sec): 3 clusters Score: Raw -5266.770040 + Penalty 1276.324107 = -3990.445933 nChanged 27 SP:Iteration 1F (0.902256 sec): 3 clusters Score: Raw -5314.842886 + Penalty 1281.436499 = -4033.406387 nChanged 13 SP:Iteration 2F (0.902736 sec): 3 clusters Score: Raw -5337.207238 + Penalty 1288.289997 = -4048.917241 nChanged 8 SP:Iteration 3F (0.903216 sec): 3 clusters Score: Raw -5360.919003 + Penalty 1297.779964 = -4063.139039 nChanged 11 SP:Iteration 4F (0.903696 sec): 3 clusters Score: Raw -5399.051170 + Penalty 1330.100624 = -4068.950546 nChanged 11 SP:Iteration 5F (0.904207 sec): 3 clusters Score: Raw -5448.403365 + Penalty 1344.563029 = -4103.840336 nChanged 5 SP:Iteration 6Q (0.904641 sec): 3 clusters Score: Raw -5462.593468 + Penalty 1344.563029 = -4118.030439 nChanged 0 SP:Iteration 7F (0.905126 sec): 3 clusters Score: Raw -5462.593468 + Penalty 1344.563029 = -4118.030439 nChanged 0 Time taken for this iteration:0.821575 seconds. 300->9 Clusters: Score -73225.442511, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 39 (time per iteration =23.315923 ms) Total iterations: 272 (time per iteration =3.343092 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 124939375.000000 (time per metric unit =7.278098ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3123484375.000000 (time per metric unit=291.123915ps) That took 0.909321 seconds. FileBase PeterP-2014-02-27_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 0.21 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 22808 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 22808 points ------ Starting initial clusters from distinct float masks Not enough masks (124) to generate starting clusters (300), so starting with (125) clusters instead. Assigned 125 initial classes from 124 unique masks. Deleting Class 88 (1 points): Lose 1.195810 but Gain 1600.233279 Iteration 0F (1.938822 sec): 124 clusters Score: Raw -1049521.683230 + Penalty 96125.696773 = -953395.986456 nChanged 2463 Deleting Class 110 (1 points): Lose 2.636394 but Gain 1590.591743 Iteration 1F (3.026659 sec): 104 clusters Score: Raw -1057250.571971 + Penalty 85130.876326 = -972119.695645 nChanged 850 Deleting Class 97 (1 points): Lose 2.133938 but Gain 1557.657680 Iteration 2Q (3.172363 sec): 97 clusters Score: Raw -1059087.107329 + Penalty 82295.684914 = -976791.422415 nChanged 385 Deleting Class 29 (2 points): Lose 78.599127 but Gain 1555.672057 Iteration 3Q (3.285556 sec): 95 clusters Score: Raw -1059542.509071 + Penalty 77988.758810 = -981553.750262 nChanged 191 Deleting Class 63 (2 points): Lose 18.135267 but Gain 1384.635255 Iteration 4Q (3.383126 sec): 92 clusters Score: Raw -1059776.708971 + Penalty 76285.700024 = -983491.008947 nChanged 137 Deleting Class 95 (2 points): Lose 40.969208 but Gain 1405.313361 Iteration 5Q (3.481628 sec): 91 clusters Score: Raw -1059957.321787 + Penalty 73543.916312 = -986413.405475 nChanged 135 Deleting Class 93 (4 points): Lose 12.178628 but Gain 1371.363951 Iteration 6Q (3.579525 sec): 89 clusters Score: Raw -1060151.237949 + Penalty 71997.758154 = -988153.479794 nChanged 176 Deleting Class 52 (1 points): Lose 21.479624 but Gain 1342.362769 Iteration 7Q (3.679083 sec): 88 clusters Score: Raw -1060399.592014 + Penalty 69617.044363 = -990782.547651 nChanged 161 Deleting Class 90 (3 points): Lose 13.130494 but Gain 1286.570278 Iteration 8Q (3.779453 sec): 86 clusters Score: Raw -1060596.746808 + Penalty 68325.799350 = -992270.947458 nChanged 115 Deleting Class 41 (5 points): Lose 32.827000 but Gain 1301.282291 Iteration 9Q (3.870990 sec): 85 clusters Score: Raw -1060691.031718 + Penalty 67011.903819 = -993679.127899 nChanged 69 Deleting Class 40 (7 points): Lose 79.390126 but Gain 1347.416687 Iteration 10F (4.776112 sec): 84 clusters Score: Raw -1060914.324455 + Penalty 65313.678890 = -995600.645565 nChanged 91 Deleting Class 56 (3 points): Lose 21.774004 but Gain 1262.044246 Iteration 11Q (4.865203 sec): 83 clusters Score: Raw -1061202.077472 + Penalty 63623.286603 = -997578.790869 nChanged 63 Deleting Class 100 (2 points): Lose 39.120615 but Gain 1265.175700 Iteration 12Q (4.951051 sec): 82 clusters Score: Raw -1061248.563356 + Penalty 62345.893624 = -998902.669732 nChanged 26 Deleting Class 50 (5 points): Lose 39.132912 but Gain 1251.882335 Iteration 13Q (5.036656 sec): 81 clusters Score: Raw -1061238.810339 + Penalty 61061.430944 = -1000177.379395 nChanged 28 Deleting Class 85 (2 points): Lose 16.741481 but Gain 1209.673175 Iteration 14Q (5.120139 sec): 80 clusters Score: Raw -1061271.035556 + Penalty 59811.021794 = -1001460.013762 nChanged 18 Deleting Class 89 (2 points): Lose 27.196368 but Gain 1144.131577 Iteration 15Q (5.203558 sec): 79 clusters Score: Raw -1061273.533998 + Penalty 58741.731067 = -1002531.802931 nChanged 21 Deleting Class 20 (16 points): Lose 46.230023 but Gain 1160.196276 Iteration 16Q (5.286983 sec): 78 clusters Score: Raw -1061258.608940 + Penalty 57503.568424 = -1003755.040517 nChanged 32 Deleting Class 60 (7 points): Lose 88.700611 but Gain 1199.057022 Iteration 17Q (5.361203 sec): 77 clusters Score: Raw -1061204.263750 + Penalty 56304.812181 = -1004899.451568 nChanged 20 Deleting Class 87 (1 points): Lose 11.995416 but Gain 1117.922016 Iteration 18Q (5.438851 sec): 76 clusters Score: Raw -1061231.202846 + Penalty 55185.123995 = -1006046.078851 nChanged 10 Deleting Class 104 (1 points): Lose 24.947258 but Gain 1108.552508 Iteration 19Q (5.515037 sec): 75 clusters Score: Raw -1061220.320907 + Penalty 54072.751165 = -1007147.569742 nChanged 5 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 -1061220.320907 + Penalty 54072.751165 = -1007147.569742Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (7389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.622664 sec): 2 clusters Score: Raw -277845.587355 + Penalty 50.927900 = -277794.659455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.636928 sec): 3 clusters Score: Raw -272926.825392 + Penalty 101.920023 = -272824.905369 nChanged 3611 SP:Iteration 1F (5.649998 sec): 3 clusters Score: Raw -276698.233274 + Penalty 101.385187 = -276596.848087 nChanged 743 SP:Iteration 2F (5.663103 sec): 3 clusters Score: Raw -277210.295787 + Penalty 101.557367 = -277108.738420 nChanged 417 SP:Iteration 3F (5.676777 sec): 3 clusters Score: Raw -277466.687330 + Penalty 101.567221 = -277365.120109 nChanged 295 SP:Iteration 4Q (5.690220 sec): 3 clusters Score: Raw -277621.564664 + Penalty 101.618925 = -277519.945740 nChanged 204 SP:Iteration 5Q (5.704913 sec): 3 clusters Score: Raw -277686.973547 + Penalty 101.848364 = -277585.125183 nChanged 137 SP:Iteration 6Q (5.719390 sec): 3 clusters Score: Raw -277715.012049 + Penalty 102.128178 = -277612.883871 nChanged 105 SP:Iteration 7Q (5.733427 sec): 3 clusters Score: Raw -277732.394376 + Penalty 102.304016 = -277630.090360 nChanged 64 SP:Iteration 8Q (5.746741 sec): 3 clusters Score: Raw -277741.636311 + Penalty 102.416625 = -277639.219686 nChanged 61 SP:Iteration 9Q (5.759626 sec): 3 clusters Score: Raw -277751.364562 + Penalty 102.513197 = -277648.851365 nChanged 55 SP:Iteration 10F (5.772991 sec): 3 clusters Score: Raw -277759.704822 + Penalty 102.595945 = -277657.108877 nChanged 67 SP:Iteration 11Q (5.786335 sec): 3 clusters Score: Raw -277771.778451 + Penalty 102.385069 = -277669.393382 nChanged 74 SP:Iteration 12Q (5.799621 sec): 3 clusters Score: Raw -277786.689363 + Penalty 102.199203 = -277684.490160 nChanged 84 SP:Iteration 13Q (5.812666 sec): 3 clusters Score: Raw -277805.252850 + Penalty 101.786326 = -277703.466525 nChanged 86 SP:Iteration 14Q (5.825862 sec): 3 clusters Score: Raw -277826.805397 + Penalty 102.074226 = -277724.731171 nChanged 97 SP:Iteration 15Q (5.838825 sec): 3 clusters Score: Raw -277848.721353 + Penalty 102.380781 = -277746.340571 nChanged 62 SP:Iteration 16Q (5.851920 sec): 3 clusters Score: Raw -277859.355397 + Penalty 102.731625 = -277756.623772 nChanged 52 SP:Iteration 17Q (5.864828 sec): 3 clusters Score: Raw -277868.319770 + Penalty 103.128277 = -277765.191493 nChanged 58 SP:Iteration 18Q (5.877867 sec): 3 clusters Score: Raw -277879.871844 + Penalty 103.500422 = -277776.371422 nChanged 60 SP:Iteration 19Q (5.891167 sec): 3 clusters Score: Raw -277892.877821 + Penalty 103.864895 = -277789.012926 nChanged 54 SP:Iteration 20F (5.904209 sec): 3 clusters Score: Raw -277902.563441 + Penalty 104.265118 = -277798.298324 nChanged 44 SP:Iteration 21Q (5.917928 sec): 3 clusters Score: Raw -277911.299766 + Penalty 104.734791 = -277806.564976 nChanged 51 SP:Iteration 22Q (5.931306 sec): 3 clusters Score: Raw -277921.668441 + Penalty 104.885499 = -277816.782942 nChanged 50 SP:Iteration 23Q (5.944517 sec): 3 clusters Score: Raw -277931.349967 + Penalty 105.358942 = -277825.991025 nChanged 41 SP:Iteration 24Q (5.958170 sec): 3 clusters Score: Raw -277938.365379 + Penalty 105.375133 = -277832.990246 nChanged 38 SP:Iteration 25Q (5.971332 sec): 3 clusters Score: Raw -277945.566897 + Penalty 105.025340 = -277840.541556 nChanged 34 SP:Iteration 26Q (5.984519 sec): 3 clusters Score: Raw -277952.659468 + Penalty 105.930695 = -277846.728774 nChanged 43 SP:Iteration 27Q (5.997769 sec): 3 clusters Score: Raw -277962.380577 + Penalty 106.642892 = -277855.737685 nChanged 36 SP:Iteration 28Q (6.010880 sec): 3 clusters Score: Raw -277970.681914 + Penalty 107.537075 = -277863.144839 nChanged 34 SP:Iteration 29Q (6.024063 sec): 3 clusters Score: Raw -277978.271610 + Penalty 108.619785 = -277869.651825 nChanged 29 SP:Iteration 30F (6.037075 sec): 3 clusters Score: Raw -277984.292822 + Penalty 109.494871 = -277874.797951 nChanged 24 SP:Iteration 31Q (6.050259 sec): 3 clusters Score: Raw -277988.294814 + Penalty 110.458045 = -277877.836769 nChanged 20 SP:Iteration 32Q (6.063364 sec): 3 clusters Score: Raw -277991.500900 + Penalty 111.459907 = -277880.040993 nChanged 21 SP:Iteration 33Q (6.076659 sec): 3 clusters Score: Raw -277996.623795 + Penalty 112.548680 = -277884.075116 nChanged 23 SP:Iteration 34Q (6.089803 sec): 3 clusters Score: Raw -278001.564581 + Penalty 113.588846 = -277887.975736 nChanged 18 SP:Iteration 35Q (6.103760 sec): 3 clusters Score: Raw -278005.784770 + Penalty 115.097127 = -277890.687643 nChanged 18 SP:Iteration 36Q (6.117136 sec): 3 clusters Score: Raw -278009.058848 + Penalty 116.715648 = -277892.343200 nChanged 15 SP:Iteration 37Q (6.130258 sec): 3 clusters Score: Raw -278011.740565 + Penalty 117.936566 = -277893.803999 nChanged 10 SP:Iteration 38Q (6.143515 sec): 3 clusters Score: Raw -278013.911171 + Penalty 123.867633 = -277890.043537 nChanged 6 SP:Iteration 39F (6.156606 sec): 3 clusters Score: Raw -278017.207277 + Penalty 124.210438 = -277892.996840 nChanged 2 SP:Iteration 40F (6.169663 sec): 3 clusters Score: Raw -278017.279863 + Penalty 124.384934 = -277892.894929 nChanged 1 SP:Iteration 41F (6.182692 sec): 3 clusters Score: Raw -278017.311154 + Penalty 124.384934 = -277892.926220 nChanged 0 Score: Raw -1078741.130798 + Penalty 54155.502895 = -1024585.627902 Splitting cluster 1 changes total score from -1007147.569742 to -1024585.627902 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.966841 sec): 2 clusters Score: Raw -24428.493914 + Penalty 215.833405 = -24212.660509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967972 sec): 3 clusters Score: Raw -24108.635116 + Penalty 446.672226 = -23661.962891 nChanged 226 SP:Iteration 1F (6.969085 sec): 3 clusters Score: Raw -24297.243024 + Penalty 459.355071 = -23837.887954 nChanged 65 SP:Iteration 2F (6.970195 sec): 3 clusters Score: Raw -24339.510587 + Penalty 474.173725 = -23865.336862 nChanged 32 SP:Iteration 3F (6.971289 sec): 3 clusters Score: Raw -24359.187515 + Penalty 484.914236 = -23874.273280 nChanged 19 SP:Iteration 4Q (6.972373 sec): 3 clusters Score: Raw -24371.770950 + Penalty 495.853107 = -23875.917843 nChanged 17 SP:Iteration 5Q (6.973466 sec): 3 clusters Score: Raw -24381.836867 + Penalty 505.807246 = -23876.029621 nChanged 15 SP:Iteration 6Q (6.974546 sec): 3 clusters Score: Raw -24389.511302 + Penalty 517.758276 = -23871.753026 nChanged 11 SP:Iteration 7F (6.975690 sec): 3 clusters Score: Raw -24394.124013 + Penalty 521.938424 = -23872.185589 nChanged 10 SP:Iteration 8Q (6.976750 sec): 3 clusters Score: Raw -24398.384524 + Penalty 526.988666 = -23871.395858 nChanged 12 SP:Iteration 9F (6.977857 sec): 3 clusters Score: Raw -24405.672011 + Penalty 534.186648 = -23871.485363 nChanged 15 SP:Iteration 10F (6.978965 sec): 3 clusters Score: Raw -24418.587108 + Penalty 542.463007 = -23876.124102 nChanged 14 SP:Iteration 11Q (6.979998 sec): 3 clusters Score: Raw -24427.976070 + Penalty 547.332818 = -23880.643252 nChanged 7 SP:Iteration 12Q (6.981012 sec): 3 clusters Score: Raw -24432.197104 + Penalty 548.308998 = -23883.888106 nChanged 12 SP:Iteration 13Q (6.982015 sec): 3 clusters Score: Raw -24439.412996 + Penalty 549.978825 = -23889.434171 nChanged 5 SP:Iteration 14Q (6.982999 sec): 3 clusters Score: Raw -24441.098894 + Penalty 538.845452 = -23902.253442 nChanged 3 SP:Iteration 15Q (6.983985 sec): 3 clusters Score: Raw -24442.671461 + Penalty 530.924430 = -23911.747031 nChanged 2 SP:Iteration 16Q (6.984967 sec): 3 clusters Score: Raw -24442.895338 + Penalty 530.924430 = -23911.970908 nChanged 0 SP:Iteration 17F (6.986067 sec): 3 clusters Score: Raw -24442.895338 + Penalty 530.924430 = -23911.970908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986570 sec): 2 clusters Score: Raw -376.824351 + Penalty 239.200023 = -137.624328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986795 sec): 3 clusters Score: Raw -385.887718 + Penalty 481.065173 = 95.177455 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 5 (2623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.998768 sec): 2 clusters Score: Raw -148687.657039 + Penalty 736.785187 = -147950.871852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.003706 sec): 3 clusters Score: Raw -147155.649915 + Penalty 1472.748964 = -145682.900951 nChanged 1092 SP:Iteration 1F (7.008405 sec): 3 clusters Score: Raw -147976.448882 + Penalty 1471.582034 = -146504.866847 nChanged 320 SP:Iteration 2F (7.013275 sec): 3 clusters Score: Raw -148216.180301 + Penalty 1470.973097 = -146745.207203 nChanged 220 SP:Iteration 3F (7.018239 sec): 3 clusters Score: Raw -148353.344419 + Penalty 1470.654896 = -146882.689523 nChanged 172 SP:Iteration 4F (7.023022 sec): 3 clusters Score: Raw -148451.374103 + Penalty 1472.523466 = -146978.850637 nChanged 143 SP:Iteration 5F (7.027725 sec): 3 clusters Score: Raw -148548.376260 + Penalty 1477.968127 = -147070.408133 nChanged 126 SP:Iteration 6Q (7.032492 sec): 3 clusters Score: Raw -148628.186035 + Penalty 1484.616666 = -147143.569369 nChanged 115 SP:Iteration 7Q (7.037229 sec): 3 clusters Score: Raw -148718.227304 + Penalty 1491.736704 = -147226.490600 nChanged 98 SP:Iteration 8Q (7.041864 sec): 3 clusters Score: Raw -148778.584965 + Penalty 1498.840653 = -147279.744312 nChanged 85 SP:Iteration 9Q (7.046424 sec): 3 clusters Score: Raw -148816.282250 + Penalty 1503.044171 = -147313.238079 nChanged 66 SP:Iteration 10F (7.051109 sec): 3 clusters Score: Raw -148841.229281 + Penalty 1504.683040 = -147336.546241 nChanged 59 SP:Iteration 11Q (7.055502 sec): 3 clusters Score: Raw -148860.800451 + Penalty 1507.405868 = -147353.394583 nChanged 45 SP:Iteration 12Q (7.059915 sec): 3 clusters Score: Raw -148876.121626 + Penalty 1512.605201 = -147363.516424 nChanged 40 SP:Iteration 13Q (7.064285 sec): 3 clusters Score: Raw -148894.614420 + Penalty 1522.884015 = -147371.730405 nChanged 50 SP:Iteration 14Q (7.068564 sec): 3 clusters Score: Raw -148907.460744 + Penalty 1528.196172 = -147379.264572 nChanged 46 SP:Iteration 15Q (7.072804 sec): 3 clusters Score: Raw -148922.649147 + Penalty 1525.558803 = -147397.090344 nChanged 38 SP:Iteration 16Q (7.076965 sec): 3 clusters Score: Raw -148931.805287 + Penalty 1527.521362 = -147404.283925 nChanged 39 SP:Iteration 17Q (7.081106 sec): 3 clusters Score: Raw -148936.955314 + Penalty 1537.276183 = -147399.679131 nChanged 33 SP:Iteration 18F (7.085830 sec): 3 clusters Score: Raw -148965.249496 + Penalty 1529.913008 = -147435.336487 nChanged 36 SP:Iteration 19Q (7.089918 sec): 3 clusters Score: Raw -149012.864187 + Penalty 1533.843588 = -147479.020599 nChanged 37 SP:Iteration 20F (7.094573 sec): 3 clusters Score: Raw -149056.361252 + Penalty 1530.713664 = -147525.647587 nChanged 23 SP:Iteration 21Q (7.098453 sec): 3 clusters Score: Raw -149069.261173 + Penalty 1523.333972 = -147545.927202 nChanged 14 SP:Iteration 22Q (7.102373 sec): 3 clusters Score: Raw -149086.237108 + Penalty 1520.386109 = -147565.850999 nChanged 9 SP:Iteration 23Q (7.106339 sec): 3 clusters Score: Raw -149098.052651 + Penalty 1521.156258 = -147576.896393 nChanged 5 SP:Iteration 24Q (7.110176 sec): 3 clusters Score: Raw -149109.022992 + Penalty 1525.527934 = -147583.495058 nChanged 4 SP:Iteration 25Q (7.114306 sec): 3 clusters Score: Raw -149114.778155 + Penalty 1529.814023 = -147584.964133 nChanged 4 SP:Iteration 26Q (7.118453 sec): 3 clusters Score: Raw -149122.870439 + Penalty 1531.654140 = -147591.216299 nChanged 3 SP:Iteration 27Q (7.122655 sec): 3 clusters Score: Raw -149128.428775 + Penalty 1529.716931 = -147598.711844 nChanged 1 SP:Iteration 28Q (7.126663 sec): 3 clusters Score: Raw -149130.151897 + Penalty 1529.716931 = -147600.434966 nChanged 0 SP:Iteration 29F (7.131430 sec): 3 clusters Score: Raw -149130.151897 + Penalty 1529.716931 = -147600.434966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.133811 sec): 2 clusters Score: Raw -7903.575217 + Penalty 53.983311 = -7849.591906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.134353 sec): 3 clusters Score: Raw -7809.623061 + Penalty 103.889701 = -7705.733360 nChanged 85 SP:Iteration 1F (7.134894 sec): 3 clusters Score: Raw -7913.916710 + Penalty 104.422922 = -7809.493788 nChanged 10 SP:Iteration 2F (7.135464 sec): 3 clusters Score: Raw -7923.011129 + Penalty 102.554611 = -7820.456518 nChanged 5 SP:Iteration 3Q (7.136013 sec): 3 clusters Score: Raw -7927.504015 + Penalty 102.929806 = -7824.574208 nChanged 3 SP:Iteration 4Q (7.136559 sec): 3 clusters Score: Raw -7928.706277 + Penalty 102.214769 = -7826.491508 nChanged 2 SP:Iteration 5Q (7.137104 sec): 3 clusters Score: Raw -7929.396462 + Penalty 101.940468 = -7827.455994 nChanged 1 SP:Iteration 6Q (7.137648 sec): 3 clusters Score: Raw -7929.974361 + Penalty 101.790219 = -7828.184141 nChanged 2 SP:Iteration 7Q (7.138192 sec): 3 clusters Score: Raw -7930.684902 + Penalty 101.024141 = -7829.660762 nChanged 1 SP:Iteration 8Q (7.138736 sec): 3 clusters Score: Raw -7930.947329 + Penalty 101.024141 = -7829.923188 nChanged 0 SP:Iteration 9F (7.139272 sec): 3 clusters Score: Raw -7930.947329 + Penalty 101.024141 = -7829.923188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.140157 sec): 2 clusters Score: Raw -7291.517821 + Penalty 39.251347 = -7252.266474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.140635 sec): 3 clusters Score: Raw -7200.867707 + Penalty 75.096708 = -7125.770999 nChanged 70 SP:Iteration 1F (7.141110 sec): 3 clusters Score: Raw -7295.042893 + Penalty 74.657105 = -7220.385788 nChanged 19 SP:Iteration 2F (7.141623 sec): 3 clusters Score: Raw -7316.914867 + Penalty 75.648186 = -7241.266681 nChanged 6 SP:Iteration 3Q (7.142106 sec): 3 clusters Score: Raw -7322.069769 + Penalty 76.219416 = -7245.850353 nChanged 2 SP:Iteration 4Q (7.142585 sec): 3 clusters Score: Raw -7322.596491 + Penalty 76.593121 = -7246.003370 nChanged 1 SP:Iteration 5Q (7.143062 sec): 3 clusters Score: Raw -7322.986980 + Penalty 77.010011 = -7245.976969 nChanged 1 SP:Iteration 6F (7.143555 sec): 3 clusters Score: Raw -7323.314527 + Penalty 77.476071 = -7245.838456 nChanged 1 SP:Iteration 7F (7.144079 sec): 3 clusters Score: Raw -7324.443338 + Penalty 77.602231 = -7246.841107 nChanged 2 SP:Iteration 8Q (7.144557 sec): 3 clusters Score: Raw -7325.547477 + Penalty 77.544994 = -7248.002482 nChanged 1 SP:Iteration 9Q (7.145007 sec): 3 clusters Score: Raw -7325.897003 + Penalty 76.988523 = -7248.908480 nChanged 1 SP:Iteration 10F (7.145490 sec): 3 clusters Score: Raw -7326.198095 + Penalty 77.633153 = -7248.564942 nChanged 1 SP:Iteration 11F (7.145971 sec): 3 clusters Score: Raw -7326.462398 + Penalty 77.633153 = -7248.829244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.152097 sec): 2 clusters Score: Raw -92278.237817 + Penalty 321.535586 = -91956.702230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.155579 sec): 3 clusters Score: Raw -91087.308162 + Penalty 643.628399 = -90443.679763 nChanged 789 SP:Iteration 1F (7.158916 sec): 3 clusters Score: Raw -91582.599494 + Penalty 641.484133 = -90941.115360 nChanged 236 SP:Iteration 2F (7.162328 sec): 3 clusters Score: Raw -91742.493705 + Penalty 638.675198 = -91103.818507 nChanged 180 SP:Iteration 3F (7.165712 sec): 3 clusters Score: Raw -91893.017522 + Penalty 645.146916 = -91247.870606 nChanged 162 SP:Iteration 4F (7.169016 sec): 3 clusters Score: Raw -92029.925918 + Penalty 652.991821 = -91376.934098 nChanged 123 SP:Iteration 5F (7.172321 sec): 3 clusters Score: Raw -92126.508008 + Penalty 652.011035 = -91474.496973 nChanged 94 SP:Iteration 6F (7.175622 sec): 3 clusters Score: Raw -92203.609674 + Penalty 638.803207 = -91564.806466 nChanged 85 SP:Iteration 7Q (7.178936 sec): 3 clusters Score: Raw -92278.202204 + Penalty 621.586730 = -91656.615475 nChanged 56 SP:Iteration 8Q (7.182248 sec): 3 clusters Score: Raw -92313.700056 + Penalty 604.262240 = -91709.437816 nChanged 34 SP:Iteration 9Q (7.185409 sec): 3 clusters Score: Raw -92325.353922 + Penalty 604.514837 = -91720.839085 nChanged 17 SP:Iteration 10F (7.188877 sec): 3 clusters Score: Raw -92329.071552 + Penalty 600.253681 = -91728.817871 nChanged 12 SP:Iteration 11Q (7.191813 sec): 3 clusters Score: Raw -92326.914641 + Penalty 599.366811 = -91727.547829 nChanged 5 SP:Iteration 12F (7.195252 sec): 3 clusters Score: Raw -92325.302091 + Penalty 627.123265 = -91698.178826 nChanged 8 SP:Iteration 13F (7.198682 sec): 3 clusters Score: Raw -92324.332640 + Penalty 625.245880 = -91699.086760 nChanged 4 SP:Iteration 14Q (7.201509 sec): 3 clusters Score: Raw -92322.344221 + Penalty 623.033379 = -91699.310842 nChanged 1 SP:Iteration 15Q (7.204314 sec): 3 clusters Score: Raw -92321.861733 + Penalty 633.806426 = -91688.055307 nChanged 1 SP:Iteration 16F (7.207843 sec): 3 clusters Score: Raw -92321.036498 + Penalty 633.806426 = -91687.230072 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 9 (3370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.224931 sec): 2 clusters Score: Raw -172390.447392 + Penalty 522.905529 = -171867.541863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.231112 sec): 3 clusters Score: Raw -170254.600085 + Penalty 1047.618759 = -169206.981326 nChanged 1524 SP:Iteration 1F (7.237236 sec): 3 clusters Score: Raw -171515.749076 + Penalty 1035.917193 = -170479.831883 nChanged 604 SP:Iteration 2F (7.243334 sec): 3 clusters Score: Raw -172274.334917 + Penalty 1025.728417 = -171248.606500 nChanged 347 SP:Iteration 3F (7.249420 sec): 3 clusters Score: Raw -172617.070003 + Penalty 1026.575528 = -171590.494476 nChanged 153 SP:Iteration 4Q (7.255381 sec): 3 clusters Score: Raw -172733.421294 + Penalty 1029.440613 = -171703.980681 nChanged 83 SP:Iteration 5Q (7.261435 sec): 3 clusters Score: Raw -172768.691323 + Penalty 1031.015400 = -171737.675924 nChanged 40 SP:Iteration 6Q (7.267496 sec): 3 clusters Score: Raw -172780.808477 + Penalty 1031.406877 = -171749.401601 nChanged 20 SP:Iteration 7Q (7.273452 sec): 3 clusters Score: Raw -172783.810795 + Penalty 1029.676320 = -171754.134474 nChanged 12 SP:Iteration 8Q (7.279365 sec): 3 clusters Score: Raw -172786.166134 + Penalty 1028.439374 = -171757.726759 nChanged 13 SP:Iteration 9Q (7.285277 sec): 3 clusters Score: Raw -172787.790182 + Penalty 1027.809859 = -171759.980323 nChanged 16 SP:Iteration 10F (7.291413 sec): 3 clusters Score: Raw -172789.067937 + Penalty 1027.042021 = -171762.025917 nChanged 11 SP:Iteration 11Q (7.297382 sec): 3 clusters Score: Raw -172789.192723 + Penalty 1026.975729 = -171762.216994 nChanged 2 SP:Iteration 12Q (7.303380 sec): 3 clusters Score: Raw -172788.946912 + Penalty 1027.532560 = -171761.414352 nChanged 1 SP:Iteration 13F (7.309370 sec): 3 clusters Score: Raw -172790.159775 + Penalty 1028.424859 = -171761.734917 nChanged 2 SP:Iteration 14Q (7.315368 sec): 3 clusters Score: Raw -172790.222331 + Penalty 1028.424859 = -171761.797472 nChanged 0 SP:Iteration 15F (7.321436 sec): 3 clusters Score: Raw -172790.222331 + Penalty 1028.424859 = -171761.797472 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 10 (3001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.334900 sec): 2 clusters Score: Raw -199825.442852 + Penalty 1109.542802 = -198715.900050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.340562 sec): 3 clusters Score: Raw -198166.492223 + Penalty 2221.791554 = -195944.700669 nChanged 1165 SP:Iteration 1F (7.346043 sec): 3 clusters Score: Raw -199290.905444 + Penalty 2229.201983 = -197061.703461 nChanged 446 SP:Iteration 2F (7.351366 sec): 3 clusters Score: Raw -199941.472393 + Penalty 2236.330387 = -197705.142006 nChanged 319 SP:Iteration 3F (7.356690 sec): 3 clusters Score: Raw -200266.528673 + Penalty 2240.413400 = -198026.115273 nChanged 176 SP:Iteration 4F (7.362146 sec): 3 clusters Score: Raw -200382.987783 + Penalty 2241.956948 = -198141.030835 nChanged 101 SP:Iteration 5Q (7.367513 sec): 3 clusters Score: Raw -200438.787766 + Penalty 2242.952520 = -198195.835246 nChanged 56 SP:Iteration 6Q (7.372876 sec): 3 clusters Score: Raw -200461.598995 + Penalty 2244.472504 = -198217.126491 nChanged 38 SP:Iteration 7Q (7.378055 sec): 3 clusters Score: Raw -200470.507868 + Penalty 2245.092902 = -198225.414967 nChanged 36 SP:Iteration 8Q (7.383207 sec): 3 clusters Score: Raw -200478.780486 + Penalty 2246.566625 = -198232.213861 nChanged 26 SP:Iteration 9Q (7.388359 sec): 3 clusters Score: Raw -200479.398906 + Penalty 2246.656837 = -198232.742068 nChanged 20 SP:Iteration 10F (7.393699 sec): 3 clusters Score: Raw -200482.402588 + Penalty 2247.951024 = -198234.451563 nChanged 20 SP:Iteration 11Q (7.398861 sec): 3 clusters Score: Raw -200481.844164 + Penalty 2248.895736 = -198232.948428 nChanged 30 SP:Iteration 12F (7.404163 sec): 3 clusters Score: Raw -200484.562244 + Penalty 2249.422470 = -198235.139774 nChanged 30 SP:Iteration 13Q (7.409315 sec): 3 clusters Score: Raw -200485.946280 + Penalty 2250.241738 = -198235.704543 nChanged 24 SP:Iteration 14Q (7.414452 sec): 3 clusters Score: Raw -200490.252570 + Penalty 2251.610350 = -198238.642220 nChanged 22 SP:Iteration 15Q (7.419787 sec): 3 clusters Score: Raw -200493.023833 + Penalty 2252.656984 = -198240.366850 nChanged 19 SP:Iteration 16Q (7.424962 sec): 3 clusters Score: Raw -200495.914831 + Penalty 2252.746842 = -198243.167989 nChanged 14 SP:Iteration 17Q (7.430403 sec): 3 clusters Score: Raw -200497.055718 + Penalty 2253.266537 = -198243.789181 nChanged 11 SP:Iteration 18Q (7.435645 sec): 3 clusters Score: Raw -200497.519718 + Penalty 2253.913557 = -198243.606161 nChanged 11 SP:Iteration 19F (7.440968 sec): 3 clusters Score: Raw -200498.173009 + Penalty 2254.188309 = -198243.984699 nChanged 10 SP:Iteration 20F (7.446298 sec): 3 clusters Score: Raw -200494.141745 + Penalty 2254.822391 = -198239.319353 nChanged 12 SP:Iteration 21F (7.451606 sec): 3 clusters Score: Raw -200492.995453 + Penalty 2255.249918 = -198237.745535 nChanged 9 SP:Iteration 22F (7.456951 sec): 3 clusters Score: Raw -200495.606553 + Penalty 2255.397552 = -198240.209001 nChanged 11 SP:Iteration 23Q (7.462063 sec): 3 clusters Score: Raw -200494.348914 + Penalty 2255.663720 = -198238.685194 nChanged 8 SP:Iteration 24F (7.467539 sec): 3 clusters Score: Raw -200494.226422 + Penalty 2255.402641 = -198238.823781 nChanged 7 SP:Iteration 25Q (7.472694 sec): 3 clusters Score: Raw -200496.471607 + Penalty 2256.085297 = -198240.386310 nChanged 7 SP:Iteration 26Q (7.477763 sec): 3 clusters Score: Raw -200494.088968 + Penalty 2256.479816 = -198237.609152 nChanged 2 SP:Iteration 27F (7.483113 sec): 3 clusters Score: Raw -200493.194215 + Penalty 2256.381128 = -198236.813087 nChanged 2 SP:Iteration 28F (7.488428 sec): 3 clusters Score: Raw -200491.894980 + Penalty 2256.484960 = -198235.410020 nChanged 3 SP:Iteration 29F (7.493799 sec): 3 clusters Score: Raw -200490.260270 + Penalty 2257.244565 = -198233.015705 nChanged 6 SP:Iteration 30F (7.499180 sec): 3 clusters Score: Raw -200488.501281 + Penalty 2257.834676 = -198230.666605 nChanged 4 SP:Iteration 31F (7.504479 sec): 3 clusters Score: Raw -200487.664280 + Penalty 2257.834676 = -198229.829604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.507744 sec): 2 clusters Score: Raw -23101.509149 + Penalty 480.358347 = -22621.150802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.508668 sec): 3 clusters Score: Raw -22785.402962 + Penalty 943.992885 = -21841.410077 nChanged 125 SP:Iteration 1F (7.509578 sec): 3 clusters Score: Raw -22937.579044 + Penalty 914.318539 = -22023.260505 nChanged 59 SP:Iteration 2F (7.510485 sec): 3 clusters Score: Raw -23003.053147 + Penalty 887.057143 = -22115.996004 nChanged 38 SP:Iteration 3F (7.511389 sec): 3 clusters Score: Raw -23046.751802 + Penalty 869.210259 = -22177.541543 nChanged 26 SP:Iteration 4F (7.512317 sec): 3 clusters Score: Raw -23069.119951 + Penalty 870.279205 = -22198.840747 nChanged 20 SP:Iteration 5Q (7.513162 sec): 3 clusters Score: Raw -23095.275040 + Penalty 843.307626 = -22251.967414 nChanged 14 SP:Iteration 6Q (7.513960 sec): 3 clusters Score: Raw -23105.453844 + Penalty 853.181116 = -22252.272729 nChanged 9 SP:Iteration 7Q (7.514715 sec): 3 clusters Score: Raw -23102.998337 + Penalty 851.999146 = -22250.999191 nChanged 3 SP:Iteration 8F (7.515636 sec): 3 clusters Score: Raw -23107.235250 + Penalty 909.929170 = -22197.306080 nChanged 1 SP:Iteration 9F (7.516563 sec): 3 clusters Score: Raw -23108.418889 + Penalty 909.929170 = -22198.489719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.517076 sec): 2 clusters Score: Raw -869.927456 + Penalty 232.944416 = -636.983040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.517320 sec): 3 clusters Score: Raw -856.969564 + Penalty 444.585074 = -412.384490 nChanged 3 SP:Iteration 1F (7.517553 sec): 3 clusters Score: Raw -864.799470 + Penalty 232.944416 = -631.855054 nChanged 2 SP:Iteration 2F (7.517765 sec): 2 clusters Score: Raw -869.927456 + Penalty 232.944416 = -636.983040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.518517 sec): 2 clusters Score: Raw -6412.811780 + Penalty 573.137259 = -5839.674521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.518924 sec): 3 clusters Score: Raw -6277.182580 + Penalty 1141.577048 = -5135.605532 nChanged 17 SP:Iteration 1F (7.519332 sec): 3 clusters Score: Raw -6321.227085 + Penalty 1138.514882 = -5182.712203 nChanged 10 SP:Iteration 2F (7.519735 sec): 3 clusters Score: Raw -6344.723860 + Penalty 1135.815251 = -5208.908609 nChanged 8 SP:Iteration 3F (7.520166 sec): 3 clusters Score: Raw -6368.392265 + Penalty 1128.547425 = -5239.844839 nChanged 12 SP:Iteration 4F (7.520566 sec): 3 clusters Score: Raw -6400.326336 + Penalty 1147.733241 = -5252.593095 nChanged 9 SP:Iteration 5F (7.520965 sec): 3 clusters Score: Raw -6416.039090 + Penalty 1172.959368 = -5243.079722 nChanged 3 SP:Iteration 6F (7.521364 sec): 3 clusters Score: Raw -6423.219976 + Penalty 1172.959368 = -5250.260608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522281 sec): 2 clusters Score: Raw -7411.910484 + Penalty 43.491851 = -7368.418633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.522813 sec): 3 clusters Score: Raw -7307.130521 + Penalty 85.348289 = -7221.782232 nChanged 65 SP:Iteration 1F (7.523336 sec): 3 clusters Score: Raw -7374.848636 + Penalty 87.541933 = -7287.306703 nChanged 33 SP:Iteration 2F (7.523857 sec): 3 clusters Score: Raw -7428.939028 + Penalty 87.269661 = -7341.669368 nChanged 18 SP:Iteration 3F (7.524413 sec): 3 clusters Score: Raw -7442.134609 + Penalty 87.017500 = -7355.117109 nChanged 9 SP:Iteration 4Q (7.524925 sec): 3 clusters Score: Raw -7450.461058 + Penalty 86.881359 = -7363.579699 nChanged 4 SP:Iteration 5Q (7.525432 sec): 3 clusters Score: Raw -7452.173421 + Penalty 86.881359 = -7365.292062 nChanged 0 SP:Iteration 6F (7.525956 sec): 3 clusters Score: Raw -7452.173421 + Penalty 86.881359 = -7365.292062 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.530611 sec): 2 clusters Score: Raw -55202.802748 + Penalty 779.390183 = -54423.412566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.532505 sec): 3 clusters Score: Raw -54582.401139 + Penalty 1556.486608 = -53025.914531 nChanged 303 SP:Iteration 1F (7.534237 sec): 3 clusters Score: Raw -54803.146307 + Penalty 1557.101614 = -53246.044694 nChanged 93 SP:Iteration 2F (7.535959 sec): 3 clusters Score: Raw -54905.147477 + Penalty 1562.190949 = -53342.956528 nChanged 97 SP:Iteration 3F (7.537744 sec): 3 clusters Score: Raw -55020.933991 + Penalty 1567.805635 = -53453.128356 nChanged 71 SP:Iteration 4F (7.539486 sec): 3 clusters Score: Raw -55125.164701 + Penalty 1571.856985 = -53553.307716 nChanged 60 SP:Iteration 5F (7.541210 sec): 3 clusters Score: Raw -55189.982834 + Penalty 1572.657113 = -53617.325721 nChanged 57 SP:Iteration 6F (7.542960 sec): 3 clusters Score: Raw -55259.388636 + Penalty 1574.815973 = -53684.572664 nChanged 48 SP:Iteration 7F (7.544746 sec): 3 clusters Score: Raw -55297.204025 + Penalty 1575.154838 = -53722.049187 nChanged 29 SP:Iteration 8Q (7.546500 sec): 3 clusters Score: Raw -55316.526066 + Penalty 1574.724074 = -53741.801992 nChanged 29 SP:Iteration 9Q (7.548197 sec): 3 clusters Score: Raw -55327.989347 + Penalty 1575.243412 = -53752.745935 nChanged 23 SP:Iteration 10F (7.549928 sec): 3 clusters Score: Raw -55333.580545 + Penalty 1573.439588 = -53760.140956 nChanged 16 SP:Iteration 11Q (7.551611 sec): 3 clusters Score: Raw -55334.886894 + Penalty 1575.598687 = -53759.288207 nChanged 22 SP:Iteration 12F (7.553346 sec): 3 clusters Score: Raw -55334.577343 + Penalty 1576.299751 = -53758.277592 nChanged 14 SP:Iteration 13F (7.555083 sec): 3 clusters Score: Raw -55332.033654 + Penalty 1575.084611 = -53756.949043 nChanged 12 SP:Iteration 14F (7.556824 sec): 3 clusters Score: Raw -55329.904048 + Penalty 1573.997049 = -53755.906999 nChanged 15 SP:Iteration 15F (7.558558 sec): 3 clusters Score: Raw -55327.351065 + Penalty 1573.548953 = -53753.802112 nChanged 14 SP:Iteration 16F (7.560298 sec): 3 clusters Score: Raw -55321.177385 + Penalty 1577.308970 = -53743.868415 nChanged 13 SP:Iteration 17F (7.562036 sec): 3 clusters Score: Raw -55313.950429 + Penalty 1577.791627 = -53736.158802 nChanged 7 SP:Iteration 18F (7.563774 sec): 3 clusters Score: Raw -55309.746200 + Penalty 1576.366558 = -53733.379642 nChanged 4 SP:Iteration 19F (7.565552 sec): 3 clusters Score: Raw -55306.897880 + Penalty 1577.288228 = -53729.609652 nChanged 6 SP:Iteration 20F (7.567315 sec): 3 clusters Score: Raw -55302.031929 + Penalty 1575.235764 = -53726.796165 nChanged 8 SP:Iteration 21F (7.569063 sec): 3 clusters Score: Raw -55298.536792 + Penalty 1573.212679 = -53725.324113 nChanged 9 SP:Iteration 22F (7.570801 sec): 3 clusters Score: Raw -55292.000068 + Penalty 1566.542236 = -53725.457832 nChanged 8 SP:Iteration 23Q (7.572228 sec): 3 clusters Score: Raw -55292.550174 + Penalty 1565.962674 = -53726.587500 nChanged 7 SP:Iteration 24Q (7.573655 sec): 3 clusters Score: Raw -55291.702435 + Penalty 1568.407770 = -53723.294665 nChanged 3 SP:Iteration 25F (7.575337 sec): 3 clusters Score: Raw -55291.158812 + Penalty 1579.446000 = -53711.712812 nChanged 4 SP:Iteration 26F (7.577014 sec): 3 clusters Score: Raw -55289.214171 + Penalty 1577.625958 = -53711.588213 nChanged 5 SP:Iteration 27F (7.578691 sec): 3 clusters Score: Raw -55285.174421 + Penalty 1574.648804 = -53710.525618 nChanged 2 SP:Iteration 28F (7.580369 sec): 3 clusters Score: Raw -55283.470653 + Penalty 1574.648804 = -53708.821849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.582242 sec): 2 clusters Score: Raw -4048.574682 + Penalty 84.287264 = -3964.287418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.582633 sec): 3 clusters Score: Raw -4010.725923 + Penalty 170.908055 = -3839.817868 nChanged 34 SP:Iteration 1F (7.583011 sec): 3 clusters Score: Raw -4036.765499 + Penalty 182.231303 = -3854.534195 nChanged 10 SP:Iteration 2F (7.583386 sec): 3 clusters Score: Raw -4048.991821 + Penalty 195.380470 = -3853.611351 nChanged 4 SP:Iteration 3F (7.583761 sec): 3 clusters Score: Raw -4052.978628 + Penalty 191.420289 = -3861.558339 nChanged 4 SP:Iteration 4Q (7.584128 sec): 3 clusters Score: Raw -4057.095205 + Penalty 191.420289 = -3865.674916 nChanged 0 SP:Iteration 5F (7.584503 sec): 3 clusters Score: Raw -4057.095205 + Penalty 191.420289 = -3865.674916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.585060 sec): 2 clusters Score: Raw -1423.536826 + Penalty 258.456417 = -1165.080409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.585334 sec): 3 clusters Score: Raw -1403.021531 + Penalty 516.694150 = -886.327381 nChanged 4 SP:Iteration 1F (7.585595 sec): 3 clusters Score: Raw -1409.724996 + Penalty 517.775507 = -891.949489 nChanged 3 SP:Iteration 2F (7.585855 sec): 3 clusters Score: Raw -1418.928917 + Penalty 520.804236 = -898.124681 nChanged 2 SP:Iteration 3F (7.586118 sec): 3 clusters Score: Raw -1425.754922 + Penalty 520.804236 = -904.950686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.587056 sec): 2 clusters Score: Raw -9285.971034 + Penalty 110.706218 = -9175.264816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587622 sec): 3 clusters Score: Raw -9115.522588 + Penalty 231.487447 = -8884.035141 nChanged 76 SP:Iteration 1F (7.588176 sec): 3 clusters Score: Raw -9243.030682 + Penalty 215.739667 = -9027.291015 nChanged 14 SP:Iteration 2F (7.588685 sec): 3 clusters Score: Raw -9258.761205 + Penalty 212.555888 = -9046.205317 nChanged 7 SP:Iteration 3Q (7.589196 sec): 3 clusters Score: Raw -9265.911304 + Penalty 212.749242 = -9053.162062 nChanged 4 SP:Iteration 4Q (7.589677 sec): 3 clusters Score: Raw -9267.098838 + Penalty 212.550110 = -9054.548728 nChanged 4 SP:Iteration 5Q (7.590156 sec): 3 clusters Score: Raw -9269.051430 + Penalty 200.700247 = -9068.351183 nChanged 3 SP:Iteration 6Q (7.590625 sec): 3 clusters Score: Raw -9274.602958 + Penalty 202.572209 = -9072.030749 nChanged 2 SP:Iteration 7Q (7.591115 sec): 3 clusters Score: Raw -9285.228554 + Penalty 202.572209 = -9082.656345 nChanged 0 SP:Iteration 8F (7.591630 sec): 3 clusters Score: Raw -9285.228554 + Penalty 202.572209 = -9082.656345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.593334 sec): 2 clusters Score: Raw -26858.288043 + Penalty 786.313440 = -26071.974603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.594380 sec): 3 clusters Score: Raw -26544.258237 + Penalty 1573.004102 = -24971.254135 nChanged 128 SP:Iteration 1F (7.595365 sec): 3 clusters Score: Raw -26644.508437 + Penalty 1572.859737 = -25071.648700 nChanged 39 SP:Iteration 2F (7.596345 sec): 3 clusters Score: Raw -26677.560926 + Penalty 1572.631310 = -25104.929616 nChanged 27 SP:Iteration 3F (7.597323 sec): 3 clusters Score: Raw -26709.873742 + Penalty 1572.604475 = -25137.269267 nChanged 28 SP:Iteration 4F (7.598303 sec): 3 clusters Score: Raw -26745.496192 + Penalty 1573.368854 = -25172.127338 nChanged 25 SP:Iteration 5F (7.599288 sec): 3 clusters Score: Raw -26771.128267 + Penalty 1573.067361 = -25198.060905 nChanged 22 SP:Iteration 6F (7.600271 sec): 3 clusters Score: Raw -26795.530011 + Penalty 1573.094477 = -25222.435534 nChanged 22 SP:Iteration 7F (7.601254 sec): 3 clusters Score: Raw -26811.677232 + Penalty 1572.378587 = -25239.298645 nChanged 21 SP:Iteration 8Q (7.602226 sec): 3 clusters Score: Raw -26840.102993 + Penalty 1569.166469 = -25270.936524 nChanged 21 SP:Iteration 9Q (7.603193 sec): 3 clusters Score: Raw -26855.334016 + Penalty 1568.075118 = -25287.258898 nChanged 13 SP:Iteration 10F (7.604179 sec): 3 clusters Score: Raw -26862.330066 + Penalty 1567.765242 = -25294.564825 nChanged 11 SP:Iteration 11Q (7.605111 sec): 3 clusters Score: Raw -26875.310060 + Penalty 1563.758648 = -25311.551413 nChanged 13 SP:Iteration 12Q (7.605982 sec): 3 clusters Score: Raw -26883.852627 + Penalty 1561.125233 = -25322.727394 nChanged 9 SP:Iteration 13Q (7.606838 sec): 3 clusters Score: Raw -26884.109179 + Penalty 1559.475467 = -25324.633713 nChanged 6 SP:Iteration 14Q (7.607676 sec): 3 clusters Score: Raw -26881.586037 + Penalty 1555.700051 = -25325.885986 nChanged 7 SP:Iteration 15Q (7.608497 sec): 3 clusters Score: Raw -26882.011600 + Penalty 1552.065764 = -25329.945836 nChanged 4 SP:Iteration 16Q (7.609306 sec): 3 clusters Score: Raw -26878.385827 + Penalty 1552.859604 = -25325.526223 nChanged 2 SP:Iteration 17F (7.610257 sec): 3 clusters Score: Raw -26878.946666 + Penalty 1553.562447 = -25325.384219 nChanged 2 SP:Iteration 18F (7.611209 sec): 3 clusters Score: Raw -26877.283933 + Penalty 1553.562447 = -25323.721486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.611701 sec): 2 clusters Score: Raw -273.442837 + Penalty 63.322322 = -210.120515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.611926 sec): 3 clusters Score: Raw -277.660252 + Penalty 178.181077 = -99.479175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.613898 sec): 2 clusters Score: Raw -25733.519731 + Penalty 328.161789 = -25405.357942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.615143 sec): 3 clusters Score: Raw -25416.090853 + Penalty 656.157018 = -24759.933835 nChanged 211 SP:Iteration 1F (7.616367 sec): 3 clusters Score: Raw -25578.944379 + Penalty 661.151022 = -24917.793357 nChanged 63 SP:Iteration 2F (7.617535 sec): 3 clusters Score: Raw -25605.990583 + Penalty 664.705615 = -24941.284968 nChanged 21 SP:Iteration 3Q (7.618690 sec): 3 clusters Score: Raw -25612.611655 + Penalty 669.607637 = -24943.004018 nChanged 14 SP:Iteration 4Q (7.619846 sec): 3 clusters Score: Raw -25620.517716 + Penalty 672.235364 = -24948.282352 nChanged 22 SP:Iteration 5Q (7.621029 sec): 3 clusters Score: Raw -25634.143898 + Penalty 678.655142 = -24955.488757 nChanged 23 SP:Iteration 6Q (7.622175 sec): 3 clusters Score: Raw -25651.031690 + Penalty 686.208659 = -24964.823031 nChanged 28 SP:Iteration 7F (7.623316 sec): 3 clusters Score: Raw -25673.316591 + Penalty 690.087106 = -24983.229485 nChanged 28 SP:Iteration 8F (7.624454 sec): 3 clusters Score: Raw -25691.598562 + Penalty 691.177316 = -25000.421245 nChanged 25 SP:Iteration 9Q (7.625594 sec): 3 clusters Score: Raw -25711.103310 + Penalty 692.529430 = -25018.573880 nChanged 16 SP:Iteration 10F (7.626765 sec): 3 clusters Score: Raw -25724.762897 + Penalty 692.072502 = -25032.690394 nChanged 18 SP:Iteration 11Q (7.627871 sec): 3 clusters Score: Raw -25740.132190 + Penalty 687.768257 = -25052.363933 nChanged 10 SP:Iteration 12Q (7.628950 sec): 3 clusters Score: Raw -25749.754310 + Penalty 676.473974 = -25073.280336 nChanged 8 SP:Iteration 13Q (7.630007 sec): 3 clusters Score: Raw -25753.400393 + Penalty 672.617403 = -25080.782989 nChanged 3 SP:Iteration 14Q (7.631113 sec): 3 clusters Score: Raw -25755.083437 + Penalty 667.609310 = -25087.474127 nChanged 3 SP:Iteration 15Q (7.632204 sec): 3 clusters Score: Raw -25755.711112 + Penalty 668.378999 = -25087.332113 nChanged 1 SP:Iteration 16F (7.633407 sec): 3 clusters Score: Raw -25755.703144 + Penalty 668.378999 = -25087.324145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.633875 sec): 2 clusters Score: Raw -47.128401 + Penalty 0.000000 = -47.128401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.634064 sec): 2 clusters Score: Raw -47.128401 + Penalty 0.000000 = -47.128401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.634532 sec): 2 clusters Score: Raw -286.627481 + Penalty 165.748367 = -120.879114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.634754 sec): 3 clusters Score: Raw -281.006579 + Penalty 325.985966 = 44.979387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.635207 sec): 2 clusters Score: Raw -95.950907 + Penalty 39.892492 = -56.058415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.635398 sec): 2 clusters Score: Raw -95.950907 + Penalty 39.892492 = -56.058415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.636243 sec): 2 clusters Score: Raw -7707.561670 + Penalty 366.847592 = -7340.714078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.636737 sec): 3 clusters Score: Raw -7634.943084 + Penalty 728.363184 = -6906.579899 nChanged 47 SP:Iteration 1F (7.637216 sec): 3 clusters Score: Raw -7678.327306 + Penalty 724.872045 = -6953.455261 nChanged 15 SP:Iteration 2F (7.637698 sec): 3 clusters Score: Raw -7691.910674 + Penalty 724.127070 = -6967.783604 nChanged 9 SP:Iteration 3F (7.638177 sec): 3 clusters Score: Raw -7701.851658 + Penalty 719.037763 = -6982.813894 nChanged 4 SP:Iteration 4Q (7.638655 sec): 3 clusters Score: Raw -7705.458436 + Penalty 723.253108 = -6982.205328 nChanged 4 SP:Iteration 5F (7.639134 sec): 3 clusters Score: Raw -7708.153700 + Penalty 725.113328 = -6983.040373 nChanged 3 SP:Iteration 6Q (7.639605 sec): 3 clusters Score: Raw -7708.683727 + Penalty 725.836844 = -6982.846883 nChanged 2 SP:Iteration 7F (7.640083 sec): 3 clusters Score: Raw -7708.991903 + Penalty 737.515047 = -6971.476856 nChanged 2 SP:Iteration 8F (7.640571 sec): 3 clusters Score: Raw -7709.867843 + Penalty 748.275658 = -6961.592185 nChanged 3 SP:Iteration 9F (7.641083 sec): 3 clusters Score: Raw -7715.163603 + Penalty 776.698832 = -6938.464771 nChanged 2 SP:Iteration 10F (7.641572 sec): 3 clusters Score: Raw -7720.686677 + Penalty 776.698832 = -6943.987845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.642056 sec): 2 clusters Score: Raw -490.458071 + Penalty 180.010853 = -310.447219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.642284 sec): 3 clusters Score: Raw -503.634941 + Penalty 357.110650 = -146.524291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.642749 sec): 2 clusters Score: Raw -248.828809 + Penalty 158.388077 = -90.440732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.642966 sec): 3 clusters Score: Raw -254.032820 + Penalty 317.216857 = 63.184038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.643519 sec): 2 clusters Score: Raw -2023.230572 + Penalty 566.660175 = -1456.570397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.643802 sec): 3 clusters Score: Raw -2035.639229 + Penalty 1129.661485 = -905.977744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.644268 sec): 2 clusters Score: Raw -270.761783 + Penalty 162.484733 = -108.277050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.644485 sec): 3 clusters Score: Raw -260.365460 + Penalty 315.217527 = 54.852067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.645009 sec): 2 clusters Score: Raw -1201.900072 + Penalty 347.503325 = -854.396747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.645267 sec): 3 clusters Score: Raw -1203.336656 + Penalty 695.271379 = -508.065277 nChanged 2 SP:Iteration 1F (7.645523 sec): 3 clusters Score: Raw -1207.217750 + Penalty 695.271379 = -511.946371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.645976 sec): 2 clusters Score: Raw -221.227050 + Penalty 45.475392 = -175.751657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.646173 sec): 3 clusters Score: Raw -224.582962 + Penalty 92.997340 = -131.585622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.646622 sec): 2 clusters Score: Raw -136.660359 + Penalty 31.497550 = -105.162809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.646807 sec): 2 clusters Score: Raw -136.660359 + Penalty 31.497550 = -105.162809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.647254 sec): 2 clusters Score: Raw -46.898885 + Penalty 0.000000 = -46.898885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.647442 sec): 2 clusters Score: Raw -46.898885 + Penalty 0.000000 = -46.898885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.647909 sec): 2 clusters Score: Raw -354.795748 + Penalty 164.564968 = -190.230780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.648126 sec): 3 clusters Score: Raw -352.806498 + Penalty 327.759748 = -25.046750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.648622 sec): 2 clusters Score: Raw -539.958569 + Penalty 266.958125 = -273.000444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.648849 sec): 3 clusters Score: Raw -574.160173 + Penalty 533.982908 = -40.177264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.649328 sec): 2 clusters Score: Raw -505.699530 + Penalty 160.295137 = -345.404393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.649555 sec): 3 clusters Score: Raw -507.517402 + Penalty 320.590273 = -186.927129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.650030 sec): 2 clusters Score: Raw -448.446661 + Penalty 236.651015 = -211.795646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.650255 sec): 3 clusters Score: Raw -452.375887 + Penalty 476.840986 = 24.465099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.650721 sec): 2 clusters Score: Raw -301.074989 + Penalty 148.599731 = -152.475258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.650934 sec): 3 clusters Score: Raw -297.690957 + Penalty 256.252811 = -41.438145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.651467 sec): 2 clusters Score: Raw -1543.169289 + Penalty 89.639605 = -1453.529683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.651738 sec): 3 clusters Score: Raw -1528.812805 + Penalty 145.292032 = -1383.520773 nChanged 9 SP:Iteration 1F (7.651985 sec): 3 clusters Score: Raw -1540.331065 + Penalty 143.870009 = -1396.461056 nChanged 1 SP:Iteration 2Q (7.652229 sec): 3 clusters Score: Raw -1539.955925 + Penalty 145.143493 = -1394.812432 nChanged 1 SP:Iteration 3F (7.652478 sec): 3 clusters Score: Raw -1540.035328 + Penalty 145.143493 = -1394.891835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.653326 sec): 2 clusters Score: Raw -9129.594405 + Penalty 554.178856 = -8575.415549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.653825 sec): 3 clusters Score: Raw -9006.032279 + Penalty 1101.632430 = -7904.399849 nChanged 40 SP:Iteration 1F (7.654309 sec): 3 clusters Score: Raw -9056.831407 + Penalty 1098.863823 = -7957.967583 nChanged 9 SP:Iteration 2F (7.654798 sec): 3 clusters Score: Raw -9069.458776 + Penalty 1095.343936 = -7974.114840 nChanged 7 SP:Iteration 3Q (7.655269 sec): 3 clusters Score: Raw -9082.661454 + Penalty 1090.654497 = -7992.006956 nChanged 7 SP:Iteration 4Q (7.655734 sec): 3 clusters Score: Raw -9093.140910 + Penalty 1092.476431 = -8000.664479 nChanged 3 SP:Iteration 5Q (7.656189 sec): 3 clusters Score: Raw -9095.617629 + Penalty 1091.445374 = -8004.172255 nChanged 1 SP:Iteration 6Q (7.656646 sec): 3 clusters Score: Raw -9095.266223 + Penalty 1089.208272 = -8006.057951 nChanged 3 SP:Iteration 7Q (7.657100 sec): 3 clusters Score: Raw -9096.352449 + Penalty 1096.660143 = -7999.692307 nChanged 6 SP:Iteration 8F (7.657582 sec): 3 clusters Score: Raw -9103.173518 + Penalty 1111.091138 = -7992.082380 nChanged 12 SP:Iteration 9F (7.658069 sec): 3 clusters Score: Raw -9122.888097 + Penalty 1119.499532 = -8003.388565 nChanged 8 SP:Iteration 10F (7.658553 sec): 3 clusters Score: Raw -9129.847843 + Penalty 1108.980735 = -8020.867108 nChanged 2 SP:Iteration 11Q (7.658973 sec): 3 clusters Score: Raw -9128.273455 + Penalty 1127.729112 = -8000.544343 nChanged 2 SP:Iteration 12F (7.659455 sec): 3 clusters Score: Raw -9128.031399 + Penalty 554.178856 = -8573.852543 nChanged 2 SP:Iteration 13Q (7.659872 sec): 2 clusters Score: Raw -9129.594405 + Penalty 554.178856 = -8575.415549 nChanged 0 SP:Iteration 14F (7.660269 sec): 2 clusters Score: Raw -9129.594405 + Penalty 554.178856 = -8575.415549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.660738 sec): 2 clusters Score: Raw -308.494963 + Penalty 83.594632 = -224.900331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.660949 sec): 3 clusters Score: Raw -315.690681 + Penalty 172.121410 = -143.569271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.661432 sec): 2 clusters Score: Raw -499.175651 + Penalty 74.605355 = -424.570297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.661657 sec): 3 clusters Score: Raw -514.120260 + Penalty 131.074267 = -383.045993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.662145 sec): 2 clusters Score: Raw -769.914718 + Penalty 198.539375 = -571.375343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.662382 sec): 3 clusters Score: Raw -780.119725 + Penalty 392.229474 = -387.890252 nChanged 1 SP:Iteration 1F (7.662614 sec): 3 clusters Score: Raw -782.198401 + Penalty 392.229474 = -389.968927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.663068 sec): 2 clusters Score: Raw -97.138765 + Penalty 48.423719 = -48.715046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.663276 sec): 3 clusters Score: Raw -89.899491 + Penalty 96.847438 = 6.947947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.663801 sec): 2 clusters Score: Raw -1360.986203 + Penalty 232.583450 = -1128.402753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.664063 sec): 3 clusters Score: Raw -1359.718007 + Penalty 491.464617 = -868.253390 nChanged 4 SP:Iteration 1F (7.664319 sec): 3 clusters Score: Raw -1367.073692 + Penalty 491.464617 = -875.609075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.664805 sec): 2 clusters Score: Raw -576.808787 + Penalty 216.497190 = -360.311597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.665038 sec): 3 clusters Score: Raw -588.581156 + Penalty 433.844117 = -154.737039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.665496 sec): 2 clusters Score: Raw -156.509968 + Penalty 112.363881 = -44.146087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.665692 sec): 2 clusters Score: Raw -156.509968 + Penalty 112.363881 = -44.146087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.666146 sec): 2 clusters Score: Raw -100.320621 + Penalty 65.410359 = -34.910262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.666340 sec): 2 clusters Score: Raw -100.320621 + Penalty 65.410359 = -34.910262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.666794 sec): 2 clusters Score: Raw -299.164954 + Penalty 37.141705 = -262.023250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.667008 sec): 3 clusters Score: Raw -295.420667 + Penalty 74.498762 = -220.921905 nChanged 1 SP:Iteration 1F (7.667202 sec): 3 clusters Score: Raw -296.999352 + Penalty 84.534184 = -212.465168 nChanged 1 SP:Iteration 2F (7.667395 sec): 3 clusters Score: Raw -299.025667 + Penalty 84.534184 = -214.491483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.667864 sec): 2 clusters Score: Raw -389.248160 + Penalty 220.947371 = -168.300789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.668082 sec): 3 clusters Score: Raw -390.448726 + Penalty 446.546358 = 56.097632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.668579 sec): 2 clusters Score: Raw -906.227039 + Penalty 221.253735 = -684.973304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.668823 sec): 3 clusters Score: Raw -925.821044 + Penalty 444.093911 = -481.727133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.669281 sec): 2 clusters Score: Raw -149.629154 + Penalty 81.688763 = -67.940391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.669488 sec): 3 clusters Score: Raw -144.434951 + Penalty 143.577678 = -0.857272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.669948 sec): 2 clusters Score: Raw -212.582221 + Penalty 129.972963 = -82.609259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.670162 sec): 3 clusters Score: Raw -204.511511 + Penalty 268.082158 = 63.570647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.670611 sec): 2 clusters Score: Raw -47.750566 + Penalty 0.000000 = -47.750566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.670801 sec): 2 clusters Score: Raw -47.750566 + Penalty 0.000000 = -47.750566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.671261 sec): 2 clusters Score: Raw -207.468534 + Penalty 49.376273 = -158.092261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.671465 sec): 3 clusters Score: Raw -210.021389 + Penalty 96.021635 = -113.999753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.671920 sec): 2 clusters Score: Raw -103.402911 + Penalty 68.139196 = -35.263715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.672128 sec): 3 clusters Score: Raw -96.873924 + Penalty 136.278392 = 39.404468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.672601 sec): 2 clusters Score: Raw -465.211910 + Penalty 160.469891 = -304.742019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.672826 sec): 3 clusters Score: Raw -457.007606 + Penalty 352.008477 = -104.999129 nChanged 2 SP:Iteration 1F (7.673047 sec): 3 clusters Score: Raw -461.422867 + Penalty 352.008477 = -109.414390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.673494 sec): 2 clusters Score: Raw -92.571482 + Penalty 22.328328 = -70.243154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.673680 sec): 2 clusters Score: Raw -92.571482 + Penalty 22.328328 = -70.243154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.674168 sec): 2 clusters Score: Raw -436.377616 + Penalty 159.445540 = -276.932076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.674392 sec): 3 clusters Score: Raw -432.201951 + Penalty 315.933979 = -116.267972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.674845 sec): 2 clusters Score: Raw -46.573139 + Penalty 0.000000 = -46.573139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.675035 sec): 2 clusters Score: Raw -46.573139 + Penalty 0.000000 = -46.573139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.675484 sec): 2 clusters Score: Raw -48.815997 + Penalty 0.000000 = -48.815997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.675673 sec): 2 clusters Score: Raw -48.815997 + Penalty 0.000000 = -48.815997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.676124 sec): 2 clusters Score: Raw -97.882285 + Penalty 61.451262 = -36.431024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.676329 sec): 3 clusters Score: Raw -92.497090 + Penalty 122.902524 = 30.405434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.676773 sec): 2 clusters Score: Raw -92.654920 + Penalty 21.432940 = -71.221980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.676958 sec): 2 clusters Score: Raw -92.654920 + Penalty 21.432940 = -71.221980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.677440 sec): 2 clusters Score: Raw -618.015414 + Penalty 172.643385 = -445.372029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.677675 sec): 3 clusters Score: Raw -628.759312 + Penalty 346.834694 = -281.924618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.678130 sec): 2 clusters Score: Raw -100.696705 + Penalty 74.733524 = -25.963182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.678323 sec): 2 clusters Score: Raw -100.696705 + Penalty 74.733524 = -25.963182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.678784 sec): 2 clusters Score: Raw -211.109861 + Penalty 143.754415 = -67.355446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.678979 sec): 2 clusters Score: Raw -211.109861 + Penalty 143.754415 = -67.355446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.679436 sec): 2 clusters Score: Raw -148.651631 + Penalty 80.254735 = -68.396896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.679648 sec): 3 clusters Score: Raw -143.430560 + Penalty 164.351905 = 20.921345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.680098 sec): 2 clusters Score: Raw -47.256393 + Penalty 0.000000 = -47.256393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.680288 sec): 2 clusters Score: Raw -47.256393 + Penalty 0.000000 = -47.256393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.680762 sec): 2 clusters Score: Raw -194.389974 + Penalty 104.839589 = -89.550385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.680976 sec): 3 clusters Score: Raw -194.486194 + Penalty 220.293984 = 25.807789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.681435 sec): 2 clusters Score: Raw -194.472793 + Penalty 85.411165 = -109.061628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.681646 sec): 3 clusters Score: Raw -189.804481 + Penalty 206.929244 = 17.124764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.682349 sec): 2 clusters Score: Raw -3382.803326 + Penalty 201.296257 = -3181.507070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.682730 sec): 3 clusters Score: Raw -3371.173996 + Penalty 401.118064 = -2970.055932 nChanged 32 SP:Iteration 1F (7.683106 sec): 3 clusters Score: Raw -3476.205990 + Penalty 406.504120 = -3069.701870 nChanged 15 SP:Iteration 2F (7.683480 sec): 3 clusters Score: Raw -3520.976914 + Penalty 407.968799 = -3113.008115 nChanged 5 SP:Iteration 3F (7.683853 sec): 3 clusters Score: Raw -3529.902854 + Penalty 407.968799 = -3121.934054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.684306 sec): 2 clusters Score: Raw -46.752797 + Penalty 0.000000 = -46.752797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.684496 sec): 2 clusters Score: Raw -46.752797 + Penalty 0.000000 = -46.752797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.684960 sec): 2 clusters Score: Raw -197.545359 + Penalty 112.010748 = -85.534610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.685175 sec): 3 clusters Score: Raw -193.787743 + Penalty 224.021497 = 30.233754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.685625 sec): 2 clusters Score: Raw -47.679588 + Penalty 0.000000 = -47.679588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.685815 sec): 2 clusters Score: Raw -47.679588 + Penalty 0.000000 = -47.679588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.686264 sec): 2 clusters Score: Raw -48.654524 + Penalty 0.000000 = -48.654524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.686453 sec): 2 clusters Score: Raw -48.654524 + Penalty 0.000000 = -48.654524 nChanged 0 Deleting Class 3 (7 points): Lose 145.932832 but Gain 1233.530917 Iteration 20F (8.488975 sec): 75 clusters Score: Raw -1061262.617442 + Penalty 52988.756913 = -1008273.860529 nChanged 36 Deleting Class 92 (2 points): Lose 13.085555 but Gain 1081.936079 Iteration 21Q (8.567518 sec): 74 clusters Score: Raw -1061323.135171 + Penalty 51919.598075 = -1009403.537096 nChanged 22 Deleting Class 48 (9 points): Lose 32.453119 but Gain 1080.800476 Iteration 22Q (8.643091 sec): 73 clusters Score: Raw -1061312.315322 + Penalty 50931.793436 = -1010380.521886 nChanged 25 Deleting Class 98 (4 points): Lose 12.956072 but Gain 1040.584468 Iteration 23Q (8.722043 sec): 72 clusters Score: Raw -1061344.486818 + Penalty 49941.568482 = -1011402.918336 nChanged 18 Deleting Class 82 (1 points): Lose 11.945339 but Gain 1033.599476 Iteration 24Q (8.798272 sec): 71 clusters Score: Raw -1061363.457506 + Penalty 48900.712283 = -1012462.745223 nChanged 13 Deleting Class 33 (40 points): Lose 521.320365 but Gain 1541.486880 Iteration 25Q (8.873847 sec): 70 clusters Score: Raw -1060858.519854 + Penalty 49199.522887 = -1011658.996967 nChanged 45 Deleting Class 62 (3 points): Lose 19.309537 but Gain 1026.346207 Iteration 26F (9.596652 sec): 69 clusters Score: Raw -1061007.101762 + Penalty 48251.678775 = -1012755.422987 nChanged 16 Deleting Class 32 (6 points): Lose 90.146986 but Gain 1094.737432 Iteration 27Q (9.671715 sec): 68 clusters Score: Raw -1060996.176209 + Penalty 47107.928156 = -1013888.248052 nChanged 22 Deleting Class 34 (5 points): Lose 9.944786 but Gain 1013.094454 Iteration 28Q (9.745537 sec): 67 clusters Score: Raw -1061077.304715 + Penalty 46117.547544 = -1014959.757170 nChanged 22 Deleting Class 27 (8 points): Lose 43.150142 but Gain 1020.657300 Iteration 29Q (9.821841 sec): 66 clusters Score: Raw -1061069.705117 + Penalty 45216.971840 = -1015852.733277 nChanged 23 Deleting Class 72 (7 points): Lose 38.950852 but Gain 1045.473292 Iteration 30F (10.504370 sec): 65 clusters Score: Raw -1061100.967670 + Penalty 44203.596968 = -1016897.370703 nChanged 27 Deleting Class 68 (8 points): Lose 235.168012 but Gain 1200.811545 Iteration 31Q (10.578605 sec): 64 clusters Score: Raw -1060949.319926 + Penalty 43415.854293 = -1017533.465633 nChanged 35 Deleting Class 75 (2 points): Lose 24.187679 but Gain 986.468336 Iteration 32Q (10.651842 sec): 63 clusters Score: Raw -1061123.788992 + Penalty 42475.591050 = -1018648.197941 nChanged 29 Deleting Class 66 (2 points): Lose 11.345759 but Gain 946.962267 Iteration 33Q (10.726615 sec): 62 clusters Score: Raw -1061161.829793 + Penalty 41553.098786 = -1019608.731007 nChanged 33 Deleting Class 45 (12 points): Lose 235.223139 but Gain 1159.973752 Iteration 34Q (10.799259 sec): 61 clusters Score: Raw -1060979.354539 + Penalty 40397.574750 = -1020581.779789 nChanged 34 Deleting Class 81 (1 points): Lose 1.449797 but Gain 920.032881 Iteration 35Q (10.870940 sec): 60 clusters Score: Raw -1061036.200206 + Penalty 39525.819333 = -1021510.380874 nChanged 18 Deleting Class 36 (25 points): Lose 173.347774 but Gain 1081.457857 Iteration 36Q (10.942460 sec): 59 clusters Score: Raw -1060883.021279 + Penalty 38470.861859 = -1022412.159420 nChanged 37 Deleting Class 26 (3 points): Lose 67.158362 but Gain 955.279971 Iteration 37Q (11.013841 sec): 58 clusters Score: Raw -1060930.704680 + Penalty 37540.877115 = -1023389.827565 nChanged 14 Deleting Class 42 (2 points): Lose 21.256645 but Gain 902.478491 Iteration 38Q (11.083936 sec): 57 clusters Score: Raw -1060939.983015 + Penalty 36681.007790 = -1024258.975224 nChanged 13 Deleting Class 83 (2 points): Lose 19.033826 but Gain 889.645424 Iteration 39Q (11.154163 sec): 56 clusters Score: Raw -1060936.931055 + Penalty 35809.999137 = -1025126.931918 nChanged 10 Deleting Class 106 (1 points): Lose 3.562318 but Gain 840.102942 Iteration 40F (11.729753 sec): 55 clusters Score: Raw -1060958.056799 + Penalty 34910.522700 = -1026047.534099 nChanged 14 Deleting Class 44 (7 points): Lose 17.204176 but Gain 848.645302 Iteration 41Q (11.799540 sec): 54 clusters Score: Raw -1061004.636947 + Penalty 32634.774016 = -1028369.862931 nChanged 23 Deleting Class 120 (1 points): Lose 14.468276 but Gain 825.121232 Iteration 42Q (11.869004 sec): 53 clusters Score: Raw -1061053.320669 + Penalty 31846.540209 = -1029206.780460 nChanged 20 Deleting Class 118 (1 points): Lose 5.507908 but Gain 815.340542 Iteration 43Q (11.937605 sec): 52 clusters Score: Raw -1061069.475074 + Penalty 31072.745912 = -1029996.729162 nChanged 22 Deleting Class 49 (6 points): Lose 27.762217 but Gain 832.242557 Iteration 44Q (12.005128 sec): 51 clusters Score: Raw -1061058.282214 + Penalty 30222.508287 = -1030835.773927 nChanged 20 Deleting Class 107 (5 points): Lose 78.628500 but Gain 870.078820 Iteration 45Q (12.072642 sec): 50 clusters Score: Raw -1061017.073248 + Penalty 29422.393223 = -1031594.680025 nChanged 24 Deleting Class 12 (16 points): Lose 55.057594 but Gain 843.098772 Iteration 46Q (12.140584 sec): 49 clusters Score: Raw -1061003.603518 + Penalty 28646.930619 = -1032356.672900 nChanged 34 Deleting Class 61 (14 points): Lose 93.098311 but Gain 877.175199 Iteration 47Q (12.208045 sec): 48 clusters Score: Raw -1060952.376661 + Penalty 27856.370536 = -1033096.006125 nChanged 35 Deleting Class 58 (7 points): Lose 40.169788 but Gain 820.395896 Iteration 48Q (12.275932 sec): 47 clusters Score: Raw -1060969.631364 + Penalty 27081.924226 = -1033887.707137 nChanged 25 Deleting Class 117 (7 points): Lose 56.369422 but Gain 812.556318 Iteration 49Q (12.342745 sec): 46 clusters Score: Raw -1060951.272195 + Penalty 26358.315167 = -1034592.957028 nChanged 30 Deleting Class 80 (9 points): Lose 31.378383 but Gain 804.516801 Iteration 50F (12.816304 sec): 45 clusters Score: Raw -1060962.933689 + Penalty 25639.687700 = -1035323.245989 nChanged 27 Deleting Class 31 (10 points): Lose 49.227639 but Gain 784.502993 Iteration 51Q (12.881221 sec): 44 clusters Score: Raw -1060941.290270 + Penalty 24898.348799 = -1036042.941471 nChanged 24 Deleting Class 71 (3 points): Lose 25.735428 but Gain 746.155720 Iteration 52Q (12.945477 sec): 43 clusters Score: Raw -1060933.747900 + Penalty 24219.739756 = -1036714.008144 nChanged 10 Deleting Class 78 (9 points): Lose 19.596916 but Gain 732.876362 Iteration 53Q (13.009821 sec): 42 clusters Score: Raw -1060935.554789 + Penalty 23587.288807 = -1037348.265982 nChanged 17 Deleting Class 102 (3 points): Lose 31.660659 but Gain 733.057124 Iteration 54Q (13.073222 sec): 41 clusters Score: Raw -1060924.056648 + Penalty 22989.333205 = -1037934.723443 nChanged 10 Deleting Class 116 (1 points): Lose 2.081788 but Gain 698.888626 Iteration 55Q (13.135823 sec): 40 clusters Score: Raw -1060938.653047 + Penalty 22337.040230 = -1038601.612817 nChanged 3 Deleting Class 59 (27 points): Lose 104.051085 but Gain 783.918279 Iteration 56Q (13.197603 sec): 39 clusters Score: Raw -1060839.722015 + Penalty 21628.131438 = -1039211.590577 nChanged 29 Deleting Class 73 (2 points): Lose 31.892940 but Gain 676.143355 Iteration 57Q (13.260404 sec): 38 clusters Score: Raw -1060874.196188 + Penalty 20908.957781 = -1039965.238407 nChanged 13 Deleting Class 91 (16 points): Lose 206.656168 but Gain 848.907731 Iteration 58Q (13.323708 sec): 37 clusters Score: Raw -1060682.256112 + Penalty 20058.165183 = -1040624.090929 nChanged 24 Deleting Class 53 (157 points): Lose 467.885340 but Gain 1102.607810 Iteration 59Q (13.384834 sec): 36 clusters Score: Raw -1060323.512080 + Penalty 19012.341035 = -1041311.171045 nChanged 161 Deleting Class 47 (13 points): Lose 145.134470 but Gain 780.415332 Iteration 60F (13.756318 sec): 35 clusters Score: Raw -1060343.462774 + Penalty 18302.671263 = -1042040.791512 nChanged 33 Deleting Class 57 (18 points): Lose 143.379806 but Gain 700.646753 Iteration 61Q (13.817215 sec): 34 clusters Score: Raw -1060266.910168 + Penalty 17570.473147 = -1042696.437021 nChanged 24 Deleting Class 28 (1 points): Lose 0.316345 but Gain 535.871785 Iteration 62Q (13.876662 sec): 33 clusters Score: Raw -1060329.115936 + Penalty 17037.517897 = -1043291.598039 nChanged 7 Deleting Class 13 (108 points): Lose 731.143760 but Gain 1228.362828 Iteration 63Q (13.938098 sec): 32 clusters Score: Raw -1059618.690795 + Penalty 15897.901445 = -1043720.789351 nChanged 114 Deleting Class 108 (6 points): Lose 67.855358 but Gain 555.421955 Iteration 64Q (13.999350 sec): 31 clusters Score: Raw -1059850.777713 + Penalty 15350.073314 = -1044500.704399 nChanged 21 Deleting Class 70 (40 points): Lose 373.204451 but Gain 809.142709 Iteration 65Q (14.058975 sec): 30 clusters Score: Raw -1059531.523876 + Penalty 14474.332384 = -1045057.191492 nChanged 42 Deleting Class 54 (7 points): Lose 32.355110 but Gain 431.089270 Iteration 66Q (14.117439 sec): 29 clusters Score: Raw -1059687.170963 + Penalty 14042.966464 = -1045644.204498 nChanged 12 Deleting Class 84 (2 points): Lose 6.739316 but Gain 310.290086 Iteration 67Q (14.175410 sec): 28 clusters Score: Raw -1059699.802701 + Penalty 13733.052064 = -1045966.750637 nChanged 2 Deleting Class 74 (4 points): Lose 35.809999 but Gain 335.056715 Iteration 68Q (14.233731 sec): 27 clusters Score: Raw -1059668.196372 + Penalty 13383.680581 = -1046284.515791 nChanged 4 Deleting Class 79 (2 points): Lose 35.160177 but Gain 323.252841 Iteration 69Q (14.291345 sec): 26 clusters Score: Raw -1059643.446158 + Penalty 13060.499437 = -1046582.946721 nChanged 2 Deleting Class 38 (3 points): Lose 11.907568 but Gain 287.702693 Iteration 70F (14.568370 sec): 25 clusters Score: Raw -1059634.735211 + Penalty 12775.469183 = -1046859.266028 nChanged 3 Deleting Class 22 (6 points): Lose 81.972530 but Gain 336.280174 Iteration 71Q (14.624659 sec): 24 clusters Score: Raw -1059557.647708 + Penalty 12442.416357 = -1047115.231351 nChanged 6 Deleting Class 55 (13 points): Lose 120.452196 but Gain 319.123907 Iteration 72Q (14.680472 sec): 23 clusters Score: Raw -1059455.160305 + Penalty 12127.371373 = -1047327.788932 nChanged 20 Deleting Class 37 (5 points): Lose 103.687749 but Gain 283.539672 Iteration 73Q (14.736924 sec): 22 clusters Score: Raw -1059409.119350 + Penalty 11859.442450 = -1047549.676900 nChanged 14 Deleting Class 51 (28 points): Lose 64.805171 but Gain 215.648442 Iteration 74Q (14.793089 sec): 21 clusters Score: Raw -1059389.602388 + Penalty 11645.743039 = -1047743.859349 nChanged 35 Deleting Class 67 (14 points): Lose 92.799605 but Gain 189.321098 Iteration 75Q (14.849479 sec): 20 clusters Score: Raw -1059330.870845 + Penalty 11445.871357 = -1047884.999487 nChanged 15 Iteration 76Q (14.904514 sec): 20 clusters Score: Raw -1059354.962732 + Penalty 11440.045061 = -1047914.917671 nChanged 5 Iteration 77Q (14.959402 sec): 20 clusters Score: Raw -1059359.198968 + Penalty 11437.522832 = -1047921.676136 nChanged 2 Iteration 78Q (15.014733 sec): 20 clusters Score: Raw -1059359.610568 + Penalty 11437.868837 = -1047921.741731 nChanged 1 Iteration 79Q (15.069620 sec): 20 clusters Score: Raw -1059359.655378 + Penalty 11437.977652 = -1047921.677726 nChanged 1 Iteration 80F (15.293008 sec): 20 clusters Score: Raw -1059359.663905 + Penalty 11437.977652 = -1047921.686254 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 -1059359.663905 + Penalty 11437.977652 = -1047921.686254Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (7467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.365945 sec): 2 clusters Score: Raw -280806.833644 + Penalty 51.590467 = -280755.243177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.379398 sec): 3 clusters Score: Raw -275795.496799 + Penalty 102.769661 = -275692.727138 nChanged 3605 SP:Iteration 1F (15.392735 sec): 3 clusters Score: Raw -278546.006696 + Penalty 102.184057 = -278443.822639 nChanged 864 SP:Iteration 2F (15.405948 sec): 3 clusters Score: Raw -279407.279876 + Penalty 102.000911 = -279305.278966 nChanged 801 SP:Iteration 3F (15.419595 sec): 3 clusters Score: Raw -280138.017324 + Penalty 102.113697 = -280035.903627 nChanged 482 SP:Iteration 4F (15.432622 sec): 3 clusters Score: Raw -280495.770938 + Penalty 102.494518 = -280393.276419 nChanged 287 SP:Iteration 5Q (15.445747 sec): 3 clusters Score: Raw -280673.820013 + Penalty 102.109377 = -280571.710636 nChanged 187 SP:Iteration 6Q (15.458433 sec): 3 clusters Score: Raw -280769.370857 + Penalty 102.183748 = -280667.187109 nChanged 139 SP:Iteration 7Q (15.470960 sec): 3 clusters Score: Raw -280829.775807 + Penalty 102.568493 = -280727.207314 nChanged 103 SP:Iteration 8Q (15.483121 sec): 3 clusters Score: Raw -280870.444755 + Penalty 102.932761 = -280767.511994 nChanged 85 SP:Iteration 9Q (15.495375 sec): 3 clusters Score: Raw -280903.865846 + Penalty 103.046114 = -280800.819732 nChanged 71 SP:Iteration 10F (15.508511 sec): 3 clusters Score: Raw -280932.840836 + Penalty 102.873890 = -280829.966946 nChanged 45 SP:Iteration 11Q (15.520203 sec): 3 clusters Score: Raw -280947.403006 + Penalty 103.188880 = -280844.214126 nChanged 37 SP:Iteration 12Q (15.531399 sec): 3 clusters Score: Raw -280956.415385 + Penalty 103.442763 = -280852.972622 nChanged 23 SP:Iteration 13Q (15.542592 sec): 3 clusters Score: Raw -280961.155091 + Penalty 103.914569 = -280857.240522 nChanged 25 SP:Iteration 14Q (15.553640 sec): 3 clusters Score: Raw -280967.462577 + Penalty 104.116899 = -280863.345678 nChanged 24 SP:Iteration 15Q (15.564620 sec): 3 clusters Score: Raw -280972.922928 + Penalty 104.337385 = -280868.585543 nChanged 13 SP:Iteration 16Q (15.575615 sec): 3 clusters Score: Raw -280975.347037 + Penalty 103.885603 = -280871.461434 nChanged 10 SP:Iteration 17Q (15.586456 sec): 3 clusters Score: Raw -280976.527618 + Penalty 104.017703 = -280872.509915 nChanged 8 SP:Iteration 18Q (15.597409 sec): 3 clusters Score: Raw -280977.104398 + Penalty 104.137354 = -280872.967044 nChanged 5 SP:Iteration 19Q (15.608269 sec): 3 clusters Score: Raw -280977.323811 + Penalty 104.218907 = -280873.104905 nChanged 3 SP:Iteration 20F (15.621936 sec): 3 clusters Score: Raw -280977.417999 + Penalty 104.222070 = -280873.195929 nChanged 3 SP:Iteration 21Q (15.632723 sec): 3 clusters Score: Raw -280977.518066 + Penalty 104.249968 = -280873.268097 nChanged 1 SP:Iteration 22Q (15.643644 sec): 3 clusters Score: Raw -280977.529720 + Penalty 104.249968 = -280873.279752 nChanged 0 SP:Iteration 23F (15.656732 sec): 3 clusters Score: Raw -280977.529720 + Penalty 104.249968 = -280873.279752 nChanged 0 Score: Raw -1076385.284922 + Penalty 11497.230438 = -1064888.054485 Splitting cluster 1 changes total score from -1047921.686254 to -1064888.054485 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.895463 sec): 2 clusters Score: Raw -24363.892266 + Penalty 217.012757 = -24146.879508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.896599 sec): 3 clusters Score: Raw -24056.762338 + Penalty 432.118647 = -23624.643691 nChanged 208 SP:Iteration 1F (15.897704 sec): 3 clusters Score: Raw -24158.791746 + Penalty 433.210103 = -23725.581643 nChanged 50 SP:Iteration 2F (15.898808 sec): 3 clusters Score: Raw -24196.420037 + Penalty 434.335203 = -23762.084834 nChanged 39 SP:Iteration 3F (15.899911 sec): 3 clusters Score: Raw -24225.585930 + Penalty 434.953638 = -23790.632292 nChanged 20 SP:Iteration 4Q (15.901014 sec): 3 clusters Score: Raw -24237.508804 + Penalty 435.390483 = -23802.118321 nChanged 17 SP:Iteration 5Q (15.902119 sec): 3 clusters Score: Raw -24248.585344 + Penalty 435.444361 = -23813.140983 nChanged 11 SP:Iteration 6Q (15.903222 sec): 3 clusters Score: Raw -24253.880530 + Penalty 435.017479 = -23818.863051 nChanged 9 SP:Iteration 7Q (15.904320 sec): 3 clusters Score: Raw -24258.393179 + Penalty 434.473682 = -23823.919497 nChanged 4 SP:Iteration 8Q (15.905415 sec): 3 clusters Score: Raw -24259.518061 + Penalty 434.025514 = -23825.492546 nChanged 3 SP:Iteration 9Q (15.906508 sec): 3 clusters Score: Raw -24260.455255 + Penalty 433.704289 = -23826.750966 nChanged 2 SP:Iteration 10F (15.907609 sec): 3 clusters Score: Raw -24262.422217 + Penalty 433.090965 = -23829.331252 nChanged 3 SP:Iteration 11Q (15.908701 sec): 3 clusters Score: Raw -24266.351976 + Penalty 432.457396 = -23833.894580 nChanged 3 SP:Iteration 12Q (15.909794 sec): 3 clusters Score: Raw -24267.291255 + Penalty 432.140895 = -23835.150360 nChanged 2 SP:Iteration 13Q (15.910884 sec): 3 clusters Score: Raw -24267.409710 + Penalty 431.724344 = -23835.685365 nChanged 2 SP:Iteration 14Q (15.911973 sec): 3 clusters Score: Raw -24267.655810 + Penalty 431.329151 = -23836.326659 nChanged 2 SP:Iteration 15Q (15.913071 sec): 3 clusters Score: Raw -24267.824795 + Penalty 431.066592 = -23836.758204 nChanged 1 SP:Iteration 16Q (15.914160 sec): 3 clusters Score: Raw -24267.983068 + Penalty 430.926064 = -23837.057003 nChanged 1 SP:Iteration 17Q (15.915247 sec): 3 clusters Score: Raw -24268.013273 + Penalty 430.779708 = -23837.233564 nChanged 1 SP:Iteration 18Q (15.916369 sec): 3 clusters Score: Raw -24268.035805 + Penalty 430.779708 = -23837.256097 nChanged 0 SP:Iteration 19F (15.917490 sec): 3 clusters Score: Raw -24268.035805 + Penalty 430.779708 = -23837.256097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.918190 sec): 2 clusters Score: Raw -2941.051476 + Penalty 431.309366 = -2509.742110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.918547 sec): 3 clusters Score: Raw -2997.931798 + Penalty 881.221573 = -2116.710225 nChanged 7 SP:Iteration 1F (15.918892 sec): 3 clusters Score: Raw -3038.773011 + Penalty 889.031720 = -2149.741291 nChanged 2 SP:Iteration 2Q (15.919218 sec): 3 clusters Score: Raw -3041.449750 + Penalty 889.031720 = -2152.418030 nChanged 0 SP:Iteration 3F (15.919560 sec): 3 clusters Score: Raw -3041.449750 + Penalty 889.031720 = -2152.418030 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (2597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.931471 sec): 2 clusters Score: Raw -147907.433525 + Penalty 736.945492 = -147170.488033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.936237 sec): 3 clusters Score: Raw -146350.619112 + Penalty 1483.846694 = -144866.772418 nChanged 1086 SP:Iteration 1F (15.940915 sec): 3 clusters Score: Raw -147272.185862 + Penalty 1509.231524 = -145762.954338 nChanged 397 SP:Iteration 2F (15.945742 sec): 3 clusters Score: Raw -147687.080425 + Penalty 1530.956036 = -146156.124389 nChanged 256 SP:Iteration 3F (15.950480 sec): 3 clusters Score: Raw -147887.261864 + Penalty 1549.671481 = -146337.590383 nChanged 158 SP:Iteration 4F (15.955180 sec): 3 clusters Score: Raw -147996.527639 + Penalty 1564.578508 = -146431.949131 nChanged 112 SP:Iteration 5Q (15.959841 sec): 3 clusters Score: Raw -148061.727952 + Penalty 1574.765496 = -146486.962456 nChanged 85 SP:Iteration 6Q (15.964497 sec): 3 clusters Score: Raw -148109.182331 + Penalty 1576.367181 = -146532.815150 nChanged 74 SP:Iteration 7Q (15.969202 sec): 3 clusters Score: Raw -148136.743335 + Penalty 1574.384531 = -146562.358805 nChanged 50 SP:Iteration 8Q (15.973849 sec): 3 clusters Score: Raw -148145.969847 + Penalty 1575.546775 = -146570.423072 nChanged 36 SP:Iteration 9Q (15.978360 sec): 3 clusters Score: Raw -148151.901730 + Penalty 1577.709995 = -146574.191735 nChanged 36 SP:Iteration 10F (15.983035 sec): 3 clusters Score: Raw -148156.526070 + Penalty 1571.918770 = -146584.607300 nChanged 28 SP:Iteration 11Q (15.987408 sec): 3 clusters Score: Raw -148160.546660 + Penalty 1568.993601 = -146591.553059 nChanged 17 SP:Iteration 12Q (15.991730 sec): 3 clusters Score: Raw -148161.694017 + Penalty 1568.768509 = -146592.925508 nChanged 13 SP:Iteration 13Q (15.996150 sec): 3 clusters Score: Raw -148162.606533 + Penalty 1570.285547 = -146592.320987 nChanged 11 SP:Iteration 14F (16.000848 sec): 3 clusters Score: Raw -148164.642251 + Penalty 1573.142679 = -146591.499573 nChanged 10 SP:Iteration 15F (16.005575 sec): 3 clusters Score: Raw -148165.436352 + Penalty 1563.871698 = -146601.564654 nChanged 8 SP:Iteration 16Q (16.009912 sec): 3 clusters Score: Raw -148166.369079 + Penalty 1562.542243 = -146603.826837 nChanged 2 SP:Iteration 17Q (16.014105 sec): 3 clusters Score: Raw -148165.014072 + Penalty 1561.361552 = -146603.652520 nChanged 2 SP:Iteration 18F (16.018804 sec): 3 clusters Score: Raw -148164.139335 + Penalty 1561.361552 = -146602.777783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.021376 sec): 2 clusters Score: Raw -7983.898954 + Penalty 62.588937 = -7921.310017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.021934 sec): 3 clusters Score: Raw -7915.447869 + Penalty 138.404757 = -7777.043112 nChanged 70 SP:Iteration 1F (16.022532 sec): 3 clusters Score: Raw -8010.645849 + Penalty 134.173079 = -7876.472770 nChanged 15 SP:Iteration 2F (16.023083 sec): 3 clusters Score: Raw -8029.499041 + Penalty 137.846672 = -7891.652370 nChanged 5 SP:Iteration 3Q (16.023584 sec): 3 clusters Score: Raw -8034.894119 + Penalty 139.667744 = -7895.226375 nChanged 1 SP:Iteration 4Q (16.024085 sec): 3 clusters Score: Raw -8035.078006 + Penalty 139.667744 = -7895.410262 nChanged 0 SP:Iteration 5F (16.024649 sec): 3 clusters Score: Raw -8035.078006 + Penalty 139.667744 = -7895.410262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.025779 sec): 2 clusters Score: Raw -6643.470794 + Penalty 35.829271 = -6607.641523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.026215 sec): 3 clusters Score: Raw -6572.784622 + Penalty 74.521330 = -6498.263291 nChanged 59 SP:Iteration 1F (16.026644 sec): 3 clusters Score: Raw -6645.887350 + Penalty 75.636789 = -6570.250561 nChanged 15 SP:Iteration 2F (16.027072 sec): 3 clusters Score: Raw -6663.748172 + Penalty 75.154400 = -6588.593772 nChanged 9 SP:Iteration 3F (16.027501 sec): 3 clusters Score: Raw -6678.118109 + Penalty 75.062533 = -6603.055575 nChanged 5 SP:Iteration 4Q (16.027924 sec): 3 clusters Score: Raw -6686.334570 + Penalty 75.270171 = -6611.064400 nChanged 6 SP:Iteration 5Q (16.028345 sec): 3 clusters Score: Raw -6691.609425 + Penalty 74.760252 = -6616.849174 nChanged 2 SP:Iteration 6Q (16.028767 sec): 3 clusters Score: Raw -6697.211361 + Penalty 74.525054 = -6622.686307 nChanged 1 SP:Iteration 7Q (16.029189 sec): 3 clusters Score: Raw -6697.753017 + Penalty 74.302210 = -6623.450807 nChanged 1 SP:Iteration 8Q (16.029605 sec): 3 clusters Score: Raw -6698.258369 + Penalty 74.152132 = -6624.106237 nChanged 1 SP:Iteration 9Q (16.030021 sec): 3 clusters Score: Raw -6698.695223 + Penalty 74.152132 = -6624.543091 nChanged 0 SP:Iteration 10F (16.030448 sec): 3 clusters Score: Raw -6698.695223 + Penalty 74.152132 = -6624.543091 nChanged 0 Score: Raw -1076440.495098 + Penalty 11572.819137 = -1064867.675961 Splitting cluster 7 changes total score from -1047921.686254 to -1064867.675961 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.272135 sec): 2 clusters Score: Raw -93971.131942 + Penalty 331.896111 = -93639.235831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.275737 sec): 3 clusters Score: Raw -92763.303420 + Penalty 656.666600 = -92106.636820 nChanged 827 SP:Iteration 1F (16.279152 sec): 3 clusters Score: Raw -93174.518998 + Penalty 649.622949 = -92524.896049 nChanged 193 SP:Iteration 2F (16.282566 sec): 3 clusters Score: Raw -93299.802832 + Penalty 637.732384 = -92662.070449 nChanged 153 SP:Iteration 3F (16.285969 sec): 3 clusters Score: Raw -93427.413770 + Penalty 624.563995 = -92802.849775 nChanged 124 SP:Iteration 4F (16.289372 sec): 3 clusters Score: Raw -93510.419959 + Penalty 610.681308 = -92899.738651 nChanged 108 SP:Iteration 5F (16.292837 sec): 3 clusters Score: Raw -93562.143365 + Penalty 595.514194 = -92966.629171 nChanged 92 SP:Iteration 6Q (16.296253 sec): 3 clusters Score: Raw -93617.897967 + Penalty 576.685909 = -93041.212058 nChanged 93 SP:Iteration 7Q (16.299583 sec): 3 clusters Score: Raw -93682.698707 + Penalty 557.087565 = -93125.611142 nChanged 93 SP:Iteration 8Q (16.302863 sec): 3 clusters Score: Raw -93736.322165 + Penalty 533.703999 = -93202.618167 nChanged 84 SP:Iteration 9Q (16.306110 sec): 3 clusters Score: Raw -93786.470114 + Penalty 517.119359 = -93269.350755 nChanged 81 SP:Iteration 10F (16.309578 sec): 3 clusters Score: Raw -93828.077415 + Penalty 502.629589 = -93325.447827 nChanged 68 SP:Iteration 11Q (16.312717 sec): 3 clusters Score: Raw -93858.569541 + Penalty 495.017140 = -93363.552402 nChanged 63 SP:Iteration 12Q (16.315819 sec): 3 clusters Score: Raw -93884.567271 + Penalty 483.354742 = -93401.212528 nChanged 52 SP:Iteration 13Q (16.318784 sec): 3 clusters Score: Raw -93910.976767 + Penalty 494.901664 = -93416.075103 nChanged 45 SP:Iteration 14Q (16.321602 sec): 3 clusters Score: Raw -93951.228088 + Penalty 515.516211 = -93435.711877 nChanged 26 SP:Iteration 15Q (16.324326 sec): 3 clusters Score: Raw -93976.477940 + Penalty 620.625278 = -93355.852662 nChanged 3 SP:Iteration 16F (16.327525 sec): 3 clusters Score: Raw -93975.170549 + Penalty 620.625278 = -93354.545271 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 9 (3346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.344230 sec): 2 clusters Score: Raw -173106.113654 + Penalty 540.154971 = -172565.958683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.350642 sec): 3 clusters Score: Raw -170997.202290 + Penalty 1109.209296 = -169887.992994 nChanged 1491 SP:Iteration 1F (16.356775 sec): 3 clusters Score: Raw -172229.793845 + Penalty 1167.635365 = -171062.158480 nChanged 565 SP:Iteration 2F (16.362777 sec): 3 clusters Score: Raw -172850.781975 + Penalty 1211.726737 = -171639.055238 nChanged 309 SP:Iteration 3F (16.368786 sec): 3 clusters Score: Raw -173129.110087 + Penalty 1231.329486 = -171897.780601 nChanged 126 SP:Iteration 4Q (16.374780 sec): 3 clusters Score: Raw -173194.121865 + Penalty 1244.084985 = -171950.036880 nChanged 68 SP:Iteration 5Q (16.380738 sec): 3 clusters Score: Raw -173218.801370 + Penalty 1254.407064 = -171964.394307 nChanged 53 SP:Iteration 6Q (16.386438 sec): 3 clusters Score: Raw -173233.906744 + Penalty 1264.348481 = -171969.558263 nChanged 45 SP:Iteration 7Q (16.392062 sec): 3 clusters Score: Raw -173242.642217 + Penalty 1269.818990 = -171972.823227 nChanged 36 SP:Iteration 8Q (16.397740 sec): 3 clusters Score: Raw -173249.658039 + Penalty 1276.741227 = -171972.916811 nChanged 36 SP:Iteration 9Q (16.403394 sec): 3 clusters Score: Raw -173256.626367 + Penalty 1286.359883 = -171970.266484 nChanged 34 SP:Iteration 10F (16.409352 sec): 3 clusters Score: Raw -173266.047468 + Penalty 1295.538079 = -171970.509389 nChanged 30 SP:Iteration 11Q (16.414786 sec): 3 clusters Score: Raw -173272.766642 + Penalty 1304.281535 = -171968.485107 nChanged 22 SP:Iteration 12F (16.420775 sec): 3 clusters Score: Raw -173279.651520 + Penalty 1311.728018 = -171967.923502 nChanged 19 SP:Iteration 13F (16.426854 sec): 3 clusters Score: Raw -173284.646667 + Penalty 1320.759425 = -171963.887242 nChanged 20 SP:Iteration 14F (16.432871 sec): 3 clusters Score: Raw -173292.633649 + Penalty 1333.449638 = -171959.184011 nChanged 30 SP:Iteration 15F (16.439161 sec): 3 clusters Score: Raw -173305.862005 + Penalty 1342.108828 = -171963.753176 nChanged 27 SP:Iteration 16Q (16.444517 sec): 3 clusters Score: Raw -173317.418599 + Penalty 1356.102921 = -171961.315678 nChanged 30 SP:Iteration 17F (16.450545 sec): 3 clusters Score: Raw -173335.894931 + Penalty 1370.003478 = -171965.891453 nChanged 31 SP:Iteration 18Q (16.455797 sec): 3 clusters Score: Raw -173352.868500 + Penalty 1382.311474 = -171970.557026 nChanged 26 SP:Iteration 19Q (16.460899 sec): 3 clusters Score: Raw -173368.136375 + Penalty 1388.443519 = -171979.692857 nChanged 21 SP:Iteration 20F (16.466888 sec): 3 clusters Score: Raw -173380.485656 + Penalty 1390.761939 = -171989.723717 nChanged 15 SP:Iteration 21Q (16.471943 sec): 3 clusters Score: Raw -173391.281075 + Penalty 1393.634043 = -171997.647032 nChanged 22 SP:Iteration 22Q (16.477097 sec): 3 clusters Score: Raw -173408.652750 + Penalty 1396.584742 = -172012.068007 nChanged 22 SP:Iteration 23Q (16.482121 sec): 3 clusters Score: Raw -173425.149499 + Penalty 1398.753427 = -172026.396072 nChanged 20 SP:Iteration 24Q (16.487052 sec): 3 clusters Score: Raw -173438.458308 + Penalty 1401.066338 = -172037.391969 nChanged 14 SP:Iteration 25Q (16.491947 sec): 3 clusters Score: Raw -173447.725628 + Penalty 1401.742278 = -172045.983350 nChanged 19 SP:Iteration 26Q (16.497047 sec): 3 clusters Score: Raw -173452.715256 + Penalty 1402.949417 = -172049.765839 nChanged 10 SP:Iteration 27Q (16.501976 sec): 3 clusters Score: Raw -173455.714629 + Penalty 1403.747885 = -172051.966745 nChanged 5 SP:Iteration 28Q (16.507004 sec): 3 clusters Score: Raw -173454.919435 + Penalty 1404.060202 = -172050.859233 nChanged 1 SP:Iteration 29F (16.513112 sec): 3 clusters Score: Raw -173454.686359 + Penalty 1403.972887 = -172050.713472 nChanged 1 SP:Iteration 30F (16.519067 sec): 3 clusters Score: Raw -173455.772784 + Penalty 1403.972887 = -172051.799897 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 10 (3031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.532680 sec): 2 clusters Score: Raw -201016.679548 + Penalty 1112.151403 = -199904.528145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.538210 sec): 3 clusters Score: Raw -199371.771469 + Penalty 2224.578555 = -197147.192914 nChanged 1187 SP:Iteration 1F (16.543974 sec): 3 clusters Score: Raw -200622.640239 + Penalty 2227.628736 = -198395.011503 nChanged 529 SP:Iteration 2F (16.549338 sec): 3 clusters Score: Raw -201599.449914 + Penalty 2233.628547 = -199365.821367 nChanged 382 SP:Iteration 3F (16.554855 sec): 3 clusters Score: Raw -202145.031326 + Penalty 2237.227830 = -199907.803496 nChanged 180 SP:Iteration 4F (16.560247 sec): 3 clusters Score: Raw -202285.305423 + Penalty 2239.766048 = -200045.539376 nChanged 86 SP:Iteration 5Q (16.565487 sec): 3 clusters Score: Raw -202345.637675 + Penalty 2241.056662 = -200104.581013 nChanged 49 SP:Iteration 6Q (16.570682 sec): 3 clusters Score: Raw -202363.016654 + Penalty 2242.901996 = -200120.114658 nChanged 45 SP:Iteration 7Q (16.575891 sec): 3 clusters Score: Raw -202377.619015 + Penalty 2244.907378 = -200132.711637 nChanged 31 SP:Iteration 8Q (16.581062 sec): 3 clusters Score: Raw -202387.666003 + Penalty 2245.731941 = -200141.934062 nChanged 25 SP:Iteration 9Q (16.586179 sec): 3 clusters Score: Raw -202396.343406 + Penalty 2247.111719 = -200149.231687 nChanged 30 SP:Iteration 10F (16.591518 sec): 3 clusters Score: Raw -202402.002373 + Penalty 2247.981949 = -200154.020424 nChanged 22 SP:Iteration 11Q (16.596644 sec): 3 clusters Score: Raw -202402.143834 + Penalty 2249.319703 = -200152.824131 nChanged 20 SP:Iteration 12F (16.601978 sec): 3 clusters Score: Raw -202400.889885 + Penalty 2249.986924 = -200150.902961 nChanged 18 SP:Iteration 13F (16.607443 sec): 3 clusters Score: Raw -202399.953020 + Penalty 2250.806876 = -200149.146144 nChanged 12 SP:Iteration 14F (16.612814 sec): 3 clusters Score: Raw -202398.216169 + Penalty 2251.952584 = -200146.263585 nChanged 13 SP:Iteration 15F (16.618148 sec): 3 clusters Score: Raw -202396.767143 + Penalty 2252.785100 = -200143.982043 nChanged 12 SP:Iteration 16F (16.623484 sec): 3 clusters Score: Raw -202396.095883 + Penalty 2253.615629 = -200142.480255 nChanged 9 SP:Iteration 17F (16.628931 sec): 3 clusters Score: Raw -202395.606925 + Penalty 2254.063954 = -200141.542971 nChanged 6 SP:Iteration 18F (16.634297 sec): 3 clusters Score: Raw -202394.359995 + Penalty 2254.287898 = -200140.072097 nChanged 5 SP:Iteration 19F (16.639701 sec): 3 clusters Score: Raw -202394.100559 + Penalty 2254.381768 = -200139.718790 nChanged 5 SP:Iteration 20F (16.645380 sec): 3 clusters Score: Raw -202392.139426 + Penalty 2254.593997 = -200137.545429 nChanged 2 SP:Iteration 21F (16.650715 sec): 3 clusters Score: Raw -202392.082024 + Penalty 2254.521712 = -200137.560312 nChanged 1 SP:Iteration 22Q (16.655928 sec): 3 clusters Score: Raw -202391.865177 + Penalty 2254.521712 = -200137.343465 nChanged 0 SP:Iteration 23F (16.661284 sec): 3 clusters Score: Raw -202391.865177 + Penalty 2254.521712 = -200137.343465 nChanged 0 Score: Raw -1077815.680888 + Penalty 13002.785111 = -1064812.895777 Splitting cluster 10 changes total score from -1047921.686254 to -1064812.895777 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.912201 sec): 2 clusters Score: Raw -27777.196757 + Penalty 547.943645 = -27229.253113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.913324 sec): 3 clusters Score: Raw -27399.206323 + Penalty 1097.473973 = -26301.732350 nChanged 169 SP:Iteration 1F (16.914396 sec): 3 clusters Score: Raw -27529.867107 + Penalty 1119.265778 = -26410.601329 nChanged 73 SP:Iteration 2F (16.915463 sec): 3 clusters Score: Raw -27628.103489 + Penalty 1173.503046 = -26454.600444 nChanged 69 SP:Iteration 3F (16.916529 sec): 3 clusters Score: Raw -27750.256765 + Penalty 1255.335977 = -26494.920789 nChanged 56 SP:Iteration 4F (16.917596 sec): 3 clusters Score: Raw -27872.233119 + Penalty 1295.348824 = -26576.884296 nChanged 26 SP:Iteration 5F (16.918662 sec): 3 clusters Score: Raw -27902.140463 + Penalty 1310.798927 = -26591.341535 nChanged 10 SP:Iteration 6Q (16.919577 sec): 3 clusters Score: Raw -27911.219225 + Penalty 1318.683850 = -26592.535375 nChanged 3 SP:Iteration 7Q (16.920480 sec): 3 clusters Score: Raw -27914.119442 + Penalty 1325.071497 = -26589.047945 nChanged 2 SP:Iteration 8F (16.921548 sec): 3 clusters Score: Raw -27927.522416 + Penalty 1337.086380 = -26590.436036 nChanged 2 SP:Iteration 9Q (16.922461 sec): 3 clusters Score: Raw -27955.780577 + Penalty 1336.091272 = -26619.689306 nChanged 1 SP:Iteration 10F (16.923543 sec): 3 clusters Score: Raw -27958.886342 + Penalty 1335.950608 = -26622.935734 nChanged 1 SP:Iteration 11Q (16.924435 sec): 3 clusters Score: Raw -27962.818277 + Penalty 1335.950608 = -26626.867669 nChanged 0 SP:Iteration 12F (16.925502 sec): 3 clusters Score: Raw -27962.818277 + Penalty 1335.950608 = -26626.867669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.926800 sec): 2 clusters Score: Raw -7317.144462 + Penalty 45.132894 = -7272.011568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.927334 sec): 3 clusters Score: Raw -7239.222110 + Penalty 91.210351 = -7148.011759 nChanged 76 SP:Iteration 1F (16.927857 sec): 3 clusters Score: Raw -7292.827588 + Penalty 91.372615 = -7201.454972 nChanged 29 SP:Iteration 2F (16.928378 sec): 3 clusters Score: Raw -7317.810510 + Penalty 91.821094 = -7225.989416 nChanged 13 SP:Iteration 3F (16.928900 sec): 3 clusters Score: Raw -7327.598048 + Penalty 91.563791 = -7236.034257 nChanged 8 SP:Iteration 4Q (16.929417 sec): 3 clusters Score: Raw -7332.316983 + Penalty 91.130771 = -7241.186212 nChanged 5 SP:Iteration 5Q (16.929932 sec): 3 clusters Score: Raw -7335.692760 + Penalty 92.036909 = -7243.655850 nChanged 5 SP:Iteration 6Q (16.930449 sec): 3 clusters Score: Raw -7341.880208 + Penalty 95.692118 = -7246.188090 nChanged 7 SP:Iteration 7Q (16.930961 sec): 3 clusters Score: Raw -7346.698762 + Penalty 87.358858 = -7259.339904 nChanged 5 SP:Iteration 8Q (16.931426 sec): 3 clusters Score: Raw -7351.936089 + Penalty 88.566527 = -7263.369562 nChanged 5 SP:Iteration 9Q (16.931893 sec): 3 clusters Score: Raw -7355.499256 + Penalty 90.207958 = -7265.291298 nChanged 2 SP:Iteration 10F (16.932372 sec): 3 clusters Score: Raw -7357.650287 + Penalty 90.207958 = -7267.442328 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.937926 sec): 2 clusters Score: Raw -55966.097537 + Penalty 780.475436 = -55185.622101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.939728 sec): 3 clusters Score: Raw -55371.190800 + Penalty 1555.525355 = -53815.665444 nChanged 336 SP:Iteration 1F (16.941479 sec): 3 clusters Score: Raw -55835.485820 + Penalty 1554.834998 = -54280.650823 nChanged 106 SP:Iteration 2F (16.943201 sec): 3 clusters Score: Raw -55986.505972 + Penalty 1558.783685 = -54427.722287 nChanged 88 SP:Iteration 3F (16.945026 sec): 3 clusters Score: Raw -56062.979759 + Penalty 1561.738343 = -54501.241417 nChanged 48 SP:Iteration 4F (16.946776 sec): 3 clusters Score: Raw -56093.369547 + Penalty 1566.649870 = -54526.719677 nChanged 27 SP:Iteration 5Q (16.948482 sec): 3 clusters Score: Raw -56104.220090 + Penalty 1568.654779 = -54535.565310 nChanged 21 SP:Iteration 6Q (16.950303 sec): 3 clusters Score: Raw -56107.478920 + Penalty 1568.934106 = -54538.544813 nChanged 19 SP:Iteration 7Q (16.952104 sec): 3 clusters Score: Raw -56107.275602 + Penalty 1571.683360 = -54535.592242 nChanged 19 SP:Iteration 8F (16.953956 sec): 3 clusters Score: Raw -56102.234902 + Penalty 1571.658841 = -54530.576061 nChanged 11 SP:Iteration 9F (16.955705 sec): 3 clusters Score: Raw -56100.047553 + Penalty 1570.240633 = -54529.806920 nChanged 12 SP:Iteration 10F (16.957416 sec): 3 clusters Score: Raw -56099.498569 + Penalty 1568.422431 = -54531.076138 nChanged 17 SP:Iteration 11Q (16.959103 sec): 3 clusters Score: Raw -56096.388431 + Penalty 1567.431753 = -54528.956679 nChanged 12 SP:Iteration 12F (16.960918 sec): 3 clusters Score: Raw -56091.521863 + Penalty 1569.359559 = -54522.162304 nChanged 10 SP:Iteration 13F (16.962781 sec): 3 clusters Score: Raw -56086.625882 + Penalty 1572.222159 = -54514.403723 nChanged 7 SP:Iteration 14F (16.964657 sec): 3 clusters Score: Raw -56083.023624 + Penalty 1570.341404 = -54512.682220 nChanged 5 SP:Iteration 15F (16.966413 sec): 3 clusters Score: Raw -56078.765247 + Penalty 1569.030573 = -54509.734674 nChanged 3 SP:Iteration 16F (16.968132 sec): 3 clusters Score: Raw -56075.008014 + Penalty 1566.978849 = -54508.029165 nChanged 3 SP:Iteration 17F (16.969901 sec): 3 clusters Score: Raw -56073.223988 + Penalty 1566.383160 = -54506.840828 nChanged 7 SP:Iteration 18F (16.971649 sec): 3 clusters Score: Raw -56069.735276 + Penalty 1562.346952 = -54507.388324 nChanged 8 SP:Iteration 19Q (16.973141 sec): 3 clusters Score: Raw -56066.281617 + Penalty 1555.657052 = -54510.624566 nChanged 7 SP:Iteration 20F (16.974856 sec): 3 clusters Score: Raw -56067.239872 + Penalty 1551.935870 = -54515.304002 nChanged 6 SP:Iteration 21Q (16.976316 sec): 3 clusters Score: Raw -56065.688774 + Penalty 1550.736502 = -54514.952272 nChanged 1 SP:Iteration 22F (16.978030 sec): 3 clusters Score: Raw -56065.744864 + Penalty 1550.736502 = -54515.008362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.979698 sec): 2 clusters Score: Raw -3731.378081 + Penalty 121.466932 = -3609.911149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.980084 sec): 3 clusters Score: Raw -3710.415232 + Penalty 289.976861 = -3420.438371 nChanged 24 SP:Iteration 1F (16.980460 sec): 3 clusters Score: Raw -3752.364643 + Penalty 307.438813 = -3444.925830 nChanged 6 SP:Iteration 2F (16.980835 sec): 3 clusters Score: Raw -3769.771296 + Penalty 315.402395 = -3454.368901 nChanged 3 SP:Iteration 3Q (16.981203 sec): 3 clusters Score: Raw -3782.284798 + Penalty 328.010167 = -3454.274630 nChanged 2 SP:Iteration 4F (16.981577 sec): 3 clusters Score: Raw -3795.903190 + Penalty 325.165188 = -3470.738001 nChanged 1 SP:Iteration 5Q (16.981922 sec): 3 clusters Score: Raw -3796.726782 + Penalty 325.165188 = -3471.561593 nChanged 0 SP:Iteration 6F (16.982308 sec): 3 clusters Score: Raw -3796.726782 + Penalty 325.165188 = -3471.561593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.983635 sec): 2 clusters Score: Raw -12752.524132 + Penalty 374.954715 = -12377.569417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.984393 sec): 3 clusters Score: Raw -12617.814580 + Penalty 764.625626 = -11853.188954 nChanged 110 SP:Iteration 1F (16.985137 sec): 3 clusters Score: Raw -12812.665964 + Penalty 787.581890 = -12025.084074 nChanged 29 SP:Iteration 2F (16.985915 sec): 3 clusters Score: Raw -12856.712751 + Penalty 825.076685 = -12031.636065 nChanged 12 SP:Iteration 3Q (16.986615 sec): 3 clusters Score: Raw -12868.059468 + Penalty 837.355311 = -12030.704157 nChanged 8 SP:Iteration 4F (16.987331 sec): 3 clusters Score: Raw -12880.833664 + Penalty 845.975446 = -12034.858219 nChanged 5 SP:Iteration 5Q (16.987997 sec): 3 clusters Score: Raw -12886.199844 + Penalty 845.256577 = -12040.943267 nChanged 1 SP:Iteration 6Q (16.988648 sec): 3 clusters Score: Raw -12887.436256 + Penalty 852.956962 = -12034.479293 nChanged 1 SP:Iteration 7F (16.989364 sec): 3 clusters Score: Raw -12892.816883 + Penalty 852.956962 = -12039.859920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.990647 sec): 2 clusters Score: Raw -9493.673799 + Penalty 111.733983 = -9381.939816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.991204 sec): 3 clusters Score: Raw -9338.864596 + Penalty 214.005637 = -9124.858960 nChanged 75 SP:Iteration 1F (16.991731 sec): 3 clusters Score: Raw -9434.594126 + Penalty 205.798813 = -9228.795313 nChanged 34 SP:Iteration 2F (16.992230 sec): 3 clusters Score: Raw -9513.342548 + Penalty 222.565326 = -9290.777222 nChanged 17 SP:Iteration 3F (16.992746 sec): 3 clusters Score: Raw -9537.038023 + Penalty 223.252213 = -9313.785810 nChanged 4 SP:Iteration 4Q (16.993204 sec): 3 clusters Score: Raw -9542.965803 + Penalty 238.308050 = -9304.657753 nChanged 2 SP:Iteration 5F (16.993706 sec): 3 clusters Score: Raw -9545.591201 + Penalty 251.315460 = -9294.275741 nChanged 1 SP:Iteration 6F (16.994208 sec): 3 clusters Score: Raw -9547.259283 + Penalty 272.817622 = -9274.441661 nChanged 1 SP:Iteration 7F (16.994711 sec): 3 clusters Score: Raw -9553.207712 + Penalty 272.817622 = -9280.390090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.996477 sec): 2 clusters Score: Raw -26677.077390 + Penalty 787.445499 = -25889.631891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.997464 sec): 3 clusters Score: Raw -26348.285773 + Penalty 1574.369005 = -24773.916768 nChanged 135 SP:Iteration 1F (16.998432 sec): 3 clusters Score: Raw -26493.736496 + Penalty 1574.407453 = -24919.329043 nChanged 35 SP:Iteration 2F (16.999395 sec): 3 clusters Score: Raw -26524.624720 + Penalty 1574.100834 = -24950.523887 nChanged 18 SP:Iteration 3Q (17.000335 sec): 3 clusters Score: Raw -26536.965225 + Penalty 1573.470297 = -24963.494928 nChanged 13 SP:Iteration 4Q (17.001278 sec): 3 clusters Score: Raw -26545.608169 + Penalty 1572.333416 = -24973.274753 nChanged 17 SP:Iteration 5Q (17.002219 sec): 3 clusters Score: Raw -26565.938602 + Penalty 1570.676141 = -24995.262461 nChanged 32 SP:Iteration 6F (17.003187 sec): 3 clusters Score: Raw -26605.341439 + Penalty 1567.199148 = -25038.142291 nChanged 32 SP:Iteration 7F (17.004148 sec): 3 clusters Score: Raw -26643.292471 + Penalty 1562.612191 = -25080.680280 nChanged 32 SP:Iteration 8F (17.005109 sec): 3 clusters Score: Raw -26674.586864 + Penalty 1559.895421 = -25114.691442 nChanged 22 SP:Iteration 9F (17.006070 sec): 3 clusters Score: Raw -26697.970409 + Penalty 1560.606411 = -25137.363997 nChanged 15 SP:Iteration 10F (17.007037 sec): 3 clusters Score: Raw -26703.916644 + Penalty 1560.051017 = -25143.865626 nChanged 7 SP:Iteration 11Q (17.007878 sec): 3 clusters Score: Raw -26703.355178 + Penalty 1558.773549 = -25144.581630 nChanged 5 SP:Iteration 12Q (17.008738 sec): 3 clusters Score: Raw -26704.504398 + Penalty 1559.982364 = -25144.522034 nChanged 3 SP:Iteration 13F (17.009748 sec): 3 clusters Score: Raw -26702.823150 + Penalty 1558.424173 = -25144.398977 nChanged 2 SP:Iteration 14F (17.010711 sec): 3 clusters Score: Raw -26700.891650 + Penalty 1558.642548 = -25142.249102 nChanged 2 SP:Iteration 15F (17.011702 sec): 3 clusters Score: Raw -26698.778391 + Penalty 1558.642548 = -25140.135843 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.014079 sec): 2 clusters Score: Raw -27809.525552 + Penalty 342.673255 = -27466.852298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.015343 sec): 3 clusters Score: Raw -27469.610442 + Penalty 676.404409 = -26793.206034 nChanged 259 SP:Iteration 1F (17.016582 sec): 3 clusters Score: Raw -27632.718931 + Penalty 665.209005 = -26967.509926 nChanged 82 SP:Iteration 2F (17.017820 sec): 3 clusters Score: Raw -27690.983195 + Penalty 657.867151 = -27033.116044 nChanged 57 SP:Iteration 3F (17.019079 sec): 3 clusters Score: Raw -27742.179391 + Penalty 654.411818 = -27087.767574 nChanged 46 SP:Iteration 4F (17.020323 sec): 3 clusters Score: Raw -27786.100304 + Penalty 659.173548 = -27126.926756 nChanged 26 SP:Iteration 5Q (17.021557 sec): 3 clusters Score: Raw -27808.019511 + Penalty 666.947217 = -27141.072294 nChanged 18 SP:Iteration 6Q (17.022773 sec): 3 clusters Score: Raw -27823.137658 + Penalty 673.972435 = -27149.165223 nChanged 12 SP:Iteration 7Q (17.023991 sec): 3 clusters Score: Raw -27833.430676 + Penalty 674.944165 = -27158.486511 nChanged 5 SP:Iteration 8Q (17.025245 sec): 3 clusters Score: Raw -27840.151941 + Penalty 674.213003 = -27165.938938 nChanged 2 SP:Iteration 9Q (17.026474 sec): 3 clusters Score: Raw -27842.091489 + Penalty 677.400633 = -27164.690855 nChanged 1 SP:Iteration 10F (17.027710 sec): 3 clusters Score: Raw -27842.400524 + Penalty 677.400633 = -27164.999891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.029233 sec): 2 clusters Score: Raw -10833.714143 + Penalty 395.681753 = -10438.032390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.029831 sec): 3 clusters Score: Raw -10717.139784 + Penalty 790.770144 = -9926.369640 nChanged 63 SP:Iteration 1F (17.030419 sec): 3 clusters Score: Raw -10770.647636 + Penalty 785.837080 = -9984.810555 nChanged 28 SP:Iteration 2F (17.031012 sec): 3 clusters Score: Raw -10798.838827 + Penalty 783.503769 = -10015.335058 nChanged 9 SP:Iteration 3Q (17.031597 sec): 3 clusters Score: Raw -10810.497167 + Penalty 782.628567 = -10027.868600 nChanged 3 SP:Iteration 4Q (17.032178 sec): 3 clusters Score: Raw -10813.039098 + Penalty 780.832256 = -10032.206842 nChanged 4 SP:Iteration 5Q (17.032800 sec): 3 clusters Score: Raw -10814.757907 + Penalty 776.965771 = -10037.792136 nChanged 5 SP:Iteration 6Q (17.033398 sec): 3 clusters Score: Raw -10818.143822 + Penalty 775.189726 = -10042.954096 nChanged 5 SP:Iteration 7Q (17.033994 sec): 3 clusters Score: Raw -10820.723906 + Penalty 772.096128 = -10048.627778 nChanged 5 SP:Iteration 8Q (17.034591 sec): 3 clusters Score: Raw -10824.610488 + Penalty 763.869171 = -10060.741317 nChanged 11 SP:Iteration 9Q (17.035186 sec): 3 clusters Score: Raw -10832.360713 + Penalty 761.738872 = -10070.621841 nChanged 10 SP:Iteration 10F (17.035791 sec): 3 clusters Score: Raw -10837.724340 + Penalty 766.931850 = -10070.792490 nChanged 6 SP:Iteration 11Q (17.036374 sec): 3 clusters Score: Raw -10843.383991 + Penalty 776.471101 = -10066.912890 nChanged 8 SP:Iteration 12F (17.036959 sec): 3 clusters Score: Raw -10848.404865 + Penalty 782.357827 = -10066.047038 nChanged 4 SP:Iteration 13F (17.037544 sec): 3 clusters Score: Raw -10850.051404 + Penalty 777.226509 = -10072.824895 nChanged 3 SP:Iteration 14Q (17.038105 sec): 3 clusters Score: Raw -10851.659403 + Penalty 780.003179 = -10071.656224 nChanged 3 SP:Iteration 15F (17.038690 sec): 3 clusters Score: Raw -10852.725647 + Penalty 783.247051 = -10069.478596 nChanged 1 SP:Iteration 16F (17.039274 sec): 3 clusters Score: Raw -10852.956996 + Penalty 781.156695 = -10071.800301 nChanged 1 SP:Iteration 17Q (17.039857 sec): 3 clusters Score: Raw -10853.927532 + Penalty 785.148911 = -10068.778621 nChanged 1 SP:Iteration 18F (17.040439 sec): 3 clusters Score: Raw -10854.276660 + Penalty 789.986930 = -10064.289730 nChanged 1 SP:Iteration 19F (17.041020 sec): 3 clusters Score: Raw -10854.382770 + Penalty 789.986930 = -10064.395840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.043015 sec): 2 clusters Score: Raw -4416.038014 + Penalty 266.237789 = -4149.800225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.043452 sec): 3 clusters Score: Raw -4396.566976 + Penalty 532.475578 = -3864.091398 nChanged 26 SP:Iteration 1F (17.043879 sec): 3 clusters Score: Raw -4427.444925 + Penalty 531.527002 = -3895.917923 nChanged 6 SP:Iteration 2F (17.044306 sec): 3 clusters Score: Raw -4435.130314 + Penalty 530.309387 = -3904.820927 nChanged 5 SP:Iteration 3Q (17.044726 sec): 3 clusters Score: Raw -4444.510902 + Penalty 529.648571 = -3914.862332 nChanged 2 SP:Iteration 4Q (17.045143 sec): 3 clusters Score: Raw -4445.869514 + Penalty 529.289363 = -3916.580151 nChanged 2 SP:Iteration 5Q (17.045559 sec): 3 clusters Score: Raw -4447.805708 + Penalty 531.324389 = -3916.481320 nChanged 2 SP:Iteration 6F (17.045984 sec): 3 clusters Score: Raw -4457.444223 + Penalty 530.129510 = -3927.314713 nChanged 1 SP:Iteration 7Q (17.046397 sec): 3 clusters Score: Raw -4457.661112 + Penalty 530.129510 = -3927.531602 nChanged 0 SP:Iteration 8F (17.046821 sec): 3 clusters Score: Raw -4457.661112 + Penalty 530.129510 = -3927.531602 nChanged 0 Deleting Class 19 (436 points): Lose 1279.482489 but Gain 1299.189437 Iteration 81F (17.310959 sec): 22 clusters Score: Raw -1059686.931218 + Penalty 11773.165147 = -1047913.766071 nChanged 480 Iteration 82F (17.551069 sec): 22 clusters Score: Raw -1060357.279384 + Penalty 11770.990768 = -1048586.288616 nChanged 27 Iteration 83Q (17.606601 sec): 22 clusters Score: Raw -1060362.096302 + Penalty 11767.392190 = -1048594.704112 nChanged 12 Iteration 84Q (17.664967 sec): 22 clusters Score: Raw -1060377.985370 + Penalty 11764.022205 = -1048613.963165 nChanged 10 Iteration 85Q (17.719955 sec): 22 clusters Score: Raw -1060379.848707 + Penalty 11764.226383 = -1048615.622324 nChanged 4 Iteration 86Q (17.774968 sec): 22 clusters Score: Raw -1060380.160545 + Penalty 11763.280014 = -1048616.880531 nChanged 3 Iteration 87Q (17.829660 sec): 22 clusters Score: Raw -1060381.198887 + Penalty 11763.227048 = -1048617.971839 nChanged 1 Iteration 88Q (17.884867 sec): 22 clusters Score: Raw -1060381.349863 + Penalty 11763.227048 = -1048618.122815 nChanged 0 Iteration 89F (18.126277 sec): 22 clusters Score: Raw -1060381.349863 + Penalty 11763.227048 = -1048618.122815 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 -1060381.349863 + Penalty 11763.227048 = -1048618.122815Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.168383 sec): 2 clusters Score: Raw -10018.064883 + Penalty 33.289595 = -9984.775288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.169041 sec): 3 clusters Score: Raw -9859.484397 + Penalty 66.952774 = -9792.531624 nChanged 134 SP:Iteration 1F (18.169707 sec): 3 clusters Score: Raw -9971.239419 + Penalty 67.905713 = -9903.333706 nChanged 28 SP:Iteration 2F (18.170365 sec): 3 clusters Score: Raw -9985.520896 + Penalty 68.137440 = -9917.383456 nChanged 17 SP:Iteration 3F (18.171015 sec): 3 clusters Score: Raw -9997.385302 + Penalty 68.196018 = -9929.189284 nChanged 11 SP:Iteration 4Q (18.171657 sec): 3 clusters Score: Raw -10002.227116 + Penalty 68.116762 = -9934.110354 nChanged 8 SP:Iteration 5Q (18.172305 sec): 3 clusters Score: Raw -10005.670018 + Penalty 67.482240 = -9938.187778 nChanged 8 SP:Iteration 6Q (18.172989 sec): 3 clusters Score: Raw -10009.727171 + Penalty 67.055667 = -9942.671505 nChanged 6 SP:Iteration 7Q (18.173637 sec): 3 clusters Score: Raw -10011.695148 + Penalty 66.754117 = -9944.941032 nChanged 5 SP:Iteration 8Q (18.174186 sec): 3 clusters Score: Raw -10014.272953 + Penalty 66.475919 = -9947.797034 nChanged 4 SP:Iteration 9Q (18.174734 sec): 3 clusters Score: Raw -10016.272761 + Penalty 65.957640 = -9950.315121 nChanged 8 SP:Iteration 10F (18.175306 sec): 3 clusters Score: Raw -10018.860836 + Penalty 65.829501 = -9953.031336 nChanged 4 SP:Iteration 11Q (18.175857 sec): 3 clusters Score: Raw -10019.456082 + Penalty 65.709400 = -9953.746682 nChanged 2 SP:Iteration 12Q (18.176408 sec): 3 clusters Score: Raw -10019.637449 + Penalty 65.539169 = -9954.098280 nChanged 3 SP:Iteration 13Q (18.176960 sec): 3 clusters Score: Raw -10019.935925 + Penalty 65.375025 = -9954.560901 nChanged 3 SP:Iteration 14Q (18.177515 sec): 3 clusters Score: Raw -10020.581967 + Penalty 65.168721 = -9955.413245 nChanged 4 SP:Iteration 15Q (18.178072 sec): 3 clusters Score: Raw -10021.661175 + Penalty 64.974322 = -9956.686853 nChanged 4 SP:Iteration 16Q (18.178629 sec): 3 clusters Score: Raw -10023.434389 + Penalty 64.791181 = -9958.643208 nChanged 4 SP:Iteration 17Q (18.179184 sec): 3 clusters Score: Raw -10024.311102 + Penalty 64.703657 = -9959.607445 nChanged 2 SP:Iteration 18Q (18.179734 sec): 3 clusters Score: Raw -10024.834755 + Penalty 64.496164 = -9960.338592 nChanged 5 SP:Iteration 19Q (18.180292 sec): 3 clusters Score: Raw -10028.461691 + Penalty 64.267642 = -9964.194050 nChanged 6 SP:Iteration 20F (18.180864 sec): 3 clusters Score: Raw -10030.781519 + Penalty 64.093593 = -9966.687926 nChanged 5 SP:Iteration 21Q (18.181409 sec): 3 clusters Score: Raw -10031.978079 + Penalty 63.937408 = -9968.040671 nChanged 4 SP:Iteration 22Q (18.181954 sec): 3 clusters Score: Raw -10032.589813 + Penalty 63.844740 = -9968.745073 nChanged 3 SP:Iteration 23Q (18.182500 sec): 3 clusters Score: Raw -10033.049518 + Penalty 63.757152 = -9969.292366 nChanged 3 SP:Iteration 24Q (18.183046 sec): 3 clusters Score: Raw -10033.868001 + Penalty 63.674684 = -9970.193318 nChanged 3 SP:Iteration 25Q (18.183594 sec): 3 clusters Score: Raw -10035.147774 + Penalty 63.611303 = -9971.536471 nChanged 2 SP:Iteration 26Q (18.184140 sec): 3 clusters Score: Raw -10035.374793 + Penalty 63.585853 = -9971.788940 nChanged 1 SP:Iteration 27Q (18.184687 sec): 3 clusters Score: Raw -10035.474446 + Penalty 63.585853 = -9971.888593 nChanged 0 SP:Iteration 28F (18.185265 sec): 3 clusters Score: Raw -10035.474446 + Penalty 63.585853 = -9971.888593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.188065 sec): 2 clusters Score: Raw -24198.893925 + Penalty 217.043983 = -23981.849942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.189214 sec): 3 clusters Score: Raw -23886.442222 + Penalty 429.354122 = -23457.088100 nChanged 201 SP:Iteration 1F (18.190323 sec): 3 clusters Score: Raw -23990.139681 + Penalty 425.293071 = -23564.846610 nChanged 77 SP:Iteration 2F (18.191427 sec): 3 clusters Score: Raw -24038.326993 + Penalty 417.765300 = -23620.561693 nChanged 47 SP:Iteration 3F (18.192545 sec): 3 clusters Score: Raw -24075.515581 + Penalty 406.247962 = -23669.267619 nChanged 48 SP:Iteration 4F (18.193647 sec): 3 clusters Score: Raw -24124.119741 + Penalty 400.617642 = -23723.502099 nChanged 37 SP:Iteration 5F (18.194747 sec): 3 clusters Score: Raw -24162.557796 + Penalty 453.900168 = -23708.657628 nChanged 23 SP:Iteration 6F (18.195839 sec): 3 clusters Score: Raw -24187.251958 + Penalty 546.543608 = -23640.708350 nChanged 9 SP:Iteration 7F (18.196944 sec): 3 clusters Score: Raw -24200.004194 + Penalty 561.807821 = -23638.196373 nChanged 1 SP:Iteration 8F (18.198068 sec): 3 clusters Score: Raw -24200.241975 + Penalty 561.807821 = -23638.434154 nChanged 0 Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 3 (7206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.228711 sec): 2 clusters Score: Raw -272540.916239 + Penalty 51.508689 = -272489.407550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.242316 sec): 3 clusters Score: Raw -267770.317534 + Penalty 102.263015 = -267668.054519 nChanged 3565 SP:Iteration 1F (18.255768 sec): 3 clusters Score: Raw -271622.723296 + Penalty 102.224527 = -271520.498769 nChanged 382 SP:Iteration 2F (18.269042 sec): 3 clusters Score: Raw -271859.720250 + Penalty 102.358360 = -271757.361890 nChanged 258 SP:Iteration 3Q (18.282572 sec): 3 clusters Score: Raw -271975.565798 + Penalty 102.463047 = -271873.102751 nChanged 187 SP:Iteration 4Q (18.296053 sec): 3 clusters Score: Raw -272041.360163 + Penalty 102.667775 = -271938.692388 nChanged 167 SP:Iteration 5Q (18.309531 sec): 3 clusters Score: Raw -272098.964938 + Penalty 102.852536 = -271996.112403 nChanged 144 SP:Iteration 6Q (18.322603 sec): 3 clusters Score: Raw -272140.942121 + Penalty 103.078077 = -272037.864044 nChanged 157 SP:Iteration 7Q (18.335619 sec): 3 clusters Score: Raw -272189.337207 + Penalty 103.376676 = -272085.960531 nChanged 184 SP:Iteration 8Q (18.348447 sec): 3 clusters Score: Raw -272248.169347 + Penalty 103.715802 = -272144.453545 nChanged 186 SP:Iteration 9Q (18.361223 sec): 3 clusters Score: Raw -272309.571078 + Penalty 104.172902 = -272205.398176 nChanged 211 SP:Iteration 10F (18.374520 sec): 3 clusters Score: Raw -272384.940908 + Penalty 104.559601 = -272280.381306 nChanged 195 SP:Iteration 11Q (18.387343 sec): 3 clusters Score: Raw -272453.238804 + Penalty 104.972592 = -272348.266212 nChanged 180 SP:Iteration 12Q (18.399686 sec): 3 clusters Score: Raw -272512.692941 + Penalty 105.445158 = -272407.247783 nChanged 166 SP:Iteration 13Q (18.411819 sec): 3 clusters Score: Raw -272565.302569 + Penalty 105.790123 = -272459.512446 nChanged 150 SP:Iteration 14Q (18.424063 sec): 3 clusters Score: Raw -272606.443521 + Penalty 106.303197 = -272500.140324 nChanged 120 SP:Iteration 15Q (18.436187 sec): 3 clusters Score: Raw -272633.305152 + Penalty 106.651337 = -272526.653815 nChanged 105 SP:Iteration 16Q (18.448167 sec): 3 clusters Score: Raw -272652.021626 + Penalty 106.775862 = -272545.245764 nChanged 89 SP:Iteration 17Q (18.460007 sec): 3 clusters Score: Raw -272667.508652 + Penalty 107.278598 = -272560.230054 nChanged 86 SP:Iteration 18Q (18.471828 sec): 3 clusters Score: Raw -272682.628005 + Penalty 107.656517 = -272574.971488 nChanged 72 SP:Iteration 19Q (18.484098 sec): 3 clusters Score: Raw -272693.178206 + Penalty 107.893301 = -272585.284906 nChanged 62 SP:Iteration 20F (18.497316 sec): 3 clusters Score: Raw -272701.281040 + Penalty 108.225580 = -272593.055461 nChanged 46 SP:Iteration 21Q (18.509106 sec): 3 clusters Score: Raw -272705.531834 + Penalty 108.480773 = -272597.051061 nChanged 33 SP:Iteration 22Q (18.520740 sec): 3 clusters Score: Raw -272708.090375 + Penalty 108.634634 = -272599.455741 nChanged 20 SP:Iteration 23Q (18.532540 sec): 3 clusters Score: Raw -272709.778272 + Penalty 108.726378 = -272601.051894 nChanged 20 SP:Iteration 24Q (18.544004 sec): 3 clusters Score: Raw -272711.158778 + Penalty 108.845605 = -272602.313174 nChanged 14 SP:Iteration 25Q (18.555499 sec): 3 clusters Score: Raw -272711.974467 + Penalty 108.924017 = -272603.050450 nChanged 10 SP:Iteration 26Q (18.567302 sec): 3 clusters Score: Raw -272712.378948 + Penalty 108.992652 = -272603.386296 nChanged 9 SP:Iteration 27Q (18.578969 sec): 3 clusters Score: Raw -272712.521854 + Penalty 109.001471 = -272603.520383 nChanged 1 SP:Iteration 28Q (18.590854 sec): 3 clusters Score: Raw -272712.535333 + Penalty 109.019146 = -272603.516187 nChanged 2 SP:Iteration 29F (18.603867 sec): 3 clusters Score: Raw -272712.552881 + Penalty 109.032544 = -272603.520337 nChanged 2 SP:Iteration 30F (18.616813 sec): 3 clusters Score: Raw -272712.569725 + Penalty 109.050310 = -272603.519415 nChanged 2 SP:Iteration 31F (18.629967 sec): 3 clusters Score: Raw -272712.597625 + Penalty 109.065937 = -272603.531688 nChanged 3 SP:Iteration 32Q (18.641532 sec): 3 clusters Score: Raw -272712.651973 + Penalty 109.083807 = -272603.568166 nChanged 2 SP:Iteration 33Q (18.653018 sec): 3 clusters Score: Raw -272712.697829 + Penalty 109.110708 = -272603.587121 nChanged 3 SP:Iteration 34Q (18.664549 sec): 3 clusters Score: Raw -272712.787114 + Penalty 109.128704 = -272603.658409 nChanged 2 SP:Iteration 35Q (18.676079 sec): 3 clusters Score: Raw -272712.823408 + Penalty 109.136727 = -272603.686680 nChanged 2 SP:Iteration 36Q (18.687954 sec): 3 clusters Score: Raw -272712.862311 + Penalty 109.145761 = -272603.716550 nChanged 1 SP:Iteration 37Q (18.699570 sec): 3 clusters Score: Raw -272712.870520 + Penalty 109.154807 = -272603.715713 nChanged 1 SP:Iteration 38F (18.712654 sec): 3 clusters Score: Raw -272712.879163 + Penalty 109.154807 = -272603.724356 nChanged 0 Score: Raw -1077383.091794 + Penalty 11828.350614 = -1065554.741180 Splitting cluster 3 changes total score from -1048618.122815 to -1065554.741180 So it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.963844 sec): 2 clusters Score: Raw -2928.434382 + Penalty 439.581377 = -2488.853006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.964200 sec): 3 clusters Score: Raw -2995.527392 + Penalty 872.259208 = -2123.268185 nChanged 10 SP:Iteration 1F (18.964542 sec): 3 clusters Score: Raw -3038.884952 + Penalty 873.115598 = -2165.769355 nChanged 1 SP:Iteration 2Q (18.964865 sec): 3 clusters Score: Raw -3041.962042 + Penalty 873.115598 = -2168.846444 nChanged 0 SP:Iteration 3F (18.965206 sec): 3 clusters Score: Raw -3041.962042 + Penalty 873.115598 = -2168.846444 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 5 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.978486 sec): 2 clusters Score: Raw -170934.705495 + Penalty 788.846090 = -170145.859406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.984549 sec): 3 clusters Score: Raw -169155.698201 + Penalty 1569.627069 = -167586.071132 nChanged 1306 SP:Iteration 1F (18.990430 sec): 3 clusters Score: Raw -170233.906441 + Penalty 1573.592140 = -168660.314301 nChanged 498 SP:Iteration 2F (18.996310 sec): 3 clusters Score: Raw -170831.373842 + Penalty 1593.665114 = -169237.708728 nChanged 288 SP:Iteration 3F (19.001970 sec): 3 clusters Score: Raw -171092.820926 + Penalty 1619.638204 = -169473.182722 nChanged 165 SP:Iteration 4F (19.007511 sec): 3 clusters Score: Raw -171237.573702 + Penalty 1636.367634 = -169601.206068 nChanged 108 SP:Iteration 5Q (19.013112 sec): 3 clusters Score: Raw -171308.074995 + Penalty 1648.905882 = -169659.169113 nChanged 68 SP:Iteration 6Q (19.018671 sec): 3 clusters Score: Raw -171345.337484 + Penalty 1657.404041 = -169687.933443 nChanged 53 SP:Iteration 7Q (19.024108 sec): 3 clusters Score: Raw -171360.996139 + Penalty 1660.848258 = -169700.147880 nChanged 36 SP:Iteration 8Q (19.029655 sec): 3 clusters Score: Raw -171365.120094 + Penalty 1664.142429 = -169700.977665 nChanged 24 SP:Iteration 9Q (19.035159 sec): 3 clusters Score: Raw -171365.079317 + Penalty 1666.965300 = -169698.114017 nChanged 16 SP:Iteration 10F (19.040821 sec): 3 clusters Score: Raw -171364.547097 + Penalty 1669.845222 = -169694.701875 nChanged 13 SP:Iteration 11F (19.046427 sec): 3 clusters Score: Raw -171362.167531 + Penalty 1671.983906 = -169690.183625 nChanged 13 SP:Iteration 12F (19.051898 sec): 3 clusters Score: Raw -171359.524951 + Penalty 1674.410672 = -169685.114279 nChanged 8 SP:Iteration 13F (19.057353 sec): 3 clusters Score: Raw -171356.926113 + Penalty 1677.855812 = -169679.070302 nChanged 5 SP:Iteration 14F (19.062886 sec): 3 clusters Score: Raw -171355.363526 + Penalty 1679.733403 = -169675.630122 nChanged 3 SP:Iteration 15F (19.068532 sec): 3 clusters Score: Raw -171354.887070 + Penalty 1681.007458 = -169673.879612 nChanged 4 SP:Iteration 16F (19.074005 sec): 3 clusters Score: Raw -171352.970541 + Penalty 1683.188249 = -169669.782292 nChanged 5 SP:Iteration 17F (19.079500 sec): 3 clusters Score: Raw -171352.182086 + Penalty 1684.727436 = -169667.454651 nChanged 6 SP:Iteration 18F (19.085129 sec): 3 clusters Score: Raw -171350.374177 + Penalty 1689.571901 = -169660.802276 nChanged 9 SP:Iteration 19F (19.090737 sec): 3 clusters Score: Raw -171350.179789 + Penalty 1690.707135 = -169659.472654 nChanged 6 SP:Iteration 20F (19.096266 sec): 3 clusters Score: Raw -171347.798783 + Penalty 1693.878518 = -169653.920265 nChanged 5 SP:Iteration 21F (19.102065 sec): 3 clusters Score: Raw -171348.847584 + Penalty 1696.597510 = -169652.250074 nChanged 6 SP:Iteration 22F (19.107522 sec): 3 clusters Score: Raw -171347.876938 + Penalty 1696.773573 = -169651.103365 nChanged 3 SP:Iteration 23F (19.113045 sec): 3 clusters Score: Raw -171347.622259 + Penalty 1696.063338 = -169651.558921 nChanged 2 SP:Iteration 24Q (19.118231 sec): 3 clusters Score: Raw -171346.264310 + Penalty 1695.879782 = -169650.384528 nChanged 1 SP:Iteration 25F (19.123684 sec): 3 clusters Score: Raw -171345.716146 + Penalty 1695.879782 = -169649.836364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.126363 sec): 2 clusters Score: Raw -7859.076264 + Penalty 62.951422 = -7796.124842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.126937 sec): 3 clusters Score: Raw -7779.993660 + Penalty 132.319930 = -7647.673730 nChanged 80 SP:Iteration 1F (19.127473 sec): 3 clusters Score: Raw -7872.072451 + Penalty 132.094729 = -7739.977722 nChanged 19 SP:Iteration 2F (19.128030 sec): 3 clusters Score: Raw -7897.023447 + Penalty 132.440246 = -7764.583200 nChanged 11 SP:Iteration 3F (19.128595 sec): 3 clusters Score: Raw -7905.603384 + Penalty 131.618892 = -7773.984492 nChanged 4 SP:Iteration 4Q (19.129153 sec): 3 clusters Score: Raw -7908.895017 + Penalty 131.258997 = -7777.636020 nChanged 2 SP:Iteration 5Q (19.129710 sec): 3 clusters Score: Raw -7909.966261 + Penalty 131.134197 = -7778.832064 nChanged 1 SP:Iteration 6Q (19.130261 sec): 3 clusters Score: Raw -7910.808794 + Penalty 131.843708 = -7778.965085 nChanged 3 SP:Iteration 7Q (19.130814 sec): 3 clusters Score: Raw -7911.589030 + Penalty 131.843708 = -7779.745322 nChanged 0 SP:Iteration 8F (19.131369 sec): 3 clusters Score: Raw -7911.589030 + Penalty 131.843708 = -7779.745322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.132673 sec): 2 clusters Score: Raw -2204.762139 + Penalty 29.685140 = -2175.076999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.132924 sec): 3 clusters Score: Raw -2179.662375 + Penalty 59.525317 = -2120.137058 nChanged 21 SP:Iteration 1F (19.133175 sec): 3 clusters Score: Raw -2195.255472 + Penalty 58.462666 = -2136.792806 nChanged 5 SP:Iteration 2F (19.133425 sec): 3 clusters Score: Raw -2200.934344 + Penalty 57.713332 = -2143.221012 nChanged 4 SP:Iteration 3F (19.133675 sec): 3 clusters Score: Raw -2204.527035 + Penalty 57.713332 = -2146.813703 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.140620 sec): 2 clusters Score: Raw -93915.192759 + Penalty 331.555584 = -93583.637175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.144381 sec): 3 clusters Score: Raw -92722.467081 + Penalty 709.318130 = -92013.148950 nChanged 814 SP:Iteration 1F (19.148209 sec): 3 clusters Score: Raw -93459.347921 + Penalty 786.090336 = -92673.257585 nChanged 294 SP:Iteration 2F (19.152018 sec): 3 clusters Score: Raw -93803.781862 + Penalty 856.054564 = -92947.727299 nChanged 158 SP:Iteration 3F (19.155858 sec): 3 clusters Score: Raw -93938.521139 + Penalty 906.131089 = -93032.390050 nChanged 75 SP:Iteration 4Q (19.159536 sec): 3 clusters Score: Raw -93973.954456 + Penalty 944.055143 = -93029.899313 nChanged 40 SP:Iteration 5F (19.163379 sec): 3 clusters Score: Raw -93989.357482 + Penalty 968.814768 = -93020.542714 nChanged 24 SP:Iteration 6F (19.167522 sec): 3 clusters Score: Raw -93997.314259 + Penalty 997.031884 = -93000.282375 nChanged 14 SP:Iteration 7F (19.171371 sec): 3 clusters Score: Raw -93998.579844 + Penalty 1016.035377 = -92982.544468 nChanged 11 SP:Iteration 8F (19.175206 sec): 3 clusters Score: Raw -94001.115914 + Penalty 1048.839832 = -92952.276082 nChanged 11 SP:Iteration 9F (19.179046 sec): 3 clusters Score: Raw -94005.281664 + Penalty 1083.422618 = -92921.859045 nChanged 10 SP:Iteration 10F (19.182966 sec): 3 clusters Score: Raw -94013.118554 + Penalty 1118.560529 = -92894.558025 nChanged 7 SP:Iteration 11F (19.186895 sec): 3 clusters Score: Raw -94019.905766 + Penalty 1142.892142 = -92877.013624 nChanged 7 SP:Iteration 12F (19.190818 sec): 3 clusters Score: Raw -94026.538558 + Penalty 1150.006079 = -92876.532479 nChanged 4 SP:Iteration 13F (19.194739 sec): 3 clusters Score: Raw -94027.924591 + Penalty 1159.287785 = -92868.636806 nChanged 5 SP:Iteration 14F (19.198717 sec): 3 clusters Score: Raw -94029.631226 + Penalty 1159.140011 = -92870.491215 nChanged 3 SP:Iteration 15Q (19.202227 sec): 3 clusters Score: Raw -94031.913630 + Penalty 1162.552576 = -92869.361054 nChanged 2 SP:Iteration 16F (19.206162 sec): 3 clusters Score: Raw -94031.520660 + Penalty 1162.978643 = -92868.542017 nChanged 1 SP:Iteration 17F (19.210009 sec): 3 clusters Score: Raw -94032.788997 + Penalty 1163.777500 = -92869.011497 nChanged 1 SP:Iteration 18Q (19.213214 sec): 3 clusters Score: Raw -94034.124603 + Penalty 1163.777500 = -92870.347103 nChanged 0 SP:Iteration 19F (19.217169 sec): 3 clusters Score: Raw -94034.124603 + Penalty 1163.777500 = -92870.347103 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 9 (3351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.234088 sec): 2 clusters Score: Raw -173347.735016 + Penalty 541.370842 = -172806.364174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.240735 sec): 3 clusters Score: Raw -171285.107917 + Penalty 1072.217132 = -170212.890785 nChanged 1495 SP:Iteration 1F (19.247396 sec): 3 clusters Score: Raw -172702.595674 + Penalty 1073.073112 = -171629.522562 nChanged 417 SP:Iteration 2F (19.254145 sec): 3 clusters Score: Raw -173037.335997 + Penalty 1076.562586 = -171960.773412 nChanged 237 SP:Iteration 3F (19.260755 sec): 3 clusters Score: Raw -173194.967665 + Penalty 1083.416855 = -172111.550811 nChanged 149 SP:Iteration 4Q (19.267512 sec): 3 clusters Score: Raw -173258.443881 + Penalty 1088.519735 = -172169.924146 nChanged 85 SP:Iteration 5Q (19.274160 sec): 3 clusters Score: Raw -173287.964860 + Penalty 1092.618972 = -172195.345888 nChanged 71 SP:Iteration 6Q (19.280896 sec): 3 clusters Score: Raw -173311.322113 + Penalty 1095.586609 = -172215.735504 nChanged 52 SP:Iteration 7Q (19.287689 sec): 3 clusters Score: Raw -173327.532405 + Penalty 1100.385612 = -172227.146794 nChanged 41 SP:Iteration 8Q (19.294444 sec): 3 clusters Score: Raw -173339.121710 + Penalty 1104.751291 = -172234.370419 nChanged 34 SP:Iteration 9Q (19.301110 sec): 3 clusters Score: Raw -173347.843391 + Penalty 1107.335543 = -172240.507847 nChanged 25 SP:Iteration 10F (19.308088 sec): 3 clusters Score: Raw -173356.520486 + Penalty 1110.599631 = -172245.920855 nChanged 30 SP:Iteration 11Q (19.315054 sec): 3 clusters Score: Raw -173368.765059 + Penalty 1112.550492 = -172256.214567 nChanged 26 SP:Iteration 12Q (19.322128 sec): 3 clusters Score: Raw -173379.097546 + Penalty 1116.164691 = -172262.932855 nChanged 37 SP:Iteration 13Q (19.328941 sec): 3 clusters Score: Raw -173393.577978 + Penalty 1117.660285 = -172275.917693 nChanged 25 SP:Iteration 14Q (19.335598 sec): 3 clusters Score: Raw -173404.943212 + Penalty 1118.441685 = -172286.501527 nChanged 24 SP:Iteration 15Q (19.342504 sec): 3 clusters Score: Raw -173416.588252 + Penalty 1119.118864 = -172297.469387 nChanged 23 SP:Iteration 16Q (19.349044 sec): 3 clusters Score: Raw -173425.042280 + Penalty 1119.951306 = -172305.090974 nChanged 24 SP:Iteration 17Q (19.355571 sec): 3 clusters Score: Raw -173431.638031 + Penalty 1118.447315 = -172313.190716 nChanged 18 SP:Iteration 18Q (19.361926 sec): 3 clusters Score: Raw -173440.134501 + Penalty 1116.707375 = -172323.427126 nChanged 15 SP:Iteration 19Q (19.368278 sec): 3 clusters Score: Raw -173443.710656 + Penalty 1115.525622 = -172328.185034 nChanged 12 SP:Iteration 20F (19.375067 sec): 3 clusters Score: Raw -173450.677904 + Penalty 1113.049387 = -172337.628517 nChanged 16 SP:Iteration 21Q (19.381348 sec): 3 clusters Score: Raw -173453.768161 + Penalty 1111.933900 = -172341.834261 nChanged 10 SP:Iteration 22Q (19.387687 sec): 3 clusters Score: Raw -173455.604842 + Penalty 1111.500388 = -172344.104455 nChanged 9 SP:Iteration 23Q (19.394042 sec): 3 clusters Score: Raw -173455.463121 + Penalty 1109.475794 = -172345.987327 nChanged 12 SP:Iteration 24Q (19.400311 sec): 3 clusters Score: Raw -173455.143689 + Penalty 1107.777695 = -172347.365995 nChanged 8 SP:Iteration 25Q (19.406741 sec): 3 clusters Score: Raw -173455.313119 + Penalty 1105.018660 = -172350.294459 nChanged 8 SP:Iteration 26Q (19.412895 sec): 3 clusters Score: Raw -173456.731575 + Penalty 1102.969958 = -172353.761618 nChanged 9 SP:Iteration 27Q (19.419123 sec): 3 clusters Score: Raw -173458.821960 + Penalty 1103.013059 = -172355.808901 nChanged 13 SP:Iteration 28Q (19.425315 sec): 3 clusters Score: Raw -173459.839860 + Penalty 1102.977441 = -172356.862419 nChanged 15 SP:Iteration 29Q (19.431411 sec): 3 clusters Score: Raw -173460.953950 + Penalty 1103.357546 = -172357.596404 nChanged 11 SP:Iteration 30F (19.438147 sec): 3 clusters Score: Raw -173462.118583 + Penalty 1102.049927 = -172360.068656 nChanged 7 SP:Iteration 31Q (19.444257 sec): 3 clusters Score: Raw -173461.996398 + Penalty 1102.130690 = -172359.865709 nChanged 8 SP:Iteration 32F (19.451044 sec): 3 clusters Score: Raw -173461.196870 + Penalty 1101.271647 = -172359.925223 nChanged 6 SP:Iteration 33Q (19.457221 sec): 3 clusters Score: Raw -173460.647526 + Penalty 1100.342073 = -172360.305453 nChanged 4 SP:Iteration 34Q (19.463260 sec): 3 clusters Score: Raw -173460.759815 + Penalty 1100.342073 = -172360.417742 nChanged 0 SP:Iteration 35F (19.470008 sec): 3 clusters Score: Raw -173460.759815 + Penalty 1100.342073 = -172360.417742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.481747 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.486655 sec): 3 clusters Score: Raw -169000.169985 + Penalty 2154.539135 = -166845.630850 nChanged 964 SP:Iteration 1F (19.491637 sec): 3 clusters Score: Raw -169662.441133 + Penalty 2155.147977 = -167507.293155 nChanged 245 SP:Iteration 2F (19.496509 sec): 3 clusters Score: Raw -169846.837696 + Penalty 2155.968623 = -167690.869073 nChanged 200 SP:Iteration 3F (19.501342 sec): 3 clusters Score: Raw -170006.861349 + Penalty 2155.775129 = -167851.086220 nChanged 168 SP:Iteration 4F (19.506239 sec): 3 clusters Score: Raw -170153.660496 + Penalty 2156.264467 = -167997.396029 nChanged 145 SP:Iteration 5F (19.510994 sec): 3 clusters Score: Raw -170276.398427 + Penalty 2156.251224 = -168120.147203 nChanged 125 SP:Iteration 6F (19.515880 sec): 3 clusters Score: Raw -170360.766104 + Penalty 2156.514930 = -168204.251174 nChanged 86 SP:Iteration 7Q (19.520642 sec): 3 clusters Score: Raw -170416.960156 + Penalty 2155.924143 = -168261.036012 nChanged 68 SP:Iteration 8Q (19.525285 sec): 3 clusters Score: Raw -170449.782467 + Penalty 2154.986379 = -168294.796087 nChanged 56 SP:Iteration 9Q (19.529768 sec): 3 clusters Score: Raw -170480.226114 + Penalty 2154.290067 = -168325.936048 nChanged 40 SP:Iteration 10F (19.534419 sec): 3 clusters Score: Raw -170503.738458 + Penalty 2154.611514 = -168349.126944 nChanged 34 SP:Iteration 11Q (19.538858 sec): 3 clusters Score: Raw -170515.858469 + Penalty 2154.375022 = -168361.483447 nChanged 22 SP:Iteration 12Q (19.543237 sec): 3 clusters Score: Raw -170531.109538 + Penalty 2153.597849 = -168377.511688 nChanged 17 SP:Iteration 13Q (19.547709 sec): 3 clusters Score: Raw -170545.385611 + Penalty 2153.175982 = -168392.209629 nChanged 20 SP:Iteration 14Q (19.552097 sec): 3 clusters Score: Raw -170550.756811 + Penalty 2154.006693 = -168396.750118 nChanged 16 SP:Iteration 15Q (19.556423 sec): 3 clusters Score: Raw -170553.006690 + Penalty 2153.539360 = -168399.467330 nChanged 9 SP:Iteration 16Q (19.560727 sec): 3 clusters Score: Raw -170555.365536 + Penalty 2153.937175 = -168401.428361 nChanged 10 SP:Iteration 17Q (19.565023 sec): 3 clusters Score: Raw -170553.821379 + Penalty 2154.102867 = -168399.718512 nChanged 7 SP:Iteration 18F (19.569676 sec): 3 clusters Score: Raw -170552.074463 + Penalty 2154.318018 = -168397.756446 nChanged 8 SP:Iteration 19F (19.574512 sec): 3 clusters Score: Raw -170555.701637 + Penalty 2154.194717 = -168401.506920 nChanged 13 SP:Iteration 20F (19.579123 sec): 3 clusters Score: Raw -170563.631408 + Penalty 2153.086109 = -168410.545300 nChanged 18 SP:Iteration 21Q (19.583386 sec): 3 clusters Score: Raw -170571.453599 + Penalty 2152.840513 = -168418.613086 nChanged 19 SP:Iteration 22Q (19.587766 sec): 3 clusters Score: Raw -170577.727857 + Penalty 2152.236860 = -168425.490997 nChanged 17 SP:Iteration 23Q (19.592122 sec): 3 clusters Score: Raw -170582.088067 + Penalty 2152.004782 = -168430.083285 nChanged 19 SP:Iteration 24Q (19.596387 sec): 3 clusters Score: Raw -170583.986167 + Penalty 2151.962769 = -168432.023398 nChanged 9 SP:Iteration 25Q (19.600637 sec): 3 clusters Score: Raw -170583.651538 + Penalty 2151.959243 = -168431.692295 nChanged 10 SP:Iteration 26F (19.605302 sec): 3 clusters Score: Raw -170583.211731 + Penalty 2152.380752 = -168430.830979 nChanged 9 SP:Iteration 27F (19.610117 sec): 3 clusters Score: Raw -170581.106945 + Penalty 2152.193329 = -168428.913616 nChanged 9 SP:Iteration 28F (19.614897 sec): 3 clusters Score: Raw -170580.358012 + Penalty 2152.413238 = -168427.944775 nChanged 9 SP:Iteration 29F (19.619471 sec): 3 clusters Score: Raw -170577.228584 + Penalty 2151.911679 = -168425.316905 nChanged 11 SP:Iteration 30F (19.624069 sec): 3 clusters Score: Raw -170576.233856 + Penalty 2152.583085 = -168423.650771 nChanged 8 SP:Iteration 31F (19.628643 sec): 3 clusters Score: Raw -170573.345469 + Penalty 2152.965167 = -168420.380302 nChanged 10 SP:Iteration 32F (19.633206 sec): 3 clusters Score: Raw -170567.241801 + Penalty 2153.519522 = -168413.722280 nChanged 8 SP:Iteration 33F (19.637777 sec): 3 clusters Score: Raw -170564.821859 + Penalty 2153.365564 = -168411.456295 nChanged 7 SP:Iteration 34F (19.642339 sec): 3 clusters Score: Raw -170564.974870 + Penalty 2153.946414 = -168411.028455 nChanged 8 SP:Iteration 35F (19.646983 sec): 3 clusters Score: Raw -170562.579990 + Penalty 2153.778117 = -168408.801874 nChanged 8 SP:Iteration 36F (19.651605 sec): 3 clusters Score: Raw -170559.979550 + Penalty 2153.057173 = -168406.922377 nChanged 9 SP:Iteration 37F (19.656163 sec): 3 clusters Score: Raw -170554.616894 + Penalty 2152.418257 = -168402.198637 nChanged 6 SP:Iteration 38F (19.660811 sec): 3 clusters Score: Raw -170554.474000 + Penalty 2151.587994 = -168402.886006 nChanged 6 SP:Iteration 39Q (19.664819 sec): 3 clusters Score: Raw -170552.450908 + Penalty 2151.487582 = -168400.963325 nChanged 7 SP:Iteration 40F (19.669376 sec): 3 clusters Score: Raw -170547.006151 + Penalty 2151.825616 = -168395.180535 nChanged 10 SP:Iteration 41F (19.674076 sec): 3 clusters Score: Raw -170540.036843 + Penalty 2152.541711 = -168387.495131 nChanged 8 SP:Iteration 42F (19.678706 sec): 3 clusters Score: Raw -170537.717464 + Penalty 2152.944391 = -168384.773074 nChanged 11 SP:Iteration 43F (19.683248 sec): 3 clusters Score: Raw -170530.615741 + Penalty 2151.766979 = -168378.848761 nChanged 11 SP:Iteration 44F (19.687927 sec): 3 clusters Score: Raw -170524.298706 + Penalty 2152.230277 = -168372.068429 nChanged 9 SP:Iteration 45F (19.692525 sec): 3 clusters Score: Raw -170520.964903 + Penalty 2152.076874 = -168368.888028 nChanged 11 SP:Iteration 46F (19.697085 sec): 3 clusters Score: Raw -170517.766712 + Penalty 2152.041596 = -168365.725116 nChanged 13 SP:Iteration 47F (19.701641 sec): 3 clusters Score: Raw -170510.862776 + Penalty 2152.037468 = -168358.825308 nChanged 15 SP:Iteration 48F (19.706221 sec): 3 clusters Score: Raw -170505.273748 + Penalty 2152.205118 = -168353.068630 nChanged 10 SP:Iteration 49F (19.710899 sec): 3 clusters Score: Raw -170497.040725 + Penalty 2149.731290 = -168347.309435 nChanged 15 SP:Iteration 50F (19.715759 sec): 3 clusters Score: Raw -170488.900985 + Penalty 2147.109385 = -168341.791600 nChanged 26 SP:Iteration 51F (19.720403 sec): 3 clusters Score: Raw -170484.547895 + Penalty 2146.289337 = -168338.258558 nChanged 30 SP:Iteration 52F (19.725004 sec): 3 clusters Score: Raw -170469.392775 + Penalty 2143.537527 = -168325.855248 nChanged 23 SP:Iteration 53F (19.729585 sec): 3 clusters Score: Raw -170460.035437 + Penalty 2144.682257 = -168315.353180 nChanged 26 SP:Iteration 54F (19.734090 sec): 3 clusters Score: Raw -170440.688141 + Penalty 2146.124790 = -168294.563350 nChanged 36 SP:Iteration 55F (19.738578 sec): 3 clusters Score: Raw -170435.134197 + Penalty 2148.425783 = -168286.708414 nChanged 39 SP:Iteration 56F (19.743155 sec): 3 clusters Score: Raw -170454.702939 + Penalty 2194.894071 = -168259.808868 nChanged 30 SP:Iteration 57F (19.747552 sec): 3 clusters Score: Raw -170482.436451 + Penalty 2323.426970 = -168159.009481 nChanged 8 SP:Iteration 58F (19.752167 sec): 3 clusters Score: Raw -170482.112162 + Penalty 1076.989422 = -169405.122740 nChanged 1 SP:Iteration 59Q (19.755602 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 SP:Iteration 60F (19.759054 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.762440 sec): 2 clusters Score: Raw -27777.196757 + Penalty 547.943645 = -27229.253113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.763595 sec): 3 clusters Score: Raw -27414.869137 + Penalty 1089.238384 = -26325.630753 nChanged 183 SP:Iteration 1F (19.764738 sec): 3 clusters Score: Raw -27555.731669 + Penalty 1086.510011 = -26469.221657 nChanged 52 SP:Iteration 2F (19.765874 sec): 3 clusters Score: Raw -27605.542633 + Penalty 1091.847358 = -26513.695275 nChanged 32 SP:Iteration 3F (19.767006 sec): 3 clusters Score: Raw -27644.094484 + Penalty 1103.598592 = -26540.495892 nChanged 31 SP:Iteration 4F (19.768133 sec): 3 clusters Score: Raw -27680.448320 + Penalty 1116.388396 = -26564.059924 nChanged 28 SP:Iteration 5F (19.769255 sec): 3 clusters Score: Raw -27730.905041 + Penalty 1137.287191 = -26593.617850 nChanged 38 SP:Iteration 6F (19.770370 sec): 3 clusters Score: Raw -27795.728122 + Penalty 1169.981624 = -26625.746498 nChanged 39 SP:Iteration 7F (19.771477 sec): 3 clusters Score: Raw -27845.879647 + Penalty 1203.190669 = -26642.688978 nChanged 31 SP:Iteration 8F (19.772574 sec): 3 clusters Score: Raw -27893.270732 + Penalty 1238.948632 = -26654.322100 nChanged 26 SP:Iteration 9F (19.773671 sec): 3 clusters Score: Raw -27960.618218 + Penalty 1262.106561 = -26698.511657 nChanged 18 SP:Iteration 10F (19.774787 sec): 3 clusters Score: Raw -28028.850130 + Penalty 1272.407866 = -26756.442264 nChanged 14 SP:Iteration 11Q (19.775741 sec): 3 clusters Score: Raw -28114.929235 + Penalty 1271.147986 = -26843.781249 nChanged 6 SP:Iteration 12Q (19.776649 sec): 3 clusters Score: Raw -28153.082215 + Penalty 1271.445790 = -26881.636425 nChanged 1 SP:Iteration 13Q (19.777549 sec): 3 clusters Score: Raw -28180.885339 + Penalty 1270.842907 = -26910.042433 nChanged 2 SP:Iteration 14Q (19.778446 sec): 3 clusters Score: Raw -28190.251370 + Penalty 1270.842907 = -26919.408463 nChanged 0 SP:Iteration 15F (19.779531 sec): 3 clusters Score: Raw -28190.251370 + Penalty 1270.842907 = -26919.408463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.780263 sec): 2 clusters Score: Raw -4723.319757 + Penalty 28.902367 = -4694.417390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.780605 sec): 3 clusters Score: Raw -4680.132137 + Penalty 55.006737 = -4625.125399 nChanged 39 SP:Iteration 1F (19.780953 sec): 3 clusters Score: Raw -4728.196106 + Penalty 55.062168 = -4673.133938 nChanged 3 SP:Iteration 2Q (19.781283 sec): 3 clusters Score: Raw -4729.803263 + Penalty 55.232040 = -4674.571222 nChanged 3 SP:Iteration 3Q (19.781611 sec): 3 clusters Score: Raw -4732.853880 + Penalty 55.232040 = -4677.621840 nChanged 0 SP:Iteration 4F (19.781945 sec): 3 clusters Score: Raw -4732.853880 + Penalty 55.232040 = -4677.621840 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.784954 sec): 2 clusters Score: Raw -34813.552866 + Penalty 907.565689 = -33905.987177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.786258 sec): 3 clusters Score: Raw -34379.023056 + Penalty 1816.634170 = -32562.388887 nChanged 182 SP:Iteration 1F (19.787537 sec): 3 clusters Score: Raw -34694.430051 + Penalty 1819.508811 = -32874.921240 nChanged 68 SP:Iteration 2F (19.788830 sec): 3 clusters Score: Raw -34810.979168 + Penalty 1821.270069 = -32989.709099 nChanged 32 SP:Iteration 3F (19.790126 sec): 3 clusters Score: Raw -34855.410426 + Penalty 1822.181523 = -33033.228903 nChanged 20 SP:Iteration 4Q (19.791436 sec): 3 clusters Score: Raw -34882.665273 + Penalty 1822.516801 = -33060.148472 nChanged 13 SP:Iteration 5Q (19.792749 sec): 3 clusters Score: Raw -34900.173815 + Penalty 1822.559122 = -33077.614693 nChanged 5 SP:Iteration 6Q (19.794015 sec): 3 clusters Score: Raw -34906.431414 + Penalty 1822.569414 = -33083.862000 nChanged 4 SP:Iteration 7Q (19.795270 sec): 3 clusters Score: Raw -34914.137593 + Penalty 1822.726878 = -33091.410715 nChanged 3 SP:Iteration 8Q (19.796462 sec): 3 clusters Score: Raw -34920.743278 + Penalty 1822.612976 = -33098.130303 nChanged 2 SP:Iteration 9Q (19.797650 sec): 3 clusters Score: Raw -34923.165583 + Penalty 1822.774662 = -33100.390921 nChanged 1 SP:Iteration 10F (19.798947 sec): 3 clusters Score: Raw -34922.814157 + Penalty 1822.774662 = -33100.039495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.799941 sec): 2 clusters Score: Raw -7140.241702 + Penalty 45.532792 = -7094.708910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.800506 sec): 3 clusters Score: Raw -7053.434662 + Penalty 104.220803 = -6949.213859 nChanged 59 SP:Iteration 1F (19.801049 sec): 3 clusters Score: Raw -7114.255259 + Penalty 95.440579 = -7018.814680 nChanged 27 SP:Iteration 2F (19.801515 sec): 3 clusters Score: Raw -7144.854722 + Penalty 95.071839 = -7049.782883 nChanged 4 SP:Iteration 3Q (19.801980 sec): 3 clusters Score: Raw -7147.521531 + Penalty 94.602491 = -7052.919040 nChanged 2 SP:Iteration 4Q (19.802440 sec): 3 clusters Score: Raw -7148.375808 + Penalty 95.286938 = -7053.088870 nChanged 2 SP:Iteration 5Q (19.802899 sec): 3 clusters Score: Raw -7150.147144 + Penalty 95.192320 = -7054.954824 nChanged 3 SP:Iteration 6Q (19.803389 sec): 3 clusters Score: Raw -7156.685865 + Penalty 95.192320 = -7061.493544 nChanged 0 SP:Iteration 7F (19.803844 sec): 3 clusters Score: Raw -7156.685865 + Penalty 95.192320 = -7061.493544 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.808645 sec): 2 clusters Score: Raw -55950.873446 + Penalty 780.261388 = -55170.612059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.810468 sec): 3 clusters Score: Raw -55342.137922 + Penalty 1559.952123 = -53782.185799 nChanged 312 SP:Iteration 1F (19.812220 sec): 3 clusters Score: Raw -55631.969881 + Penalty 1561.140496 = -54070.829385 nChanged 117 SP:Iteration 2F (19.814035 sec): 3 clusters Score: Raw -55743.346544 + Penalty 1563.637678 = -54179.708866 nChanged 75 SP:Iteration 3F (19.815882 sec): 3 clusters Score: Raw -55818.167975 + Penalty 1568.266118 = -54249.901856 nChanged 60 SP:Iteration 4F (19.817634 sec): 3 clusters Score: Raw -55884.458212 + Penalty 1570.137493 = -54314.320719 nChanged 67 SP:Iteration 5F (19.819342 sec): 3 clusters Score: Raw -55946.614268 + Penalty 1570.651947 = -54375.962321 nChanged 44 SP:Iteration 6Q (19.821028 sec): 3 clusters Score: Raw -55985.202919 + Penalty 1568.064116 = -54417.138803 nChanged 40 SP:Iteration 7Q (19.822709 sec): 3 clusters Score: Raw -56028.350253 + Penalty 1569.955601 = -54458.394652 nChanged 33 SP:Iteration 8Q (19.824439 sec): 3 clusters Score: Raw -56054.270066 + Penalty 1575.309526 = -54478.960540 nChanged 34 SP:Iteration 9Q (19.826345 sec): 3 clusters Score: Raw -56070.667338 + Penalty 1575.474013 = -54495.193326 nChanged 23 SP:Iteration 10F (19.828262 sec): 3 clusters Score: Raw -56071.532945 + Penalty 1573.924035 = -54497.608910 nChanged 15 SP:Iteration 11Q (19.830040 sec): 3 clusters Score: Raw -56070.113237 + Penalty 1571.742712 = -54498.370524 nChanged 15 SP:Iteration 12Q (19.831799 sec): 3 clusters Score: Raw -56068.888387 + Penalty 1571.649338 = -54497.239049 nChanged 15 SP:Iteration 13F (19.833743 sec): 3 clusters Score: Raw -56062.236450 + Penalty 1572.832768 = -54489.403682 nChanged 12 SP:Iteration 14F (19.835694 sec): 3 clusters Score: Raw -56051.358220 + Penalty 1571.320720 = -54480.037500 nChanged 11 SP:Iteration 15F (19.837597 sec): 3 clusters Score: Raw -56045.456168 + Penalty 1564.326031 = -54481.130137 nChanged 9 SP:Iteration 16Q (19.839166 sec): 3 clusters Score: Raw -56042.021800 + Penalty 1558.980574 = -54483.041226 nChanged 6 SP:Iteration 17Q (19.840710 sec): 3 clusters Score: Raw -56045.135925 + Penalty 1549.215076 = -54495.920849 nChanged 5 SP:Iteration 18Q (19.842250 sec): 3 clusters Score: Raw -56041.545779 + Penalty 1547.345008 = -54494.200770 nChanged 2 SP:Iteration 19F (19.844068 sec): 3 clusters Score: Raw -56040.033849 + Penalty 1561.981870 = -54478.051980 nChanged 7 SP:Iteration 20F (19.845883 sec): 3 clusters Score: Raw -56029.761294 + Penalty 1568.178981 = -54461.582312 nChanged 1 SP:Iteration 21F (19.847698 sec): 3 clusters Score: Raw -56030.155310 + Penalty 1569.236439 = -54460.918871 nChanged 1 SP:Iteration 22F (19.849512 sec): 3 clusters Score: Raw -56029.087614 + Penalty 1569.236439 = -54459.851176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.852266 sec): 2 clusters Score: Raw -3650.669057 + Penalty 121.558129 = -3529.110928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.852648 sec): 3 clusters Score: Raw -3623.928189 + Penalty 245.546836 = -3378.381353 nChanged 26 SP:Iteration 1F (19.853014 sec): 3 clusters Score: Raw -3662.113555 + Penalty 265.591746 = -3396.521808 nChanged 12 SP:Iteration 2F (19.853377 sec): 3 clusters Score: Raw -3693.569996 + Penalty 268.252911 = -3425.317086 nChanged 3 SP:Iteration 3Q (19.853727 sec): 3 clusters Score: Raw -3694.990817 + Penalty 268.252911 = -3426.737906 nChanged 0 SP:Iteration 4F (19.854150 sec): 3 clusters Score: Raw -3694.990817 + Penalty 268.252911 = -3426.737906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.855450 sec): 2 clusters Score: Raw -12883.440368 + Penalty 373.230582 = -12510.209786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.856255 sec): 3 clusters Score: Raw -12716.150833 + Penalty 791.191471 = -11924.959362 nChanged 100 SP:Iteration 1F (19.857063 sec): 3 clusters Score: Raw -12861.175422 + Penalty 844.685153 = -12016.490269 nChanged 36 SP:Iteration 2F (19.857857 sec): 3 clusters Score: Raw -12936.739347 + Penalty 886.593239 = -12050.146108 nChanged 26 SP:Iteration 3F (19.858641 sec): 3 clusters Score: Raw -12996.641257 + Penalty 888.233448 = -12108.407809 nChanged 14 SP:Iteration 4Q (19.859373 sec): 3 clusters Score: Raw -13034.126894 + Penalty 880.104215 = -12154.022679 nChanged 10 SP:Iteration 5Q (19.860092 sec): 3 clusters Score: Raw -13055.139120 + Penalty 878.515465 = -12176.623654 nChanged 5 SP:Iteration 6Q (19.860801 sec): 3 clusters Score: Raw -13078.562119 + Penalty 867.438640 = -12211.123479 nChanged 6 SP:Iteration 7Q (19.861495 sec): 3 clusters Score: Raw -13151.547752 + Penalty 857.026922 = -12294.520830 nChanged 7 SP:Iteration 8Q (19.862176 sec): 3 clusters Score: Raw -13198.260657 + Penalty 851.217787 = -12347.042870 nChanged 3 SP:Iteration 9Q (19.862848 sec): 3 clusters Score: Raw -13203.226921 + Penalty 851.217787 = -12352.009134 nChanged 0 SP:Iteration 10F (19.863632 sec): 3 clusters Score: Raw -13203.226921 + Penalty 851.217787 = -12352.009134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.864605 sec): 2 clusters Score: Raw -9493.673799 + Penalty 111.733983 = -9381.939816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.865198 sec): 3 clusters Score: Raw -9317.384376 + Penalty 224.916195 = -9092.468181 nChanged 78 SP:Iteration 1F (19.865774 sec): 3 clusters Score: Raw -9432.843458 + Penalty 228.242468 = -9204.600990 nChanged 43 SP:Iteration 2F (19.866304 sec): 3 clusters Score: Raw -9482.974486 + Penalty 228.073009 = -9254.901477 nChanged 13 SP:Iteration 3F (19.866834 sec): 3 clusters Score: Raw -9500.422164 + Penalty 229.236296 = -9271.185868 nChanged 10 SP:Iteration 4Q (19.867360 sec): 3 clusters Score: Raw -9510.060040 + Penalty 225.898017 = -9284.162023 nChanged 8 SP:Iteration 5Q (19.867854 sec): 3 clusters Score: Raw -9519.597945 + Penalty 219.790004 = -9299.807941 nChanged 4 SP:Iteration 6Q (19.868328 sec): 3 clusters Score: Raw -9526.392144 + Penalty 226.988576 = -9299.403568 nChanged 3 SP:Iteration 7F (19.868834 sec): 3 clusters Score: Raw -9534.582802 + Penalty 230.545577 = -9304.037225 nChanged 2 SP:Iteration 8Q (19.869294 sec): 3 clusters Score: Raw -9536.060243 + Penalty 230.545577 = -9305.514666 nChanged 0 SP:Iteration 9F (19.869796 sec): 3 clusters Score: Raw -9536.060243 + Penalty 230.545577 = -9305.514666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.872107 sec): 2 clusters Score: Raw -27809.525552 + Penalty 342.673255 = -27466.852298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.873454 sec): 3 clusters Score: Raw -27476.853712 + Penalty 706.303937 = -26770.549775 nChanged 242 SP:Iteration 1F (19.874764 sec): 3 clusters Score: Raw -27699.386895 + Penalty 727.337931 = -26972.048964 nChanged 82 SP:Iteration 2F (19.876052 sec): 3 clusters Score: Raw -27794.220120 + Penalty 726.353775 = -27067.866345 nChanged 40 SP:Iteration 3F (19.877311 sec): 3 clusters Score: Raw -27831.594169 + Penalty 720.879430 = -27110.714739 nChanged 20 SP:Iteration 4Q (19.878550 sec): 3 clusters Score: Raw -27853.987178 + Penalty 723.968124 = -27130.019054 nChanged 8 SP:Iteration 5Q (19.879758 sec): 3 clusters Score: Raw -27868.495591 + Penalty 727.199903 = -27141.295688 nChanged 6 SP:Iteration 6Q (19.880875 sec): 3 clusters Score: Raw -27877.189803 + Penalty 730.909860 = -27146.279943 nChanged 2 SP:Iteration 7Q (19.881954 sec): 3 clusters Score: Raw -27882.623843 + Penalty 731.839111 = -27150.784733 nChanged 1 SP:Iteration 8Q (19.883007 sec): 3 clusters Score: Raw -27890.006519 + Penalty 731.839111 = -27158.167408 nChanged 0 SP:Iteration 9F (19.884259 sec): 3 clusters Score: Raw -27890.006519 + Penalty 731.839111 = -27158.167408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.885932 sec): 2 clusters Score: Raw -10833.714143 + Penalty 395.681753 = -10438.032390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.886561 sec): 3 clusters Score: Raw -10728.433338 + Penalty 807.507892 = -9920.925447 nChanged 66 SP:Iteration 1F (19.887168 sec): 3 clusters Score: Raw -10780.603767 + Penalty 823.857557 = -9956.746210 nChanged 27 SP:Iteration 2F (19.887766 sec): 3 clusters Score: Raw -10814.255827 + Penalty 836.879855 = -9977.375972 nChanged 21 SP:Iteration 3F (19.888360 sec): 3 clusters Score: Raw -10843.608336 + Penalty 845.555179 = -9998.053157 nChanged 8 SP:Iteration 4Q (19.888937 sec): 3 clusters Score: Raw -10852.033557 + Penalty 847.731056 = -10004.302501 nChanged 1 SP:Iteration 5Q (19.889516 sec): 3 clusters Score: Raw -10852.856396 + Penalty 847.731056 = -10005.125341 nChanged 0 SP:Iteration 6F (19.890124 sec): 3 clusters Score: Raw -10852.856396 + Penalty 847.731056 = -10005.125341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.891460 sec): 2 clusters Score: Raw -4456.656480 + Penalty 266.322223 = -4190.334257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.891906 sec): 3 clusters Score: Raw -4424.862590 + Penalty 532.871070 = -3891.991520 nChanged 30 SP:Iteration 1F (19.892346 sec): 3 clusters Score: Raw -4472.395557 + Penalty 529.203982 = -3943.191575 nChanged 13 SP:Iteration 2F (19.892785 sec): 3 clusters Score: Raw -4489.966025 + Penalty 529.568864 = -3960.397161 nChanged 3 SP:Iteration 3Q (19.893214 sec): 3 clusters Score: Raw -4492.539220 + Penalty 530.698082 = -3961.841138 nChanged 2 SP:Iteration 4Q (19.893638 sec): 3 clusters Score: Raw -4493.967700 + Penalty 530.172893 = -3963.794807 nChanged 1 SP:Iteration 5Q (19.894065 sec): 3 clusters Score: Raw -4494.172583 + Penalty 530.172893 = -3963.999690 nChanged 0 SP:Iteration 6F (19.894498 sec): 3 clusters Score: Raw -4494.172583 + Penalty 530.172893 = -3963.999690 nChanged 0 Iteration 90F (20.158364 sec): 23 clusters Score: Raw -1060650.920897 + Penalty 11856.477647 = -1048794.443250 nChanged 213 Iteration 91Q (20.217916 sec): 23 clusters Score: Raw -1060807.661177 + Penalty 11874.960880 = -1048932.700297 nChanged 171 Iteration 92Q (20.276024 sec): 23 clusters Score: Raw -1060902.209521 + Penalty 11870.257743 = -1049031.951779 nChanged 103 Iteration 93Q (20.333822 sec): 23 clusters Score: Raw -1060945.896338 + Penalty 11887.872672 = -1049058.023666 nChanged 84 Iteration 94Q (20.390655 sec): 23 clusters Score: Raw -1060970.999535 + Penalty 11889.923246 = -1049081.076289 nChanged 43 Iteration 95Q (20.447092 sec): 23 clusters Score: Raw -1060979.559200 + Penalty 11890.544443 = -1049089.014756 nChanged 30 Iteration 96Q (20.504843 sec): 23 clusters Score: Raw -1060988.865767 + Penalty 11892.785406 = -1049096.080361 nChanged 19 Iteration 97Q (20.560183 sec): 23 clusters Score: Raw -1060990.077540 + Penalty 11896.160055 = -1049093.917485 nChanged 15 Iteration 98F (20.803081 sec): 23 clusters Score: Raw -1060991.704645 + Penalty 11897.854072 = -1049093.850573 nChanged 15 Iteration 99F (21.046740 sec): 23 clusters Score: Raw -1060991.504016 + Penalty 11897.909145 = -1049093.594871 nChanged 14 Iteration 100F (21.289784 sec): 23 clusters Score: Raw -1060995.290226 + Penalty 11901.199520 = -1049094.090706 nChanged 15 Deleting Class 12 (40 points): Lose 58.118270 but Gain 65.435454 Iteration 101Q (21.345445 sec): 22 clusters Score: Raw -1060941.541100 + Penalty 11838.945198 = -1049102.595902 nChanged 54 Iteration 102Q (21.401283 sec): 22 clusters Score: Raw -1061004.649067 + Penalty 11846.014848 = -1049158.634220 nChanged 15 Iteration 103Q (21.455907 sec): 22 clusters Score: Raw -1061007.140659 + Penalty 11852.638610 = -1049154.502049 nChanged 5 Iteration 104F (21.692543 sec): 22 clusters Score: Raw -1061008.351749 + Penalty 11853.174008 = -1049155.177741 nChanged 1 Iteration 105Q (21.747161 sec): 22 clusters Score: Raw -1061009.168649 + Penalty 11853.174008 = -1049155.994642 nChanged 0 Iteration 106F (21.984012 sec): 22 clusters Score: Raw -1061009.168649 + Penalty 11853.174008 = -1049155.994642 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 -1061009.168649 + Penalty 11853.174008 = -1049155.994642Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.025470 sec): 2 clusters Score: Raw -2681.596928 + Penalty 26.438699 = -2655.158229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.025790 sec): 3 clusters Score: Raw -2658.843371 + Penalty 51.453702 = -2607.389669 nChanged 25 SP:Iteration 1F (22.026077 sec): 3 clusters Score: Raw -2669.199014 + Penalty 52.178456 = -2617.020558 nChanged 7 SP:Iteration 2F (22.026370 sec): 3 clusters Score: Raw -2675.343664 + Penalty 52.133792 = -2623.209872 nChanged 7 SP:Iteration 3F (22.026665 sec): 3 clusters Score: Raw -2683.389389 + Penalty 52.044311 = -2631.345078 nChanged 2 SP:Iteration 4Q (22.026956 sec): 3 clusters Score: Raw -2690.067630 + Penalty 52.288474 = -2637.779156 nChanged 5 SP:Iteration 5F (22.027253 sec): 3 clusters Score: Raw -2693.872437 + Penalty 52.490015 = -2641.382423 nChanged 5 SP:Iteration 6F (22.027544 sec): 3 clusters Score: Raw -2700.208124 + Penalty 52.947215 = -2647.260909 nChanged 4 SP:Iteration 7F (22.027835 sec): 3 clusters Score: Raw -2703.421718 + Penalty 53.442461 = -2649.979257 nChanged 3 SP:Iteration 8Q (22.028115 sec): 3 clusters Score: Raw -2705.839215 + Penalty 54.364471 = -2651.474744 nChanged 4 SP:Iteration 9F (22.028403 sec): 3 clusters Score: Raw -2707.796384 + Penalty 54.364471 = -2653.431913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.031115 sec): 2 clusters Score: Raw -22514.184035 + Penalty 220.570703 = -22293.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.032190 sec): 3 clusters Score: Raw -22243.236749 + Penalty 470.193953 = -21773.042796 nChanged 195 SP:Iteration 1F (22.033233 sec): 3 clusters Score: Raw -22394.434242 + Penalty 484.122802 = -21910.311440 nChanged 58 SP:Iteration 2F (22.034272 sec): 3 clusters Score: Raw -22445.602706 + Penalty 514.794934 = -21930.807772 nChanged 31 SP:Iteration 3F (22.035312 sec): 3 clusters Score: Raw -22476.672010 + Penalty 536.303144 = -21940.368866 nChanged 18 SP:Iteration 4Q (22.036345 sec): 3 clusters Score: Raw -22495.210816 + Penalty 573.086231 = -21922.124585 nChanged 16 SP:Iteration 5F (22.037373 sec): 3 clusters Score: Raw -22514.523699 + Penalty 600.554287 = -21913.969413 nChanged 3 SP:Iteration 6F (22.038407 sec): 3 clusters Score: Raw -22517.707090 + Penalty 618.198114 = -21899.508976 nChanged 2 SP:Iteration 7F (22.039436 sec): 3 clusters Score: Raw -22518.784751 + Penalty 618.198114 = -21900.586637 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.049294 sec): 2 clusters Score: Raw -88273.557979 + Penalty 63.094357 = -88210.463622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.053412 sec): 3 clusters Score: Raw -86861.821547 + Penalty 128.221318 = -86733.600229 nChanged 989 SP:Iteration 1F (22.057536 sec): 3 clusters Score: Raw -87766.860822 + Penalty 142.921740 = -87623.939083 nChanged 325 SP:Iteration 2F (22.061557 sec): 3 clusters Score: Raw -88179.740262 + Penalty 189.446662 = -87990.293600 nChanged 68 SP:Iteration 3Q (22.065544 sec): 3 clusters Score: Raw -88262.263738 + Penalty 209.898423 = -88052.365316 nChanged 6 SP:Iteration 4Q (22.069032 sec): 3 clusters Score: Raw -88268.776204 + Penalty 258.023746 = -88010.752458 nChanged 5 SP:Iteration 5F (22.073101 sec): 3 clusters Score: Raw -88276.200911 + Penalty 263.460433 = -88012.740478 nChanged 1 SP:Iteration 6Q (22.076319 sec): 3 clusters Score: Raw -88276.755360 + Penalty 263.460433 = -88013.294927 nChanged 0 SP:Iteration 7F (22.080461 sec): 3 clusters Score: Raw -88276.755360 + Penalty 263.460433 = -88013.294927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.081891 sec): 2 clusters Score: Raw -2928.434382 + Penalty 439.581377 = -2488.853006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.082236 sec): 3 clusters Score: Raw -2997.173629 + Penalty 900.846358 = -2096.327271 nChanged 5 SP:Iteration 1F (22.082574 sec): 3 clusters Score: Raw -3019.925087 + Penalty 900.846358 = -2119.078729 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 5 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.096401 sec): 2 clusters Score: Raw -170934.705495 + Penalty 788.846090 = -170145.859406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.102036 sec): 3 clusters Score: Raw -169206.623569 + Penalty 1583.896822 = -167622.726748 nChanged 1272 SP:Iteration 1F (22.107633 sec): 3 clusters Score: Raw -170272.399156 + Penalty 1602.670620 = -168669.728536 nChanged 450 SP:Iteration 2F (22.113091 sec): 3 clusters Score: Raw -170761.819104 + Penalty 1628.728663 = -169133.090441 nChanged 326 SP:Iteration 3F (22.118622 sec): 3 clusters Score: Raw -171069.868827 + Penalty 1645.275847 = -169424.592980 nChanged 176 SP:Iteration 4F (22.124030 sec): 3 clusters Score: Raw -171206.647499 + Penalty 1661.224382 = -169545.423116 nChanged 122 SP:Iteration 5Q (22.129570 sec): 3 clusters Score: Raw -171275.853520 + Penalty 1671.059669 = -169604.793852 nChanged 84 SP:Iteration 6Q (22.135092 sec): 3 clusters Score: Raw -171318.003187 + Penalty 1678.927056 = -169639.076131 nChanged 72 SP:Iteration 7Q (22.140444 sec): 3 clusters Score: Raw -171347.317227 + Penalty 1685.397063 = -169661.920164 nChanged 61 SP:Iteration 8Q (22.145698 sec): 3 clusters Score: Raw -171360.330890 + Penalty 1691.377486 = -169668.953405 nChanged 42 SP:Iteration 9Q (22.150896 sec): 3 clusters Score: Raw -171365.871953 + Penalty 1695.171701 = -169670.700252 nChanged 39 SP:Iteration 10F (22.156333 sec): 3 clusters Score: Raw -171365.567506 + Penalty 1696.997217 = -169668.570289 nChanged 30 SP:Iteration 11F (22.161748 sec): 3 clusters Score: Raw -171364.421878 + Penalty 1700.294494 = -169664.127384 nChanged 18 SP:Iteration 12F (22.167134 sec): 3 clusters Score: Raw -171363.016413 + Penalty 1705.597534 = -169657.418879 nChanged 10 SP:Iteration 13F (22.172645 sec): 3 clusters Score: Raw -171361.960705 + Penalty 1711.793578 = -169650.167127 nChanged 11 SP:Iteration 14F (22.178221 sec): 3 clusters Score: Raw -171360.145370 + Penalty 1713.558109 = -169646.587261 nChanged 4 SP:Iteration 15F (22.183695 sec): 3 clusters Score: Raw -171359.840237 + Penalty 1713.744460 = -169646.095777 nChanged 2 SP:Iteration 16F (22.189098 sec): 3 clusters Score: Raw -171359.509331 + Penalty 1714.037394 = -169645.471938 nChanged 1 SP:Iteration 17F (22.194434 sec): 3 clusters Score: Raw -171359.050839 + Penalty 1714.037394 = -169645.013446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.197317 sec): 2 clusters Score: Raw -3318.869605 + Penalty 52.399606 = -3266.469999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.197697 sec): 3 clusters Score: Raw -3289.919314 + Penalty 104.799212 = -3185.120102 nChanged 25 SP:Iteration 1F (22.198026 sec): 3 clusters Score: Raw -3312.716475 + Penalty 105.592824 = -3207.123652 nChanged 9 SP:Iteration 2F (22.198379 sec): 3 clusters Score: Raw -3315.046314 + Penalty 106.321510 = -3208.724804 nChanged 2 SP:Iteration 3Q (22.198728 sec): 3 clusters Score: Raw -3316.252313 + Penalty 107.789661 = -3208.462651 nChanged 3 SP:Iteration 4F (22.199080 sec): 3 clusters Score: Raw -3318.408418 + Penalty 109.961298 = -3208.447120 nChanged 3 SP:Iteration 5F (22.199432 sec): 3 clusters Score: Raw -3321.540010 + Penalty 112.427610 = -3209.112400 nChanged 3 SP:Iteration 6Q (22.199802 sec): 3 clusters Score: Raw -3323.902391 + Penalty 114.239700 = -3209.662690 nChanged 2 SP:Iteration 7Q (22.200153 sec): 3 clusters Score: Raw -3326.321699 + Penalty 114.600981 = -3211.720718 nChanged 2 SP:Iteration 8Q (22.200502 sec): 3 clusters Score: Raw -3331.977033 + Penalty 114.600981 = -3217.376052 nChanged 0 SP:Iteration 9F (22.200854 sec): 3 clusters Score: Raw -3331.977033 + Penalty 114.600981 = -3217.376052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.201916 sec): 2 clusters Score: Raw -1680.100357 + Penalty 27.504818 = -1652.595539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.202158 sec): 3 clusters Score: Raw -1665.791521 + Penalty 56.318421 = -1609.473100 nChanged 10 SP:Iteration 1F (22.202390 sec): 3 clusters Score: Raw -1675.436148 + Penalty 56.318421 = -1619.117727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.208170 sec): 2 clusters Score: Raw -93779.689954 + Penalty 331.558960 = -93448.130993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.211701 sec): 3 clusters Score: Raw -92599.419103 + Penalty 667.557762 = -91931.861341 nChanged 815 SP:Iteration 1F (22.215173 sec): 3 clusters Score: Raw -93307.823355 + Penalty 677.461727 = -92630.361627 nChanged 252 SP:Iteration 2F (22.218746 sec): 3 clusters Score: Raw -93505.053576 + Penalty 690.670006 = -92814.383570 nChanged 162 SP:Iteration 3F (22.222215 sec): 3 clusters Score: Raw -93602.742994 + Penalty 706.019458 = -92896.723536 nChanged 93 SP:Iteration 4Q (22.225624 sec): 3 clusters Score: Raw -93637.292587 + Penalty 723.162843 = -92914.129744 nChanged 57 SP:Iteration 5Q (22.229055 sec): 3 clusters Score: Raw -93661.669261 + Penalty 748.136961 = -92913.532299 nChanged 65 SP:Iteration 6F (22.232719 sec): 3 clusters Score: Raw -93692.738577 + Penalty 775.468592 = -92917.269986 nChanged 71 SP:Iteration 7Q (22.236188 sec): 3 clusters Score: Raw -93735.141424 + Penalty 809.587326 = -92925.554098 nChanged 77 SP:Iteration 8Q (22.239554 sec): 3 clusters Score: Raw -93781.646973 + Penalty 848.442418 = -92933.204555 nChanged 73 SP:Iteration 9Q (22.242878 sec): 3 clusters Score: Raw -93821.646914 + Penalty 876.004932 = -92945.641982 nChanged 53 SP:Iteration 10F (22.246379 sec): 3 clusters Score: Raw -93844.786820 + Penalty 908.272322 = -92936.514498 nChanged 57 SP:Iteration 11F (22.249880 sec): 3 clusters Score: Raw -93870.240597 + Penalty 935.028405 = -92935.212192 nChanged 49 SP:Iteration 12F (22.253383 sec): 3 clusters Score: Raw -93884.325236 + Penalty 956.766880 = -92927.558356 nChanged 36 SP:Iteration 13F (22.257037 sec): 3 clusters Score: Raw -93898.312904 + Penalty 982.228543 = -92916.084361 nChanged 34 SP:Iteration 14F (22.260556 sec): 3 clusters Score: Raw -93904.788443 + Penalty 999.499983 = -92905.288460 nChanged 25 SP:Iteration 15F (22.264110 sec): 3 clusters Score: Raw -93913.876884 + Penalty 1015.372344 = -92898.504540 nChanged 24 SP:Iteration 16F (22.267678 sec): 3 clusters Score: Raw -93917.125687 + Penalty 1028.771041 = -92888.354646 nChanged 18 SP:Iteration 17F (22.271269 sec): 3 clusters Score: Raw -93917.513180 + Penalty 1044.792074 = -92872.721106 nChanged 13 SP:Iteration 18F (22.274937 sec): 3 clusters Score: Raw -93919.929552 + Penalty 1057.571088 = -92862.358464 nChanged 9 SP:Iteration 19F (22.278798 sec): 3 clusters Score: Raw -93919.459152 + Penalty 1065.918906 = -92853.540247 nChanged 6 SP:Iteration 20F (22.282437 sec): 3 clusters Score: Raw -93919.070539 + Penalty 1078.539791 = -92840.530748 nChanged 6 SP:Iteration 21F (22.286248 sec): 3 clusters Score: Raw -93917.467013 + Penalty 1086.504255 = -92830.962758 nChanged 7 SP:Iteration 22F (22.289923 sec): 3 clusters Score: Raw -93915.137225 + Penalty 1094.463796 = -92820.673429 nChanged 5 SP:Iteration 23F (22.293577 sec): 3 clusters Score: Raw -93914.370862 + Penalty 1095.936864 = -92818.433998 nChanged 2 SP:Iteration 24F (22.297106 sec): 3 clusters Score: Raw -93913.821527 + Penalty 1096.899756 = -92816.921771 nChanged 1 SP:Iteration 25F (22.300626 sec): 3 clusters Score: Raw -93913.358024 + Penalty 1098.219920 = -92815.138104 nChanged 1 SP:Iteration 26F (22.304292 sec): 3 clusters Score: Raw -93912.844396 + Penalty 1098.219920 = -92814.624476 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 9 (3351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.319927 sec): 2 clusters Score: Raw -173347.735016 + Penalty 541.370842 = -172806.364174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.326195 sec): 3 clusters Score: Raw -171237.278363 + Penalty 1076.342133 = -170160.936230 nChanged 1499 SP:Iteration 1F (22.332531 sec): 3 clusters Score: Raw -172745.776196 + Penalty 1082.244186 = -171663.532010 nChanged 491 SP:Iteration 2F (22.338759 sec): 3 clusters Score: Raw -173179.935287 + Penalty 1088.394297 = -172091.540990 nChanged 191 SP:Iteration 3F (22.344757 sec): 3 clusters Score: Raw -173284.735770 + Penalty 1091.509131 = -172193.226639 nChanged 83 SP:Iteration 4Q (22.350756 sec): 3 clusters Score: Raw -173324.307948 + Penalty 1093.501692 = -172230.806256 nChanged 45 SP:Iteration 5Q (22.356875 sec): 3 clusters Score: Raw -173348.275693 + Penalty 1094.722653 = -172253.553040 nChanged 36 SP:Iteration 6Q (22.363063 sec): 3 clusters Score: Raw -173369.791092 + Penalty 1096.384172 = -172273.406920 nChanged 38 SP:Iteration 7Q (22.369283 sec): 3 clusters Score: Raw -173389.045330 + Penalty 1093.821120 = -172295.224210 nChanged 31 SP:Iteration 8Q (22.375318 sec): 3 clusters Score: Raw -173408.270832 + Penalty 1093.762501 = -172314.508331 nChanged 22 SP:Iteration 9Q (22.381131 sec): 3 clusters Score: Raw -173419.575021 + Penalty 1092.350687 = -172327.224334 nChanged 21 SP:Iteration 10F (22.387258 sec): 3 clusters Score: Raw -173433.037175 + Penalty 1089.699462 = -172343.337713 nChanged 26 SP:Iteration 11Q (22.392856 sec): 3 clusters Score: Raw -173448.017001 + Penalty 1087.630319 = -172360.386682 nChanged 21 SP:Iteration 12Q (22.398354 sec): 3 clusters Score: Raw -173453.504676 + Penalty 1089.296648 = -172364.208028 nChanged 14 SP:Iteration 13Q (22.403800 sec): 3 clusters Score: Raw -173455.220617 + Penalty 1091.204783 = -172364.015833 nChanged 11 SP:Iteration 14F (22.409882 sec): 3 clusters Score: Raw -173457.109767 + Penalty 1091.740024 = -172365.369743 nChanged 13 SP:Iteration 15Q (22.415273 sec): 3 clusters Score: Raw -173458.206672 + Penalty 1093.533419 = -172364.673253 nChanged 11 SP:Iteration 16F (22.421264 sec): 3 clusters Score: Raw -173458.783343 + Penalty 1095.084772 = -172363.698571 nChanged 7 SP:Iteration 17F (22.427344 sec): 3 clusters Score: Raw -173458.191918 + Penalty 1096.524918 = -172361.667000 nChanged 6 SP:Iteration 18F (22.433359 sec): 3 clusters Score: Raw -173458.327017 + Penalty 1097.601171 = -172360.725846 nChanged 7 SP:Iteration 19F (22.439475 sec): 3 clusters Score: Raw -173457.100305 + Penalty 1096.923578 = -172360.176727 nChanged 5 SP:Iteration 20F (22.445442 sec): 3 clusters Score: Raw -173457.124593 + Penalty 1096.526356 = -172360.598237 nChanged 4 SP:Iteration 21Q (22.450716 sec): 3 clusters Score: Raw -173456.753926 + Penalty 1097.249608 = -172359.504318 nChanged 3 SP:Iteration 22F (22.456673 sec): 3 clusters Score: Raw -173456.755516 + Penalty 1097.964132 = -172358.791385 nChanged 4 SP:Iteration 23F (22.462648 sec): 3 clusters Score: Raw -173456.559342 + Penalty 1097.869349 = -172358.689993 nChanged 4 SP:Iteration 24F (22.468598 sec): 3 clusters Score: Raw -173456.224958 + Penalty 1098.805119 = -172357.419839 nChanged 4 SP:Iteration 25F (22.474681 sec): 3 clusters Score: Raw -173455.253788 + Penalty 1098.676725 = -172356.577063 nChanged 2 SP:Iteration 26F (22.480707 sec): 3 clusters Score: Raw -173455.018027 + Penalty 1098.676725 = -172356.341302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.491818 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.496467 sec): 3 clusters Score: Raw -169003.889193 + Penalty 2156.573699 = -166847.315494 nChanged 969 SP:Iteration 1F (22.501016 sec): 3 clusters Score: Raw -169806.820743 + Penalty 2160.125382 = -167646.695361 nChanged 297 SP:Iteration 2F (22.505561 sec): 3 clusters Score: Raw -170048.941259 + Penalty 2163.813830 = -167885.127429 nChanged 189 SP:Iteration 3F (22.510122 sec): 3 clusters Score: Raw -170165.337239 + Penalty 2164.562620 = -168000.774619 nChanged 141 SP:Iteration 4F (22.514718 sec): 3 clusters Score: Raw -170248.075226 + Penalty 2166.303143 = -168081.772083 nChanged 97 SP:Iteration 5Q (22.519202 sec): 3 clusters Score: Raw -170279.842644 + Penalty 2167.150936 = -168112.691709 nChanged 71 SP:Iteration 6Q (22.523730 sec): 3 clusters Score: Raw -170298.987440 + Penalty 2168.931807 = -168130.055633 nChanged 65 SP:Iteration 7Q (22.528167 sec): 3 clusters Score: Raw -170312.699584 + Penalty 2169.863493 = -168142.836092 nChanged 60 SP:Iteration 8Q (22.532646 sec): 3 clusters Score: Raw -170328.623776 + Penalty 2171.300964 = -168157.322812 nChanged 68 SP:Iteration 9Q (22.538021 sec): 3 clusters Score: Raw -170364.677873 + Penalty 2170.786005 = -168193.891868 nChanged 77 SP:Iteration 10F (22.542969 sec): 3 clusters Score: Raw -170387.184130 + Penalty 2171.212793 = -168215.971337 nChanged 65 SP:Iteration 11Q (22.547173 sec): 3 clusters Score: Raw -170405.995403 + Penalty 2167.533408 = -168238.461995 nChanged 69 SP:Iteration 12Q (22.551149 sec): 3 clusters Score: Raw -170422.561042 + Penalty 2171.196266 = -168251.364777 nChanged 65 SP:Iteration 13Q (22.554946 sec): 3 clusters Score: Raw -170450.543385 + Penalty 2172.019201 = -168278.524184 nChanged 48 SP:Iteration 14Q (22.558601 sec): 3 clusters Score: Raw -170472.541330 + Penalty 2205.304404 = -168267.236926 nChanged 22 SP:Iteration 15F (22.563124 sec): 3 clusters Score: Raw -170470.499975 + Penalty 2242.845448 = -168227.654527 nChanged 9 SP:Iteration 16F (22.567542 sec): 3 clusters Score: Raw -170477.891288 + Penalty 2223.171393 = -168254.719895 nChanged 2 SP:Iteration 17Q (22.570950 sec): 3 clusters Score: Raw -170479.527274 + Penalty 1076.989422 = -169402.537852 nChanged 2 SP:Iteration 18Q (22.574424 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 SP:Iteration 19F (22.577876 sec): 2 clusters Score: Raw -170482.505452 + Penalty 1076.989422 = -169405.516030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.582863 sec): 2 clusters Score: Raw -27823.008381 + Penalty 547.700564 = -27275.307817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.584010 sec): 3 clusters Score: Raw -27467.183042 + Penalty 1091.540975 = -26375.642067 nChanged 186 SP:Iteration 1F (22.585099 sec): 3 clusters Score: Raw -27690.352325 + Penalty 1103.310168 = -26587.042157 nChanged 81 SP:Iteration 2F (22.586255 sec): 3 clusters Score: Raw -27815.070262 + Penalty 1143.642514 = -26671.427747 nChanged 54 SP:Iteration 3F (22.587323 sec): 3 clusters Score: Raw -27897.339961 + Penalty 1203.465943 = -26693.874018 nChanged 34 SP:Iteration 4F (22.588386 sec): 3 clusters Score: Raw -27935.570979 + Penalty 1257.246901 = -26678.324078 nChanged 14 SP:Iteration 5F (22.589450 sec): 3 clusters Score: Raw -27961.924460 + Penalty 1288.368765 = -26673.555695 nChanged 6 SP:Iteration 6F (22.590515 sec): 3 clusters Score: Raw -27994.135302 + Penalty 1294.210351 = -26699.924952 nChanged 6 SP:Iteration 7Q (22.591411 sec): 3 clusters Score: Raw -28043.087637 + Penalty 1298.398041 = -26744.689595 nChanged 12 SP:Iteration 8Q (22.592300 sec): 3 clusters Score: Raw -28104.206327 + Penalty 1286.158623 = -26818.047704 nChanged 11 SP:Iteration 9Q (22.593188 sec): 3 clusters Score: Raw -28179.039104 + Penalty 1278.934592 = -26900.104512 nChanged 12 SP:Iteration 10F (22.594255 sec): 3 clusters Score: Raw -28215.164430 + Penalty 1273.811494 = -26941.352936 nChanged 9 SP:Iteration 11Q (22.595138 sec): 3 clusters Score: Raw -28236.022913 + Penalty 1271.511467 = -26964.511446 nChanged 2 SP:Iteration 12Q (22.596016 sec): 3 clusters Score: Raw -28239.192678 + Penalty 1271.511467 = -26967.681211 nChanged 0 SP:Iteration 13F (22.597083 sec): 3 clusters Score: Raw -28239.192678 + Penalty 1271.511467 = -26967.681211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.600994 sec): 2 clusters Score: Raw -34813.552866 + Penalty 907.565689 = -33905.987177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.602224 sec): 3 clusters Score: Raw -34370.514980 + Penalty 1815.941908 = -32554.573072 nChanged 145 SP:Iteration 1F (22.603493 sec): 3 clusters Score: Raw -34525.090692 + Penalty 1815.486096 = -32709.604597 nChanged 41 SP:Iteration 2F (22.604708 sec): 3 clusters Score: Raw -34577.899800 + Penalty 1815.080323 = -32762.819478 nChanged 34 SP:Iteration 3F (22.605925 sec): 3 clusters Score: Raw -34633.269137 + Penalty 1816.027291 = -32817.241846 nChanged 29 SP:Iteration 4F (22.607135 sec): 3 clusters Score: Raw -34693.080605 + Penalty 1818.045179 = -32875.035426 nChanged 30 SP:Iteration 5F (22.608428 sec): 3 clusters Score: Raw -34728.483688 + Penalty 1820.670635 = -32907.813053 nChanged 34 SP:Iteration 6F (22.609645 sec): 3 clusters Score: Raw -34778.856868 + Penalty 1822.833621 = -32956.023246 nChanged 24 SP:Iteration 7Q (22.610811 sec): 3 clusters Score: Raw -34797.343398 + Penalty 1824.786506 = -32972.556892 nChanged 16 SP:Iteration 8Q (22.611968 sec): 3 clusters Score: Raw -34812.283276 + Penalty 1825.237039 = -32987.046237 nChanged 13 SP:Iteration 9Q (22.613121 sec): 3 clusters Score: Raw -34824.917378 + Penalty 1827.551975 = -32997.365403 nChanged 15 SP:Iteration 10F (22.614340 sec): 3 clusters Score: Raw -34832.295754 + Penalty 1829.360587 = -33002.935167 nChanged 10 SP:Iteration 11Q (22.615495 sec): 3 clusters Score: Raw -34833.931056 + Penalty 1828.699389 = -33005.231666 nChanged 7 SP:Iteration 12Q (22.616644 sec): 3 clusters Score: Raw -34841.674144 + Penalty 1827.546633 = -33014.127511 nChanged 7 SP:Iteration 13Q (22.617788 sec): 3 clusters Score: Raw -34841.661839 + Penalty 1826.583253 = -33015.078586 nChanged 7 SP:Iteration 14Q (22.618930 sec): 3 clusters Score: Raw -34838.209243 + Penalty 1825.951418 = -33012.257825 nChanged 6 SP:Iteration 15F (22.620152 sec): 3 clusters Score: Raw -34836.140824 + Penalty 1823.727697 = -33012.413127 nChanged 7 SP:Iteration 16Q (22.621293 sec): 3 clusters Score: Raw -34843.411153 + Penalty 1820.400183 = -33023.010970 nChanged 10 SP:Iteration 17Q (22.622451 sec): 3 clusters Score: Raw -34853.519430 + Penalty 1815.785541 = -33037.733889 nChanged 13 SP:Iteration 18Q (22.623573 sec): 3 clusters Score: Raw -34858.142101 + Penalty 1815.321034 = -33042.821067 nChanged 11 SP:Iteration 19Q (22.624704 sec): 3 clusters Score: Raw -34860.599968 + Penalty 1816.150949 = -33044.449019 nChanged 10 SP:Iteration 20F (22.625935 sec): 3 clusters Score: Raw -34865.732903 + Penalty 1816.080480 = -33049.652423 nChanged 9 SP:Iteration 21Q (22.627030 sec): 3 clusters Score: Raw -34875.476540 + Penalty 1814.725038 = -33060.751502 nChanged 13 SP:Iteration 22Q (22.628104 sec): 3 clusters Score: Raw -34880.664088 + Penalty 1817.517341 = -33063.146747 nChanged 7 SP:Iteration 23Q (22.629149 sec): 3 clusters Score: Raw -34876.504838 + Penalty 1818.520885 = -33057.983952 nChanged 10 SP:Iteration 24F (22.630367 sec): 3 clusters Score: Raw -34881.332418 + Penalty 1836.713999 = -33044.618420 nChanged 13 SP:Iteration 25F (22.631584 sec): 3 clusters Score: Raw -34878.564251 + Penalty 1829.262022 = -33049.302228 nChanged 7 SP:Iteration 26Q (22.632637 sec): 3 clusters Score: Raw -34879.324313 + Penalty 1826.504529 = -33052.819784 nChanged 3 SP:Iteration 27Q (22.633693 sec): 3 clusters Score: Raw -34874.842741 + Penalty 1819.543989 = -33055.298753 nChanged 1 SP:Iteration 28Q (22.634700 sec): 3 clusters Score: Raw -34881.184803 + Penalty 1819.543989 = -33061.640814 nChanged 0 SP:Iteration 29F (22.635939 sec): 3 clusters Score: Raw -34881.184803 + Penalty 1819.543989 = -33061.640814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.638253 sec): 2 clusters Score: Raw -3108.239566 + Penalty 34.341577 = -3073.897989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.638507 sec): 3 clusters Score: Raw -3084.840756 + Penalty 71.473802 = -3013.366955 nChanged 30 SP:Iteration 1F (22.638755 sec): 3 clusters Score: Raw -3116.825614 + Penalty 73.991346 = -3042.834268 nChanged 4 SP:Iteration 2Q (22.638997 sec): 3 clusters Score: Raw -3120.242146 + Penalty 75.293267 = -3044.948878 nChanged 3 SP:Iteration 3Q (22.639237 sec): 3 clusters Score: Raw -3123.427338 + Penalty 76.988549 = -3046.438789 nChanged 2 SP:Iteration 4Q (22.639478 sec): 3 clusters Score: Raw -3127.765855 + Penalty 76.988549 = -3050.777306 nChanged 0 SP:Iteration 5F (22.639748 sec): 3 clusters Score: Raw -3127.765855 + Penalty 76.988549 = -3050.777306 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.644741 sec): 2 clusters Score: Raw -55950.873446 + Penalty 780.261388 = -55170.612059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.646534 sec): 3 clusters Score: Raw -55331.609379 + Penalty 1558.341857 = -53773.267522 nChanged 316 SP:Iteration 1F (22.648280 sec): 3 clusters Score: Raw -55697.953764 + Penalty 1561.689110 = -54136.264654 nChanged 134 SP:Iteration 2F (22.650014 sec): 3 clusters Score: Raw -55913.648553 + Penalty 1572.052531 = -54341.596021 nChanged 106 SP:Iteration 3F (22.651784 sec): 3 clusters Score: Raw -56029.068009 + Penalty 1577.882615 = -54451.185394 nChanged 50 SP:Iteration 4F (22.653535 sec): 3 clusters Score: Raw -56056.005558 + Penalty 1573.948595 = -54482.056963 nChanged 33 SP:Iteration 5Q (22.655109 sec): 3 clusters Score: Raw -56058.753594 + Penalty 1568.949691 = -54489.803904 nChanged 16 SP:Iteration 6Q (22.656610 sec): 3 clusters Score: Raw -56057.500493 + Penalty 1566.911748 = -54490.588746 nChanged 13 SP:Iteration 7Q (22.658108 sec): 3 clusters Score: Raw -56046.721234 + Penalty 1560.506484 = -54486.214750 nChanged 5 SP:Iteration 8F (22.659878 sec): 3 clusters Score: Raw -56046.447481 + Penalty 1553.285400 = -54493.162081 nChanged 3 SP:Iteration 9Q (22.661333 sec): 3 clusters Score: Raw -56044.526551 + Penalty 1553.070461 = -54491.456091 nChanged 1 SP:Iteration 10F (22.663114 sec): 3 clusters Score: Raw -56043.915844 + Penalty 1557.424124 = -54486.491720 nChanged 1 SP:Iteration 11F (22.664867 sec): 3 clusters Score: Raw -56044.977580 + Penalty 1563.223264 = -54481.754316 nChanged 3 SP:Iteration 12F (22.666619 sec): 3 clusters Score: Raw -56040.882805 + Penalty 1564.365243 = -54476.517561 nChanged 4 SP:Iteration 13F (22.668385 sec): 3 clusters Score: Raw -56033.458684 + Penalty 1563.861886 = -54469.596798 nChanged 2 SP:Iteration 14F (22.670128 sec): 3 clusters Score: Raw -56032.010979 + Penalty 1569.171886 = -54462.839094 nChanged 2 SP:Iteration 15F (22.671873 sec): 3 clusters Score: Raw -56029.361383 + Penalty 1568.949030 = -54460.412354 nChanged 1 SP:Iteration 16F (22.673583 sec): 3 clusters Score: Raw -56028.060742 + Penalty 1567.387455 = -54460.673287 nChanged 1 SP:Iteration 17Q (22.675022 sec): 3 clusters Score: Raw -56026.928492 + Penalty 1567.387455 = -54459.541037 nChanged 0 SP:Iteration 18F (22.676758 sec): 3 clusters Score: Raw -56026.928492 + Penalty 1567.387455 = -54459.541037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.677860 sec): 2 clusters Score: Raw -2662.995478 + Penalty 127.825157 = -2535.170320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.678192 sec): 3 clusters Score: Raw -2651.749039 + Penalty 261.583450 = -2390.165590 nChanged 18 SP:Iteration 1F (22.678517 sec): 3 clusters Score: Raw -2669.463213 + Penalty 286.240790 = -2383.222422 nChanged 8 SP:Iteration 2F (22.678842 sec): 3 clusters Score: Raw -2686.715359 + Penalty 329.415527 = -2357.299832 nChanged 5 SP:Iteration 3F (22.679189 sec): 3 clusters Score: Raw -2702.099356 + Penalty 346.193496 = -2355.905861 nChanged 1 SP:Iteration 4F (22.679519 sec): 3 clusters Score: Raw -2704.923115 + Penalty 346.193496 = -2358.729620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.681014 sec): 2 clusters Score: Raw -12923.084322 + Penalty 372.621094 = -12550.463229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.681788 sec): 3 clusters Score: Raw -12802.794793 + Penalty 781.870830 = -12020.923963 nChanged 113 SP:Iteration 1F (22.682546 sec): 3 clusters Score: Raw -13003.423817 + Penalty 810.607226 = -12192.816591 nChanged 30 SP:Iteration 2F (22.683301 sec): 3 clusters Score: Raw -13052.164581 + Penalty 836.587623 = -12215.576958 nChanged 19 SP:Iteration 3F (22.684051 sec): 3 clusters Score: Raw -13117.510702 + Penalty 851.017382 = -12266.493320 nChanged 15 SP:Iteration 4Q (22.684705 sec): 3 clusters Score: Raw -13189.144606 + Penalty 849.258114 = -12339.886491 nChanged 5 SP:Iteration 5Q (22.685344 sec): 3 clusters Score: Raw -13241.623687 + Penalty 848.289531 = -12393.334155 nChanged 1 SP:Iteration 6Q (22.685960 sec): 3 clusters Score: Raw -13245.843298 + Penalty 848.289531 = -12397.553766 nChanged 0 SP:Iteration 7F (22.686679 sec): 3 clusters Score: Raw -13245.843298 + Penalty 848.289531 = -12397.553766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.687978 sec): 2 clusters Score: Raw -9331.990733 + Penalty 111.761900 = -9220.228833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.688535 sec): 3 clusters Score: Raw -9192.041454 + Penalty 228.751649 = -8963.289805 nChanged 81 SP:Iteration 1F (22.689032 sec): 3 clusters Score: Raw -9333.294339 + Penalty 228.992613 = -9104.301727 nChanged 10 SP:Iteration 2F (22.689531 sec): 3 clusters Score: Raw -9340.606711 + Penalty 225.347707 = -9115.259004 nChanged 5 SP:Iteration 3Q (22.690018 sec): 3 clusters Score: Raw -9348.665151 + Penalty 223.399475 = -9125.265677 nChanged 7 SP:Iteration 4Q (22.690496 sec): 3 clusters Score: Raw -9361.348142 + Penalty 220.658554 = -9140.689589 nChanged 6 SP:Iteration 5Q (22.690986 sec): 3 clusters Score: Raw -9369.339422 + Penalty 222.769776 = -9146.569647 nChanged 4 SP:Iteration 6Q (22.691440 sec): 3 clusters Score: Raw -9376.594213 + Penalty 222.769776 = -9153.824437 nChanged 0 SP:Iteration 7F (22.691934 sec): 3 clusters Score: Raw -9376.594213 + Penalty 222.769776 = -9153.824437 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 19 (5705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.716167 sec): 2 clusters Score: Raw -213092.623242 + Penalty 47.845337 = -213044.777905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.726786 sec): 3 clusters Score: Raw -209337.861031 + Penalty 96.493865 = -209241.367166 nChanged 2739 SP:Iteration 1F (22.737384 sec): 3 clusters Score: Raw -211442.554634 + Penalty 96.254829 = -211346.299805 nChanged 566 SP:Iteration 2F (22.747829 sec): 3 clusters Score: Raw -211904.286164 + Penalty 96.256294 = -211808.029870 nChanged 469 SP:Iteration 3F (22.758285 sec): 3 clusters Score: Raw -212358.208111 + Penalty 94.945824 = -212263.262287 nChanged 366 SP:Iteration 4F (22.768769 sec): 3 clusters Score: Raw -212739.381080 + Penalty 92.937684 = -212646.443396 nChanged 210 SP:Iteration 5Q (22.778104 sec): 3 clusters Score: Raw -212958.790882 + Penalty 92.607012 = -212866.183870 nChanged 104 SP:Iteration 6Q (22.787637 sec): 3 clusters Score: Raw -213060.094653 + Penalty 91.506285 = -212968.588368 nChanged 38 SP:Iteration 7Q (22.796634 sec): 3 clusters Score: Raw -213084.595167 + Penalty 91.103765 = -212993.491402 nChanged 9 SP:Iteration 8Q (22.804850 sec): 3 clusters Score: Raw -213090.522721 + Penalty 91.099715 = -212999.423006 nChanged 5 SP:Iteration 9Q (22.812955 sec): 3 clusters Score: Raw -213093.586995 + Penalty 91.099715 = -213002.487280 nChanged 0 SP:Iteration 10F (22.821640 sec): 3 clusters Score: Raw -213093.586995 + Penalty 91.099715 = -213002.487280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.826971 sec): 2 clusters Score: Raw -26380.690008 + Penalty 345.949992 = -26034.740016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.828185 sec): 3 clusters Score: Raw -26058.273244 + Penalty 704.326170 = -25353.947074 nChanged 223 SP:Iteration 1F (22.829389 sec): 3 clusters Score: Raw -26287.430345 + Penalty 713.563457 = -25573.866888 nChanged 98 SP:Iteration 2F (22.830626 sec): 3 clusters Score: Raw -26407.869695 + Penalty 715.866690 = -25692.003005 nChanged 37 SP:Iteration 3F (22.831842 sec): 3 clusters Score: Raw -26440.314451 + Penalty 713.533652 = -25726.780799 nChanged 11 SP:Iteration 4Q (22.833054 sec): 3 clusters Score: Raw -26446.615670 + Penalty 707.754330 = -25738.861340 nChanged 3 SP:Iteration 5Q (22.834317 sec): 3 clusters Score: Raw -26447.326310 + Penalty 707.754330 = -25739.571980 nChanged 0 SP:Iteration 6F (22.835545 sec): 3 clusters Score: Raw -26447.326310 + Penalty 707.754330 = -25739.571980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.837180 sec): 2 clusters Score: Raw -10178.281851 + Penalty 400.469342 = -9777.812510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.837767 sec): 3 clusters Score: Raw -10082.208712 + Penalty 793.332596 = -9288.876116 nChanged 56 SP:Iteration 1F (22.838341 sec): 3 clusters Score: Raw -10140.242960 + Penalty 781.664264 = -9358.578696 nChanged 25 SP:Iteration 2F (22.838915 sec): 3 clusters Score: Raw -10162.953229 + Penalty 779.920650 = -9383.032579 nChanged 8 SP:Iteration 3Q (22.839486 sec): 3 clusters Score: Raw -10169.161806 + Penalty 775.253243 = -9393.908563 nChanged 7 SP:Iteration 4Q (22.840058 sec): 3 clusters Score: Raw -10174.363411 + Penalty 774.805373 = -9399.558039 nChanged 4 SP:Iteration 5Q (22.840628 sec): 3 clusters Score: Raw -10178.327413 + Penalty 774.383867 = -9403.943546 nChanged 5 SP:Iteration 6Q (22.841230 sec): 3 clusters Score: Raw -10181.178330 + Penalty 773.740696 = -9407.437635 nChanged 1 SP:Iteration 7Q (22.841800 sec): 3 clusters Score: Raw -10181.231166 + Penalty 772.553917 = -9408.677248 nChanged 1 SP:Iteration 8Q (22.842370 sec): 3 clusters Score: Raw -10181.895914 + Penalty 771.380032 = -9410.515882 nChanged 3 SP:Iteration 9Q (22.842938 sec): 3 clusters Score: Raw -10183.650157 + Penalty 772.687166 = -9410.962991 nChanged 2 SP:Iteration 10F (22.843512 sec): 3 clusters Score: Raw -10184.418012 + Penalty 771.313393 = -9413.104619 nChanged 1 SP:Iteration 11Q (22.844083 sec): 3 clusters Score: Raw -10184.713572 + Penalty 772.172432 = -9412.541140 nChanged 1 SP:Iteration 12F (22.844658 sec): 3 clusters Score: Raw -10184.942891 + Penalty 772.172432 = -9412.770460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.845927 sec): 2 clusters Score: Raw -4399.674362 + Penalty 269.592839 = -4130.081523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.846349 sec): 3 clusters Score: Raw -4371.039709 + Penalty 542.099794 = -3828.939915 nChanged 25 SP:Iteration 1F (22.846761 sec): 3 clusters Score: Raw -4417.983893 + Penalty 537.252248 = -3880.731645 nChanged 13 SP:Iteration 2F (22.847173 sec): 3 clusters Score: Raw -4440.336462 + Penalty 532.693243 = -3907.643220 nChanged 5 SP:Iteration 3Q (22.847567 sec): 3 clusters Score: Raw -4447.198348 + Penalty 529.395174 = -3917.803173 nChanged 2 SP:Iteration 4Q (22.847959 sec): 3 clusters Score: Raw -4449.545008 + Penalty 525.666487 = -3923.878521 nChanged 2 SP:Iteration 5Q (22.848349 sec): 3 clusters Score: Raw -4451.312062 + Penalty 523.071037 = -3928.241024 nChanged 1 SP:Iteration 6Q (22.848738 sec): 3 clusters Score: Raw -4451.693630 + Penalty 523.071037 = -3928.622592 nChanged 0 SP:Iteration 7F (22.849146 sec): 3 clusters Score: Raw -4451.693630 + Penalty 523.071037 = -3928.622592 nChanged 0 Time taken for this iteration:22.225317 seconds. 300->22 Clusters: Score -1049155.994642, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 107 (time per iteration =213.809981 ms) Total iterations: 1515 (time per iteration =15.100771 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2996143750.000000 (time per metric unit =7.635704ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 74903593750.000000 (time per metric unit=305.428176ps) That took 22.877668 seconds. FileBase PeterP-2014-02-27_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 0.03 and 0.04 GB of RAM. Memory request: 0.01 GB would take us to total of 0.01 GB. ---------------------------------------------------------- Loaded 2621 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 2621 points ------ Starting initial clusters from distinct float masks Not enough masks (44) to generate starting clusters (300), so starting with (45) clusters instead. Assigned 45 initial classes from 44 unique masks. Deleting Class 37 (1 points): Lose 10.675191 but Gain 1202.220804 Iteration 0F (0.123661 sec): 44 clusters Score: Raw -54146.729546 + Penalty 22960.957116 = -31185.772431 nChanged 396 Deleting Class 11 (3 points): Lose 102.470838 but Gain 1279.088071 Iteration 1F (0.169390 sec): 40 clusters Score: Raw -54706.432418 + Penalty 23056.250873 = -31650.181545 nChanged 122 Deleting Class 42 (2 points): Lose 25.075497 but Gain 1128.904050 Iteration 2Q (0.178173 sec): 38 clusters Score: Raw -54845.669490 + Penalty 22027.263132 = -32818.406358 nChanged 49 Deleting Class 25 (1 points): Lose 25.884436 but Gain 1091.181702 Iteration 3Q (0.185796 sec): 37 clusters Score: Raw -54872.114260 + Penalty 20976.781609 = -33895.332651 nChanged 28 Deleting Class 36 (1 points): Lose 14.754583 but Gain 1012.592626 Iteration 4Q (0.193008 sec): 36 clusters Score: Raw -54899.571847 + Penalty 20010.049806 = -34889.522041 nChanged 13 Deleting Class 19 (2 points): Lose 13.470036 but Gain 984.776215 Iteration 5Q (0.199841 sec): 35 clusters Score: Raw -54913.171063 + Penalty 19064.638526 = -35848.532537 nChanged 9 Deleting Class 22 (1 points): Lose 17.153520 but Gain 965.733398 Iteration 6Q (0.206508 sec): 34 clusters Score: Raw -54910.765697 + Penalty 18116.341683 = -36794.424014 nChanged 7 Deleting Class 24 (2 points): Lose 27.714818 but Gain 968.659799 Iteration 7Q (0.213147 sec): 33 clusters Score: Raw -54891.696113 + Penalty 17311.896478 = -37579.799635 nChanged 4 Deleting Class 31 (1 points): Lose 0.363335 but Gain 924.337067 Iteration 8Q (0.219823 sec): 32 clusters Score: Raw -54925.479183 + Penalty 16410.181520 = -38515.297663 nChanged 2 Deleting Class 21 (3 points): Lose 62.761929 but Gain 981.979517 Iteration 9Q (0.226356 sec): 31 clusters Score: Raw -54867.171097 + Penalty 15480.589470 = -39386.581627 nChanged 4 Deleting Class 30 (1 points): Lose 1.029341 but Gain 910.105725 Iteration 10F (0.262151 sec): 30 clusters Score: Raw -54895.772416 + Penalty 14581.962953 = -40313.809463 nChanged 2 Deleting Class 38 (3 points): Lose 49.326998 but Gain 946.125171 Iteration 11Q (0.268574 sec): 29 clusters Score: Raw -54850.671600 + Penalty 13927.412746 = -40923.258854 nChanged 5 Deleting Class 34 (1 points): Lose 3.005354 but Gain 897.764277 Iteration 12Q (0.275924 sec): 28 clusters Score: Raw -54879.812243 + Penalty 13059.671034 = -41820.141209 nChanged 3 Deleting Class 40 (1 points): Lose 8.465345 but Gain 885.594985 Iteration 13Q (0.283061 sec): 27 clusters Score: Raw -54874.842325 + Penalty 12178.936096 = -42695.906229 nChanged 4 Deleting Class 7 (1 points): Lose 5.455365 but Gain 877.581277 Iteration 14Q (0.290033 sec): 26 clusters Score: Raw -54873.356972 + Penalty 11344.271322 = -43529.085651 nChanged 6 Deleting Class 28 (1 points): Lose 2.054022 but Gain 735.666349 Iteration 15Q (0.296499 sec): 25 clusters Score: Raw -54885.547004 + Penalty 10623.199650 = -44262.347354 nChanged 6 Deleting Class 26 (9 points): Lose 93.359613 but Gain 810.667091 Iteration 16Q (0.302580 sec): 24 clusters Score: Raw -54797.606326 + Penalty 9827.513839 = -44970.092487 nChanged 13 Deleting Class 39 (2 points): Lose 32.732557 but Gain 734.697882 Iteration 17Q (0.308963 sec): 23 clusters Score: Raw -54799.244861 + Penalty 9252.709559 = -45546.535302 nChanged 4 Deleting Class 29 (2 points): Lose 36.767488 but Gain 855.520740 Iteration 18Q (0.314984 sec): 22 clusters Score: Raw -54792.727116 + Penalty 8415.492206 = -46377.234910 nChanged 5 Deleting Class 44 (1 points): Lose 1.182518 but Gain 696.748737 Iteration 19Q (0.321085 sec): 21 clusters Score: Raw -54823.671361 + Penalty 7718.457422 = -47105.213938 nChanged 4 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -54823.671361 + Penalty 7718.457422 = -47105.213938Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.336937 sec): 2 clusters Score: Raw -24593.328182 + Penalty 179.523336 = -24413.804845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.338775 sec): 3 clusters Score: Raw -24014.832803 + Penalty 367.865890 = -23646.966913 nChanged 382 SP:Iteration 1F (0.340540 sec): 3 clusters Score: Raw -24367.665744 + Penalty 387.655540 = -23980.010205 nChanged 130 SP:Iteration 2F (0.342338 sec): 3 clusters Score: Raw -24501.516315 + Penalty 451.783239 = -24049.733076 nChanged 68 SP:Iteration 3F (0.344262 sec): 3 clusters Score: Raw -24591.857735 + Penalty 601.122258 = -23990.735477 nChanged 40 SP:Iteration 4F (0.346160 sec): 3 clusters Score: Raw -24650.909283 + Penalty 830.479668 = -23820.429616 nChanged 10 SP:Iteration 5F (0.347906 sec): 3 clusters Score: Raw -24674.282387 + Penalty 830.479668 = -23843.802720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 2 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.350101 sec): 2 clusters Score: Raw -8223.804955 + Penalty 132.163857 = -8091.641098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.350946 sec): 3 clusters Score: Raw -8022.896906 + Penalty 266.768621 = -7756.128285 nChanged 158 SP:Iteration 1F (0.351785 sec): 3 clusters Score: Raw -8175.529716 + Penalty 275.633217 = -7899.896500 nChanged 31 SP:Iteration 2F (0.352623 sec): 3 clusters Score: Raw -8217.815834 + Penalty 279.150407 = -7938.665427 nChanged 14 SP:Iteration 3Q (0.353420 sec): 3 clusters Score: Raw -8226.797392 + Penalty 280.792124 = -7946.005267 nChanged 7 SP:Iteration 4Q (0.354204 sec): 3 clusters Score: Raw -8230.924230 + Penalty 279.042613 = -7951.881617 nChanged 7 SP:Iteration 5Q (0.354986 sec): 3 clusters Score: Raw -8235.348632 + Penalty 278.360343 = -7956.988289 nChanged 7 SP:Iteration 6Q (0.355767 sec): 3 clusters Score: Raw -8238.671489 + Penalty 275.917037 = -7962.754452 nChanged 6 SP:Iteration 7Q (0.356546 sec): 3 clusters Score: Raw -8242.138014 + Penalty 275.551428 = -7966.586586 nChanged 6 SP:Iteration 8Q (0.357323 sec): 3 clusters Score: Raw -8245.450800 + Penalty 273.296885 = -7972.153915 nChanged 7 SP:Iteration 9Q (0.358098 sec): 3 clusters Score: Raw -8248.148620 + Penalty 271.146074 = -7977.002546 nChanged 7 SP:Iteration 10F (0.358927 sec): 3 clusters Score: Raw -8251.207043 + Penalty 269.493424 = -7981.713619 nChanged 6 SP:Iteration 11Q (0.359715 sec): 3 clusters Score: Raw -8253.780667 + Penalty 266.985596 = -7986.795071 nChanged 9 SP:Iteration 12Q (0.360504 sec): 3 clusters Score: Raw -8257.859380 + Penalty 265.817532 = -7992.041848 nChanged 5 SP:Iteration 13Q (0.361349 sec): 3 clusters Score: Raw -8261.840967 + Penalty 265.126366 = -7996.714600 nChanged 3 SP:Iteration 14Q (0.362144 sec): 3 clusters Score: Raw -8263.036095 + Penalty 264.448535 = -7998.587560 nChanged 3 SP:Iteration 15Q (0.362925 sec): 3 clusters Score: Raw -8264.150388 + Penalty 263.947681 = -8000.202707 nChanged 2 SP:Iteration 16Q (0.363706 sec): 3 clusters Score: Raw -8264.913798 + Penalty 263.067700 = -8001.846098 nChanged 3 SP:Iteration 17Q (0.364486 sec): 3 clusters Score: Raw -8265.971718 + Penalty 262.171389 = -8003.800329 nChanged 3 SP:Iteration 18Q (0.365267 sec): 3 clusters Score: Raw -8266.536584 + Penalty 261.912008 = -8004.624576 nChanged 1 SP:Iteration 19Q (0.366047 sec): 3 clusters Score: Raw -8266.653716 + Penalty 260.990089 = -8005.663627 nChanged 2 SP:Iteration 20F (0.366894 sec): 3 clusters Score: Raw -8267.365924 + Penalty 260.990089 = -8006.375835 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 3 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.369386 sec): 2 clusters Score: Raw -16144.290818 + Penalty 64.634547 = -16079.656271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.371050 sec): 3 clusters Score: Raw -15633.311201 + Penalty 126.761742 = -15506.549458 nChanged 364 SP:Iteration 1F (0.372691 sec): 3 clusters Score: Raw -15983.179820 + Penalty 122.478028 = -15860.701792 nChanged 92 SP:Iteration 2F (0.374374 sec): 3 clusters Score: Raw -16078.229753 + Penalty 121.382395 = -15956.847359 nChanged 33 SP:Iteration 3Q (0.376021 sec): 3 clusters Score: Raw -16104.119719 + Penalty 121.196661 = -15982.923058 nChanged 21 SP:Iteration 4Q (0.377690 sec): 3 clusters Score: Raw -16112.730849 + Penalty 121.209323 = -15991.521526 nChanged 9 SP:Iteration 5Q (0.379280 sec): 3 clusters Score: Raw -16115.337092 + Penalty 121.271337 = -15994.065754 nChanged 5 SP:Iteration 6Q (0.380798 sec): 3 clusters Score: Raw -16116.447341 + Penalty 121.312111 = -15995.135230 nChanged 5 SP:Iteration 7Q (0.382300 sec): 3 clusters Score: Raw -16118.135849 + Penalty 121.172782 = -15996.963068 nChanged 10 SP:Iteration 8Q (0.383787 sec): 3 clusters Score: Raw -16120.231206 + Penalty 121.240739 = -15998.990467 nChanged 8 SP:Iteration 9Q (0.385251 sec): 3 clusters Score: Raw -16121.269898 + Penalty 121.025828 = -16000.244070 nChanged 7 SP:Iteration 10F (0.386854 sec): 3 clusters Score: Raw -16122.653039 + Penalty 121.301922 = -16001.351116 nChanged 10 SP:Iteration 11Q (0.388318 sec): 3 clusters Score: Raw -16125.727999 + Penalty 121.579504 = -16004.148495 nChanged 13 SP:Iteration 12Q (0.389804 sec): 3 clusters Score: Raw -16131.408279 + Penalty 121.907635 = -16009.500645 nChanged 14 SP:Iteration 13Q (0.391270 sec): 3 clusters Score: Raw -16138.831569 + Penalty 120.611386 = -16018.220182 nChanged 11 SP:Iteration 14Q (0.392738 sec): 3 clusters Score: Raw -16142.036631 + Penalty 120.282858 = -16021.753773 nChanged 9 SP:Iteration 15Q (0.394237 sec): 3 clusters Score: Raw -16144.121394 + Penalty 120.253670 = -16023.867724 nChanged 7 SP:Iteration 16Q (0.395675 sec): 3 clusters Score: Raw -16146.385526 + Penalty 120.832164 = -16025.553363 nChanged 7 SP:Iteration 17Q (0.397104 sec): 3 clusters Score: Raw -16148.549816 + Penalty 120.440503 = -16028.109313 nChanged 9 SP:Iteration 18Q (0.398543 sec): 3 clusters Score: Raw -16153.174257 + Penalty 121.424817 = -16031.749440 nChanged 11 SP:Iteration 19Q (0.399986 sec): 3 clusters Score: Raw -16156.204399 + Penalty 121.945421 = -16034.258978 nChanged 6 SP:Iteration 20F (0.401625 sec): 3 clusters Score: Raw -16157.456123 + Penalty 122.794583 = -16034.661540 nChanged 6 SP:Iteration 21Q (0.403025 sec): 3 clusters Score: Raw -16159.567336 + Penalty 123.722504 = -16035.844832 nChanged 5 SP:Iteration 22Q (0.404404 sec): 3 clusters Score: Raw -16162.017206 + Penalty 124.503611 = -16037.513595 nChanged 5 SP:Iteration 23Q (0.405813 sec): 3 clusters Score: Raw -16164.714708 + Penalty 125.659240 = -16039.055468 nChanged 5 SP:Iteration 24Q (0.407236 sec): 3 clusters Score: Raw -16166.942818 + Penalty 126.712145 = -16040.230673 nChanged 4 SP:Iteration 25Q (0.408698 sec): 3 clusters Score: Raw -16168.793316 + Penalty 127.883283 = -16040.910034 nChanged 4 SP:Iteration 26Q (0.410159 sec): 3 clusters Score: Raw -16169.626787 + Penalty 127.437686 = -16042.189101 nChanged 2 SP:Iteration 27Q (0.411551 sec): 3 clusters Score: Raw -16171.347105 + Penalty 129.100368 = -16042.246737 nChanged 5 SP:Iteration 28Q (0.412942 sec): 3 clusters Score: Raw -16176.003540 + Penalty 131.036992 = -16044.966548 nChanged 5 SP:Iteration 29Q (0.414342 sec): 3 clusters Score: Raw -16182.902677 + Penalty 132.961117 = -16049.941560 nChanged 6 SP:Iteration 30F (0.416073 sec): 3 clusters Score: Raw -16189.439902 + Penalty 132.293294 = -16057.146608 nChanged 3 SP:Iteration 31Q (0.417519 sec): 3 clusters Score: Raw -16189.894769 + Penalty 132.773332 = -16057.121437 nChanged 1 SP:Iteration 32F (0.419201 sec): 3 clusters Score: Raw -16190.254515 + Penalty 133.637120 = -16056.617395 nChanged 2 SP:Iteration 33F (0.420837 sec): 3 clusters Score: Raw -16190.870812 + Penalty 133.545316 = -16057.325496 nChanged 1 SP:Iteration 34Q (0.422228 sec): 3 clusters Score: Raw -16191.563665 + Penalty 134.635464 = -16056.928201 nChanged 2 SP:Iteration 35F (0.423921 sec): 3 clusters Score: Raw -16192.171698 + Penalty 134.635464 = -16057.536234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 4 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.424480 sec): 2 clusters Score: Raw -871.851855 + Penalty 88.832780 = -783.019075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.424762 sec): 3 clusters Score: Raw -851.633167 + Penalty 169.938279 = -681.694888 nChanged 9 SP:Iteration 1F (0.425035 sec): 3 clusters Score: Raw -863.469612 + Penalty 170.164304 = -693.305308 nChanged 4 SP:Iteration 2F (0.425303 sec): 3 clusters Score: Raw -866.134764 + Penalty 173.135256 = -692.999508 nChanged 1 SP:Iteration 3F (0.425570 sec): 3 clusters Score: Raw -866.336460 + Penalty 177.111026 = -689.225434 nChanged 1 SP:Iteration 4F (0.425837 sec): 3 clusters Score: Raw -866.565674 + Penalty 177.111026 = -689.454648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 5 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.426333 sec): 2 clusters Score: Raw -571.425913 + Penalty 81.597067 = -489.828846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.426583 sec): 3 clusters Score: Raw -557.339860 + Penalty 162.935067 = -394.404793 nChanged 5 SP:Iteration 1F (0.426829 sec): 3 clusters Score: Raw -563.618046 + Penalty 163.570887 = -400.047159 nChanged 3 SP:Iteration 2F (0.427074 sec): 3 clusters Score: Raw -569.659841 + Penalty 163.336852 = -406.322989 nChanged 1 SP:Iteration 3Q (0.427318 sec): 3 clusters Score: Raw -570.724971 + Penalty 163.336852 = -407.388119 nChanged 0 SP:Iteration 4F (0.427563 sec): 3 clusters Score: Raw -570.724971 + Penalty 163.336852 = -407.388119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 6 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.428377 sec): 2 clusters Score: Raw -2190.723195 + Penalty 127.820184 = -2062.903011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.428743 sec): 3 clusters Score: Raw -2132.499233 + Penalty 278.981304 = -1853.517930 nChanged 28 SP:Iteration 1F (0.429101 sec): 3 clusters Score: Raw -2177.469349 + Penalty 308.074501 = -1869.394847 nChanged 13 SP:Iteration 2F (0.429460 sec): 3 clusters Score: Raw -2199.676699 + Penalty 308.453902 = -1891.222797 nChanged 2 SP:Iteration 3Q (0.429811 sec): 3 clusters Score: Raw -2202.731629 + Penalty 312.237715 = -1890.493915 nChanged 2 SP:Iteration 4F (0.430168 sec): 3 clusters Score: Raw -2203.168698 + Penalty 317.706300 = -1885.462397 nChanged 1 SP:Iteration 5F (0.430552 sec): 3 clusters Score: Raw -2204.822322 + Penalty 334.173385 = -1870.648937 nChanged 1 SP:Iteration 6F (0.430911 sec): 3 clusters Score: Raw -2203.429510 + Penalty 334.173385 = -1869.256125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 8 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.431551 sec): 2 clusters Score: Raw -1967.990508 + Penalty 82.389746 = -1885.600761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.431916 sec): 3 clusters Score: Raw -1925.620623 + Penalty 164.367545 = -1761.253078 nChanged 28 SP:Iteration 1F (0.432276 sec): 3 clusters Score: Raw -1949.908606 + Penalty 164.619593 = -1785.289013 nChanged 8 SP:Iteration 2F (0.432633 sec): 3 clusters Score: Raw -1964.068276 + Penalty 164.910395 = -1799.157881 nChanged 1 SP:Iteration 3Q (0.432984 sec): 3 clusters Score: Raw -1964.474914 + Penalty 164.910395 = -1799.564519 nChanged 0 SP:Iteration 4F (0.433340 sec): 3 clusters Score: Raw -1964.474914 + Penalty 164.910395 = -1799.564519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 9 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.433838 sec): 2 clusters Score: Raw -560.526712 + Penalty 100.814827 = -459.711884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.434091 sec): 3 clusters Score: Raw -557.823843 + Penalty 232.484255 = -325.339588 nChanged 6 SP:Iteration 1F (0.434341 sec): 3 clusters Score: Raw -568.868078 + Penalty 270.881424 = -297.986654 nChanged 2 SP:Iteration 2F (0.434589 sec): 3 clusters Score: Raw -571.346045 + Penalty 270.881424 = -300.464621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 10 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.435126 sec): 2 clusters Score: Raw -954.663736 + Penalty 92.424295 = -862.239441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.435412 sec): 3 clusters Score: Raw -932.153338 + Penalty 183.982197 = -748.171140 nChanged 12 SP:Iteration 1F (0.435688 sec): 3 clusters Score: Raw -943.311119 + Penalty 184.171929 = -759.139191 nChanged 6 SP:Iteration 2F (0.435966 sec): 3 clusters Score: Raw -954.585098 + Penalty 184.848590 = -769.736508 nChanged 1 SP:Iteration 3Q (0.436238 sec): 3 clusters Score: Raw -955.424151 + Penalty 184.848590 = -770.575560 nChanged 0 SP:Iteration 4F (0.436513 sec): 3 clusters Score: Raw -955.424151 + Penalty 184.848590 = -770.575560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 12 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.437103 sec): 2 clusters Score: Raw -1620.510824 + Penalty 140.197883 = -1480.312941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.437431 sec): 3 clusters Score: Raw -1588.168709 + Penalty 333.108434 = -1255.060275 nChanged 12 SP:Iteration 1F (0.437761 sec): 3 clusters Score: Raw -1607.085839 + Penalty 401.682179 = -1205.403660 nChanged 5 SP:Iteration 2F (0.438084 sec): 3 clusters Score: Raw -1615.101654 + Penalty 459.012888 = -1156.088766 nChanged 2 SP:Iteration 3F (0.438406 sec): 3 clusters Score: Raw -1620.197457 + Penalty 459.012888 = -1161.184569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 13 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.438935 sec): 2 clusters Score: Raw -940.098794 + Penalty 147.029929 = -793.068864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.439213 sec): 3 clusters Score: Raw -924.236802 + Penalty 297.802902 = -626.433901 nChanged 7 SP:Iteration 1F (0.439485 sec): 3 clusters Score: Raw -929.506604 + Penalty 310.045821 = -619.460783 nChanged 3 SP:Iteration 2F (0.439757 sec): 3 clusters Score: Raw -934.116540 + Penalty 343.603974 = -590.512566 nChanged 4 SP:Iteration 3F (0.440030 sec): 3 clusters Score: Raw -941.523625 + Penalty 474.594664 = -466.928961 nChanged 5 SP:Iteration 4F (0.440321 sec): 3 clusters Score: Raw -953.909122 + Penalty 573.293439 = -380.615683 nChanged 1 SP:Iteration 5F (0.440590 sec): 3 clusters Score: Raw -962.772991 + Penalty 573.293439 = -389.479552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 14 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.441023 sec): 2 clusters Score: Raw -25.131572 + Penalty 0.000000 = -25.131572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.441210 sec): 2 clusters Score: Raw -25.131572 + Penalty 0.000000 = -25.131572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 15 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.441643 sec): 2 clusters Score: Raw -83.859775 + Penalty 71.793451 = -12.066324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.441844 sec): 3 clusters Score: Raw -79.127175 + Penalty 149.262308 = 70.135133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 16 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.442492 sec): 2 clusters Score: Raw -1926.673313 + Penalty 94.229757 = -1832.443556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.442855 sec): 3 clusters Score: Raw -1882.780741 + Penalty 184.960665 = -1697.820076 nChanged 25 SP:Iteration 1F (0.443210 sec): 3 clusters Score: Raw -1902.807129 + Penalty 194.186216 = -1708.620913 nChanged 11 SP:Iteration 2F (0.443567 sec): 3 clusters Score: Raw -1919.649265 + Penalty 198.230001 = -1721.419264 nChanged 4 SP:Iteration 3Q (0.443912 sec): 3 clusters Score: Raw -1924.397884 + Penalty 200.581022 = -1723.816862 nChanged 1 SP:Iteration 4Q (0.444253 sec): 3 clusters Score: Raw -1925.139179 + Penalty 202.843998 = -1722.295181 nChanged 1 SP:Iteration 5F (0.444606 sec): 3 clusters Score: Raw -1925.260803 + Penalty 202.843998 = -1722.416805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.445037 sec): 2 clusters Score: Raw -23.901660 + Penalty 0.000000 = -23.901660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.445222 sec): 2 clusters Score: Raw -23.901660 + Penalty 0.000000 = -23.901660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.445690 sec): 2 clusters Score: Raw -349.287054 + Penalty 250.981536 = -98.305518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.445918 sec): 3 clusters Score: Raw -349.750044 + Penalty 490.244368 = 140.494324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 27 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.446357 sec): 2 clusters Score: Raw -75.030939 + Penalty 38.144547 = -36.886392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.446562 sec): 3 clusters Score: Raw -69.607435 + Penalty 82.815105 = 13.207670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.447016 sec): 2 clusters Score: Raw -231.001631 + Penalty 170.316813 = -60.684817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.447237 sec): 3 clusters Score: Raw -230.779031 + Penalty 340.633626 = 109.854596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 33 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.447666 sec): 2 clusters Score: Raw -23.793253 + Penalty 0.000000 = -23.793253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.447852 sec): 2 clusters Score: Raw -23.793253 + Penalty 0.000000 = -23.793253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.448306 sec): 2 clusters Score: Raw -56.477077 + Penalty 51.104438 = -5.372639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.448510 sec): 3 clusters Score: Raw -49.166073 + Penalty 102.208875 = 53.042802 nChanged 0 Deleting Class 23 (12 points): Lose 120.904574 but Gain 795.021325 Iteration 20F (0.473799 sec): 20 clusters Score: Raw -54708.547091 + Penalty 7031.087190 = -47677.459901 nChanged 13 Deleting Class 32 (9 points): Lose 89.752504 but Gain 719.910362 Iteration 21Q (0.480016 sec): 19 clusters Score: Raw -54683.586746 + Penalty 6418.895989 = -48264.690757 nChanged 13 Deleting Class 43 (3 points): Lose 28.061077 but Gain 619.707596 Iteration 22Q (0.486022 sec): 18 clusters Score: Raw -54691.013988 + Penalty 5817.629735 = -48873.384252 nChanged 6 Deleting Class 15 (4 points): Lose 29.150352 but Gain 605.183328 Iteration 23Q (0.491893 sec): 17 clusters Score: Raw -54675.828156 + Penalty 5211.836883 = -49463.991273 nChanged 7 Deleting Class 14 (1 points): Lose 0.661220 but Gain 530.329739 Iteration 24Q (0.497810 sec): 16 clusters Score: Raw -54684.172220 + Penalty 4678.273020 = -50005.899200 nChanged 3 Deleting Class 33 (1 points): Lose 11.423847 but Gain 342.574085 Iteration 25Q (0.503574 sec): 15 clusters Score: Raw -54674.870671 + Penalty 4339.059122 = -50335.811550 nChanged 3 Deleting Class 17 (1 points): Lose 6.999547 but Gain 323.749773 Iteration 26Q (0.509356 sec): 14 clusters Score: Raw -54670.785158 + Penalty 4016.219964 = -50654.565195 nChanged 4 Deleting Class 27 (3 points): Lose 14.015121 but Gain 273.297144 Iteration 27Q (0.514874 sec): 13 clusters Score: Raw -54660.418423 + Penalty 3746.781185 = -50913.637237 nChanged 7 Deleting Class 13 (40 points): Lose 135.025794 but Gain 322.570550 Iteration 28Q (0.520509 sec): 12 clusters Score: Raw -54532.381417 + Penalty 3519.456209 = -51012.925208 nChanged 42 Deleting Class 9 (26 points): Lose 107.022850 but Gain 286.242405 Iteration 29Q (0.526588 sec): 11 clusters Score: Raw -54523.158047 + Penalty 3296.949859 = -51226.208188 nChanged 39 Deleting Class 10 (36 points): Lose 116.088335 but Gain 300.213615 Iteration 30F (0.540779 sec): 10 clusters Score: Raw -54511.636867 + Penalty 3067.554171 = -51444.082696 nChanged 55 Deleting Class 5 (23 points): Lose 33.643778 but Gain 204.840407 Iteration 31Q (0.546201 sec): 9 clusters Score: Raw -54574.784234 + Penalty 2870.753540 = -51704.030695 nChanged 39 Deleting Class 4 (37 points): Lose 71.189057 but Gain 204.372511 Iteration 32Q (0.551368 sec): 8 clusters Score: Raw -54559.158273 + Penalty 2684.177648 = -51874.980625 nChanged 49 Deleting Class 12 (57 points): Lose 207.963581 but Gain 327.529190 Iteration 33Q (0.556422 sec): 7 clusters Score: Raw -54405.498726 + Penalty 2392.267277 = -52013.231450 nChanged 74 Iteration 34Q (0.561337 sec): 7 clusters Score: Raw -54540.051321 + Penalty 2394.400027 = -52145.651293 nChanged 9 Iteration 35Q (0.566314 sec): 7 clusters Score: Raw -54542.291068 + Penalty 2392.703423 = -52149.587645 nChanged 4 Iteration 36Q (0.571611 sec): 7 clusters Score: Raw -54543.886245 + Penalty 2393.167311 = -52150.718934 nChanged 1 Iteration 37Q (0.576816 sec): 7 clusters Score: Raw -54544.080753 + Penalty 2393.167311 = -52150.913442 nChanged 0 Iteration 38F (0.586370 sec): 7 clusters Score: Raw -54544.080753 + Penalty 2393.167311 = -52150.913442 nChanged 0 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -54544.080753 + Penalty 2393.167311 = -52150.913442Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.595796 sec): 2 clusters Score: Raw -24949.463911 + Penalty 194.048353 = -24755.415558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.597727 sec): 3 clusters Score: Raw -24342.723763 + Penalty 392.879935 = -23949.843828 nChanged 389 SP:Iteration 1F (0.599642 sec): 3 clusters Score: Raw -24595.454223 + Penalty 400.717537 = -24194.736686 nChanged 114 SP:Iteration 2F (0.601506 sec): 3 clusters Score: Raw -24673.457203 + Penalty 409.979160 = -24263.478043 nChanged 98 SP:Iteration 3F (0.603319 sec): 3 clusters Score: Raw -24763.194771 + Penalty 450.244936 = -24312.949835 nChanged 110 SP:Iteration 4F (0.605117 sec): 3 clusters Score: Raw -24906.259701 + Penalty 710.633009 = -24195.626692 nChanged 76 SP:Iteration 5F (0.606913 sec): 3 clusters Score: Raw -25049.449282 + Penalty 1015.771597 = -24033.677686 nChanged 13 SP:Iteration 6F (0.608790 sec): 3 clusters Score: Raw -25089.654239 + Penalty 1015.771597 = -24073.882642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 2 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.610275 sec): 2 clusters Score: Raw -8174.375185 + Penalty 136.368165 = -8038.007021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.611134 sec): 3 clusters Score: Raw -7969.505143 + Penalty 269.546708 = -7699.958435 nChanged 134 SP:Iteration 1F (0.611965 sec): 3 clusters Score: Raw -8049.209107 + Penalty 267.341016 = -7781.868091 nChanged 37 SP:Iteration 2F (0.612794 sec): 3 clusters Score: Raw -8073.556959 + Penalty 266.883219 = -7806.673740 nChanged 26 SP:Iteration 3F (0.613620 sec): 3 clusters Score: Raw -8091.757380 + Penalty 266.137738 = -7825.619641 nChanged 23 SP:Iteration 4F (0.614466 sec): 3 clusters Score: Raw -8115.632744 + Penalty 269.442337 = -7846.190407 nChanged 19 SP:Iteration 5F (0.615302 sec): 3 clusters Score: Raw -8146.764908 + Penalty 271.325315 = -7875.439593 nChanged 10 SP:Iteration 6Q (0.616123 sec): 3 clusters Score: Raw -8152.017407 + Penalty 269.636644 = -7882.380763 nChanged 7 SP:Iteration 7Q (0.616912 sec): 3 clusters Score: Raw -8155.508110 + Penalty 268.023794 = -7887.484315 nChanged 11 SP:Iteration 8Q (0.617731 sec): 3 clusters Score: Raw -8160.873379 + Penalty 272.004913 = -7888.868466 nChanged 5 SP:Iteration 9Q (0.618524 sec): 3 clusters Score: Raw -8162.925950 + Penalty 276.149538 = -7886.776412 nChanged 7 SP:Iteration 10F (0.619382 sec): 3 clusters Score: Raw -8167.639519 + Penalty 275.092152 = -7892.547366 nChanged 7 SP:Iteration 11Q (0.620163 sec): 3 clusters Score: Raw -8171.026361 + Penalty 270.128491 = -7900.897871 nChanged 5 SP:Iteration 12Q (0.620912 sec): 3 clusters Score: Raw -8175.246600 + Penalty 272.627499 = -7902.619101 nChanged 5 SP:Iteration 13Q (0.621650 sec): 3 clusters Score: Raw -8179.699743 + Penalty 272.286600 = -7907.413143 nChanged 4 SP:Iteration 14Q (0.622369 sec): 3 clusters Score: Raw -8181.341745 + Penalty 273.957371 = -7907.384374 nChanged 3 SP:Iteration 15F (0.623194 sec): 3 clusters Score: Raw -8182.524231 + Penalty 279.831486 = -7902.692745 nChanged 2 SP:Iteration 16F (0.624018 sec): 3 clusters Score: Raw -8183.731304 + Penalty 278.741532 = -7904.989773 nChanged 1 SP:Iteration 17Q (0.624716 sec): 3 clusters Score: Raw -8184.254734 + Penalty 287.481694 = -7896.773040 nChanged 3 SP:Iteration 18F (0.625542 sec): 3 clusters Score: Raw -8186.811535 + Penalty 297.743641 = -7889.067893 nChanged 3 SP:Iteration 19F (0.626369 sec): 3 clusters Score: Raw -8189.072312 + Penalty 297.743641 = -7891.328671 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 3 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.629038 sec): 2 clusters Score: Raw -17693.163911 + Penalty 73.205989 = -17619.957922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.630848 sec): 3 clusters Score: Raw -17116.556059 + Penalty 133.965628 = -16982.590431 nChanged 425 SP:Iteration 1F (0.632606 sec): 3 clusters Score: Raw -17535.051434 + Penalty 127.290001 = -17407.761433 nChanged 72 SP:Iteration 2F (0.634403 sec): 3 clusters Score: Raw -17572.308765 + Penalty 126.667228 = -17445.641537 nChanged 38 SP:Iteration 3Q (0.636231 sec): 3 clusters Score: Raw -17593.327529 + Penalty 127.227575 = -17466.099954 nChanged 31 SP:Iteration 4Q (0.638015 sec): 3 clusters Score: Raw -17612.933108 + Penalty 130.173650 = -17482.759458 nChanged 39 SP:Iteration 5Q (0.639764 sec): 3 clusters Score: Raw -17639.994503 + Penalty 133.169926 = -17506.824577 nChanged 31 SP:Iteration 6Q (0.641555 sec): 3 clusters Score: Raw -17657.422153 + Penalty 134.757064 = -17522.665089 nChanged 20 SP:Iteration 7Q (0.643340 sec): 3 clusters Score: Raw -17664.908736 + Penalty 133.449733 = -17531.459003 nChanged 19 SP:Iteration 8Q (0.645101 sec): 3 clusters Score: Raw -17676.534154 + Penalty 134.651644 = -17541.882510 nChanged 11 SP:Iteration 9Q (0.646825 sec): 3 clusters Score: Raw -17689.813710 + Penalty 136.803489 = -17553.010221 nChanged 16 SP:Iteration 10F (0.648565 sec): 3 clusters Score: Raw -17707.587884 + Penalty 137.962220 = -17569.625664 nChanged 10 SP:Iteration 11Q (0.650115 sec): 3 clusters Score: Raw -17721.828680 + Penalty 138.507225 = -17583.321454 nChanged 8 SP:Iteration 12Q (0.651632 sec): 3 clusters Score: Raw -17730.322560 + Penalty 139.123204 = -17591.199357 nChanged 3 SP:Iteration 13Q (0.653121 sec): 3 clusters Score: Raw -17732.985923 + Penalty 140.057767 = -17592.928156 nChanged 3 SP:Iteration 14Q (0.654603 sec): 3 clusters Score: Raw -17733.812563 + Penalty 140.386458 = -17593.426104 nChanged 1 SP:Iteration 15Q (0.656122 sec): 3 clusters Score: Raw -17734.246590 + Penalty 140.319510 = -17593.927079 nChanged 3 SP:Iteration 16Q (0.657649 sec): 3 clusters Score: Raw -17736.580136 + Penalty 142.171853 = -17594.408283 nChanged 5 SP:Iteration 17Q (0.659155 sec): 3 clusters Score: Raw -17740.030650 + Penalty 143.871290 = -17596.159360 nChanged 4 SP:Iteration 18Q (0.660658 sec): 3 clusters Score: Raw -17744.802406 + Penalty 145.664341 = -17599.138065 nChanged 5 SP:Iteration 19Q (0.662149 sec): 3 clusters Score: Raw -17751.417427 + Penalty 145.301191 = -17606.116236 nChanged 4 SP:Iteration 20F (0.663921 sec): 3 clusters Score: Raw -17752.948271 + Penalty 145.301191 = -17607.647080 nChanged 2 SP:Iteration 21Q (0.665392 sec): 3 clusters Score: Raw -17753.359099 + Penalty 145.284457 = -17608.074642 nChanged 2 SP:Iteration 22Q (0.666845 sec): 3 clusters Score: Raw -17753.763901 + Penalty 145.284457 = -17608.479444 nChanged 2 SP:Iteration 23Q (0.668333 sec): 3 clusters Score: Raw -17754.110396 + Penalty 145.166492 = -17608.943904 nChanged 2 SP:Iteration 24Q (0.669817 sec): 3 clusters Score: Raw -17755.039618 + Penalty 147.754746 = -17607.284872 nChanged 4 SP:Iteration 25F (0.671694 sec): 3 clusters Score: Raw -17756.050972 + Penalty 147.754746 = -17608.296226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 6 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.672722 sec): 2 clusters Score: Raw -2937.733284 + Penalty 147.686550 = -2790.046734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.673155 sec): 3 clusters Score: Raw -2881.304535 + Penalty 333.822989 = -2547.481546 nChanged 37 SP:Iteration 1F (0.673574 sec): 3 clusters Score: Raw -2931.789022 + Penalty 415.409453 = -2516.379569 nChanged 11 SP:Iteration 2F (0.673992 sec): 3 clusters Score: Raw -2946.754717 + Penalty 455.825549 = -2490.929168 nChanged 4 SP:Iteration 3F (0.674411 sec): 3 clusters Score: Raw -2954.183366 + Penalty 542.163712 = -2412.019654 nChanged 3 SP:Iteration 4F (0.674827 sec): 3 clusters Score: Raw -2957.866539 + Penalty 542.163712 = -2415.702827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 8 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.675575 sec): 2 clusters Score: Raw -2825.334852 + Penalty 111.700575 = -2713.634277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.676002 sec): 3 clusters Score: Raw -2773.324270 + Penalty 213.958170 = -2559.366100 nChanged 41 SP:Iteration 1F (0.676422 sec): 3 clusters Score: Raw -2806.384280 + Penalty 214.827249 = -2591.557031 nChanged 6 SP:Iteration 2F (0.676865 sec): 3 clusters Score: Raw -2809.068007 + Penalty 214.827249 = -2594.240758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 16 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.678127 sec): 2 clusters Score: Raw -3740.788615 + Penalty 127.343571 = -3613.445044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.678630 sec): 3 clusters Score: Raw -3670.085413 + Penalty 281.751125 = -3388.334287 nChanged 56 SP:Iteration 1F (0.679141 sec): 3 clusters Score: Raw -3719.185037 + Penalty 302.661689 = -3416.523348 nChanged 13 SP:Iteration 2F (0.679632 sec): 3 clusters Score: Raw -3732.406859 + Penalty 325.612232 = -3406.794627 nChanged 6 SP:Iteration 3F (0.680121 sec): 3 clusters Score: Raw -3742.265560 + Penalty 346.178512 = -3396.087047 nChanged 7 SP:Iteration 4F (0.680654 sec): 3 clusters Score: Raw -3753.675431 + Penalty 355.798959 = -3397.876472 nChanged 1 SP:Iteration 5Q (0.681126 sec): 3 clusters Score: Raw -3753.685122 + Penalty 355.798959 = -3397.886163 nChanged 0 SP:Iteration 6F (0.681627 sec): 3 clusters Score: Raw -3753.685122 + Penalty 355.798959 = -3397.886163 nChanged 0 Time taken for this iteration:0.611661 seconds. 300->7 Clusters: Score -52150.913442, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 39 (time per iteration =17.586872 ms) Total iterations: 250 (time per iteration =2.743552 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 120544375.000000 (time per metric unit =5.689921ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3013609375.000000 (time per metric unit=227.596850ps) That took 0.685888 seconds. FileBase PeterP-2014-02-27_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 0.06 and 0.09 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 5892 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 5892 points ------ Starting initial clusters from distinct float masks Not enough masks (82) to generate starting clusters (300), so starting with (83) clusters instead. Assigned 83 initial classes from 82 unique masks. Deleting Class 66 (1 points): Lose 12.307990 but Gain 1401.454292 Iteration 0F (0.384660 sec): 82 clusters Score: Raw -166626.068425 + Penalty 52615.666949 = -114010.401477 nChanged 754 Deleting Class 52 (2 points): Lose 15.960869 but Gain 1397.443275 Iteration 1F (0.568500 sec): 68 clusters Score: Raw -168651.442267 + Penalty 47058.612170 = -121592.830097 nChanged 273 Deleting Class 51 (2 points): Lose 29.614078 but Gain 1384.583800 Iteration 2Q (0.593876 sec): 63 clusters Score: Raw -168997.023461 + Penalty 45492.211760 = -123504.811700 nChanged 164 Deleting Class 31 (1 points): Lose 2.466672 but Gain 1317.044046 Iteration 3Q (0.615633 sec): 62 clusters Score: Raw -169195.456863 + Penalty 43792.675128 = -125402.781735 nChanged 90 Deleting Class 41 (13 points): Lose 154.278930 but Gain 1410.719501 Iteration 4Q (0.635237 sec): 60 clusters Score: Raw -169136.867347 + Penalty 41647.921700 = -127488.945647 nChanged 66 Deleting Class 53 (5 points): Lose 40.162570 but Gain 1262.848616 Iteration 5Q (0.654364 sec): 58 clusters Score: Raw -169219.481594 + Penalty 40393.880145 = -128825.601449 nChanged 51 Deleting Class 18 (14 points): Lose 63.436471 but Gain 1241.750834 Iteration 6Q (0.672439 sec): 57 clusters Score: Raw -169225.104298 + Penalty 39214.323212 = -130010.781085 nChanged 56 Deleting Class 69 (2 points): Lose 6.274289 but Gain 1184.569615 Iteration 7Q (0.690310 sec): 56 clusters Score: Raw -169293.424176 + Penalty 38028.505033 = -131264.919143 nChanged 29 Deleting Class 80 (1 points): Lose 4.255476 but Gain 1178.327241 Iteration 8Q (0.707466 sec): 55 clusters Score: Raw -169307.373982 + Penalty 36874.669744 = -132432.704239 nChanged 21 Deleting Class 82 (1 points): Lose 12.071011 but Gain 1095.722587 Iteration 9Q (0.724142 sec): 54 clusters Score: Raw -169313.931497 + Penalty 35830.865315 = -133483.066181 nChanged 16 Deleting Class 43 (2 points): Lose 9.219738 but Gain 1079.343825 Iteration 10F (0.862678 sec): 53 clusters Score: Raw -169328.521124 + Penalty 34755.781004 = -134572.740120 nChanged 17 Deleting Class 44 (2 points): Lose 22.521643 but Gain 1090.991796 Iteration 11Q (0.879507 sec): 52 clusters Score: Raw -169317.380632 + Penalty 33683.730796 = -135633.649837 nChanged 12 Deleting Class 17 (3 points): Lose 23.229956 but Gain 1074.384202 Iteration 12Q (0.895735 sec): 51 clusters Score: Raw -169301.175579 + Penalty 32614.721067 = -136686.454512 nChanged 7 Deleting Class 32 (3 points): Lose 38.456559 but Gain 1088.574554 Iteration 13Q (0.912064 sec): 50 clusters Score: Raw -169273.733338 + Penalty 31535.978594 = -137737.754745 nChanged 9 Deleting Class 60 (4 points): Lose 51.845065 but Gain 1099.435691 Iteration 14Q (0.928679 sec): 49 clusters Score: Raw -169251.090792 + Penalty 30472.666852 = -138778.423940 nChanged 7 Deleting Class 55 (2 points): Lose 1.128186 but Gain 1005.415949 Iteration 15Q (0.945332 sec): 48 clusters Score: Raw -169283.800864 + Penalty 29476.732203 = -139807.068660 nChanged 6 Deleting Class 30 (4 points): Lose 31.436970 but Gain 987.077283 Iteration 16Q (0.961688 sec): 47 clusters Score: Raw -169257.751895 + Penalty 28490.773671 = -140766.978224 nChanged 4 Deleting Class 48 (2 points): Lose 15.828379 but Gain 962.661466 Iteration 17Q (0.977523 sec): 46 clusters Score: Raw -169248.321358 + Penalty 27600.060805 = -141648.260554 nChanged 2 Deleting Class 47 (3 points): Lose 15.309095 but Gain 957.086600 Iteration 18Q (0.993221 sec): 45 clusters Score: Raw -169249.785465 + Penalty 26644.779970 = -142605.005496 nChanged 3 Deleting Class 37 (3 points): Lose 55.809191 but Gain 996.701320 Iteration 19Q (1.009049 sec): 44 clusters Score: Raw -169199.978008 + Penalty 25672.114391 = -143527.863617 nChanged 3 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -169199.978008 + Penalty 25672.114391 = -143527.863617Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.043633 sec): 2 clusters Score: Raw -85241.617718 + Penalty 262.686373 = -84978.931345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.048534 sec): 3 clusters Score: Raw -83516.647676 + Penalty 540.461068 = -82976.186608 nChanged 1130 SP:Iteration 1F (1.053075 sec): 3 clusters Score: Raw -84280.858070 + Penalty 566.825526 = -83714.032544 nChanged 328 SP:Iteration 2F (1.057633 sec): 3 clusters Score: Raw -84541.805473 + Penalty 604.616738 = -83937.188734 nChanged 261 SP:Iteration 3F (1.062230 sec): 3 clusters Score: Raw -84809.444795 + Penalty 639.200798 = -84170.243997 nChanged 178 SP:Iteration 4F (1.066773 sec): 3 clusters Score: Raw -84968.543554 + Penalty 675.009131 = -84293.534423 nChanged 145 SP:Iteration 5F (1.071218 sec): 3 clusters Score: Raw -85089.741050 + Penalty 724.257555 = -84365.483495 nChanged 111 SP:Iteration 6Q (1.075280 sec): 3 clusters Score: Raw -85185.811587 + Penalty 776.469704 = -84409.341883 nChanged 78 SP:Iteration 7Q (1.079165 sec): 3 clusters Score: Raw -85247.625500 + Penalty 823.954560 = -84423.670940 nChanged 45 SP:Iteration 8Q (1.082989 sec): 3 clusters Score: Raw -85279.080541 + Penalty 861.969407 = -84417.111135 nChanged 22 SP:Iteration 9F (1.087519 sec): 3 clusters Score: Raw -85292.740976 + Penalty 868.038588 = -84424.702389 nChanged 8 SP:Iteration 10F (1.091948 sec): 3 clusters Score: Raw -85295.526256 + Penalty 909.861605 = -84385.664651 nChanged 6 SP:Iteration 11F (1.096403 sec): 3 clusters Score: Raw -85299.867880 + Penalty 939.422806 = -84360.445074 nChanged 1 SP:Iteration 12F (1.100851 sec): 3 clusters Score: Raw -85298.989299 + Penalty 939.422806 = -84359.566493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 2 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.105430 sec): 2 clusters Score: Raw -30677.412126 + Penalty 319.311193 = -30358.100933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.107221 sec): 3 clusters Score: Raw -29988.931677 + Penalty 629.919013 = -29359.012664 nChanged 379 SP:Iteration 1F (1.109019 sec): 3 clusters Score: Raw -30257.333764 + Penalty 616.338298 = -29640.995466 nChanged 108 SP:Iteration 2F (1.110823 sec): 3 clusters Score: Raw -30363.014295 + Penalty 610.947335 = -29752.066960 nChanged 43 SP:Iteration 3Q (1.112592 sec): 3 clusters Score: Raw -30412.634128 + Penalty 610.453511 = -29802.180617 nChanged 29 SP:Iteration 4Q (1.114297 sec): 3 clusters Score: Raw -30417.574511 + Penalty 608.968650 = -29808.605860 nChanged 10 SP:Iteration 5Q (1.116031 sec): 3 clusters Score: Raw -30421.393050 + Penalty 606.588737 = -29814.804313 nChanged 9 SP:Iteration 6Q (1.117728 sec): 3 clusters Score: Raw -30422.300462 + Penalty 605.200849 = -29817.099613 nChanged 4 SP:Iteration 7Q (1.119423 sec): 3 clusters Score: Raw -30422.321877 + Penalty 605.049366 = -29817.272511 nChanged 1 SP:Iteration 8Q (1.121114 sec): 3 clusters Score: Raw -30421.946221 + Penalty 604.680404 = -29817.265817 nChanged 2 SP:Iteration 9F (1.122914 sec): 3 clusters Score: Raw -30421.846312 + Penalty 604.680404 = -29817.165908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.124030 sec): 2 clusters Score: Raw -712.155671 + Penalty 144.609196 = -567.546476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.124309 sec): 3 clusters Score: Raw -708.572030 + Penalty 370.819039 = -337.752991 nChanged 4 SP:Iteration 1F (1.124571 sec): 3 clusters Score: Raw -715.504725 + Penalty 427.672556 = -287.832169 nChanged 1 SP:Iteration 2F (1.124828 sec): 3 clusters Score: Raw -719.801645 + Penalty 427.672556 = -292.129090 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.127269 sec): 2 clusters Score: Raw -16973.041879 + Penalty 179.549095 = -16793.492784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.128500 sec): 3 clusters Score: Raw -16634.913825 + Penalty 395.450877 = -16239.462948 nChanged 233 SP:Iteration 1F (1.129685 sec): 3 clusters Score: Raw -16829.367934 + Penalty 445.319375 = -16384.048559 nChanged 74 SP:Iteration 2F (1.130863 sec): 3 clusters Score: Raw -16921.127455 + Penalty 474.578083 = -16446.549371 nChanged 26 SP:Iteration 3Q (1.131945 sec): 3 clusters Score: Raw -16945.364891 + Penalty 507.875540 = -16437.489351 nChanged 10 SP:Iteration 4F (1.133144 sec): 3 clusters Score: Raw -16954.146422 + Penalty 542.524951 = -16411.621471 nChanged 11 SP:Iteration 5F (1.134464 sec): 3 clusters Score: Raw -16964.566238 + Penalty 628.319046 = -16336.247192 nChanged 6 SP:Iteration 6F (1.135640 sec): 3 clusters Score: Raw -16969.402351 + Penalty 553.045455 = -16416.356896 nChanged 1 SP:Iteration 7Q (1.136614 sec): 3 clusters Score: Raw -16969.995720 + Penalty 179.549095 = -16790.446626 nChanged 2 SP:Iteration 8Q (1.137532 sec): 2 clusters Score: Raw -16973.041879 + Penalty 179.549095 = -16793.492784 nChanged 0 SP:Iteration 9F (1.138446 sec): 2 clusters Score: Raw -16973.041879 + Penalty 179.549095 = -16793.492784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.139424 sec): 2 clusters Score: Raw -494.701026 + Penalty 155.558094 = -339.142933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.139670 sec): 3 clusters Score: Raw -502.342888 + Penalty 309.898892 = -192.443996 nChanged 2 SP:Iteration 1F (1.139914 sec): 3 clusters Score: Raw -506.475996 + Penalty 309.898892 = -196.577104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 7 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.140703 sec): 2 clusters Score: Raw -700.704934 + Penalty 50.017179 = -650.687755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.140947 sec): 3 clusters Score: Raw -693.159840 + Penalty 100.022647 = -593.137193 nChanged 6 SP:Iteration 1F (1.141188 sec): 3 clusters Score: Raw -697.899410 + Penalty 100.034358 = -597.865052 nChanged 1 SP:Iteration 2Q (1.141428 sec): 3 clusters Score: Raw -700.509818 + Penalty 100.034358 = -600.475460 nChanged 0 SP:Iteration 3F (1.141670 sec): 3 clusters Score: Raw -700.509818 + Penalty 100.034358 = -600.475460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 8 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.142553 sec): 2 clusters Score: Raw -978.138572 + Penalty 82.157492 = -895.981080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.142841 sec): 3 clusters Score: Raw -967.632391 + Penalty 171.322562 = -796.309829 nChanged 9 SP:Iteration 1F (1.143124 sec): 3 clusters Score: Raw -983.729908 + Penalty 163.045362 = -820.684546 nChanged 3 SP:Iteration 2F (1.143407 sec): 3 clusters Score: Raw -987.671796 + Penalty 164.453160 = -823.218636 nChanged 1 SP:Iteration 3Q (1.143682 sec): 3 clusters Score: Raw -989.744611 + Penalty 159.256278 = -830.488333 nChanged 1 SP:Iteration 4Q (1.143953 sec): 3 clusters Score: Raw -992.616539 + Penalty 155.584041 = -837.032498 nChanged 1 SP:Iteration 5Q (1.144222 sec): 3 clusters Score: Raw -993.565569 + Penalty 155.584041 = -837.981527 nChanged 0 SP:Iteration 6F (1.144503 sec): 3 clusters Score: Raw -993.565569 + Penalty 155.584041 = -837.981527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 9 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.145298 sec): 2 clusters Score: Raw -668.035495 + Penalty 26.946928 = -641.088567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.145520 sec): 3 clusters Score: Raw -657.666171 + Penalty 51.687334 = -605.978837 nChanged 7 SP:Iteration 1F (1.145742 sec): 3 clusters Score: Raw -666.986918 + Penalty 53.893855 = -613.093063 nChanged 2 SP:Iteration 2F (1.145961 sec): 3 clusters Score: Raw -671.693104 + Penalty 55.241701 = -616.451403 nChanged 1 SP:Iteration 3Q (1.146179 sec): 3 clusters Score: Raw -672.362363 + Penalty 55.241701 = -617.120662 nChanged 0 SP:Iteration 4F (1.146397 sec): 3 clusters Score: Raw -672.362363 + Penalty 55.241701 = -617.120662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 10 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.147342 sec): 2 clusters Score: Raw -2666.818954 + Penalty 225.558686 = -2441.260268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.147707 sec): 3 clusters Score: Raw -2614.708953 + Penalty 452.557373 = -2162.151580 nChanged 15 SP:Iteration 1F (1.148072 sec): 3 clusters Score: Raw -2634.730374 + Penalty 453.776953 = -2180.953421 nChanged 7 SP:Iteration 2F (1.148431 sec): 3 clusters Score: Raw -2641.488550 + Penalty 454.656669 = -2186.831880 nChanged 4 SP:Iteration 3Q (1.148792 sec): 3 clusters Score: Raw -2646.982915 + Penalty 461.343968 = -2185.638947 nChanged 3 SP:Iteration 4F (1.149157 sec): 3 clusters Score: Raw -2649.360923 + Penalty 472.727987 = -2176.632936 nChanged 3 SP:Iteration 5F (1.149521 sec): 3 clusters Score: Raw -2649.973135 + Penalty 478.255725 = -2171.717410 nChanged 2 SP:Iteration 6F (1.149886 sec): 3 clusters Score: Raw -2650.820380 + Penalty 478.255725 = -2172.564655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 11 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.150693 sec): 2 clusters Score: Raw -641.039941 + Penalty 107.341017 = -533.698924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.150944 sec): 3 clusters Score: Raw -641.009749 + Penalty 227.254148 = -413.755602 nChanged 3 SP:Iteration 1F (1.151192 sec): 3 clusters Score: Raw -644.710810 + Penalty 227.138140 = -417.572669 nChanged 2 SP:Iteration 2F (1.151445 sec): 3 clusters Score: Raw -645.094033 + Penalty 227.138140 = -417.955893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 12 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.152182 sec): 2 clusters Score: Raw -276.912076 + Penalty 227.225728 = -49.686348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.152403 sec): 3 clusters Score: Raw -278.637052 + Penalty 454.451457 = 175.814405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.154276 sec): 2 clusters Score: Raw -7229.637707 + Penalty 189.613757 = -7040.023950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.154939 sec): 3 clusters Score: Raw -7099.427466 + Penalty 427.649391 = -6671.778075 nChanged 96 SP:Iteration 1F (1.155572 sec): 3 clusters Score: Raw -7189.953124 + Penalty 485.374762 = -6704.578362 nChanged 24 SP:Iteration 2F (1.156203 sec): 3 clusters Score: Raw -7215.616306 + Penalty 569.204615 = -6646.411690 nChanged 12 SP:Iteration 3F (1.156866 sec): 3 clusters Score: Raw -7227.465600 + Penalty 603.733894 = -6623.731707 nChanged 4 SP:Iteration 4F (1.157510 sec): 3 clusters Score: Raw -7230.623500 + Penalty 617.711967 = -6612.911532 nChanged 1 SP:Iteration 5F (1.158141 sec): 3 clusters Score: Raw -7230.665533 + Penalty 617.711967 = -6612.953566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 14 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.159392 sec): 2 clusters Score: Raw -3862.467766 + Penalty 202.075518 = -3660.392248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.159825 sec): 3 clusters Score: Raw -3787.592402 + Penalty 420.688950 = -3366.903452 nChanged 39 SP:Iteration 1F (1.160251 sec): 3 clusters Score: Raw -3819.349578 + Penalty 447.434821 = -3371.914757 nChanged 16 SP:Iteration 2F (1.160676 sec): 3 clusters Score: Raw -3840.749625 + Penalty 553.083668 = -3287.665957 nChanged 13 SP:Iteration 3F (1.161128 sec): 3 clusters Score: Raw -3857.610154 + Penalty 643.488612 = -3214.121541 nChanged 6 SP:Iteration 4F (1.161557 sec): 3 clusters Score: Raw -3866.790715 + Penalty 668.206067 = -3198.584648 nChanged 1 SP:Iteration 5F (1.161980 sec): 3 clusters Score: Raw -3869.031186 + Penalty 668.206067 = -3200.825120 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 15 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.164927 sec): 2 clusters Score: Raw -19571.608027 + Penalty 65.081034 = -19506.526994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.166640 sec): 3 clusters Score: Raw -19068.440450 + Penalty 125.857936 = -18942.582514 nChanged 376 SP:Iteration 1F (1.168283 sec): 3 clusters Score: Raw -19420.990290 + Penalty 123.101149 = -19297.889140 nChanged 123 SP:Iteration 2F (1.169947 sec): 3 clusters Score: Raw -19546.187121 + Penalty 122.211201 = -19423.975920 nChanged 48 SP:Iteration 3F (1.171589 sec): 3 clusters Score: Raw -19592.625306 + Penalty 120.011519 = -19472.613788 nChanged 29 SP:Iteration 4Q (1.173201 sec): 3 clusters Score: Raw -19608.808147 + Penalty 119.480103 = -19489.328044 nChanged 17 SP:Iteration 5Q (1.174807 sec): 3 clusters Score: Raw -19616.703294 + Penalty 118.212265 = -19498.491028 nChanged 15 SP:Iteration 6Q (1.176410 sec): 3 clusters Score: Raw -19623.362475 + Penalty 117.868883 = -19505.493591 nChanged 7 SP:Iteration 7Q (1.178063 sec): 3 clusters Score: Raw -19626.043079 + Penalty 117.648325 = -19508.394755 nChanged 8 SP:Iteration 8Q (1.179694 sec): 3 clusters Score: Raw -19628.096726 + Penalty 118.475077 = -19509.621649 nChanged 6 SP:Iteration 9Q (1.181361 sec): 3 clusters Score: Raw -19629.219919 + Penalty 118.351450 = -19510.868469 nChanged 4 SP:Iteration 10F (1.183145 sec): 3 clusters Score: Raw -19630.017074 + Penalty 118.560017 = -19511.457057 nChanged 1 SP:Iteration 11Q (1.184797 sec): 3 clusters Score: Raw -19630.074035 + Penalty 118.560017 = -19511.514019 nChanged 0 SP:Iteration 12F (1.186435 sec): 3 clusters Score: Raw -19630.074035 + Penalty 118.560017 = -19511.514019 nChanged 0 Score: Raw -175578.157151 + Penalty 25741.150449 = -149837.006701 Splitting cluster 15 changes total score from -143527.863617 to -149837.006701 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 16 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.302958 sec): 2 clusters Score: Raw -10033.092611 + Penalty 595.923910 = -9437.168701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.303633 sec): 3 clusters Score: Raw -9696.550286 + Penalty 1226.022037 = -8470.528249 nChanged 71 SP:Iteration 1F (1.304287 sec): 3 clusters Score: Raw -9850.195251 + Penalty 1307.767577 = -8542.427674 nChanged 40 SP:Iteration 2F (1.304935 sec): 3 clusters Score: Raw -9947.624585 + Penalty 1361.172012 = -8586.452573 nChanged 16 SP:Iteration 3F (1.305580 sec): 3 clusters Score: Raw -9989.690461 + Penalty 1420.840163 = -8568.850298 nChanged 12 SP:Iteration 4F (1.306223 sec): 3 clusters Score: Raw -10034.410497 + Penalty 1467.218468 = -8567.192028 nChanged 3 SP:Iteration 5F (1.306866 sec): 3 clusters Score: Raw -10065.566752 + Penalty 1467.218468 = -8598.348283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 19 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.307814 sec): 2 clusters Score: Raw -180.954577 + Penalty 159.562211 = -21.392366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.308037 sec): 3 clusters Score: Raw -170.877704 + Penalty 322.872630 = 151.994926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 20 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.308766 sec): 2 clusters Score: Raw -132.330659 + Penalty 131.055196 = -1.275463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.308977 sec): 3 clusters Score: Raw -127.723425 + Penalty 260.833120 = 133.109694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 21 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.309687 sec): 2 clusters Score: Raw -30.400065 + Penalty 0.000000 = -30.400065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.309872 sec): 2 clusters Score: Raw -30.400065 + Penalty 0.000000 = -30.400065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 22 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.310704 sec): 2 clusters Score: Raw -1110.126744 + Penalty 67.376554 = -1042.750190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.310988 sec): 3 clusters Score: Raw -1095.138156 + Penalty 148.704410 = -946.433745 nChanged 11 SP:Iteration 1F (1.311268 sec): 3 clusters Score: Raw -1106.567087 + Penalty 167.372775 = -939.194312 nChanged 3 SP:Iteration 2F (1.311547 sec): 3 clusters Score: Raw -1111.334807 + Penalty 167.372775 = -943.962031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 23 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.312365 sec): 2 clusters Score: Raw -1112.215233 + Penalty 322.176675 = -790.038558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.312632 sec): 3 clusters Score: Raw -1093.970465 + Penalty 654.146272 = -439.824193 nChanged 2 SP:Iteration 1F (1.312895 sec): 3 clusters Score: Raw -1107.717288 + Penalty 654.146272 = -453.571016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 24 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.313613 sec): 2 clusters Score: Raw -67.569958 + Penalty 64.196189 = -3.373769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.313805 sec): 2 clusters Score: Raw -67.569958 + Penalty 64.196189 = -3.373769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 25 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.314519 sec): 2 clusters Score: Raw -132.910721 + Penalty 124.885118 = -8.025603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.314733 sec): 3 clusters Score: Raw -129.760172 + Penalty 249.770236 = 120.010065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.315485 sec): 2 clusters Score: Raw -171.441231 + Penalty 82.056224 = -89.385007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.315701 sec): 3 clusters Score: Raw -174.516950 + Penalty 166.146756 = -8.370194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.316425 sec): 2 clusters Score: Raw -187.452860 + Penalty 118.211343 = -69.241517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.316640 sec): 3 clusters Score: Raw -188.101995 + Penalty 271.595164 = 83.493169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.317361 sec): 2 clusters Score: Raw -202.100335 + Penalty 182.000381 = -20.099954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.317577 sec): 3 clusters Score: Raw -198.678881 + Penalty 406.096429 = 207.417548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 29 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.318339 sec): 2 clusters Score: Raw -829.971181 + Penalty 351.367347 = -478.603834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.318589 sec): 3 clusters Score: Raw -835.184643 + Penalty 702.034009 = -133.150634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.319311 sec): 2 clusters Score: Raw -151.930513 + Penalty 91.839434 = -60.091079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.319522 sec): 3 clusters Score: Raw -147.777132 + Penalty 91.839434 = -55.937698 nChanged 1 SP:Iteration 1F (1.319715 sec): 2 clusters Score: Raw -151.930513 + Penalty 91.839434 = -60.091079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 35 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.320471 sec): 2 clusters Score: Raw -687.659564 + Penalty 324.555746 = -363.103818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.320712 sec): 3 clusters Score: Raw -689.644432 + Penalty 650.849044 = -38.795388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 39 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.321431 sec): 2 clusters Score: Raw -117.619456 + Penalty 55.844704 = -61.774751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.321641 sec): 3 clusters Score: Raw -114.659399 + Penalty 123.282392 = 8.622992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.322345 sec): 2 clusters Score: Raw -32.247715 + Penalty 0.000000 = -32.247715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.322530 sec): 2 clusters Score: Raw -32.247715 + Penalty 0.000000 = -32.247715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 45 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.323237 sec): 2 clusters Score: Raw -63.565499 + Penalty 37.554107 = -26.011391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.323430 sec): 2 clusters Score: Raw -63.565499 + Penalty 37.554107 = -26.011391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.324140 sec): 2 clusters Score: Raw -102.666278 + Penalty 91.983817 = -10.682460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.324350 sec): 2 clusters Score: Raw -102.666278 + Penalty 91.983817 = -10.682460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.325058 sec): 2 clusters Score: Raw -60.910386 + Penalty 35.402258 = -25.508129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.325247 sec): 2 clusters Score: Raw -60.910386 + Penalty 35.402258 = -25.508129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.325950 sec): 2 clusters Score: Raw -30.736000 + Penalty 0.000000 = -30.736000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.326140 sec): 2 clusters Score: Raw -30.736000 + Penalty 0.000000 = -30.736000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.326850 sec): 2 clusters Score: Raw -104.960198 + Penalty 101.505835 = -3.454363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.327060 sec): 3 clusters Score: Raw -96.905417 + Penalty 222.144938 = 125.239521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.327767 sec): 2 clusters Score: Raw -70.224841 + Penalty 72.152032 = 1.927191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.327959 sec): 2 clusters Score: Raw -70.224841 + Penalty 72.152032 = 1.927191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.328675 sec): 2 clusters Score: Raw -169.247571 + Penalty 121.823250 = -47.424321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.328891 sec): 3 clusters Score: Raw -164.241389 + Penalty 242.284621 = 78.043232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.329603 sec): 2 clusters Score: Raw -101.686132 + Penalty 101.519030 = -0.167102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.329798 sec): 2 clusters Score: Raw -101.686132 + Penalty 101.519030 = -0.167102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 72 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.330502 sec): 2 clusters Score: Raw -31.455495 + Penalty 0.000000 = -31.455495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.330692 sec): 2 clusters Score: Raw -31.455495 + Penalty 0.000000 = -31.455495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.331403 sec): 2 clusters Score: Raw -123.505167 + Penalty 142.234804 = 18.729636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.331619 sec): 3 clusters Score: Raw -119.732796 + Penalty 284.469608 = 164.736812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.332323 sec): 2 clusters Score: Raw -32.050160 + Penalty 0.000000 = -32.050160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.332512 sec): 2 clusters Score: Raw -32.050160 + Penalty 0.000000 = -32.050160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.333215 sec): 2 clusters Score: Raw -32.192829 + Penalty 0.000000 = -32.192829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.333419 sec): 2 clusters Score: Raw -32.192829 + Penalty 0.000000 = -32.192829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.334134 sec): 2 clusters Score: Raw -31.971853 + Penalty 0.000000 = -31.971853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.334323 sec): 2 clusters Score: Raw -31.971853 + Penalty 0.000000 = -31.971853 nChanged 0 Deleting Class 57 (1 points): Lose 24.681305 but Gain 959.204469 Iteration 20F (1.454455 sec): 44 clusters Score: Raw -169247.427057 + Penalty 24832.123855 = -144415.303202 nChanged 22 Deleting Class 12 (8 points): Lose 37.505278 but Gain 948.632705 Iteration 21Q (1.471295 sec): 43 clusters Score: Raw -169234.029224 + Penalty 23908.408885 = -145325.620339 nChanged 20 Deleting Class 64 (2 points): Lose 8.642737 but Gain 903.671134 Iteration 22Q (1.487656 sec): 42 clusters Score: Raw -169241.155203 + Penalty 23010.628504 = -146230.526699 nChanged 15 Deleting Class 79 (1 points): Lose 8.683036 but Gain 891.492704 Iteration 23Q (1.503553 sec): 41 clusters Score: Raw -169239.545392 + Penalty 22109.404600 = -147130.140792 nChanged 10 Deleting Class 28 (6 points): Lose 17.159266 but Gain 881.819899 Iteration 24Q (1.519479 sec): 40 clusters Score: Raw -169232.592368 + Penalty 21233.331456 = -147999.260912 nChanged 14 Deleting Class 73 (4 points): Lose 39.962132 but Gain 890.712867 Iteration 25Q (1.535409 sec): 39 clusters Score: Raw -169205.105864 + Penalty 20414.160470 = -148790.945394 nChanged 5 Deleting Class 29 (22 points): Lose 134.281361 but Gain 982.790423 Iteration 26Q (1.550735 sec): 38 clusters Score: Raw -169093.263660 + Penalty 19595.800511 = -149497.463148 nChanged 26 Deleting Class 19 (5 points): Lose 12.716927 but Gain 860.682797 Iteration 27Q (1.566822 sec): 37 clusters Score: Raw -169143.254697 + Penalty 18749.859264 = -150393.395434 nChanged 8 Deleting Class 35 (17 points): Lose 117.243387 but Gain 937.793877 Iteration 28Q (1.582239 sec): 36 clusters Score: Raw -169040.372770 + Penalty 18713.389181 = -150326.983589 nChanged 17 Deleting Class 49 (4 points): Lose 38.388672 but Gain 839.731218 Iteration 29F (1.675335 sec): 35 clusters Score: Raw -169038.151583 + Penalty 17006.430852 = -152031.720731 nChanged 5 Deleting Class 20 (4 points): Lose 21.652462 but Gain 820.703134 Iteration 30F (1.766746 sec): 34 clusters Score: Raw -169029.299588 + Penalty 16208.684990 = -152820.614598 nChanged 5 Deleting Class 24 (2 points): Lose 5.426057 but Gain 804.027847 Iteration 31Q (1.781920 sec): 33 clusters Score: Raw -169034.179036 + Penalty 15410.165045 = -153624.013991 nChanged 3 Deleting Class 61 (3 points): Lose 15.551658 but Gain 802.109871 Iteration 32Q (1.797091 sec): 32 clusters Score: Raw -169022.595891 + Penalty 14613.994801 = -154408.601090 nChanged 4 Deleting Class 81 (1 points): Lose 4.170643 but Gain 780.924446 Iteration 33Q (1.811659 sec): 31 clusters Score: Raw -169025.918548 + Penalty 13847.592015 = -155178.326533 nChanged 1 Deleting Class 68 (3 points): Lose 25.537695 but Gain 802.214140 Iteration 34Q (1.826701 sec): 30 clusters Score: Raw -169004.135855 + Penalty 13075.552306 = -155928.583550 nChanged 4 Deleting Class 72 (1 points): Lose 13.935260 but Gain 784.479030 Iteration 35Q (1.841341 sec): 29 clusters Score: Raw -168997.843859 + Penalty 12312.462049 = -156685.381810 nChanged 2 Deleting Class 75 (1 points): Lose 14.782802 but Gain 781.181199 Iteration 36Q (1.855766 sec): 28 clusters Score: Raw -168992.577540 + Penalty 11550.805181 = -157441.772359 nChanged 2 Deleting Class 42 (1 points): Lose 19.136938 but Gain 782.618719 Iteration 37Q (1.870243 sec): 27 clusters Score: Raw -168980.494724 + Penalty 10804.213892 = -158176.280832 nChanged 3 Deleting Class 25 (4 points): Lose 34.328806 but Gain 782.064436 Iteration 38Q (1.884482 sec): 26 clusters Score: Raw -168956.978406 + Penalty 10028.471107 = -158928.507299 nChanged 5 Deleting Class 23 (37 points): Lose 210.142731 but Gain 842.487718 Iteration 39Q (1.898609 sec): 25 clusters Score: Raw -168764.700476 + Penalty 9223.277086 = -159541.423389 nChanged 38 Deleting Class 65 (5 points): Lose 29.533805 but Gain 657.117843 Iteration 40F (1.964024 sec): 24 clusters Score: Raw -168808.923939 + Penalty 8585.908041 = -160223.015898 nChanged 7 Deleting Class 21 (1 points): Lose 21.211805 but Gain 585.564875 Iteration 41Q (1.978061 sec): 23 clusters Score: Raw -168799.760370 + Penalty 8041.047368 = -160758.713002 nChanged 2 Deleting Class 27 (6 points): Lose 44.585415 but Gain 572.752175 Iteration 42Q (1.991485 sec): 22 clusters Score: Raw -168783.296176 + Penalty 7482.645713 = -161300.650462 nChanged 6 Deleting Class 45 (3 points): Lose 35.564679 but Gain 508.753615 Iteration 43Q (2.005211 sec): 21 clusters Score: Raw -168758.620201 + Penalty 7010.549873 = -161748.070327 nChanged 3 Deleting Class 6 (17 points): Lose 74.463317 but Gain 546.826859 Iteration 44Q (2.018469 sec): 20 clusters Score: Raw -168707.386278 + Penalty 6499.000203 = -162208.386075 nChanged 17 Deleting Class 34 (5 points): Lose 46.644057 but Gain 495.384341 Iteration 45Q (2.032401 sec): 19 clusters Score: Raw -168693.669038 + Penalty 6021.948344 = -162671.720694 nChanged 10 Deleting Class 50 (2 points): Lose 34.490579 but Gain 443.397054 Iteration 46Q (2.045469 sec): 18 clusters Score: Raw -168683.885017 + Penalty 5596.529663 = -163087.355354 nChanged 8 Deleting Class 26 (7 points): Lose 48.056903 but Gain 424.430741 Iteration 47Q (2.058487 sec): 17 clusters Score: Raw -168650.140413 + Penalty 5187.917224 = -163462.223189 nChanged 10 Deleting Class 39 (4 points): Lose 27.952411 but Gain 349.714665 Iteration 48Q (2.071652 sec): 16 clusters Score: Raw -168647.449557 + Penalty 4851.220184 = -163796.229373 nChanged 8 Deleting Class 3 (37 points): Lose 135.056393 but Gain 445.155095 Iteration 49Q (2.084889 sec): 15 clusters Score: Raw -168521.315163 + Penalty 4424.947298 = -164096.367865 nChanged 36 Deleting Class 11 (21 points): Lose 118.124328 but Gain 381.957703 Iteration 50F (2.125280 sec): 14 clusters Score: Raw -168461.646317 + Penalty 4523.029492 = -163938.616825 nChanged 24 Deleting Class 7 (36 points): Lose 96.537828 but Gain 126.792267 Iteration 51F (2.163377 sec): 13 clusters Score: Raw -168401.486145 + Penalty 4408.445829 = -163993.040316 nChanged 41 Deleting Class 9 (26 points): Lose 55.958479 but Gain 74.616199 Iteration 52Q (2.175989 sec): 12 clusters Score: Raw -168407.526970 + Penalty 4334.256732 = -164073.270238 nChanged 27 Iteration 53Q (2.188296 sec): 12 clusters Score: Raw -168449.612668 + Penalty 4329.577494 = -164120.035174 nChanged 1 Iteration 54Q (2.200150 sec): 12 clusters Score: Raw -168450.771258 + Penalty 4330.052088 = -164120.719170 nChanged 2 Iteration 55Q (2.212182 sec): 12 clusters Score: Raw -168451.050319 + Penalty 4331.070421 = -164119.979898 nChanged 2 Iteration 56F (2.251452 sec): 12 clusters Score: Raw -168451.170899 + Penalty 4331.292719 = -164119.878180 nChanged 1 Iteration 57F (2.287910 sec): 12 clusters Score: Raw -168452.068387 + Penalty 4333.498251 = -164118.570136 nChanged 3 Iteration 58F (2.324942 sec): 12 clusters Score: Raw -168453.228890 + Penalty 4332.622282 = -164120.606608 nChanged 2 Iteration 59Q (2.337633 sec): 12 clusters Score: Raw -168452.747717 + Penalty 4332.863992 = -164119.883725 nChanged 2 Iteration 60F (2.373846 sec): 12 clusters Score: Raw -168453.240420 + Penalty 4334.370862 = -164118.869558 nChanged 1 Iteration 61F (2.410250 sec): 12 clusters Score: Raw -168453.348722 + Penalty 4334.983891 = -164118.364831 nChanged 1 Iteration 62F (2.446583 sec): 12 clusters Score: Raw -168453.851964 + Penalty 4334.983891 = -164118.868072 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -168453.851964 + Penalty 4334.983891 = -164118.868072Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (2556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.471219 sec): 2 clusters Score: Raw -86847.965667 + Penalty 275.275476 = -86572.690191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.476585 sec): 3 clusters Score: Raw -85073.755814 + Penalty 550.760933 = -84522.994881 nChanged 1152 SP:Iteration 1F (2.481916 sec): 3 clusters Score: Raw -86060.020488 + Penalty 563.319827 = -85496.700660 nChanged 392 SP:Iteration 2F (2.487305 sec): 3 clusters Score: Raw -86401.673588 + Penalty 582.058699 = -85819.614889 nChanged 204 SP:Iteration 3F (2.492689 sec): 3 clusters Score: Raw -86532.366107 + Penalty 608.412313 = -85923.953794 nChanged 146 SP:Iteration 4F (2.498130 sec): 3 clusters Score: Raw -86637.585878 + Penalty 636.122512 = -86001.463366 nChanged 130 SP:Iteration 5F (2.503607 sec): 3 clusters Score: Raw -86746.159114 + Penalty 676.699114 = -86069.460001 nChanged 120 SP:Iteration 6Q (2.508999 sec): 3 clusters Score: Raw -86857.632728 + Penalty 730.631547 = -86127.001181 nChanged 96 SP:Iteration 7Q (2.514082 sec): 3 clusters Score: Raw -86941.780642 + Penalty 784.911755 = -86156.868887 nChanged 65 SP:Iteration 8Q (2.519009 sec): 3 clusters Score: Raw -86986.453712 + Penalty 837.436098 = -86149.017615 nChanged 40 SP:Iteration 9F (2.524518 sec): 3 clusters Score: Raw -87005.863181 + Penalty 883.370886 = -86122.492295 nChanged 25 SP:Iteration 10F (2.530151 sec): 3 clusters Score: Raw -87020.602909 + Penalty 936.813920 = -86083.788989 nChanged 18 SP:Iteration 11F (2.535710 sec): 3 clusters Score: Raw -87027.117476 + Penalty 975.577432 = -86051.540044 nChanged 9 SP:Iteration 12F (2.541315 sec): 3 clusters Score: Raw -87030.760916 + Penalty 999.649413 = -86031.111503 nChanged 3 SP:Iteration 13F (2.547152 sec): 3 clusters Score: Raw -87033.150110 + Penalty 1011.650937 = -86021.499172 nChanged 2 SP:Iteration 14F (2.552903 sec): 3 clusters Score: Raw -87033.098620 + Penalty 1029.051021 = -86004.047599 nChanged 2 SP:Iteration 15F (2.558517 sec): 3 clusters Score: Raw -87032.076954 + Penalty 1038.094815 = -85993.982139 nChanged 1 SP:Iteration 16F (2.564323 sec): 3 clusters Score: Raw -87033.399343 + Penalty 1038.094815 = -85995.304528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 2 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.570285 sec): 2 clusters Score: Raw -31241.732988 + Penalty 330.073101 = -30911.659888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.572278 sec): 3 clusters Score: Raw -30579.225852 + Penalty 694.353105 = -29884.872747 nChanged 397 SP:Iteration 1F (2.574280 sec): 3 clusters Score: Raw -31063.668778 + Penalty 764.011316 = -30299.657462 nChanged 119 SP:Iteration 2F (2.576249 sec): 3 clusters Score: Raw -31218.380321 + Penalty 861.541252 = -30356.839070 nChanged 72 SP:Iteration 3F (2.578235 sec): 3 clusters Score: Raw -31328.585483 + Penalty 959.536495 = -30369.048988 nChanged 40 SP:Iteration 4Q (2.580166 sec): 3 clusters Score: Raw -31366.950435 + Penalty 996.533557 = -30370.416879 nChanged 15 SP:Iteration 5Q (2.581946 sec): 3 clusters Score: Raw -31380.443224 + Penalty 1013.819137 = -30366.624087 nChanged 9 SP:Iteration 6F (2.583940 sec): 3 clusters Score: Raw -31388.963202 + Penalty 1019.462438 = -30369.500763 nChanged 4 SP:Iteration 7Q (2.585692 sec): 3 clusters Score: Raw -31389.791868 + Penalty 1027.629987 = -30362.161881 nChanged 3 SP:Iteration 8F (2.587733 sec): 3 clusters Score: Raw -31390.101397 + Penalty 1036.825098 = -30353.276299 nChanged 2 SP:Iteration 9F (2.589830 sec): 3 clusters Score: Raw -31389.974086 + Penalty 1044.395687 = -30345.578399 nChanged 2 SP:Iteration 10F (2.591820 sec): 3 clusters Score: Raw -31389.690457 + Penalty 1044.395687 = -30345.294769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 4 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.593881 sec): 2 clusters Score: Raw -766.226264 + Penalty 44.417276 = -721.808989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.594173 sec): 3 clusters Score: Raw -761.784824 + Penalty 94.777899 = -667.006925 nChanged 7 SP:Iteration 1F (2.594481 sec): 3 clusters Score: Raw -770.936549 + Penalty 95.616158 = -675.320391 nChanged 2 SP:Iteration 2F (2.594758 sec): 3 clusters Score: Raw -773.786236 + Penalty 99.846313 = -673.939922 nChanged 1 SP:Iteration 3F (2.595034 sec): 3 clusters Score: Raw -775.431255 + Penalty 99.846313 = -675.584942 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 5 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.597763 sec): 2 clusters Score: Raw -17383.743880 + Penalty 185.404602 = -17198.339278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.599149 sec): 3 clusters Score: Raw -17069.953889 + Penalty 388.528216 = -16681.425674 nChanged 251 SP:Iteration 1F (2.600525 sec): 3 clusters Score: Raw -17304.067528 + Penalty 387.378050 = -16916.689478 nChanged 49 SP:Iteration 2F (2.601980 sec): 3 clusters Score: Raw -17352.006879 + Penalty 393.192374 = -16958.814505 nChanged 33 SP:Iteration 3F (2.603430 sec): 3 clusters Score: Raw -17387.074591 + Penalty 398.088764 = -16988.985827 nChanged 24 SP:Iteration 4Q (2.604860 sec): 3 clusters Score: Raw -17411.671433 + Penalty 400.182810 = -17011.488623 nChanged 16 SP:Iteration 5Q (2.606337 sec): 3 clusters Score: Raw -17425.769709 + Penalty 400.077689 = -17025.692020 nChanged 5 SP:Iteration 6Q (2.607722 sec): 3 clusters Score: Raw -17429.080348 + Penalty 402.614024 = -17026.466325 nChanged 2 SP:Iteration 7Q (2.609017 sec): 3 clusters Score: Raw -17429.651795 + Penalty 402.614024 = -17027.037771 nChanged 0 SP:Iteration 8F (2.610408 sec): 3 clusters Score: Raw -17429.651795 + Penalty 402.614024 = -17027.037771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 8 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.611534 sec): 2 clusters Score: Raw -1239.987929 + Penalty 148.608124 = -1091.379806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.611848 sec): 3 clusters Score: Raw -1244.371749 + Penalty 302.027882 = -942.343866 nChanged 18 SP:Iteration 1F (2.612156 sec): 3 clusters Score: Raw -1268.698800 + Penalty 303.920150 = -964.778650 nChanged 2 SP:Iteration 2Q (2.612453 sec): 3 clusters Score: Raw -1272.673469 + Penalty 303.920150 = -968.753319 nChanged 0 SP:Iteration 3F (2.612760 sec): 3 clusters Score: Raw -1272.673469 + Penalty 303.920150 = -968.753319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 10 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.613528 sec): 2 clusters Score: Raw -2984.545703 + Penalty 253.106290 = -2731.439413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.613922 sec): 3 clusters Score: Raw -2934.786367 + Penalty 504.771083 = -2430.015284 nChanged 25 SP:Iteration 1F (2.614308 sec): 3 clusters Score: Raw -2950.970409 + Penalty 503.380181 = -2447.590229 nChanged 6 SP:Iteration 2F (2.614695 sec): 3 clusters Score: Raw -2955.422345 + Penalty 504.775662 = -2450.646682 nChanged 2 SP:Iteration 3Q (2.615080 sec): 3 clusters Score: Raw -2958.726748 + Penalty 506.250298 = -2452.476450 nChanged 4 SP:Iteration 4Q (2.615470 sec): 3 clusters Score: Raw -2965.513017 + Penalty 506.475603 = -2459.037414 nChanged 6 SP:Iteration 5F (2.615860 sec): 3 clusters Score: Raw -2973.696519 + Penalty 508.810322 = -2464.886197 nChanged 6 SP:Iteration 6F (2.616250 sec): 3 clusters Score: Raw -2984.610868 + Penalty 509.518268 = -2475.092600 nChanged 1 SP:Iteration 7Q (2.616636 sec): 3 clusters Score: Raw -2985.250746 + Penalty 509.518268 = -2475.732478 nChanged 0 SP:Iteration 8F (2.617027 sec): 3 clusters Score: Raw -2985.250746 + Penalty 509.518268 = -2475.732478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 13 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.618350 sec): 2 clusters Score: Raw -7198.990719 + Penalty 210.728879 = -6988.261841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.619099 sec): 3 clusters Score: Raw -7060.563265 + Penalty 431.471779 = -6629.091487 nChanged 98 SP:Iteration 1F (2.619810 sec): 3 clusters Score: Raw -7137.671218 + Penalty 438.059268 = -6699.611949 nChanged 26 SP:Iteration 2F (2.620521 sec): 3 clusters Score: Raw -7149.252955 + Penalty 436.516338 = -6712.736617 nChanged 6 SP:Iteration 3Q (2.621232 sec): 3 clusters Score: Raw -7155.172125 + Penalty 434.563984 = -6720.608141 nChanged 6 SP:Iteration 4Q (2.621941 sec): 3 clusters Score: Raw -7161.421107 + Penalty 443.621390 = -6717.799716 nChanged 7 SP:Iteration 5F (2.622654 sec): 3 clusters Score: Raw -7166.196682 + Penalty 454.523763 = -6711.672919 nChanged 6 SP:Iteration 6F (2.623369 sec): 3 clusters Score: Raw -7169.936525 + Penalty 465.710260 = -6704.226265 nChanged 7 SP:Iteration 7F (2.624086 sec): 3 clusters Score: Raw -7175.946833 + Penalty 508.061078 = -6667.885754 nChanged 11 SP:Iteration 8F (2.624805 sec): 3 clusters Score: Raw -7192.424937 + Penalty 604.460927 = -6587.964010 nChanged 11 SP:Iteration 9F (2.625472 sec): 3 clusters Score: Raw -7212.599811 + Penalty 678.987213 = -6533.612598 nChanged 4 SP:Iteration 10F (2.626139 sec): 3 clusters Score: Raw -7220.774775 + Penalty 711.197268 = -6509.577506 nChanged 3 SP:Iteration 11F (2.626806 sec): 3 clusters Score: Raw -7227.452796 + Penalty 729.463047 = -6497.989748 nChanged 1 SP:Iteration 12F (2.627472 sec): 3 clusters Score: Raw -7229.957268 + Penalty 729.463047 = -6500.494220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 14 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.628823 sec): 2 clusters Score: Raw -4220.728939 + Penalty 245.767053 = -3974.961886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.629317 sec): 3 clusters Score: Raw -4162.027034 + Penalty 493.694237 = -3668.332797 nChanged 43 SP:Iteration 1F (2.629802 sec): 3 clusters Score: Raw -4201.918879 + Penalty 513.966141 = -3687.952738 nChanged 16 SP:Iteration 2F (2.630281 sec): 3 clusters Score: Raw -4221.882765 + Penalty 537.082393 = -3684.800372 nChanged 10 SP:Iteration 3F (2.630757 sec): 3 clusters Score: Raw -4231.935947 + Penalty 559.040242 = -3672.895705 nChanged 9 SP:Iteration 4F (2.631231 sec): 3 clusters Score: Raw -4244.919125 + Penalty 612.197896 = -3632.721229 nChanged 11 SP:Iteration 5F (2.631701 sec): 3 clusters Score: Raw -4263.366418 + Penalty 684.743482 = -3578.622937 nChanged 7 SP:Iteration 6F (2.632172 sec): 3 clusters Score: Raw -4280.573998 + Penalty 754.785432 = -3525.788565 nChanged 5 SP:Iteration 7F (2.632641 sec): 3 clusters Score: Raw -4289.911450 + Penalty 777.283670 = -3512.627781 nChanged 2 SP:Iteration 8F (2.633109 sec): 3 clusters Score: Raw -4295.027700 + Penalty 797.279829 = -3497.747871 nChanged 1 SP:Iteration 9F (2.633576 sec): 3 clusters Score: Raw -4297.685736 + Penalty 797.279829 = -3500.405907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 15 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.637623 sec): 2 clusters Score: Raw -21536.273442 + Penalty 76.092580 = -21460.180862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.639675 sec): 3 clusters Score: Raw -20978.128919 + Penalty 153.960704 = -20824.168215 nChanged 398 SP:Iteration 1F (2.641737 sec): 3 clusters Score: Raw -21253.866602 + Penalty 150.995455 = -21102.871147 nChanged 112 SP:Iteration 2F (2.644014 sec): 3 clusters Score: Raw -21343.696698 + Penalty 150.270638 = -21193.426059 nChanged 80 SP:Iteration 3F (2.646367 sec): 3 clusters Score: Raw -21427.157028 + Penalty 152.730722 = -21274.426306 nChanged 45 SP:Iteration 4Q (2.648685 sec): 3 clusters Score: Raw -21463.962303 + Penalty 151.614970 = -21312.347333 nChanged 30 SP:Iteration 5Q (2.651017 sec): 3 clusters Score: Raw -21488.059952 + Penalty 152.972216 = -21335.087736 nChanged 21 SP:Iteration 6Q (2.653272 sec): 3 clusters Score: Raw -21503.903073 + Penalty 155.454935 = -21348.448138 nChanged 18 SP:Iteration 7Q (2.655445 sec): 3 clusters Score: Raw -21517.644215 + Penalty 159.647213 = -21357.997002 nChanged 12 SP:Iteration 8Q (2.657477 sec): 3 clusters Score: Raw -21529.931050 + Penalty 163.555422 = -21366.375628 nChanged 8 SP:Iteration 9Q (2.659430 sec): 3 clusters Score: Raw -21538.230980 + Penalty 165.963354 = -21372.267626 nChanged 5 SP:Iteration 10F (2.661454 sec): 3 clusters Score: Raw -21541.199965 + Penalty 168.810686 = -21372.389279 nChanged 3 SP:Iteration 11Q (2.663348 sec): 3 clusters Score: Raw -21543.176914 + Penalty 172.538986 = -21370.637929 nChanged 5 SP:Iteration 12F (2.665369 sec): 3 clusters Score: Raw -21545.630965 + Penalty 173.144147 = -21372.486818 nChanged 3 SP:Iteration 13Q (2.667255 sec): 3 clusters Score: Raw -21547.048274 + Penalty 177.008600 = -21370.039674 nChanged 5 SP:Iteration 14F (2.669344 sec): 3 clusters Score: Raw -21550.190353 + Penalty 179.541868 = -21370.648485 nChanged 4 SP:Iteration 15Q (2.671288 sec): 3 clusters Score: Raw -21552.988635 + Penalty 181.431306 = -21371.557329 nChanged 2 SP:Iteration 16Q (2.673168 sec): 3 clusters Score: Raw -21554.091478 + Penalty 184.079555 = -21370.011923 nChanged 4 SP:Iteration 17F (2.675308 sec): 3 clusters Score: Raw -21558.088202 + Penalty 185.328792 = -21372.759410 nChanged 2 SP:Iteration 18Q (2.677230 sec): 3 clusters Score: Raw -21559.583264 + Penalty 187.447723 = -21372.135541 nChanged 2 SP:Iteration 19F (2.679304 sec): 3 clusters Score: Raw -21560.968382 + Penalty 188.595515 = -21372.372867 nChanged 2 SP:Iteration 20F (2.681343 sec): 3 clusters Score: Raw -21562.265681 + Penalty 182.956481 = -21379.309201 nChanged 2 SP:Iteration 21Q (2.683136 sec): 3 clusters Score: Raw -21565.871904 + Penalty 176.711160 = -21389.160744 nChanged 1 SP:Iteration 22Q (2.684905 sec): 3 clusters Score: Raw -21567.981070 + Penalty 176.711160 = -21391.269911 nChanged 0 SP:Iteration 23F (2.686924 sec): 3 clusters Score: Raw -21567.981070 + Penalty 176.711160 = -21391.269911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 16 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.689291 sec): 2 clusters Score: Raw -10120.932386 + Penalty 600.690728 = -9520.241658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.690030 sec): 3 clusters Score: Raw -9810.856568 + Penalty 1202.765995 = -8608.090573 nChanged 79 SP:Iteration 1F (2.690754 sec): 3 clusters Score: Raw -9881.759116 + Penalty 1217.465713 = -8664.293404 nChanged 24 SP:Iteration 2F (2.691473 sec): 3 clusters Score: Raw -9925.599445 + Penalty 1257.814646 = -8667.784799 nChanged 32 SP:Iteration 3F (2.692178 sec): 3 clusters Score: Raw -9999.439625 + Penalty 1338.325468 = -8661.114157 nChanged 34 SP:Iteration 4F (2.692871 sec): 3 clusters Score: Raw -10095.446036 + Penalty 1406.663950 = -8688.782086 nChanged 15 SP:Iteration 5F (2.693564 sec): 3 clusters Score: Raw -10144.720832 + Penalty 1442.747773 = -8701.973059 nChanged 3 SP:Iteration 6Q (2.694139 sec): 3 clusters Score: Raw -10167.765817 + Penalty 1442.747773 = -8725.018043 nChanged 0 SP:Iteration 7F (2.694825 sec): 3 clusters Score: Raw -10167.765817 + Penalty 1442.747773 = -8725.018043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 22 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.695885 sec): 2 clusters Score: Raw -1237.367853 + Penalty 91.613661 = -1145.754192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.696187 sec): 3 clusters Score: Raw -1225.561738 + Penalty 199.249972 = -1026.311766 nChanged 8 SP:Iteration 1F (2.696489 sec): 3 clusters Score: Raw -1235.428225 + Penalty 208.048106 = -1027.380119 nChanged 2 SP:Iteration 2Q (2.696797 sec): 3 clusters Score: Raw -1237.046190 + Penalty 224.124960 = -1012.921230 nChanged 3 SP:Iteration 3F (2.697093 sec): 3 clusters Score: Raw -1241.789618 + Penalty 244.891219 = -996.898400 nChanged 3 SP:Iteration 4F (2.697418 sec): 3 clusters Score: Raw -1248.126630 + Penalty 259.661433 = -988.465197 nChanged 1 SP:Iteration 5F (2.697712 sec): 3 clusters Score: Raw -1249.935594 + Penalty 264.907887 = -985.027706 nChanged 1 SP:Iteration 6F (2.698019 sec): 3 clusters Score: Raw -1249.998065 + Penalty 264.907887 = -985.090178 nChanged 0 Time taken for this iteration:2.539809 seconds. 300->12 Clusters: Score -164118.868072, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 63 (time per iteration =42.969794 ms) Total iterations: 361 (time per iteration =7.498884 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 334973750.000000 (time per metric unit =8.081520ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8374343750.000000 (time per metric unit=323.260793ps) That took 2.707097 seconds. FileBase PeterP-2014-02-27_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 0.10 and 0.14 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10010 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 10010 points ------ Starting initial clusters from distinct float masks Not enough masks (86) to generate starting clusters (300), so starting with (87) clusters instead. Assigned 87 initial classes from 86 unique masks. Deleting Class 54 (2 points): Lose 27.979238 but Gain 1478.199177 Iteration 0F (0.654636 sec): 86 clusters Score: Raw -414387.659620 + Penalty 50742.728379 = -363644.931241 nChanged 1404 Deleting Class 39 (8 points): Lose 49.633675 but Gain 1496.842729 Iteration 1F (0.966481 sec): 73 clusters Score: Raw -415999.571035 + Penalty 45744.089108 = -370255.481926 nChanged 372 Deleting Class 57 (1 points): Lose 21.814800 but Gain 1430.831804 Iteration 2Q (1.008051 sec): 66 clusters Score: Raw -416444.857972 + Penalty 42159.067521 = -374285.790451 nChanged 214 Deleting Class 84 (1 points): Lose 12.713522 but Gain 1372.731459 Iteration 3Q (1.043512 sec): 62 clusters Score: Raw -416650.931661 + Penalty 39899.107755 = -376751.823906 nChanged 127 Deleting Class 38 (1 points): Lose 8.296857 but Gain 1361.481158 Iteration 4Q (1.075524 sec): 60 clusters Score: Raw -416783.357886 + Penalty 38364.402208 = -378418.955679 nChanged 82 Deleting Class 83 (2 points): Lose 19.930589 but Gain 1228.659029 Iteration 5Q (1.105797 sec): 59 clusters Score: Raw -416823.310971 + Penalty 37189.363085 = -379633.947886 nChanged 40 Deleting Class 27 (1 points): Lose 20.028799 but Gain 1208.909063 Iteration 6Q (1.134653 sec): 58 clusters Score: Raw -416830.908551 + Penalty 35319.439098 = -381511.469453 nChanged 31 Deleting Class 45 (1 points): Lose 23.230319 but Gain 1183.232981 Iteration 7Q (1.163795 sec): 56 clusters Score: Raw -416847.862311 + Penalty 34129.946024 = -382717.916287 nChanged 13 Deleting Class 41 (2 points): Lose 18.524415 but Gain 1155.714930 Iteration 8Q (1.192158 sec): 55 clusters Score: Raw -416846.515256 + Penalty 33131.000872 = -383715.514383 nChanged 10 Deleting Class 20 (4 points): Lose 14.659753 but Gain 1141.667684 Iteration 9Q (1.220752 sec): 54 clusters Score: Raw -416869.200495 + Penalty 32026.184171 = -384843.016323 nChanged 10 Deleting Class 79 (1 points): Lose 15.659387 but Gain 1112.196905 Iteration 10F (1.446777 sec): 53 clusters Score: Raw -416896.829210 + Penalty 30906.071159 = -385990.758051 nChanged 16 Deleting Class 72 (1 points): Lose 5.838884 but Gain 1088.298035 Iteration 11Q (1.475284 sec): 52 clusters Score: Raw -416928.586185 + Penalty 29966.754515 = -386961.831670 nChanged 15 Deleting Class 33 (2 points): Lose 36.006770 but Gain 1038.093658 Iteration 12Q (1.503134 sec): 51 clusters Score: Raw -416919.076874 + Penalty 28978.128119 = -387940.948755 nChanged 9 Deleting Class 63 (6 points): Lose 55.594812 but Gain 1046.888225 Iteration 13Q (1.530607 sec): 50 clusters Score: Raw -416889.385421 + Penalty 27756.698535 = -389132.686885 nChanged 11 Deleting Class 3 (7 points): Lose 61.958855 but Gain 1079.284383 Iteration 14Q (1.557812 sec): 49 clusters Score: Raw -416845.019306 + Penalty 26691.994554 = -390153.024752 nChanged 11 Deleting Class 25 (1 points): Lose 0.573762 but Gain 891.430655 Iteration 15Q (1.585879 sec): 48 clusters Score: Raw -416853.637823 + Penalty 25826.469044 = -391027.168780 nChanged 4 Deleting Class 34 (2 points): Lose 13.269138 but Gain 880.847682 Iteration 16Q (1.612952 sec): 47 clusters Score: Raw -416865.767735 + Penalty 25015.805182 = -391849.962553 nChanged 4 Deleting Class 6 (3 points): Lose 14.646216 but Gain 878.406125 Iteration 17Q (1.640034 sec): 46 clusters Score: Raw -416877.836552 + Penalty 24137.829155 = -392740.007397 nChanged 3 Deleting Class 42 (2 points): Lose 13.088504 but Gain 860.392455 Iteration 18Q (1.666560 sec): 45 clusters Score: Raw -416871.147599 + Penalty 23278.193737 = -393592.953862 nChanged 2 Deleting Class 17 (3 points): Lose 5.136306 but Gain 852.347967 Iteration 19Q (1.693594 sec): 44 clusters Score: Raw -416870.132159 + Penalty 22426.164585 = -394443.967574 nChanged 3 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 -416870.132159 + Penalty 22426.164585 = -394443.967574Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (2471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.741869 sec): 2 clusters Score: Raw -106575.272134 + Penalty 383.289172 = -106191.982962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.746818 sec): 3 clusters Score: Raw -105004.259828 + Penalty 770.011143 = -104234.248685 nChanged 1065 SP:Iteration 1F (1.751276 sec): 3 clusters Score: Raw -105671.917662 + Penalty 777.859224 = -104894.058439 nChanged 346 SP:Iteration 2F (1.755681 sec): 3 clusters Score: Raw -106001.248092 + Penalty 790.258529 = -105210.989563 nChanged 309 SP:Iteration 3F (1.760075 sec): 3 clusters Score: Raw -106325.997532 + Penalty 806.833224 = -105519.164308 nChanged 208 SP:Iteration 4F (1.764824 sec): 3 clusters Score: Raw -106520.416616 + Penalty 808.224737 = -105712.191879 nChanged 108 SP:Iteration 5Q (1.769244 sec): 3 clusters Score: Raw -106593.848921 + Penalty 812.664327 = -105781.184594 nChanged 58 SP:Iteration 6Q (1.773639 sec): 3 clusters Score: Raw -106611.794220 + Penalty 826.171335 = -105785.622885 nChanged 32 SP:Iteration 7Q (1.777989 sec): 3 clusters Score: Raw -106618.123464 + Penalty 851.313107 = -105766.810357 nChanged 23 SP:Iteration 8F (1.782537 sec): 3 clusters Score: Raw -106617.934273 + Penalty 860.598959 = -105757.335314 nChanged 15 SP:Iteration 9F (1.786936 sec): 3 clusters Score: Raw -106615.706507 + Penalty 866.614622 = -105749.091885 nChanged 11 SP:Iteration 10F (1.791471 sec): 3 clusters Score: Raw -106612.221665 + Penalty 875.829704 = -105736.391961 nChanged 7 SP:Iteration 11F (1.795853 sec): 3 clusters Score: Raw -106608.946840 + Penalty 881.903332 = -105727.043509 nChanged 6 SP:Iteration 12F (1.800228 sec): 3 clusters Score: Raw -106605.401589 + Penalty 900.272508 = -105705.129081 nChanged 5 SP:Iteration 13F (1.804600 sec): 3 clusters Score: Raw -106604.903401 + Penalty 918.440072 = -105686.463329 nChanged 4 SP:Iteration 14F (1.808967 sec): 3 clusters Score: Raw -106602.813301 + Penalty 928.721301 = -105674.092000 nChanged 2 SP:Iteration 15F (1.813992 sec): 3 clusters Score: Raw -106602.162316 + Penalty 933.070656 = -105669.091661 nChanged 2 SP:Iteration 16F (1.819062 sec): 3 clusters Score: Raw -106603.089103 + Penalty 974.748127 = -105628.340976 nChanged 3 SP:Iteration 17F (1.824064 sec): 3 clusters Score: Raw -106601.841606 + Penalty 1007.961290 = -105593.880316 nChanged 3 SP:Iteration 18F (1.829065 sec): 3 clusters Score: Raw -106602.790276 + Penalty 1015.033769 = -105587.756507 nChanged 2 SP:Iteration 19F (1.834147 sec): 3 clusters Score: Raw -106603.900400 + Penalty 1032.144224 = -105571.756176 nChanged 1 SP:Iteration 20F (1.839196 sec): 3 clusters Score: Raw -106605.483693 + Penalty 1032.144224 = -105573.339469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 2 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.843043 sec): 2 clusters Score: Raw -63164.052300 + Penalty 555.444808 = -62608.607493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.845441 sec): 3 clusters Score: Raw -62262.383607 + Penalty 1106.463425 = -61155.920183 nChanged 518 SP:Iteration 1F (1.847792 sec): 3 clusters Score: Raw -62807.042750 + Penalty 1099.711577 = -61707.331173 nChanged 179 SP:Iteration 2F (1.850180 sec): 3 clusters Score: Raw -63027.420564 + Penalty 1092.978905 = -61934.441660 nChanged 125 SP:Iteration 3F (1.852563 sec): 3 clusters Score: Raw -63150.330111 + Penalty 1092.061353 = -62058.268758 nChanged 92 SP:Iteration 4F (1.854957 sec): 3 clusters Score: Raw -63222.159943 + Penalty 1089.802764 = -62132.357179 nChanged 59 SP:Iteration 5Q (1.857241 sec): 3 clusters Score: Raw -63252.422367 + Penalty 1094.634787 = -62157.787580 nChanged 45 SP:Iteration 6Q (1.859424 sec): 3 clusters Score: Raw -63264.394713 + Penalty 1106.271982 = -62158.122731 nChanged 34 SP:Iteration 7Q (1.861475 sec): 3 clusters Score: Raw -63259.391220 + Penalty 1119.119223 = -62140.271997 nChanged 17 SP:Iteration 8F (1.863928 sec): 3 clusters Score: Raw -63252.537189 + Penalty 1144.914615 = -62107.622574 nChanged 12 SP:Iteration 9F (1.866473 sec): 3 clusters Score: Raw -63244.556427 + Penalty 1138.864921 = -62105.691506 nChanged 10 SP:Iteration 10F (1.869139 sec): 3 clusters Score: Raw -63246.364192 + Penalty 1171.794216 = -62074.569976 nChanged 10 SP:Iteration 11F (1.871785 sec): 3 clusters Score: Raw -63241.856744 + Penalty 1169.075115 = -62072.781629 nChanged 2 SP:Iteration 12F (1.874474 sec): 3 clusters Score: Raw -63241.952328 + Penalty 1174.435104 = -62067.517224 nChanged 2 SP:Iteration 13F (1.876859 sec): 3 clusters Score: Raw -63239.130742 + Penalty 1191.743366 = -62047.387376 nChanged 1 SP:Iteration 14F (1.879373 sec): 3 clusters Score: Raw -63236.757090 + Penalty 1199.752854 = -62037.004236 nChanged 2 SP:Iteration 15F (1.881873 sec): 3 clusters Score: Raw -63236.422618 + Penalty 1226.227748 = -62010.194870 nChanged 1 SP:Iteration 16F (1.884406 sec): 3 clusters Score: Raw -63248.199633 + Penalty 1226.227748 = -62021.971886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 4 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.889982 sec): 2 clusters Score: Raw -47140.986180 + Penalty 337.174037 = -46803.812143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.892162 sec): 3 clusters Score: Raw -46346.569556 + Penalty 670.677217 = -45675.892339 nChanged 447 SP:Iteration 1F (1.894261 sec): 3 clusters Score: Raw -46680.401283 + Penalty 667.392260 = -46013.009024 nChanged 150 SP:Iteration 2F (1.896341 sec): 3 clusters Score: Raw -46781.859958 + Penalty 666.552695 = -46115.307263 nChanged 67 SP:Iteration 3F (1.898418 sec): 3 clusters Score: Raw -46817.776917 + Penalty 666.337408 = -46151.439509 nChanged 33 SP:Iteration 4Q (1.900482 sec): 3 clusters Score: Raw -46828.525400 + Penalty 666.351255 = -46162.174145 nChanged 18 SP:Iteration 5Q (1.902535 sec): 3 clusters Score: Raw -46831.446774 + Penalty 667.397543 = -46164.049231 nChanged 10 SP:Iteration 6Q (1.904585 sec): 3 clusters Score: Raw -46834.248751 + Penalty 668.662956 = -46165.585795 nChanged 9 SP:Iteration 7Q (1.906635 sec): 3 clusters Score: Raw -46836.939161 + Penalty 670.583724 = -46166.355437 nChanged 10 SP:Iteration 8Q (1.908685 sec): 3 clusters Score: Raw -46840.798474 + Penalty 672.322791 = -46168.475683 nChanged 7 SP:Iteration 9Q (1.910725 sec): 3 clusters Score: Raw -46842.102546 + Penalty 675.387710 = -46166.714836 nChanged 12 SP:Iteration 10F (1.912805 sec): 3 clusters Score: Raw -46844.831233 + Penalty 679.941396 = -46164.889837 nChanged 17 SP:Iteration 11F (1.914939 sec): 3 clusters Score: Raw -46849.849622 + Penalty 686.603941 = -46163.245681 nChanged 26 SP:Iteration 12F (1.917021 sec): 3 clusters Score: Raw -46858.496829 + Penalty 692.824299 = -46165.672530 nChanged 22 SP:Iteration 13Q (1.919063 sec): 3 clusters Score: Raw -46865.831157 + Penalty 703.738164 = -46162.092993 nChanged 33 SP:Iteration 14F (1.921142 sec): 3 clusters Score: Raw -46882.195174 + Penalty 716.805781 = -46165.389393 nChanged 38 SP:Iteration 15Q (1.923167 sec): 3 clusters Score: Raw -46902.154742 + Penalty 734.316896 = -46167.837846 nChanged 51 SP:Iteration 16Q (1.925181 sec): 3 clusters Score: Raw -46940.431727 + Penalty 755.274472 = -46185.157255 nChanged 61 SP:Iteration 17F (1.927259 sec): 3 clusters Score: Raw -46989.913572 + Penalty 776.162038 = -46213.751534 nChanged 63 SP:Iteration 18F (1.929364 sec): 3 clusters Score: Raw -47055.186928 + Penalty 788.655343 = -46266.531585 nChanged 67 SP:Iteration 19F (1.931444 sec): 3 clusters Score: Raw -47120.991893 + Penalty 796.046873 = -46324.945020 nChanged 43 SP:Iteration 20F (1.933522 sec): 3 clusters Score: Raw -47157.373940 + Penalty 795.238551 = -46362.135388 nChanged 34 SP:Iteration 21Q (1.935383 sec): 3 clusters Score: Raw -47174.879469 + Penalty 792.730867 = -46382.148602 nChanged 21 SP:Iteration 22Q (1.937202 sec): 3 clusters Score: Raw -47182.862065 + Penalty 795.234928 = -46387.627137 nChanged 16 SP:Iteration 23Q (1.939074 sec): 3 clusters Score: Raw -47190.346300 + Penalty 794.754074 = -46395.592226 nChanged 12 SP:Iteration 24Q (1.940871 sec): 3 clusters Score: Raw -47190.186299 + Penalty 797.234116 = -46392.952184 nChanged 7 SP:Iteration 25F (1.942938 sec): 3 clusters Score: Raw -47190.184033 + Penalty 797.361986 = -46392.822047 nChanged 4 SP:Iteration 26F (1.945010 sec): 3 clusters Score: Raw -47190.566145 + Penalty 798.229479 = -46392.336666 nChanged 4 SP:Iteration 27F (1.947081 sec): 3 clusters Score: Raw -47190.972168 + Penalty 796.945210 = -46394.026958 nChanged 3 SP:Iteration 28Q (1.948823 sec): 3 clusters Score: Raw -47190.389664 + Penalty 794.567497 = -46395.822167 nChanged 2 SP:Iteration 29Q (1.950584 sec): 3 clusters Score: Raw -47191.586652 + Penalty 792.704370 = -46398.882282 nChanged 4 SP:Iteration 30F (1.952699 sec): 3 clusters Score: Raw -47192.276869 + Penalty 791.034386 = -46401.242483 nChanged 1 SP:Iteration 31Q (1.954403 sec): 3 clusters Score: Raw -47191.672211 + Penalty 791.034386 = -46400.637824 nChanged 0 SP:Iteration 32F (1.956472 sec): 3 clusters Score: Raw -47191.672211 + Penalty 791.034386 = -46400.637824 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 5 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.960020 sec): 2 clusters Score: Raw -41267.023800 + Penalty 554.415645 = -40712.608155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.961679 sec): 3 clusters Score: Raw -40571.220199 + Penalty 1118.390878 = -39452.829321 nChanged 311 SP:Iteration 1F (1.963322 sec): 3 clusters Score: Raw -40928.019943 + Penalty 1132.873345 = -39795.146599 nChanged 139 SP:Iteration 2F (1.964988 sec): 3 clusters Score: Raw -41113.726365 + Penalty 1148.373762 = -39965.352603 nChanged 84 SP:Iteration 3F (1.966627 sec): 3 clusters Score: Raw -41200.583925 + Penalty 1164.439850 = -40036.144075 nChanged 38 SP:Iteration 4Q (1.968115 sec): 3 clusters Score: Raw -41247.220186 + Penalty 1180.745260 = -40066.474926 nChanged 28 SP:Iteration 5Q (1.969462 sec): 3 clusters Score: Raw -41268.618434 + Penalty 1208.799712 = -40059.818722 nChanged 11 SP:Iteration 6F (1.971066 sec): 3 clusters Score: Raw -41280.864999 + Penalty 1238.776736 = -40042.088262 nChanged 3 SP:Iteration 7F (1.972674 sec): 3 clusters Score: Raw -41292.018508 + Penalty 1247.429794 = -40044.588714 nChanged 1 SP:Iteration 8Q (1.973942 sec): 3 clusters Score: Raw -41294.524534 + Penalty 1247.429794 = -40047.094740 nChanged 0 SP:Iteration 9F (1.975546 sec): 3 clusters Score: Raw -41294.524534 + Penalty 1247.429794 = -40047.094740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 7 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.976655 sec): 2 clusters Score: Raw -36.881744 + Penalty 0.000000 = -36.881744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.976850 sec): 2 clusters Score: Raw -36.881744 + Penalty 0.000000 = -36.881744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 8 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.977288 sec): 2 clusters Score: Raw -71.331358 + Penalty 28.025317 = -43.306040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.977475 sec): 2 clusters Score: Raw -71.331358 + Penalty 28.025317 = -43.306040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 9 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.981930 sec): 2 clusters Score: Raw -82132.999725 + Penalty 750.039067 = -81382.960658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.985024 sec): 3 clusters Score: Raw -81009.827176 + Penalty 1500.324063 = -79509.503113 nChanged 581 SP:Iteration 1F (1.988033 sec): 3 clusters Score: Raw -81432.933359 + Penalty 1501.101163 = -79931.832196 nChanged 186 SP:Iteration 2F (1.990922 sec): 3 clusters Score: Raw -81681.961565 + Penalty 1505.840733 = -80176.120832 nChanged 229 SP:Iteration 3F (1.993792 sec): 3 clusters Score: Raw -82027.341382 + Penalty 1523.577046 = -80503.764335 nChanged 184 SP:Iteration 4F (1.996611 sec): 3 clusters Score: Raw -82285.554519 + Penalty 1532.669979 = -80752.884540 nChanged 95 SP:Iteration 5F (1.999420 sec): 3 clusters Score: Raw -82379.935827 + Penalty 1536.701871 = -80843.233956 nChanged 36 SP:Iteration 6Q (2.001784 sec): 3 clusters Score: Raw -82384.186800 + Penalty 1542.939176 = -80841.247624 nChanged 19 SP:Iteration 7F (2.004573 sec): 3 clusters Score: Raw -82371.322491 + Penalty 1546.303133 = -80825.019359 nChanged 11 SP:Iteration 8F (2.007361 sec): 3 clusters Score: Raw -82361.260559 + Penalty 1546.703954 = -80814.556605 nChanged 5 SP:Iteration 9F (2.010163 sec): 3 clusters Score: Raw -82352.789364 + Penalty 1549.324799 = -80803.464565 nChanged 6 SP:Iteration 10F (2.012954 sec): 3 clusters Score: Raw -82344.886763 + Penalty 1550.754177 = -80794.132587 nChanged 1 SP:Iteration 11F (2.015769 sec): 3 clusters Score: Raw -82342.851970 + Penalty 1550.998312 = -80791.853658 nChanged 2 SP:Iteration 12F (2.018562 sec): 3 clusters Score: Raw -82338.889279 + Penalty 1553.986391 = -80784.902888 nChanged 4 SP:Iteration 13F (2.021354 sec): 3 clusters Score: Raw -82331.851062 + Penalty 1551.367269 = -80780.483793 nChanged 4 SP:Iteration 14F (2.024119 sec): 3 clusters Score: Raw -82323.799668 + Penalty 1554.515338 = -80769.284330 nChanged 3 SP:Iteration 15F (2.026889 sec): 3 clusters Score: Raw -82316.760314 + Penalty 1554.515338 = -80762.244976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 10 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.027524 sec): 2 clusters Score: Raw -990.532149 + Penalty 118.965113 = -871.567036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.027795 sec): 3 clusters Score: Raw -983.570663 + Penalty 255.201548 = -728.369114 nChanged 3 SP:Iteration 1F (2.028056 sec): 3 clusters Score: Raw -989.152054 + Penalty 309.402738 = -679.749316 nChanged 4 SP:Iteration 2F (2.028310 sec): 3 clusters Score: Raw -995.296494 + Penalty 309.402738 = -685.893756 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 11 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.031137 sec): 2 clusters Score: Raw -32904.852525 + Penalty 277.784278 = -32627.068247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.032721 sec): 3 clusters Score: Raw -32344.868643 + Penalty 576.607389 = -31768.261255 nChanged 317 SP:Iteration 1F (2.034311 sec): 3 clusters Score: Raw -32712.921378 + Penalty 588.491040 = -32124.430338 nChanged 95 SP:Iteration 2F (2.035850 sec): 3 clusters Score: Raw -32791.662632 + Penalty 587.780443 = -32203.882189 nChanged 52 SP:Iteration 3F (2.037380 sec): 3 clusters Score: Raw -32829.321267 + Penalty 584.244060 = -32245.077207 nChanged 23 SP:Iteration 4Q (2.038884 sec): 3 clusters Score: Raw -32838.404395 + Penalty 581.286066 = -32257.118329 nChanged 13 SP:Iteration 5Q (2.040353 sec): 3 clusters Score: Raw -32843.353231 + Penalty 577.182760 = -32266.170472 nChanged 10 SP:Iteration 6Q (2.041802 sec): 3 clusters Score: Raw -32846.432741 + Penalty 570.256767 = -32276.175974 nChanged 13 SP:Iteration 7Q (2.043244 sec): 3 clusters Score: Raw -32851.471955 + Penalty 560.573076 = -32290.898879 nChanged 18 SP:Iteration 8Q (2.044724 sec): 3 clusters Score: Raw -32860.079741 + Penalty 550.080614 = -32309.999127 nChanged 20 SP:Iteration 9Q (2.046193 sec): 3 clusters Score: Raw -32871.013220 + Penalty 540.356835 = -32330.656385 nChanged 19 SP:Iteration 10F (2.047756 sec): 3 clusters Score: Raw -32884.929335 + Penalty 530.588243 = -32354.341092 nChanged 19 SP:Iteration 11Q (2.049207 sec): 3 clusters Score: Raw -32900.215656 + Penalty 522.946631 = -32377.269025 nChanged 16 SP:Iteration 12Q (2.050683 sec): 3 clusters Score: Raw -32911.702773 + Penalty 515.151230 = -32396.551543 nChanged 17 SP:Iteration 13Q (2.052144 sec): 3 clusters Score: Raw -32923.809583 + Penalty 512.785847 = -32411.023736 nChanged 5 SP:Iteration 14Q (2.053552 sec): 3 clusters Score: Raw -32924.150005 + Penalty 511.327680 = -32412.822326 nChanged 2 SP:Iteration 15Q (2.054939 sec): 3 clusters Score: Raw -32924.160912 + Penalty 509.466669 = -32414.694242 nChanged 3 SP:Iteration 16Q (2.056360 sec): 3 clusters Score: Raw -32925.868233 + Penalty 506.887351 = -32418.980882 nChanged 4 SP:Iteration 17Q (2.057767 sec): 3 clusters Score: Raw -32926.587344 + Penalty 505.663811 = -32420.923534 nChanged 2 SP:Iteration 18Q (2.059177 sec): 3 clusters Score: Raw -32926.801690 + Penalty 505.663811 = -32421.137879 nChanged 0 SP:Iteration 19F (2.060744 sec): 3 clusters Score: Raw -32926.801690 + Penalty 505.663811 = -32421.137879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.061837 sec): 2 clusters Score: Raw -736.138094 + Penalty 243.688158 = -492.449935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.062083 sec): 3 clusters Score: Raw -744.130003 + Penalty 488.262352 = -255.867651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 13 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.062526 sec): 2 clusters Score: Raw -81.223499 + Penalty 55.186453 = -26.037045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.062713 sec): 2 clusters Score: Raw -81.223499 + Penalty 55.186453 = -26.037045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.063449 sec): 2 clusters Score: Raw -4453.625706 + Penalty 126.647425 = -4326.978281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.063870 sec): 3 clusters Score: Raw -4355.601233 + Penalty 249.897316 = -4105.703918 nChanged 39 SP:Iteration 1F (2.064283 sec): 3 clusters Score: Raw -4402.835936 + Penalty 283.656406 = -4119.179530 nChanged 19 SP:Iteration 2F (2.064696 sec): 3 clusters Score: Raw -4432.447277 + Penalty 395.429491 = -4037.017786 nChanged 9 SP:Iteration 3F (2.065107 sec): 3 clusters Score: Raw -4450.578210 + Penalty 526.679454 = -3923.898756 nChanged 2 SP:Iteration 4F (2.065519 sec): 3 clusters Score: Raw -4455.258354 + Penalty 526.679454 = -3928.578900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 15 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.065997 sec): 2 clusters Score: Raw -210.849386 + Penalty 113.012626 = -97.836760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.066213 sec): 3 clusters Score: Raw -204.486048 + Penalty 223.182931 = 18.696883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 16 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.067900 sec): 2 clusters Score: Raw -10519.978266 + Penalty 208.106006 = -10311.872260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.068583 sec): 3 clusters Score: Raw -10353.079021 + Penalty 426.510428 = -9926.568593 nChanged 107 SP:Iteration 1F (2.069260 sec): 3 clusters Score: Raw -10426.047097 + Penalty 449.611357 = -9976.435740 nChanged 49 SP:Iteration 2F (2.069931 sec): 3 clusters Score: Raw -10475.776910 + Penalty 454.038813 = -10021.738097 nChanged 21 SP:Iteration 3F (2.070600 sec): 3 clusters Score: Raw -10488.235031 + Penalty 450.184391 = -10038.050640 nChanged 15 SP:Iteration 4F (2.071272 sec): 3 clusters Score: Raw -10497.299003 + Penalty 450.165863 = -10047.133140 nChanged 6 SP:Iteration 5Q (2.071926 sec): 3 clusters Score: Raw -10498.406993 + Penalty 450.165863 = -10048.241130 nChanged 0 SP:Iteration 6F (2.072594 sec): 3 clusters Score: Raw -10498.406993 + Penalty 450.165863 = -10048.241130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 18 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.075763 sec): 2 clusters Score: Raw -28983.196854 + Penalty 264.339621 = -28718.857232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.077267 sec): 3 clusters Score: Raw -28535.230276 + Penalty 517.996071 = -28017.234205 nChanged 303 SP:Iteration 1F (2.078795 sec): 3 clusters Score: Raw -28873.851981 + Penalty 529.350468 = -28344.501514 nChanged 83 SP:Iteration 2F (2.080274 sec): 3 clusters Score: Raw -28966.281979 + Penalty 542.227353 = -28424.054626 nChanged 14 SP:Iteration 3Q (2.081703 sec): 3 clusters Score: Raw -28979.415676 + Penalty 569.538361 = -28409.877316 nChanged 5 SP:Iteration 4F (2.083224 sec): 3 clusters Score: Raw -28983.245100 + Penalty 593.639101 = -28389.605999 nChanged 1 SP:Iteration 5F (2.084779 sec): 3 clusters Score: Raw -28984.917138 + Penalty 611.895753 = -28373.021385 nChanged 1 SP:Iteration 6F (2.086330 sec): 3 clusters Score: Raw -28989.378006 + Penalty 611.895753 = -28377.482252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 19 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.087962 sec): 2 clusters Score: Raw -7020.020700 + Penalty 189.613499 = -6830.407201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.088517 sec): 3 clusters Score: Raw -6923.111850 + Penalty 352.607292 = -6570.504558 nChanged 72 SP:Iteration 1F (2.089089 sec): 3 clusters Score: Raw -7012.081419 + Penalty 336.213940 = -6675.867478 nChanged 20 SP:Iteration 2F (2.089641 sec): 3 clusters Score: Raw -7031.855355 + Penalty 333.692297 = -6698.163058 nChanged 5 SP:Iteration 3Q (2.090186 sec): 3 clusters Score: Raw -7033.935407 + Penalty 332.265829 = -6701.669578 nChanged 2 SP:Iteration 4Q (2.090743 sec): 3 clusters Score: Raw -7034.491291 + Penalty 330.523067 = -6703.968223 nChanged 2 SP:Iteration 5Q (2.091320 sec): 3 clusters Score: Raw -7035.816607 + Penalty 328.171911 = -6707.644696 nChanged 1 SP:Iteration 6Q (2.091919 sec): 3 clusters Score: Raw -7036.212900 + Penalty 328.171911 = -6708.040989 nChanged 0 SP:Iteration 7F (2.092467 sec): 3 clusters Score: Raw -7036.212900 + Penalty 328.171911 = -6708.040989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 21 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.092986 sec): 2 clusters Score: Raw -808.638556 + Penalty 91.473613 = -717.164943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.093259 sec): 3 clusters Score: Raw -803.192605 + Penalty 179.721753 = -623.470852 nChanged 3 SP:Iteration 1F (2.093507 sec): 3 clusters Score: Raw -811.047953 + Penalty 183.839185 = -627.208768 nChanged 2 SP:Iteration 2F (2.093754 sec): 3 clusters Score: Raw -814.880653 + Penalty 183.839185 = -631.041468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.094199 sec): 2 clusters Score: Raw -83.233486 + Penalty 57.679021 = -25.554465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.094402 sec): 3 clusters Score: Raw -76.465851 + Penalty 115.358043 = 38.892192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 23 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.096250 sec): 2 clusters Score: Raw -10340.311622 + Penalty 76.276342 = -10264.035280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.097076 sec): 3 clusters Score: Raw -10153.444645 + Penalty 155.926809 = -9997.517836 nChanged 122 SP:Iteration 1F (2.097916 sec): 3 clusters Score: Raw -10251.408454 + Penalty 159.484304 = -10091.924150 nChanged 43 SP:Iteration 2F (2.098754 sec): 3 clusters Score: Raw -10288.741923 + Penalty 173.731624 = -10115.010299 nChanged 29 SP:Iteration 3F (2.099588 sec): 3 clusters Score: Raw -10316.879281 + Penalty 186.090047 = -10130.789233 nChanged 16 SP:Iteration 4Q (2.100420 sec): 3 clusters Score: Raw -10332.864798 + Penalty 186.345046 = -10146.519752 nChanged 6 SP:Iteration 5Q (2.101226 sec): 3 clusters Score: Raw -10337.678693 + Penalty 150.069321 = -10187.609372 nChanged 4 SP:Iteration 6Q (2.101985 sec): 3 clusters Score: Raw -10342.257381 + Penalty 150.087159 = -10192.170222 nChanged 1 SP:Iteration 7Q (2.102746 sec): 3 clusters Score: Raw -10344.026745 + Penalty 150.087159 = -10193.939585 nChanged 0 SP:Iteration 8F (2.103511 sec): 3 clusters Score: Raw -10344.026745 + Penalty 150.087159 = -10193.939585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 24 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.104483 sec): 2 clusters Score: Raw -369.624203 + Penalty 225.037364 = -144.586839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.104713 sec): 3 clusters Score: Raw -378.589999 + Penalty 477.276456 = 98.686458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 28 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.105573 sec): 2 clusters Score: Raw -393.163370 + Penalty 139.508435 = -253.654936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.105804 sec): 3 clusters Score: Raw -393.130743 + Penalty 279.144954 = -113.985789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 29 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.106718 sec): 2 clusters Score: Raw -1044.973515 + Penalty 48.294160 = -996.679355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.106969 sec): 3 clusters Score: Raw -1034.279219 + Penalty 96.735538 = -937.543681 nChanged 4 SP:Iteration 1F (2.107207 sec): 3 clusters Score: Raw -1042.988239 + Penalty 96.735538 = -946.252701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 30 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.108231 sec): 2 clusters Score: Raw -2221.602285 + Penalty 81.231947 = -2140.370338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.108545 sec): 3 clusters Score: Raw -2185.222072 + Penalty 165.213501 = -2020.008572 nChanged 21 SP:Iteration 1F (2.108861 sec): 3 clusters Score: Raw -2213.089041 + Penalty 168.995478 = -2044.093563 nChanged 6 SP:Iteration 2F (2.109170 sec): 3 clusters Score: Raw -2219.366190 + Penalty 81.231947 = -2138.134243 nChanged 1 SP:Iteration 3Q (2.109490 sec): 2 clusters Score: Raw -2221.602285 + Penalty 81.231947 = -2140.370338 nChanged 0 SP:Iteration 4F (2.109773 sec): 2 clusters Score: Raw -2221.602285 + Penalty 81.231947 = -2140.370338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.110699 sec): 2 clusters Score: Raw -149.439195 + Penalty 50.831910 = -98.607285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.110907 sec): 3 clusters Score: Raw -144.702866 + Penalty 116.035330 = -28.667535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 32 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.111776 sec): 2 clusters Score: Raw -340.935168 + Penalty 86.495239 = -254.439929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.112003 sec): 3 clusters Score: Raw -338.099611 + Penalty 169.606674 = -168.492936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.112839 sec): 2 clusters Score: Raw -37.337723 + Penalty 0.000000 = -37.337723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.113028 sec): 2 clusters Score: Raw -37.337723 + Penalty 0.000000 = -37.337723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.113838 sec): 2 clusters Score: Raw -31.736818 + Penalty 0.000000 = -31.736818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.114024 sec): 2 clusters Score: Raw -31.736818 + Penalty 0.000000 = -31.736818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.114828 sec): 2 clusters Score: Raw -309.790354 + Penalty 102.455936 = -207.334418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.115050 sec): 3 clusters Score: Raw -306.144075 + Penalty 206.191872 = -99.952202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 44 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.116005 sec): 2 clusters Score: Raw -4156.530243 + Penalty 413.127311 = -3743.402932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.116378 sec): 3 clusters Score: Raw -4056.302275 + Penalty 831.511649 = -3224.790625 nChanged 22 SP:Iteration 1F (2.116740 sec): 3 clusters Score: Raw -4104.925507 + Penalty 831.333660 = -3273.591847 nChanged 6 SP:Iteration 2F (2.117107 sec): 3 clusters Score: Raw -4123.021067 + Penalty 822.807601 = -3300.213466 nChanged 4 SP:Iteration 3Q (2.117461 sec): 3 clusters Score: Raw -4130.519639 + Penalty 821.307119 = -3309.212519 nChanged 2 SP:Iteration 4Q (2.117808 sec): 3 clusters Score: Raw -4132.353128 + Penalty 823.575569 = -3308.777559 nChanged 3 SP:Iteration 5F (2.118180 sec): 3 clusters Score: Raw -4139.174984 + Penalty 824.269729 = -3314.905255 nChanged 2 SP:Iteration 6Q (2.118519 sec): 3 clusters Score: Raw -4143.861910 + Penalty 824.269729 = -3319.592181 nChanged 0 SP:Iteration 7F (2.118896 sec): 3 clusters Score: Raw -4143.861910 + Penalty 824.269729 = -3319.592181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.119844 sec): 2 clusters Score: Raw -252.546202 + Penalty 133.158177 = -119.388025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.120061 sec): 3 clusters Score: Raw -246.533177 + Penalty 266.316355 = 19.783177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.120950 sec): 2 clusters Score: Raw -201.992654 + Penalty 135.747116 = -66.245538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.121155 sec): 2 clusters Score: Raw -201.992654 + Penalty 135.747116 = -66.245538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.122004 sec): 2 clusters Score: Raw -212.676030 + Penalty 123.078001 = -89.598029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.122219 sec): 3 clusters Score: Raw -205.425571 + Penalty 240.685774 = 35.260203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.123044 sec): 2 clusters Score: Raw -36.614560 + Penalty 0.000000 = -36.614560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.123234 sec): 2 clusters Score: Raw -36.614560 + Penalty 0.000000 = -36.614560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.124046 sec): 2 clusters Score: Raw -36.577062 + Penalty 0.000000 = -36.577062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.124231 sec): 2 clusters Score: Raw -36.577062 + Penalty 0.000000 = -36.577062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.125054 sec): 2 clusters Score: Raw -75.446716 + Penalty 28.389460 = -47.057256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.125248 sec): 2 clusters Score: Raw -75.446716 + Penalty 28.389460 = -47.057256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.126071 sec): 2 clusters Score: Raw -37.646117 + Penalty 0.000000 = -37.646117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.126259 sec): 2 clusters Score: Raw -37.646117 + Penalty 0.000000 = -37.646117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.127077 sec): 2 clusters Score: Raw -38.281459 + Penalty 0.000000 = -38.281459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.127271 sec): 2 clusters Score: Raw -38.281459 + Penalty 0.000000 = -38.281459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.128101 sec): 2 clusters Score: Raw -39.696612 + Penalty 0.000000 = -39.696612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.128299 sec): 2 clusters Score: Raw -39.696612 + Penalty 0.000000 = -39.696612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.129173 sec): 2 clusters Score: Raw -38.246070 + Penalty 0.000000 = -38.246070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.129366 sec): 2 clusters Score: Raw -38.246070 + Penalty 0.000000 = -38.246070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.130212 sec): 2 clusters Score: Raw -268.962656 + Penalty 155.112064 = -113.850592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.130439 sec): 3 clusters Score: Raw -272.043853 + Penalty 305.513108 = 33.469255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.131303 sec): 2 clusters Score: Raw -37.528913 + Penalty 0.000000 = -37.528913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.131498 sec): 2 clusters Score: Raw -37.528913 + Penalty 0.000000 = -37.528913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.132420 sec): 2 clusters Score: Raw -1081.796918 + Penalty 149.991284 = -931.805634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.132693 sec): 3 clusters Score: Raw -1071.456175 + Penalty 298.089736 = -773.366439 nChanged 5 SP:Iteration 1F (2.132962 sec): 3 clusters Score: Raw -1080.662229 + Penalty 300.314137 = -780.348092 nChanged 1 SP:Iteration 2Q (2.133224 sec): 3 clusters Score: Raw -1081.327804 + Penalty 300.314137 = -781.013667 nChanged 0 SP:Iteration 3F (2.133489 sec): 3 clusters Score: Raw -1081.327804 + Penalty 300.314137 = -781.013667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 86 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.134392 sec): 2 clusters Score: Raw -35.570773 + Penalty 0.000000 = -35.570773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.134582 sec): 2 clusters Score: Raw -35.570773 + Penalty 0.000000 = -35.570773 nChanged 0 Deleting Class 24 (9 points): Lose 101.469788 but Gain 943.415464 Iteration 20F (2.331750 sec): 43 clusters Score: Raw -416770.927697 + Penalty 21508.746538 = -395262.181159 nChanged 9 Deleting Class 69 (1 points): Lose 14.015328 but Gain 836.416216 Iteration 21Q (2.358675 sec): 42 clusters Score: Raw -416775.829924 + Penalty 20718.201635 = -396057.628289 nChanged 2 Deleting Class 22 (2 points): Lose 4.710802 but Gain 766.505419 Iteration 22Q (2.385255 sec): 41 clusters Score: Raw -416787.260989 + Penalty 19952.280737 = -396834.980252 nChanged 2 Deleting Class 68 (1 points): Lose 2.499654 but Gain 742.969943 Iteration 23Q (2.412187 sec): 40 clusters Score: Raw -416788.660644 + Penalty 19209.428342 = -397579.232302 nChanged 1 Deleting Class 48 (5 points): Lose 44.144627 but Gain 776.925170 Iteration 24Q (2.438595 sec): 39 clusters Score: Raw -416746.590367 + Penalty 18462.068821 = -398284.521546 nChanged 5 Deleting Class 13 (2 points): Lose 4.856812 but Gain 733.381299 Iteration 25Q (2.465101 sec): 38 clusters Score: Raw -416756.669342 + Penalty 17724.255147 = -399032.414195 nChanged 2 Deleting Class 56 (1 points): Lose 10.320683 but Gain 721.173456 Iteration 26Q (2.491376 sec): 37 clusters Score: Raw -416750.664970 + Penalty 17017.552511 = -399733.112459 nChanged 1 Deleting Class 55 (5 points): Lose 16.808563 but Gain 704.415676 Iteration 27Q (2.517328 sec): 36 clusters Score: Raw -416739.484962 + Penalty 16315.882784 = -400423.602178 nChanged 5 Deleting Class 75 (7 points): Lose 60.980992 but Gain 734.252781 Iteration 28Q (2.542959 sec): 35 clusters Score: Raw -416685.321292 + Penalty 15661.219675 = -401024.101617 nChanged 8 Deleting Class 47 (6 points): Lose 21.574720 but Gain 684.559088 Iteration 29Q (2.568945 sec): 34 clusters Score: Raw -416702.830086 + Penalty 15004.493990 = -401698.336096 nChanged 11 Deleting Class 12 (20 points): Lose 122.357027 but Gain 757.779276 Iteration 30F (2.711983 sec): 33 clusters Score: Raw -416600.800997 + Penalty 14355.713588 = -402245.087409 nChanged 26 Deleting Class 15 (5 points): Lose 24.330850 but Gain 646.808244 Iteration 31Q (2.737242 sec): 32 clusters Score: Raw -416663.373301 + Penalty 13777.790653 = -402885.582648 nChanged 15 Deleting Class 37 (1 points): Lose 0.479406 but Gain 608.417859 Iteration 32Q (2.762577 sec): 31 clusters Score: Raw -416716.902531 + Penalty 13197.404366 = -403519.498164 nChanged 14 Deleting Class 74 (1 points): Lose 1.580847 but Gain 575.130896 Iteration 33Q (2.787386 sec): 30 clusters Score: Raw -416734.012244 + Penalty 12655.086572 = -404078.925672 nChanged 6 Deleting Class 80 (1 points): Lose 25.466979 but Gain 596.514628 Iteration 34Q (2.812081 sec): 29 clusters Score: Raw -416731.939034 + Penalty 12054.967297 = -404676.971737 nChanged 7 Deleting Class 67 (1 points): Lose 7.590863 but Gain 475.483247 Iteration 35Q (2.836048 sec): 28 clusters Score: Raw -416740.720810 + Penalty 11573.478532 = -405167.242278 nChanged 4 Deleting Class 43 (10 points): Lose 59.485415 but Gain 504.235444 Iteration 36Q (2.865052 sec): 27 clusters Score: Raw -416686.629849 + Penalty 11103.852730 = -405582.777119 nChanged 11 Deleting Class 44 (88 points): Lose 420.687215 but Gain 849.937413 Iteration 37Q (2.890689 sec): 26 clusters Score: Raw -416292.080110 + Penalty 10297.628504 = -405994.451606 nChanged 89 Deleting Class 28 (11 points): Lose 130.890549 but Gain 559.421392 Iteration 38Q (2.919108 sec): 25 clusters Score: Raw -416311.026140 + Penalty 10280.189929 = -406030.836211 nChanged 14 Deleting Class 7 (1 points): Lose 5.700005 but Gain 415.689161 Iteration 39Q (2.944804 sec): 24 clusters Score: Raw -416365.872051 + Penalty 9880.035744 = -406485.836307 nChanged 5 Deleting Class 60 (1 points): Lose 3.129101 but Gain 402.103801 Iteration 40F (3.059788 sec): 23 clusters Score: Raw -416381.878291 + Penalty 9481.436743 = -406900.441548 nChanged 1 Deleting Class 66 (2 points): Lose 3.844697 but Gain 377.271914 Iteration 41Q (3.085151 sec): 22 clusters Score: Raw -416381.013441 + Penalty 9105.647366 = -407275.366075 nChanged 2 Deleting Class 8 (2 points): Lose 3.507808 but Gain 372.432770 Iteration 42Q (3.109847 sec): 21 clusters Score: Raw -416380.735507 + Penalty 8733.408712 = -407647.326795 nChanged 2 Deleting Class 32 (21 points): Lose 121.447095 but Gain 466.620349 Iteration 43Q (3.134441 sec): 20 clusters Score: Raw -416262.442617 + Penalty 8286.668303 = -407975.774315 nChanged 21 Deleting Class 31 (5 points): Lose 22.126099 but Gain 346.989463 Iteration 44Q (3.159342 sec): 19 clusters Score: Raw -416296.972937 + Penalty 7941.208844 = -408355.764093 nChanged 5 Deleting Class 40 (1 points): Lose 30.761636 but Gain 311.829125 Iteration 45Q (3.183637 sec): 18 clusters Score: Raw -416278.806569 + Penalty 7549.300624 = -408729.505945 nChanged 2 Deleting Class 86 (1 points): Lose 0.762601 but Gain 262.003528 Iteration 46Q (3.206625 sec): 17 clusters Score: Raw -416283.137306 + Penalty 7287.604435 = -408995.532871 nChanged 1 Deleting Class 10 (31 points): Lose 246.916219 but Gain 468.370080 Iteration 47Q (3.232863 sec): 16 clusters Score: Raw -416038.325770 + Penalty 6855.285108 = -409183.040661 nChanged 31 Deleting Class 21 (44 points): Lose 249.031204 but Gain 424.589353 Iteration 48Q (3.258195 sec): 15 clusters Score: Raw -415889.313607 + Penalty 6375.809748 = -409513.503859 nChanged 45 Deleting Class 29 (31 points): Lose 77.054825 but Gain 129.544432 Iteration 49Q (3.283053 sec): 14 clusters Score: Raw -415910.894792 + Penalty 6200.180789 = -409710.714002 nChanged 39 Deleting Class 30 (63 points): Lose 164.752182 but Gain 184.806159 Iteration 50F (3.355347 sec): 13 clusters Score: Raw -415815.582551 + Penalty 6008.785367 = -409806.797184 nChanged 69 Iteration 51Q (3.377665 sec): 13 clusters Score: Raw -415912.400001 + Penalty 6000.964397 = -409911.435603 nChanged 9 Iteration 52Q (3.400287 sec): 13 clusters Score: Raw -415910.155977 + Penalty 6001.541596 = -409908.614381 nChanged 6 Iteration 53F (3.468646 sec): 13 clusters Score: Raw -415909.024136 + Penalty 5997.473740 = -409911.550396 nChanged 7 Iteration 54Q (3.491324 sec): 13 clusters Score: Raw -415909.937516 + Penalty 5995.794724 = -409914.142792 nChanged 5 Iteration 55Q (3.514215 sec): 13 clusters Score: Raw -415910.121201 + Penalty 5995.261131 = -409914.860071 nChanged 2 Iteration 56Q (3.537967 sec): 13 clusters Score: Raw -415909.628834 + Penalty 5995.261131 = -409914.367704 nChanged 0 Iteration 57F (3.604890 sec): 13 clusters Score: Raw -415909.628834 + Penalty 5995.261131 = -409914.367704 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 -415909.628834 + Penalty 5995.261131 = -409914.367704Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (2472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.634381 sec): 2 clusters Score: Raw -106582.391184 + Penalty 383.657330 = -106198.733854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.639355 sec): 3 clusters Score: Raw -104954.696687 + Penalty 774.139655 = -104180.557032 nChanged 1085 SP:Iteration 1F (3.644062 sec): 3 clusters Score: Raw -105589.453713 + Penalty 806.020710 = -104783.433003 nChanged 424 SP:Iteration 2F (3.648604 sec): 3 clusters Score: Raw -106037.662994 + Penalty 880.051321 = -105157.611673 nChanged 343 SP:Iteration 3F (3.653066 sec): 3 clusters Score: Raw -106434.995999 + Penalty 954.616438 = -105480.379560 nChanged 178 SP:Iteration 4F (3.657518 sec): 3 clusters Score: Raw -106603.049239 + Penalty 970.841693 = -105632.207546 nChanged 49 SP:Iteration 5Q (3.661501 sec): 3 clusters Score: Raw -106625.346035 + Penalty 967.359110 = -105657.986924 nChanged 24 SP:Iteration 6Q (3.665104 sec): 3 clusters Score: Raw -106635.751993 + Penalty 972.976088 = -105662.775905 nChanged 11 SP:Iteration 7Q (3.668609 sec): 3 clusters Score: Raw -106633.112766 + Penalty 998.513843 = -105634.598923 nChanged 5 SP:Iteration 8F (3.673117 sec): 3 clusters Score: Raw -106636.558194 + Penalty 995.402607 = -105641.155587 nChanged 6 SP:Iteration 9Q (3.676569 sec): 3 clusters Score: Raw -106638.742425 + Penalty 1014.017423 = -105624.725002 nChanged 4 SP:Iteration 10F (3.681097 sec): 3 clusters Score: Raw -106637.719809 + Penalty 1037.665737 = -105600.054072 nChanged 2 SP:Iteration 11F (3.685655 sec): 3 clusters Score: Raw -106637.753819 + Penalty 1037.665737 = -105600.088082 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 2 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.689790 sec): 2 clusters Score: Raw -63209.106749 + Penalty 556.080760 = -62653.025989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.692307 sec): 3 clusters Score: Raw -62334.465109 + Penalty 1108.472055 = -61225.993053 nChanged 499 SP:Iteration 1F (3.694703 sec): 3 clusters Score: Raw -62701.760894 + Penalty 1105.000073 = -61596.760821 nChanged 174 SP:Iteration 2F (3.697070 sec): 3 clusters Score: Raw -62927.195850 + Penalty 1107.063552 = -61820.132298 nChanged 175 SP:Iteration 3F (3.699437 sec): 3 clusters Score: Raw -63120.497045 + Penalty 1113.589417 = -62006.907628 nChanged 108 SP:Iteration 4F (3.701806 sec): 3 clusters Score: Raw -63247.232053 + Penalty 1110.703254 = -62136.528799 nChanged 69 SP:Iteration 5F (3.704173 sec): 3 clusters Score: Raw -63303.796093 + Penalty 1115.548260 = -62188.247832 nChanged 55 SP:Iteration 6Q (3.706530 sec): 3 clusters Score: Raw -63338.753305 + Penalty 1124.565992 = -62214.187312 nChanged 41 SP:Iteration 7Q (3.708860 sec): 3 clusters Score: Raw -63346.349647 + Penalty 1124.674055 = -62221.675592 nChanged 30 SP:Iteration 8Q (3.710956 sec): 3 clusters Score: Raw -63347.756837 + Penalty 1139.724582 = -62208.032254 nChanged 15 SP:Iteration 9F (3.713322 sec): 3 clusters Score: Raw -63338.280746 + Penalty 1147.929642 = -62190.351104 nChanged 12 SP:Iteration 10F (3.715687 sec): 3 clusters Score: Raw -63338.880312 + Penalty 1150.765635 = -62188.114677 nChanged 10 SP:Iteration 11F (3.718051 sec): 3 clusters Score: Raw -63336.318343 + Penalty 1173.148255 = -62163.170087 nChanged 6 SP:Iteration 12F (3.720417 sec): 3 clusters Score: Raw -63332.434130 + Penalty 1160.314282 = -62172.119848 nChanged 3 SP:Iteration 13Q (3.722305 sec): 3 clusters Score: Raw -63331.670306 + Penalty 1160.314282 = -62171.356024 nChanged 0 SP:Iteration 14F (3.724723 sec): 3 clusters Score: Raw -63331.670306 + Penalty 1160.314282 = -62171.356024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 4 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.730759 sec): 2 clusters Score: Raw -49254.682938 + Penalty 351.737596 = -48902.945342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.733043 sec): 3 clusters Score: Raw -48409.372291 + Penalty 703.232357 = -47706.139935 nChanged 487 SP:Iteration 1F (3.735229 sec): 3 clusters Score: Raw -48677.187240 + Penalty 704.257934 = -47972.929306 nChanged 188 SP:Iteration 2F (3.737407 sec): 3 clusters Score: Raw -48868.345495 + Penalty 707.290630 = -48161.054865 nChanged 145 SP:Iteration 3F (3.739580 sec): 3 clusters Score: Raw -48977.964960 + Penalty 713.874152 = -48264.090808 nChanged 110 SP:Iteration 4F (3.741802 sec): 3 clusters Score: Raw -49078.177134 + Penalty 735.874991 = -48342.302144 nChanged 100 SP:Iteration 5F (3.743979 sec): 3 clusters Score: Raw -49206.662972 + Penalty 768.711415 = -48437.951557 nChanged 94 SP:Iteration 6F (3.746154 sec): 3 clusters Score: Raw -49305.005779 + Penalty 793.738198 = -48511.267581 nChanged 59 SP:Iteration 7F (3.748336 sec): 3 clusters Score: Raw -49349.927054 + Penalty 809.387438 = -48540.539617 nChanged 37 SP:Iteration 8Q (3.750501 sec): 3 clusters Score: Raw -49373.970335 + Penalty 811.259354 = -48562.710981 nChanged 19 SP:Iteration 9Q (3.752538 sec): 3 clusters Score: Raw -49377.721221 + Penalty 815.208282 = -48562.512939 nChanged 6 SP:Iteration 10F (3.754782 sec): 3 clusters Score: Raw -49381.864272 + Penalty 817.391713 = -48564.472559 nChanged 5 SP:Iteration 11Q (3.756749 sec): 3 clusters Score: Raw -49381.066567 + Penalty 823.121200 = -48557.945366 nChanged 3 SP:Iteration 12F (3.758984 sec): 3 clusters Score: Raw -49380.984616 + Penalty 823.121200 = -48557.863416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 5 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.763399 sec): 2 clusters Score: Raw -41266.430649 + Penalty 554.541323 = -40711.889326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.765198 sec): 3 clusters Score: Raw -40582.750791 + Penalty 1117.805899 = -39464.944891 nChanged 324 SP:Iteration 1F (3.766960 sec): 3 clusters Score: Raw -40914.732010 + Penalty 1131.370939 = -39783.361071 nChanged 135 SP:Iteration 2F (3.768747 sec): 3 clusters Score: Raw -41079.967088 + Penalty 1140.362174 = -39939.604914 nChanged 83 SP:Iteration 3F (3.770554 sec): 3 clusters Score: Raw -41185.041802 + Penalty 1142.645380 = -40042.396422 nChanged 48 SP:Iteration 4F (3.772369 sec): 3 clusters Score: Raw -41233.991095 + Penalty 1171.114213 = -40062.876882 nChanged 25 SP:Iteration 5Q (3.773694 sec): 3 clusters Score: Raw -41262.683446 + Penalty 1183.740821 = -40078.942625 nChanged 6 SP:Iteration 6Q (3.775135 sec): 3 clusters Score: Raw -41272.951903 + Penalty 1183.740821 = -40089.211082 nChanged 0 SP:Iteration 7F (3.776914 sec): 3 clusters Score: Raw -41272.951903 + Penalty 1183.740821 = -40089.211082 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 9 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.782594 sec): 2 clusters Score: Raw -82176.753701 + Penalty 750.067253 = -81426.686448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.785757 sec): 3 clusters Score: Raw -81074.097142 + Penalty 1504.986290 = -79569.110852 nChanged 604 SP:Iteration 1F (3.788880 sec): 3 clusters Score: Raw -81799.914990 + Penalty 1513.142925 = -80286.772064 nChanged 233 SP:Iteration 2F (3.791973 sec): 3 clusters Score: Raw -82091.335354 + Penalty 1521.137336 = -80570.198019 nChanged 152 SP:Iteration 3F (3.795088 sec): 3 clusters Score: Raw -82277.733532 + Penalty 1537.168418 = -80740.565114 nChanged 80 SP:Iteration 4F (3.798222 sec): 3 clusters Score: Raw -82346.711865 + Penalty 1536.492031 = -80810.219834 nChanged 49 SP:Iteration 5Q (3.800938 sec): 3 clusters Score: Raw -82385.464063 + Penalty 1549.348265 = -80836.115798 nChanged 28 SP:Iteration 6Q (3.803573 sec): 3 clusters Score: Raw -82380.724507 + Penalty 1547.587595 = -80833.136912 nChanged 8 SP:Iteration 7F (3.806707 sec): 3 clusters Score: Raw -82374.501945 + Penalty 1551.020777 = -80823.481168 nChanged 4 SP:Iteration 8F (3.809919 sec): 3 clusters Score: Raw -82371.275790 + Penalty 1551.470940 = -80819.804850 nChanged 6 SP:Iteration 9F (3.813200 sec): 3 clusters Score: Raw -82363.509137 + Penalty 1560.104222 = -80803.404915 nChanged 6 SP:Iteration 10F (3.816343 sec): 3 clusters Score: Raw -82352.698793 + Penalty 1563.964855 = -80788.733938 nChanged 3 SP:Iteration 11F (3.819482 sec): 3 clusters Score: Raw -82346.807100 + Penalty 1563.062889 = -80783.744210 nChanged 2 SP:Iteration 12F (3.822642 sec): 3 clusters Score: Raw -82343.259160 + Penalty 1565.313351 = -80777.945809 nChanged 1 SP:Iteration 13F (3.825813 sec): 3 clusters Score: Raw -82340.883069 + Penalty 1565.313351 = -80775.569717 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 11 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.829325 sec): 2 clusters Score: Raw -34741.033970 + Penalty 299.810663 = -34441.223307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.831150 sec): 3 clusters Score: Raw -34179.713244 + Penalty 660.880568 = -33518.832677 nChanged 344 SP:Iteration 1F (3.832943 sec): 3 clusters Score: Raw -34636.442266 + Penalty 703.300245 = -33933.142021 nChanged 107 SP:Iteration 2F (3.834747 sec): 3 clusters Score: Raw -34723.408401 + Penalty 720.699261 = -34002.709140 nChanged 50 SP:Iteration 3F (3.836578 sec): 3 clusters Score: Raw -34753.405387 + Penalty 732.619244 = -34020.786144 nChanged 35 SP:Iteration 4Q (3.838329 sec): 3 clusters Score: Raw -34769.307306 + Penalty 737.554085 = -34031.753221 nChanged 27 SP:Iteration 5Q (3.840063 sec): 3 clusters Score: Raw -34788.706339 + Penalty 737.024319 = -34051.682020 nChanged 36 SP:Iteration 6Q (3.841777 sec): 3 clusters Score: Raw -34809.030275 + Penalty 740.433745 = -34068.596530 nChanged 18 SP:Iteration 7Q (3.843457 sec): 3 clusters Score: Raw -34813.883646 + Penalty 756.759924 = -34057.123723 nChanged 15 SP:Iteration 8F (3.845257 sec): 3 clusters Score: Raw -34814.571045 + Penalty 758.730127 = -34055.840919 nChanged 9 SP:Iteration 9F (3.847058 sec): 3 clusters Score: Raw -34816.255552 + Penalty 752.704277 = -34063.551275 nChanged 9 SP:Iteration 10F (3.848863 sec): 3 clusters Score: Raw -34820.060577 + Penalty 743.706533 = -34076.354044 nChanged 12 SP:Iteration 11Q (3.850443 sec): 3 clusters Score: Raw -34827.046411 + Penalty 749.288683 = -34077.757727 nChanged 7 SP:Iteration 12Q (3.851990 sec): 3 clusters Score: Raw -34824.645368 + Penalty 782.632000 = -34042.013368 nChanged 3 SP:Iteration 13F (3.853842 sec): 3 clusters Score: Raw -34824.641288 + Penalty 780.672424 = -34043.968863 nChanged 1 SP:Iteration 14Q (3.855389 sec): 3 clusters Score: Raw -34824.657028 + Penalty 769.241972 = -34055.415056 nChanged 1 SP:Iteration 15Q (3.856903 sec): 3 clusters Score: Raw -34826.665882 + Penalty 769.241972 = -34057.423910 nChanged 0 SP:Iteration 16F (3.858709 sec): 3 clusters Score: Raw -34826.665882 + Penalty 769.241972 = -34057.423910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.860358 sec): 2 clusters Score: Raw -5903.365881 + Penalty 125.965941 = -5777.399940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.860894 sec): 3 clusters Score: Raw -5814.880572 + Penalty 252.279852 = -5562.600720 nChanged 51 SP:Iteration 1F (3.861411 sec): 3 clusters Score: Raw -5842.394700 + Penalty 249.724960 = -5592.669740 nChanged 14 SP:Iteration 2F (3.861926 sec): 3 clusters Score: Raw -5856.407058 + Penalty 250.146254 = -5606.260804 nChanged 6 SP:Iteration 3Q (3.862439 sec): 3 clusters Score: Raw -5859.329293 + Penalty 251.250486 = -5608.078807 nChanged 6 SP:Iteration 4Q (3.862953 sec): 3 clusters Score: Raw -5862.453832 + Penalty 252.246109 = -5610.207723 nChanged 5 SP:Iteration 5Q (3.863467 sec): 3 clusters Score: Raw -5866.110303 + Penalty 253.123967 = -5612.986336 nChanged 7 SP:Iteration 6Q (3.863966 sec): 3 clusters Score: Raw -5870.878267 + Penalty 254.575455 = -5616.302812 nChanged 4 SP:Iteration 7Q (3.864500 sec): 3 clusters Score: Raw -5872.811668 + Penalty 255.500246 = -5617.311422 nChanged 9 SP:Iteration 8F (3.865009 sec): 3 clusters Score: Raw -5878.760675 + Penalty 254.930292 = -5623.830383 nChanged 7 SP:Iteration 9Q (3.865510 sec): 3 clusters Score: Raw -5882.636240 + Penalty 254.955945 = -5627.680295 nChanged 10 SP:Iteration 10F (3.866023 sec): 3 clusters Score: Raw -5895.071496 + Penalty 249.353896 = -5645.717600 nChanged 14 SP:Iteration 11F (3.866537 sec): 3 clusters Score: Raw -5914.268902 + Penalty 265.047288 = -5649.221614 nChanged 9 SP:Iteration 12F (3.867054 sec): 3 clusters Score: Raw -5920.944075 + Penalty 278.379075 = -5642.565000 nChanged 5 SP:Iteration 13F (3.867537 sec): 3 clusters Score: Raw -5920.856266 + Penalty 285.995536 = -5634.860731 nChanged 2 SP:Iteration 14F (3.868019 sec): 3 clusters Score: Raw -5921.527370 + Penalty 291.151915 = -5630.375456 nChanged 1 SP:Iteration 15F (3.868504 sec): 3 clusters Score: Raw -5921.617962 + Penalty 298.695003 = -5622.922959 nChanged 1 SP:Iteration 16F (3.868986 sec): 3 clusters Score: Raw -5922.009694 + Penalty 338.041168 = -5583.968526 nChanged 4 SP:Iteration 17F (3.869468 sec): 3 clusters Score: Raw -5924.611618 + Penalty 359.130797 = -5565.480821 nChanged 1 SP:Iteration 18F (3.869975 sec): 3 clusters Score: Raw -5926.763117 + Penalty 359.130797 = -5567.632320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 16 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.871306 sec): 2 clusters Score: Raw -11350.803846 + Penalty 217.064468 = -11133.739378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.872087 sec): 3 clusters Score: Raw -11213.164295 + Penalty 452.418967 = -10760.745328 nChanged 117 SP:Iteration 1F (3.872843 sec): 3 clusters Score: Raw -11343.696061 + Penalty 472.118857 = -10871.577204 nChanged 34 SP:Iteration 2F (3.873593 sec): 3 clusters Score: Raw -11376.281154 + Penalty 472.828466 = -10903.452689 nChanged 11 SP:Iteration 3Q (3.874338 sec): 3 clusters Score: Raw -11385.888941 + Penalty 456.905414 = -10928.983527 nChanged 13 SP:Iteration 4Q (3.875082 sec): 3 clusters Score: Raw -11401.014528 + Penalty 460.120210 = -10940.894318 nChanged 6 SP:Iteration 5Q (3.875816 sec): 3 clusters Score: Raw -11406.684762 + Penalty 466.343273 = -10940.341489 nChanged 4 SP:Iteration 6F (3.876535 sec): 3 clusters Score: Raw -11411.484088 + Penalty 466.032145 = -10945.451943 nChanged 2 SP:Iteration 7Q (3.877242 sec): 3 clusters Score: Raw -11413.274552 + Penalty 466.032145 = -10947.242407 nChanged 0 SP:Iteration 8F (3.877961 sec): 3 clusters Score: Raw -11413.274552 + Penalty 466.032145 = -10947.242407 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 18 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.880806 sec): 2 clusters Score: Raw -29675.413758 + Penalty 268.157863 = -29407.255896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.882367 sec): 3 clusters Score: Raw -29221.080491 + Penalty 531.801073 = -28689.279418 nChanged 313 SP:Iteration 1F (3.883901 sec): 3 clusters Score: Raw -29441.269207 + Penalty 519.587625 = -28921.681582 nChanged 112 SP:Iteration 2F (3.885452 sec): 3 clusters Score: Raw -29555.086729 + Penalty 513.515622 = -29041.571107 nChanged 60 SP:Iteration 3F (3.886984 sec): 3 clusters Score: Raw -29629.877829 + Penalty 506.438066 = -29123.439762 nChanged 35 SP:Iteration 4Q (3.888521 sec): 3 clusters Score: Raw -29665.259537 + Penalty 520.937515 = -29144.322023 nChanged 13 SP:Iteration 5Q (3.890032 sec): 3 clusters Score: Raw -29674.541309 + Penalty 526.843740 = -29147.697569 nChanged 6 SP:Iteration 6Q (3.891490 sec): 3 clusters Score: Raw -29676.891436 + Penalty 529.854258 = -29147.037178 nChanged 7 SP:Iteration 7F (3.893028 sec): 3 clusters Score: Raw -29682.194214 + Penalty 542.006331 = -29140.187883 nChanged 8 SP:Iteration 8F (3.894629 sec): 3 clusters Score: Raw -29688.128253 + Penalty 560.560283 = -29127.567970 nChanged 6 SP:Iteration 9F (3.896243 sec): 3 clusters Score: Raw -29691.028825 + Penalty 539.766643 = -29151.262182 nChanged 2 SP:Iteration 10F (3.897843 sec): 3 clusters Score: Raw -29693.411717 + Penalty 521.779782 = -29171.631935 nChanged 3 SP:Iteration 11Q (3.899217 sec): 3 clusters Score: Raw -29695.468875 + Penalty 548.208823 = -29147.260052 nChanged 3 SP:Iteration 12F (3.900742 sec): 3 clusters Score: Raw -29702.125474 + Penalty 563.436800 = -29138.688675 nChanged 1 SP:Iteration 13F (3.902250 sec): 3 clusters Score: Raw -29703.244565 + Penalty 563.436800 = -29139.807765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 19 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.903935 sec): 2 clusters Score: Raw -7467.766474 + Penalty 203.640006 = -7264.126468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.904525 sec): 3 clusters Score: Raw -7377.130175 + Penalty 424.308981 = -6952.821194 nChanged 71 SP:Iteration 1F (3.905100 sec): 3 clusters Score: Raw -7436.027184 + Penalty 437.132368 = -6998.894816 nChanged 15 SP:Iteration 2F (3.905658 sec): 3 clusters Score: Raw -7453.188992 + Penalty 455.905333 = -6997.283659 nChanged 16 SP:Iteration 3F (3.906213 sec): 3 clusters Score: Raw -7474.182752 + Penalty 470.209702 = -7003.973050 nChanged 10 SP:Iteration 4Q (3.906765 sec): 3 clusters Score: Raw -7486.485719 + Penalty 447.852489 = -7038.633231 nChanged 5 SP:Iteration 5Q (3.907317 sec): 3 clusters Score: Raw -7489.971181 + Penalty 451.642594 = -7038.328587 nChanged 1 SP:Iteration 6F (3.907871 sec): 3 clusters Score: Raw -7491.159816 + Penalty 463.064149 = -7028.095667 nChanged 1 SP:Iteration 7F (3.908424 sec): 3 clusters Score: Raw -7491.488642 + Penalty 463.064149 = -7028.424494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 23 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.910696 sec): 2 clusters Score: Raw -12811.818582 + Penalty 98.139090 = -12713.679491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.911614 sec): 3 clusters Score: Raw -12588.603689 + Penalty 197.115266 = -12391.488423 nChanged 161 SP:Iteration 1F (3.912510 sec): 3 clusters Score: Raw -12753.180203 + Penalty 199.654903 = -12553.525300 nChanged 40 SP:Iteration 2F (3.913405 sec): 3 clusters Score: Raw -12795.224991 + Penalty 204.336367 = -12590.888624 nChanged 17 SP:Iteration 3Q (3.914297 sec): 3 clusters Score: Raw -12807.148967 + Penalty 208.575643 = -12598.573324 nChanged 8 SP:Iteration 4Q (3.915188 sec): 3 clusters Score: Raw -12810.634944 + Penalty 211.962904 = -12598.672040 nChanged 5 SP:Iteration 5Q (3.916082 sec): 3 clusters Score: Raw -12811.853097 + Penalty 208.167701 = -12603.685396 nChanged 1 SP:Iteration 6Q (3.916971 sec): 3 clusters Score: Raw -12812.587666 + Penalty 200.612275 = -12611.975391 nChanged 1 SP:Iteration 7Q (3.917860 sec): 3 clusters Score: Raw -12813.780075 + Penalty 200.612275 = -12613.167800 nChanged 0 SP:Iteration 8F (3.918751 sec): 3 clusters Score: Raw -12813.780075 + Penalty 200.612275 = -12613.167800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 81 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.919932 sec): 2 clusters Score: Raw -2337.041360 + Penalty 226.251494 = -2110.789866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.920268 sec): 3 clusters Score: Raw -2346.837724 + Penalty 457.041251 = -1889.796473 nChanged 19 SP:Iteration 1F (3.920602 sec): 3 clusters Score: Raw -2385.315683 + Penalty 448.399359 = -1936.916324 nChanged 3 SP:Iteration 2Q (3.920924 sec): 3 clusters Score: Raw -2390.645413 + Penalty 448.399359 = -1942.246054 nChanged 0 SP:Iteration 3F (3.921250 sec): 3 clusters Score: Raw -2390.645413 + Penalty 448.399359 = -1942.246054 nChanged 0 Time taken for this iteration:3.647202 seconds. 300->13 Clusters: Score -409914.367704, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 58 (time per iteration =67.822517 ms) Total iterations: 459 (time per iteration =8.570166 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 563038125.000000 (time per metric unit =6.986571ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14075953125.000000 (time per metric unit=279.462852ps) That took 3.933706 seconds. FileBase PeterP-2014-02-27_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 0.04 and 0.05 GB of RAM. Memory request: 0.02 GB would take us to total of 0.02 GB. ---------------------------------------------------------- Loaded 3404 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 3404 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 70 (3 points): Lose 21.008872 but Gain 1304.858703 Iteration 0F (0.248420 sec): 101 clusters Score: Raw -79561.016587 + Penalty 55855.085579 = -23705.931008 nChanged 490 Deleting Class 35 (2 points): Lose 7.003911 but Gain 1295.664058 Iteration 1F (0.349294 sec): 67 clusters Score: Raw -80018.295489 + Penalty 41108.906901 = -38909.388588 nChanged 169 Deleting Class 73 (1 points): Lose 3.852306 but Gain 1259.685452 Iteration 2Q (0.364251 sec): 50 clusters Score: Raw -80148.588447 + Penalty 34771.871578 = -45376.716869 nChanged 98 Deleting Class 94 (1 points): Lose 4.901539 but Gain 1247.977798 Iteration 3Q (0.376847 sec): 44 clusters Score: Raw -80237.480411 + Penalty 30841.472102 = -49396.008309 nChanged 58 Deleting Class 92 (1 points): Lose 2.356001 but Gain 1204.894208 Iteration 4Q (0.388792 sec): 40 clusters Score: Raw -80302.050426 + Penalty 29717.358443 = -50584.691983 nChanged 39 Deleting Class 86 (2 points): Lose 1.714312 but Gain 1203.998384 Iteration 5Q (0.399343 sec): 39 clusters Score: Raw -80328.324680 + Penalty 28847.806234 = -51480.518447 nChanged 25 Deleting Class 52 (1 points): Lose 7.763223 but Gain 1176.247731 Iteration 6Q (0.409669 sec): 38 clusters Score: Raw -80327.108813 + Penalty 26641.313660 = -53685.795153 nChanged 17 Deleting Class 50 (3 points): Lose 11.858038 but Gain 1121.768312 Iteration 7Q (0.419648 sec): 36 clusters Score: Raw -80330.659643 + Penalty 25538.378302 = -54792.281341 nChanged 9 Deleting Class 88 (2 points): Lose 4.387716 but Gain 1110.698104 Iteration 8Q (0.429375 sec): 35 clusters Score: Raw -80338.595421 + Penalty 24474.381119 = -55864.214302 nChanged 5 Deleting Class 31 (11 points): Lose 69.483241 but Gain 1095.331549 Iteration 9Q (0.438994 sec): 34 clusters Score: Raw -80286.128571 + Penalty 23366.566264 = -56919.562306 nChanged 13 Deleting Class 26 (35 points): Lose 271.350039 but Gain 1315.286020 Iteration 10F (0.491519 sec): 33 clusters Score: Raw -80032.537531 + Penalty 22167.730183 = -57864.807348 nChanged 37 Deleting Class 58 (3 points): Lose 6.849970 but Gain 978.095236 Iteration 11Q (0.501508 sec): 32 clusters Score: Raw -80224.636256 + Penalty 21118.733548 = -59105.902708 nChanged 11 Deleting Class 10 (32 points): Lose 166.791423 but Gain 1127.698360 Iteration 12Q (0.511041 sec): 31 clusters Score: Raw -80078.702442 + Penalty 20069.079705 = -60009.622736 nChanged 35 Deleting Class 30 (2 points): Lose 1.886659 but Gain 959.865507 Iteration 13Q (0.520684 sec): 30 clusters Score: Raw -80177.428416 + Penalty 19135.221961 = -61042.206455 nChanged 10 Deleting Class 71 (2 points): Lose 13.043618 but Gain 947.620834 Iteration 14Q (0.530088 sec): 29 clusters Score: Raw -80170.347030 + Penalty 18211.680373 = -61958.666657 nChanged 6 Deleting Class 41 (3 points): Lose 7.277522 but Gain 929.727186 Iteration 15Q (0.539393 sec): 28 clusters Score: Raw -80174.893046 + Penalty 17318.702346 = -62856.190700 nChanged 12 Deleting Class 28 (29 points): Lose 119.951935 but Gain 1041.137607 Iteration 16Q (0.548607 sec): 27 clusters Score: Raw -80064.335183 + Penalty 16337.097307 = -63727.237876 nChanged 33 Deleting Class 40 (8 points): Lose 32.085501 but Gain 917.043350 Iteration 17Q (0.558048 sec): 26 clusters Score: Raw -80091.519405 + Penalty 15479.185577 = -64612.333829 nChanged 17 Deleting Class 23 (2 points): Lose 7.329053 but Gain 882.973782 Iteration 18Q (0.567276 sec): 25 clusters Score: Raw -80106.394249 + Penalty 14652.349523 = -65454.044726 nChanged 13 Deleting Class 7 (26 points): Lose 149.493558 but Gain 1009.997940 Iteration 19Q (0.576609 sec): 24 clusters Score: Raw -79969.180282 + Penalty 13752.563086 = -66216.617196 nChanged 31 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -79969.180282 + Penalty 13752.563086 = -66216.617196Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.595205 sec): 2 clusters Score: Raw -25898.112402 + Penalty 275.827218 = -25622.285184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.597035 sec): 3 clusters Score: Raw -25236.176231 + Penalty 556.684853 = -24679.491379 nChanged 400 SP:Iteration 1F (0.598836 sec): 3 clusters Score: Raw -25517.604255 + Penalty 567.039342 = -24950.564913 nChanged 141 SP:Iteration 2F (0.600721 sec): 3 clusters Score: Raw -25660.606149 + Penalty 612.009362 = -25048.596788 nChanged 123 SP:Iteration 3F (0.602718 sec): 3 clusters Score: Raw -25799.418514 + Penalty 719.049492 = -25080.369022 nChanged 75 SP:Iteration 4F (0.604732 sec): 3 clusters Score: Raw -25885.772578 + Penalty 813.021576 = -25072.751002 nChanged 21 SP:Iteration 5F (0.606518 sec): 3 clusters Score: Raw -25909.132049 + Penalty 939.928178 = -24969.203872 nChanged 4 SP:Iteration 6F (0.608297 sec): 3 clusters Score: Raw -25912.923221 + Penalty 1038.871009 = -24874.052213 nChanged 1 SP:Iteration 7F (0.610087 sec): 3 clusters Score: Raw -25916.698140 + Penalty 1038.871009 = -24877.827131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.611345 sec): 2 clusters Score: Raw -3370.772195 + Penalty 195.861997 = -3174.910198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.611807 sec): 3 clusters Score: Raw -3302.900902 + Penalty 425.301671 = -2877.599231 nChanged 43 SP:Iteration 1F (0.612260 sec): 3 clusters Score: Raw -3354.903569 + Penalty 459.714430 = -2895.189139 nChanged 13 SP:Iteration 2F (0.612729 sec): 3 clusters Score: Raw -3369.341606 + Penalty 476.894376 = -2892.447230 nChanged 6 SP:Iteration 3F (0.613188 sec): 3 clusters Score: Raw -3374.762540 + Penalty 486.803707 = -2887.958833 nChanged 2 SP:Iteration 4F (0.613638 sec): 3 clusters Score: Raw -3377.064725 + Penalty 490.810752 = -2886.253973 nChanged 1 SP:Iteration 5F (0.614089 sec): 3 clusters Score: Raw -3377.913291 + Penalty 490.810752 = -2887.102539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 3 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.616269 sec): 2 clusters Score: Raw -17832.882899 + Penalty 317.256394 = -17515.626505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.617674 sec): 3 clusters Score: Raw -17446.163487 + Penalty 651.013699 = -16795.149788 nChanged 240 SP:Iteration 1F (0.619063 sec): 3 clusters Score: Raw -17652.189460 + Penalty 673.936844 = -16978.252617 nChanged 80 SP:Iteration 2F (0.620483 sec): 3 clusters Score: Raw -17721.628885 + Penalty 692.657969 = -17028.970916 nChanged 51 SP:Iteration 3F (0.621855 sec): 3 clusters Score: Raw -17753.373988 + Penalty 711.174005 = -17042.199984 nChanged 27 SP:Iteration 4Q (0.623190 sec): 3 clusters Score: Raw -17771.557916 + Penalty 727.680838 = -17043.877078 nChanged 24 SP:Iteration 5Q (0.624498 sec): 3 clusters Score: Raw -17785.676407 + Penalty 744.902111 = -17040.774297 nChanged 21 SP:Iteration 6F (0.625849 sec): 3 clusters Score: Raw -17795.365149 + Penalty 763.418753 = -17031.946396 nChanged 15 SP:Iteration 7F (0.627200 sec): 3 clusters Score: Raw -17802.325035 + Penalty 789.047114 = -17013.277921 nChanged 18 SP:Iteration 8F (0.628549 sec): 3 clusters Score: Raw -17814.489629 + Penalty 836.793746 = -16977.695884 nChanged 25 SP:Iteration 9F (0.629993 sec): 3 clusters Score: Raw -17839.964517 + Penalty 907.265016 = -16932.699501 nChanged 27 SP:Iteration 10F (0.631443 sec): 3 clusters Score: Raw -17870.435508 + Penalty 972.193428 = -16898.242080 nChanged 19 SP:Iteration 11F (0.632878 sec): 3 clusters Score: Raw -17895.468722 + Penalty 1039.626844 = -16855.841878 nChanged 18 SP:Iteration 12F (0.634267 sec): 3 clusters Score: Raw -17912.918267 + Penalty 1063.460507 = -16849.457760 nChanged 7 SP:Iteration 13F (0.635638 sec): 3 clusters Score: Raw -17915.022683 + Penalty 1072.088780 = -16842.933903 nChanged 3 SP:Iteration 14F (0.637011 sec): 3 clusters Score: Raw -17919.985477 + Penalty 1085.386262 = -16834.599215 nChanged 4 SP:Iteration 15F (0.638401 sec): 3 clusters Score: Raw -17921.956663 + Penalty 1103.458582 = -16818.498082 nChanged 5 SP:Iteration 16F (0.639773 sec): 3 clusters Score: Raw -17924.567749 + Penalty 1108.355618 = -16816.212131 nChanged 3 SP:Iteration 17F (0.641138 sec): 3 clusters Score: Raw -17924.417970 + Penalty 1121.332948 = -16803.085021 nChanged 4 SP:Iteration 18F (0.642594 sec): 3 clusters Score: Raw -17924.878327 + Penalty 1125.155221 = -16799.723106 nChanged 1 SP:Iteration 19F (0.643962 sec): 3 clusters Score: Raw -17924.465955 + Penalty 1125.155221 = -16799.310734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.644690 sec): 2 clusters Score: Raw -2553.348875 + Penalty 205.654161 = -2347.694713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.645091 sec): 3 clusters Score: Raw -2501.920613 + Penalty 462.733278 = -2039.187335 nChanged 30 SP:Iteration 1F (0.645486 sec): 3 clusters Score: Raw -2535.182079 + Penalty 481.545235 = -2053.636843 nChanged 7 SP:Iteration 2F (0.645878 sec): 3 clusters Score: Raw -2542.456505 + Penalty 506.204784 = -2036.251722 nChanged 3 SP:Iteration 3F (0.646270 sec): 3 clusters Score: Raw -2546.587943 + Penalty 538.561606 = -2008.026337 nChanged 5 SP:Iteration 4F (0.646668 sec): 3 clusters Score: Raw -2553.854988 + Penalty 603.748110 = -1950.106879 nChanged 6 SP:Iteration 5F (0.647061 sec): 3 clusters Score: Raw -2561.713417 + Penalty 622.651590 = -1939.061827 nChanged 2 SP:Iteration 6F (0.647453 sec): 3 clusters Score: Raw -2563.529869 + Penalty 622.651590 = -1940.878279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.649210 sec): 2 clusters Score: Raw -7727.308864 + Penalty 342.190277 = -7385.118587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.649917 sec): 3 clusters Score: Raw -7545.823826 + Penalty 682.777471 = -6863.046355 nChanged 90 SP:Iteration 1F (0.650611 sec): 3 clusters Score: Raw -7597.284684 + Penalty 684.326689 = -6912.957995 nChanged 27 SP:Iteration 2F (0.651308 sec): 3 clusters Score: Raw -7619.441471 + Penalty 688.886867 = -6930.554604 nChanged 22 SP:Iteration 3F (0.652004 sec): 3 clusters Score: Raw -7648.011993 + Penalty 696.743706 = -6951.268287 nChanged 21 SP:Iteration 4F (0.652727 sec): 3 clusters Score: Raw -7677.322001 + Penalty 704.491916 = -6972.830085 nChanged 15 SP:Iteration 5F (0.653473 sec): 3 clusters Score: Raw -7700.287884 + Penalty 710.526014 = -6989.761870 nChanged 10 SP:Iteration 6Q (0.654171 sec): 3 clusters Score: Raw -7702.537085 + Penalty 713.858039 = -6988.679045 nChanged 4 SP:Iteration 7F (0.654888 sec): 3 clusters Score: Raw -7703.464464 + Penalty 716.858537 = -6986.605927 nChanged 6 SP:Iteration 8F (0.655604 sec): 3 clusters Score: Raw -7705.704162 + Penalty 718.834161 = -6986.870001 nChanged 4 SP:Iteration 9Q (0.656284 sec): 3 clusters Score: Raw -7707.260303 + Penalty 728.673344 = -6978.586958 nChanged 8 SP:Iteration 10F (0.656988 sec): 3 clusters Score: Raw -7710.261873 + Penalty 749.033177 = -6961.228697 nChanged 7 SP:Iteration 11F (0.657679 sec): 3 clusters Score: Raw -7714.260569 + Penalty 783.643708 = -6930.616861 nChanged 11 SP:Iteration 12F (0.658371 sec): 3 clusters Score: Raw -7725.135692 + Penalty 831.816529 = -6893.319163 nChanged 12 SP:Iteration 13F (0.659064 sec): 3 clusters Score: Raw -7737.114129 + Penalty 858.008343 = -6879.105787 nChanged 4 SP:Iteration 14F (0.659754 sec): 3 clusters Score: Raw -7739.823535 + Penalty 861.510337 = -6878.313198 nChanged 1 SP:Iteration 15F (0.660444 sec): 3 clusters Score: Raw -7740.070253 + Penalty 873.212098 = -6866.858155 nChanged 3 SP:Iteration 16F (0.661134 sec): 3 clusters Score: Raw -7740.520972 + Penalty 873.212098 = -6867.308874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.662951 sec): 2 clusters Score: Raw -8149.866168 + Penalty 359.451880 = -7790.414288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.663670 sec): 3 clusters Score: Raw -7961.406440 + Penalty 709.038892 = -7252.367548 nChanged 109 SP:Iteration 1F (0.664376 sec): 3 clusters Score: Raw -8038.248973 + Penalty 711.346719 = -7326.902254 nChanged 31 SP:Iteration 2F (0.665080 sec): 3 clusters Score: Raw -8072.181952 + Penalty 739.136935 = -7333.045017 nChanged 33 SP:Iteration 3F (0.665792 sec): 3 clusters Score: Raw -8112.420986 + Penalty 770.148596 = -7342.272390 nChanged 18 SP:Iteration 4F (0.666549 sec): 3 clusters Score: Raw -8135.076619 + Penalty 822.305899 = -7312.770720 nChanged 15 SP:Iteration 5F (0.667350 sec): 3 clusters Score: Raw -8150.903349 + Penalty 872.678784 = -7278.224565 nChanged 5 SP:Iteration 6F (0.668071 sec): 3 clusters Score: Raw -8155.271615 + Penalty 891.970903 = -7263.300712 nChanged 3 SP:Iteration 7F (0.668791 sec): 3 clusters Score: Raw -8157.066539 + Penalty 887.236100 = -7269.830439 nChanged 1 SP:Iteration 8Q (0.669429 sec): 3 clusters Score: Raw -8158.505032 + Penalty 887.236100 = -7271.268932 nChanged 0 SP:Iteration 9F (0.670166 sec): 3 clusters Score: Raw -8158.505032 + Penalty 887.236100 = -7271.268932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.671298 sec): 2 clusters Score: Raw -5529.303867 + Penalty 173.754495 = -5355.549372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.671956 sec): 3 clusters Score: Raw -5396.487438 + Penalty 347.801376 = -5048.686062 nChanged 82 SP:Iteration 1F (0.672602 sec): 3 clusters Score: Raw -5465.879380 + Penalty 345.460991 = -5120.418389 nChanged 24 SP:Iteration 2F (0.673245 sec): 3 clusters Score: Raw -5485.539011 + Penalty 339.228322 = -5146.310689 nChanged 16 SP:Iteration 3F (0.673890 sec): 3 clusters Score: Raw -5493.270290 + Penalty 338.435171 = -5154.835120 nChanged 11 SP:Iteration 4Q (0.674525 sec): 3 clusters Score: Raw -5499.172174 + Penalty 330.772425 = -5168.399748 nChanged 10 SP:Iteration 5Q (0.675135 sec): 3 clusters Score: Raw -5504.290739 + Penalty 329.301926 = -5174.988813 nChanged 9 SP:Iteration 6Q (0.675754 sec): 3 clusters Score: Raw -5508.461972 + Penalty 328.149880 = -5180.312092 nChanged 4 SP:Iteration 7Q (0.676396 sec): 3 clusters Score: Raw -5510.104858 + Penalty 330.914590 = -5179.190268 nChanged 4 SP:Iteration 8F (0.677033 sec): 3 clusters Score: Raw -5511.405710 + Penalty 331.456183 = -5179.949527 nChanged 2 SP:Iteration 9Q (0.677661 sec): 3 clusters Score: Raw -5511.802712 + Penalty 328.925926 = -5182.876786 nChanged 2 SP:Iteration 10F (0.678288 sec): 3 clusters Score: Raw -5512.899811 + Penalty 330.009419 = -5182.890392 nChanged 1 SP:Iteration 11Q (0.678897 sec): 3 clusters Score: Raw -5513.484635 + Penalty 328.098210 = -5185.386425 nChanged 5 SP:Iteration 12Q (0.679501 sec): 3 clusters Score: Raw -5515.124930 + Penalty 330.575046 = -5184.549884 nChanged 3 SP:Iteration 13F (0.680125 sec): 3 clusters Score: Raw -5515.625184 + Penalty 336.149236 = -5179.475948 nChanged 3 SP:Iteration 14F (0.680752 sec): 3 clusters Score: Raw -5516.572460 + Penalty 344.835183 = -5171.737277 nChanged 7 SP:Iteration 15F (0.681375 sec): 3 clusters Score: Raw -5523.504032 + Penalty 370.066547 = -5153.437484 nChanged 10 SP:Iteration 16F (0.681998 sec): 3 clusters Score: Raw -5532.261014 + Penalty 369.315038 = -5162.945975 nChanged 7 SP:Iteration 17Q (0.682579 sec): 3 clusters Score: Raw -5538.319003 + Penalty 349.732985 = -5188.586018 nChanged 2 SP:Iteration 18Q (0.683126 sec): 3 clusters Score: Raw -5540.550135 + Penalty 349.732985 = -5190.817150 nChanged 0 SP:Iteration 19F (0.683747 sec): 3 clusters Score: Raw -5540.550135 + Penalty 349.732985 = -5190.817150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.684316 sec): 2 clusters Score: Raw -1142.588906 + Penalty 263.794272 = -878.794634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.684612 sec): 3 clusters Score: Raw -1134.446861 + Penalty 525.890488 = -608.556373 nChanged 4 SP:Iteration 1F (0.684903 sec): 3 clusters Score: Raw -1137.231105 + Penalty 528.804378 = -608.426728 nChanged 2 SP:Iteration 2F (0.685199 sec): 3 clusters Score: Raw -1139.000151 + Penalty 528.804378 = -610.195773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.685668 sec): 2 clusters Score: Raw -281.460200 + Penalty 242.054202 = -39.405998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.685893 sec): 3 clusters Score: Raw -272.772971 + Penalty 487.887894 = 215.114923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.686785 sec): 2 clusters Score: Raw -4386.770591 + Penalty 248.066595 = -4138.703996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.687323 sec): 3 clusters Score: Raw -4298.922572 + Penalty 545.483648 = -3753.438923 nChanged 57 SP:Iteration 1F (0.687851 sec): 3 clusters Score: Raw -4349.821860 + Penalty 576.431805 = -3773.390055 nChanged 15 SP:Iteration 2F (0.688379 sec): 3 clusters Score: Raw -4373.221189 + Penalty 588.756814 = -3784.464375 nChanged 7 SP:Iteration 3Q (0.688893 sec): 3 clusters Score: Raw -4381.391610 + Penalty 589.466483 = -3791.925127 nChanged 6 SP:Iteration 4Q (0.689393 sec): 3 clusters Score: Raw -4386.767881 + Penalty 588.652885 = -3798.114996 nChanged 5 SP:Iteration 5Q (0.689882 sec): 3 clusters Score: Raw -4389.685528 + Penalty 586.930416 = -3802.755111 nChanged 1 SP:Iteration 6Q (0.690368 sec): 3 clusters Score: Raw -4390.269883 + Penalty 582.949000 = -3807.320883 nChanged 2 SP:Iteration 7Q (0.690856 sec): 3 clusters Score: Raw -4392.650393 + Penalty 577.733033 = -3814.917360 nChanged 1 SP:Iteration 8Q (0.691336 sec): 3 clusters Score: Raw -4394.535355 + Penalty 576.764809 = -3817.770546 nChanged 1 SP:Iteration 9Q (0.691811 sec): 3 clusters Score: Raw -4394.548261 + Penalty 576.764809 = -3817.783451 nChanged 0 SP:Iteration 10F (0.692325 sec): 3 clusters Score: Raw -4394.548261 + Penalty 576.764809 = -3817.783451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 13 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.692984 sec): 2 clusters Score: Raw -1768.205136 + Penalty 187.944902 = -1580.260234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.693337 sec): 3 clusters Score: Raw -1728.266095 + Penalty 369.738639 = -1358.527456 nChanged 20 SP:Iteration 1F (0.693676 sec): 3 clusters Score: Raw -1741.659908 + Penalty 338.669439 = -1402.990469 nChanged 11 SP:Iteration 2F (0.694015 sec): 3 clusters Score: Raw -1756.077913 + Penalty 331.707908 = -1424.370005 nChanged 5 SP:Iteration 3F (0.694354 sec): 3 clusters Score: Raw -1760.243801 + Penalty 341.010440 = -1419.233361 nChanged 5 SP:Iteration 4F (0.694693 sec): 3 clusters Score: Raw -1764.641541 + Penalty 349.684589 = -1414.956952 nChanged 2 SP:Iteration 5F (0.695034 sec): 3 clusters Score: Raw -1766.049954 + Penalty 363.022182 = -1403.027772 nChanged 1 SP:Iteration 6F (0.695388 sec): 3 clusters Score: Raw -1767.743015 + Penalty 385.442669 = -1382.300346 nChanged 2 SP:Iteration 7F (0.695729 sec): 3 clusters Score: Raw -1769.881180 + Penalty 385.442669 = -1384.438511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.696184 sec): 2 clusters Score: Raw -207.414491 + Penalty 185.023958 = -22.390533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.696404 sec): 3 clusters Score: Raw -199.603965 + Penalty 370.385496 = 170.781530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 15 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.697022 sec): 2 clusters Score: Raw -1758.744178 + Penalty 189.617403 = -1569.126775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.697368 sec): 3 clusters Score: Raw -1722.699599 + Penalty 376.150079 = -1346.549520 nChanged 20 SP:Iteration 1F (0.697718 sec): 3 clusters Score: Raw -1742.571619 + Penalty 348.092366 = -1394.479253 nChanged 10 SP:Iteration 2F (0.698056 sec): 3 clusters Score: Raw -1751.324603 + Penalty 339.896717 = -1411.427886 nChanged 3 SP:Iteration 3Q (0.698394 sec): 3 clusters Score: Raw -1752.806414 + Penalty 346.779911 = -1406.026503 nChanged 3 SP:Iteration 4F (0.698732 sec): 3 clusters Score: Raw -1763.399115 + Penalty 345.438513 = -1417.960602 nChanged 3 SP:Iteration 5Q (0.699072 sec): 3 clusters Score: Raw -1766.028650 + Penalty 351.085920 = -1414.942731 nChanged 3 SP:Iteration 6F (0.699410 sec): 3 clusters Score: Raw -1766.894054 + Penalty 360.871488 = -1406.022566 nChanged 2 SP:Iteration 7F (0.699748 sec): 3 clusters Score: Raw -1768.497901 + Penalty 367.977384 = -1400.520517 nChanged 1 SP:Iteration 8F (0.700084 sec): 3 clusters Score: Raw -1768.478856 + Penalty 367.977384 = -1400.501473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 16 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.701016 sec): 2 clusters Score: Raw -6841.622762 + Penalty 533.822853 = -6307.799909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.701591 sec): 3 clusters Score: Raw -6652.745109 + Penalty 1068.095090 = -5584.650019 nChanged 47 SP:Iteration 1F (0.702150 sec): 3 clusters Score: Raw -6696.168244 + Penalty 1075.423361 = -5620.744883 nChanged 16 SP:Iteration 2F (0.702721 sec): 3 clusters Score: Raw -6728.175198 + Penalty 1108.262394 = -5619.912804 nChanged 24 SP:Iteration 3F (0.703281 sec): 3 clusters Score: Raw -6790.770409 + Penalty 1176.823713 = -5613.946695 nChanged 21 SP:Iteration 4F (0.703847 sec): 3 clusters Score: Raw -6845.016635 + Penalty 1211.670066 = -5633.346569 nChanged 11 SP:Iteration 5F (0.704410 sec): 3 clusters Score: Raw -6870.719908 + Penalty 1227.767940 = -5642.951968 nChanged 7 SP:Iteration 6Q (0.704910 sec): 3 clusters Score: Raw -6884.285127 + Penalty 1242.447054 = -5641.838073 nChanged 2 SP:Iteration 7F (0.705496 sec): 3 clusters Score: Raw -6884.214023 + Penalty 1246.329118 = -5637.884905 nChanged 2 SP:Iteration 8F (0.706062 sec): 3 clusters Score: Raw -6885.547927 + Penalty 1245.471157 = -5640.076771 nChanged 1 SP:Iteration 9Q (0.706552 sec): 3 clusters Score: Raw -6885.969804 + Penalty 1245.471157 = -5640.498647 nChanged 0 SP:Iteration 10F (0.707098 sec): 3 clusters Score: Raw -6885.969804 + Penalty 1245.471157 = -5640.498647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 17 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.707644 sec): 2 clusters Score: Raw -891.862401 + Penalty 298.718428 = -593.143974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.707930 sec): 3 clusters Score: Raw -893.921212 + Penalty 603.899922 = -290.021290 nChanged 1 SP:Iteration 1Q (0.708203 sec): 3 clusters Score: Raw -896.426289 + Penalty 603.899922 = -292.526367 nChanged 0 SP:Iteration 2F (0.708475 sec): 3 clusters Score: Raw -896.426289 + Penalty 603.899922 = -292.526367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.708926 sec): 2 clusters Score: Raw -122.729152 + Penalty 143.579292 = 20.850139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.709138 sec): 3 clusters Score: Raw -115.224926 + Penalty 312.075289 = 196.850363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 25 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.709580 sec): 2 clusters Score: Raw -85.283829 + Penalty 82.547388 = -2.736441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.709786 sec): 3 clusters Score: Raw -77.211852 + Penalty 154.804641 = 77.592789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.710225 sec): 2 clusters Score: Raw -59.122984 + Penalty 72.161692 = 13.038708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.710432 sec): 3 clusters Score: Raw -50.540245 + Penalty 144.323384 = 93.783139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 34 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.710869 sec): 2 clusters Score: Raw -52.813010 + Penalty 49.799015 = -3.013994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.711061 sec): 2 clusters Score: Raw -52.813010 + Penalty 49.799015 = -3.013994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 43 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.711682 sec): 2 clusters Score: Raw -2880.124063 + Penalty 638.819474 = -2241.304589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.712031 sec): 3 clusters Score: Raw -2810.222467 + Penalty 1275.794236 = -1534.428231 nChanged 4 SP:Iteration 1F (0.712369 sec): 3 clusters Score: Raw -2824.612899 + Penalty 1276.058393 = -1548.554506 nChanged 1 SP:Iteration 2Q (0.712708 sec): 3 clusters Score: Raw -2827.822021 + Penalty 1275.471443 = -1552.350578 nChanged 1 SP:Iteration 3Q (0.713036 sec): 3 clusters Score: Raw -2830.678474 + Penalty 1273.989154 = -1556.689320 nChanged 2 SP:Iteration 4Q (0.713363 sec): 3 clusters Score: Raw -2835.743435 + Penalty 1273.989154 = -1561.754281 nChanged 0 SP:Iteration 5F (0.713710 sec): 3 clusters Score: Raw -2835.743435 + Penalty 1273.989154 = -1561.754281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.714154 sec): 2 clusters Score: Raw -87.000563 + Penalty 94.638025 = 7.637462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.714379 sec): 3 clusters Score: Raw -79.269883 + Penalty 186.295371 = 107.025488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.714824 sec): 2 clusters Score: Raw -119.799661 + Penalty 139.652900 = 19.853240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.715038 sec): 3 clusters Score: Raw -110.829605 + Penalty 272.352735 = 161.523129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.715475 sec): 2 clusters Score: Raw -51.921569 + Penalty 55.365892 = 3.444323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.715668 sec): 2 clusters Score: Raw -51.921569 + Penalty 55.365892 = 3.444323 nChanged 0 Deleting Class 11 (9 points): Lose 34.519449 but Gain 895.928343 Iteration 20F (0.755013 sec): 23 clusters Score: Raw -79998.156755 + Penalty 12910.744751 = -67087.412004 nChanged 13 Deleting Class 29 (2 points): Lose 1.377409 but Gain 846.674240 Iteration 21Q (0.763965 sec): 22 clusters Score: Raw -80013.867824 + Penalty 12095.237058 = -67918.630766 nChanged 6 Deleting Class 22 (4 points): Lose 19.664610 but Gain 842.309014 Iteration 22Q (0.773117 sec): 21 clusters Score: Raw -80000.762425 + Penalty 11280.690142 = -68720.072283 nChanged 7 Deleting Class 48 (4 points): Lose 7.978185 but Gain 819.274810 Iteration 23Q (0.782367 sec): 20 clusters Score: Raw -80002.544926 + Penalty 10547.472299 = -69455.072627 nChanged 6 Deleting Class 14 (7 points): Lose 22.764438 but Gain 773.286243 Iteration 24Q (0.790918 sec): 19 clusters Score: Raw -79985.860557 + Penalty 9708.661241 = -70277.199316 nChanged 7 Deleting Class 54 (1 points): Lose 0.744057 but Gain 729.366722 Iteration 25Q (0.799414 sec): 18 clusters Score: Raw -80000.598471 + Penalty 8979.713791 = -71020.884680 nChanged 1 Deleting Class 43 (74 points): Lose 479.471427 but Gain 1207.075443 Iteration 26Q (0.807803 sec): 17 clusters Score: Raw -79523.587174 + Penalty 7885.952655 = -71637.634519 nChanged 74 Deleting Class 17 (28 points): Lose 83.331815 but Gain 756.400208 Iteration 27Q (0.816390 sec): 16 clusters Score: Raw -79689.714897 + Penalty 7198.486935 = -72491.227962 nChanged 34 Deleting Class 44 (4 points): Lose 14.615179 but Gain 620.650888 Iteration 28Q (0.824525 sec): 15 clusters Score: Raw -79738.050208 + Penalty 6579.859124 = -73158.191084 nChanged 15 Deleting Class 25 (3 points): Lose 5.703143 but Gain 611.074245 Iteration 29Q (0.832511 sec): 14 clusters Score: Raw -79741.227976 + Penalty 5968.251929 = -73772.976048 nChanged 5 Deleting Class 34 (2 points): Lose 0.877414 but Gain 584.292611 Iteration 30F (0.854838 sec): 13 clusters Score: Raw -79745.757601 + Penalty 5387.228761 = -74358.528841 nChanged 4 Deleting Class 9 (48 points): Lose 134.808284 but Gain 570.185510 Iteration 31Q (0.862879 sec): 12 clusters Score: Raw -79616.172594 + Penalty 4871.816476 = -74744.356118 nChanged 48 Deleting Class 15 (84 points): Lose 184.899610 but Gain 397.922337 Iteration 32Q (0.870706 sec): 11 clusters Score: Raw -79520.127158 + Penalty 4506.476819 = -75013.650340 nChanged 96 Deleting Class 13 (81 points): Lose 187.862514 but Gain 381.895851 Iteration 33Q (0.878903 sec): 10 clusters Score: Raw -79538.439365 + Penalty 4119.964241 = -75418.475124 nChanged 104 Iteration 34Q (0.886273 sec): 10 clusters Score: Raw -79751.949796 + Penalty 4131.972602 = -75619.977194 nChanged 27 Iteration 35Q (0.893418 sec): 10 clusters Score: Raw -79779.430842 + Penalty 4137.166057 = -75642.264785 nChanged 13 Iteration 36Q (0.900501 sec): 10 clusters Score: Raw -79787.896895 + Penalty 4138.667101 = -75649.229794 nChanged 4 Iteration 37Q (0.907543 sec): 10 clusters Score: Raw -79791.063332 + Penalty 4139.665946 = -75651.397386 nChanged 4 Iteration 38Q (0.914501 sec): 10 clusters Score: Raw -79794.957340 + Penalty 4140.124858 = -75654.832483 nChanged 1 Iteration 39Q (0.921366 sec): 10 clusters Score: Raw -79795.965576 + Penalty 4140.124858 = -75655.840718 nChanged 0 Iteration 40F (0.937916 sec): 10 clusters Score: Raw -79795.965576 + Penalty 4140.124858 = -75655.840718 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -79795.965576 + Penalty 4140.124858 = -75655.840718Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.949164 sec): 2 clusters Score: Raw -26183.105199 + Penalty 282.196452 = -25900.908747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.951161 sec): 3 clusters Score: Raw -25517.842414 + Penalty 567.382924 = -24950.459490 nChanged 423 SP:Iteration 1F (0.953063 sec): 3 clusters Score: Raw -25829.255952 + Penalty 603.171391 = -25226.084562 nChanged 171 SP:Iteration 2F (0.954917 sec): 3 clusters Score: Raw -26059.201052 + Penalty 640.935305 = -25418.265747 nChanged 117 SP:Iteration 3F (0.956762 sec): 3 clusters Score: Raw -26255.678968 + Penalty 652.763372 = -25602.915595 nChanged 58 SP:Iteration 4F (0.958628 sec): 3 clusters Score: Raw -26306.333754 + Penalty 655.987295 = -25650.346460 nChanged 17 SP:Iteration 5Q (0.960319 sec): 3 clusters Score: Raw -26313.236575 + Penalty 657.506088 = -25655.730487 nChanged 4 SP:Iteration 6Q (0.961989 sec): 3 clusters Score: Raw -26313.471977 + Penalty 657.995371 = -25655.476606 nChanged 3 SP:Iteration 7F (0.963826 sec): 3 clusters Score: Raw -26313.762122 + Penalty 658.770315 = -25654.991808 nChanged 1 SP:Iteration 8F (0.965663 sec): 3 clusters Score: Raw -26314.220815 + Penalty 660.618687 = -25653.602128 nChanged 2 SP:Iteration 9F (0.967530 sec): 3 clusters Score: Raw -26314.357684 + Penalty 660.618687 = -25653.738997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.968585 sec): 2 clusters Score: Raw -5257.275015 + Penalty 228.780661 = -5028.494354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.969198 sec): 3 clusters Score: Raw -5136.164380 + Penalty 456.970384 = -4679.193996 nChanged 89 SP:Iteration 1F (0.969795 sec): 3 clusters Score: Raw -5212.970228 + Penalty 455.696940 = -4757.273288 nChanged 21 SP:Iteration 2F (0.970390 sec): 3 clusters Score: Raw -5230.028636 + Penalty 453.733216 = -4776.295420 nChanged 4 SP:Iteration 3Q (0.970976 sec): 3 clusters Score: Raw -5232.587777 + Penalty 453.432731 = -4779.155046 nChanged 1 SP:Iteration 4Q (0.971555 sec): 3 clusters Score: Raw -5232.753762 + Penalty 452.961685 = -4779.792077 nChanged 1 SP:Iteration 5Q (0.972155 sec): 3 clusters Score: Raw -5232.849050 + Penalty 452.961685 = -4779.887365 nChanged 0 SP:Iteration 6F (0.972749 sec): 3 clusters Score: Raw -5232.849050 + Penalty 452.961685 = -4779.887365 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 3 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.974961 sec): 2 clusters Score: Raw -18020.222831 + Penalty 324.316692 = -17695.906139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.976373 sec): 3 clusters Score: Raw -17583.075085 + Penalty 646.519928 = -16936.555157 nChanged 278 SP:Iteration 1F (0.977834 sec): 3 clusters Score: Raw -17778.623201 + Penalty 642.046459 = -17136.576742 nChanged 77 SP:Iteration 2F (0.979300 sec): 3 clusters Score: Raw -17840.542683 + Penalty 640.444600 = -17200.098083 nChanged 41 SP:Iteration 3F (0.980718 sec): 3 clusters Score: Raw -17868.063848 + Penalty 632.628345 = -17235.435503 nChanged 39 SP:Iteration 4F (0.982083 sec): 3 clusters Score: Raw -17897.447346 + Penalty 623.741686 = -17273.705660 nChanged 36 SP:Iteration 5F (0.983474 sec): 3 clusters Score: Raw -17929.290581 + Penalty 622.313516 = -17306.977066 nChanged 31 SP:Iteration 6Q (0.984800 sec): 3 clusters Score: Raw -17949.870263 + Penalty 626.666063 = -17323.204200 nChanged 22 SP:Iteration 7Q (0.986174 sec): 3 clusters Score: Raw -17965.582177 + Penalty 633.630447 = -17331.951731 nChanged 17 SP:Iteration 8Q (0.987460 sec): 3 clusters Score: Raw -17973.727647 + Penalty 637.586176 = -17336.141471 nChanged 14 SP:Iteration 9Q (0.988717 sec): 3 clusters Score: Raw -17978.038616 + Penalty 645.881023 = -17332.157593 nChanged 9 SP:Iteration 10F (0.990125 sec): 3 clusters Score: Raw -17978.711734 + Penalty 648.291356 = -17330.420378 nChanged 6 SP:Iteration 11F (0.991511 sec): 3 clusters Score: Raw -17978.270522 + Penalty 651.685497 = -17326.585025 nChanged 8 SP:Iteration 12F (0.992899 sec): 3 clusters Score: Raw -17977.756258 + Penalty 656.500578 = -17321.255680 nChanged 9 SP:Iteration 13F (0.994309 sec): 3 clusters Score: Raw -17978.799468 + Penalty 663.270513 = -17315.528955 nChanged 14 SP:Iteration 14F (0.995696 sec): 3 clusters Score: Raw -17979.400869 + Penalty 676.694311 = -17302.706559 nChanged 9 SP:Iteration 15F (0.997077 sec): 3 clusters Score: Raw -17982.556514 + Penalty 712.425261 = -17270.131253 nChanged 14 SP:Iteration 16F (0.998443 sec): 3 clusters Score: Raw -17990.014058 + Penalty 745.561995 = -17244.452063 nChanged 12 SP:Iteration 17F (0.999818 sec): 3 clusters Score: Raw -17997.739088 + Penalty 837.170077 = -17160.569011 nChanged 16 SP:Iteration 18F (1.001186 sec): 3 clusters Score: Raw -18012.663161 + Penalty 899.606518 = -17113.056643 nChanged 5 SP:Iteration 19F (1.002554 sec): 3 clusters Score: Raw -18015.661829 + Penalty 936.744131 = -17078.917698 nChanged 3 SP:Iteration 20F (1.003947 sec): 3 clusters Score: Raw -18016.091488 + Penalty 966.690517 = -17049.400972 nChanged 4 SP:Iteration 21F (1.005327 sec): 3 clusters Score: Raw -18017.059405 + Penalty 986.092941 = -17030.966464 nChanged 2 SP:Iteration 22F (1.006710 sec): 3 clusters Score: Raw -18021.104520 + Penalty 1011.156194 = -17009.948325 nChanged 1 SP:Iteration 23F (1.008127 sec): 3 clusters Score: Raw -18022.143293 + Penalty 1057.813525 = -16964.329768 nChanged 1 SP:Iteration 24F (1.009513 sec): 3 clusters Score: Raw -18023.275243 + Penalty 1057.813525 = -16965.461718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.010459 sec): 2 clusters Score: Raw -4529.322170 + Penalty 235.004898 = -4294.317271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.011008 sec): 3 clusters Score: Raw -4424.932538 + Penalty 460.907837 = -3964.024702 nChanged 60 SP:Iteration 1F (1.011557 sec): 3 clusters Score: Raw -4461.232856 + Penalty 450.887562 = -4010.345294 nChanged 23 SP:Iteration 2F (1.012099 sec): 3 clusters Score: Raw -4482.914689 + Penalty 434.692610 = -4048.222080 nChanged 22 SP:Iteration 3F (1.012641 sec): 3 clusters Score: Raw -4508.422944 + Penalty 432.121630 = -4076.301314 nChanged 15 SP:Iteration 4F (1.013183 sec): 3 clusters Score: Raw -4525.383142 + Penalty 457.657305 = -4067.725837 nChanged 5 SP:Iteration 5F (1.013721 sec): 3 clusters Score: Raw -4529.711321 + Penalty 457.657305 = -4072.054016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.015381 sec): 2 clusters Score: Raw -7881.667853 + Penalty 362.486208 = -7519.181645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.016100 sec): 3 clusters Score: Raw -7709.293051 + Penalty 738.864670 = -6970.428381 nChanged 96 SP:Iteration 1F (1.016806 sec): 3 clusters Score: Raw -7784.959418 + Penalty 840.638063 = -6944.321355 nChanged 54 SP:Iteration 2F (1.017512 sec): 3 clusters Score: Raw -7883.182368 + Penalty 934.353769 = -6948.828598 nChanged 25 SP:Iteration 3F (1.018217 sec): 3 clusters Score: Raw -7934.333584 + Penalty 959.344205 = -6974.989379 nChanged 6 SP:Iteration 4Q (1.018859 sec): 3 clusters Score: Raw -7935.826042 + Penalty 970.060141 = -6965.765902 nChanged 3 SP:Iteration 5F (1.019567 sec): 3 clusters Score: Raw -7936.106523 + Penalty 975.312867 = -6960.793655 nChanged 2 SP:Iteration 6F (1.020302 sec): 3 clusters Score: Raw -7935.924795 + Penalty 980.830472 = -6955.094323 nChanged 1 SP:Iteration 7F (1.021008 sec): 3 clusters Score: Raw -7936.095182 + Penalty 980.830472 = -6955.264710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.022176 sec): 2 clusters Score: Raw -8143.974670 + Penalty 367.656039 = -7776.318632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.022893 sec): 3 clusters Score: Raw -7953.886123 + Penalty 768.913410 = -7184.972713 nChanged 99 SP:Iteration 1F (1.023597 sec): 3 clusters Score: Raw -8053.711292 + Penalty 793.681195 = -7260.030097 nChanged 29 SP:Iteration 2F (1.024301 sec): 3 clusters Score: Raw -8074.147492 + Penalty 815.385370 = -7258.762122 nChanged 12 SP:Iteration 3F (1.025003 sec): 3 clusters Score: Raw -8094.335592 + Penalty 831.845199 = -7262.490393 nChanged 7 SP:Iteration 4Q (1.025702 sec): 3 clusters Score: Raw -8106.210366 + Penalty 847.087299 = -7259.123067 nChanged 8 SP:Iteration 5F (1.026404 sec): 3 clusters Score: Raw -8114.669791 + Penalty 865.136531 = -7249.533260 nChanged 7 SP:Iteration 6F (1.027107 sec): 3 clusters Score: Raw -8119.088033 + Penalty 879.775648 = -7239.312385 nChanged 7 SP:Iteration 7F (1.027810 sec): 3 clusters Score: Raw -8124.039160 + Penalty 887.963317 = -7236.075843 nChanged 4 SP:Iteration 8F (1.028514 sec): 3 clusters Score: Raw -8125.421278 + Penalty 906.608681 = -7218.812596 nChanged 5 SP:Iteration 9F (1.029222 sec): 3 clusters Score: Raw -8129.861924 + Penalty 920.516696 = -7209.345228 nChanged 5 SP:Iteration 10F (1.029924 sec): 3 clusters Score: Raw -8133.546448 + Penalty 928.524844 = -7205.021603 nChanged 5 SP:Iteration 11F (1.030627 sec): 3 clusters Score: Raw -8134.671066 + Penalty 934.772826 = -7199.898240 nChanged 4 SP:Iteration 12F (1.031330 sec): 3 clusters Score: Raw -8139.153507 + Penalty 942.521803 = -7196.631704 nChanged 2 SP:Iteration 13F (1.032053 sec): 3 clusters Score: Raw -8139.026860 + Penalty 949.656460 = -7189.370400 nChanged 2 SP:Iteration 14F (1.032778 sec): 3 clusters Score: Raw -8138.778421 + Penalty 952.763898 = -7186.014522 nChanged 2 SP:Iteration 15F (1.033512 sec): 3 clusters Score: Raw -8139.288135 + Penalty 958.483890 = -7180.804245 nChanged 4 SP:Iteration 16F (1.034242 sec): 3 clusters Score: Raw -8142.967486 + Penalty 972.984055 = -7169.983431 nChanged 3 SP:Iteration 17F (1.034970 sec): 3 clusters Score: Raw -8147.305499 + Penalty 970.167488 = -7177.138010 nChanged 2 SP:Iteration 18Q (1.035603 sec): 3 clusters Score: Raw -8148.599970 + Penalty 972.591885 = -7176.008085 nChanged 1 SP:Iteration 19F (1.036332 sec): 3 clusters Score: Raw -8150.690550 + Penalty 972.591885 = -7178.098665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.037427 sec): 2 clusters Score: Raw -6233.554408 + Penalty 208.945179 = -6024.609229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.038119 sec): 3 clusters Score: Raw -6082.250134 + Penalty 420.478078 = -5661.772055 nChanged 107 SP:Iteration 1F (1.038799 sec): 3 clusters Score: Raw -6171.844659 + Penalty 447.047261 = -5724.797397 nChanged 29 SP:Iteration 2F (1.039482 sec): 3 clusters Score: Raw -6201.362891 + Penalty 471.993637 = -5729.369254 nChanged 21 SP:Iteration 3F (1.040162 sec): 3 clusters Score: Raw -6227.735072 + Penalty 501.700522 = -5726.034550 nChanged 7 SP:Iteration 4F (1.040842 sec): 3 clusters Score: Raw -6232.392903 + Penalty 501.700522 = -5730.692381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.041847 sec): 2 clusters Score: Raw -5608.579958 + Penalty 289.944367 = -5318.635591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.042494 sec): 3 clusters Score: Raw -5491.447570 + Penalty 623.356254 = -4868.091317 nChanged 85 SP:Iteration 1F (1.043101 sec): 3 clusters Score: Raw -5584.587387 + Penalty 654.491348 = -4930.096038 nChanged 25 SP:Iteration 2F (1.043707 sec): 3 clusters Score: Raw -5607.936139 + Penalty 666.867239 = -4941.068900 nChanged 8 SP:Iteration 3Q (1.044311 sec): 3 clusters Score: Raw -5614.981747 + Penalty 670.807602 = -4944.174145 nChanged 3 SP:Iteration 4Q (1.044910 sec): 3 clusters Score: Raw -5617.204123 + Penalty 670.807602 = -4946.396521 nChanged 0 SP:Iteration 5F (1.045516 sec): 3 clusters Score: Raw -5617.204123 + Penalty 670.807602 = -4946.396521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 16 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.046560 sec): 2 clusters Score: Raw -8841.412624 + Penalty 623.498886 = -8217.913738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.047217 sec): 3 clusters Score: Raw -8638.360814 + Penalty 1269.204162 = -7369.156652 nChanged 65 SP:Iteration 1F (1.047863 sec): 3 clusters Score: Raw -8747.739652 + Penalty 1329.801959 = -7417.937693 nChanged 41 SP:Iteration 2F (1.048508 sec): 3 clusters Score: Raw -8863.303451 + Penalty 1379.822161 = -7483.481290 nChanged 19 SP:Iteration 3F (1.049158 sec): 3 clusters Score: Raw -8925.960427 + Penalty 1397.008272 = -7528.952155 nChanged 9 SP:Iteration 4Q (1.049735 sec): 3 clusters Score: Raw -8946.777229 + Penalty 1409.376880 = -7537.400349 nChanged 5 SP:Iteration 5Q (1.050301 sec): 3 clusters Score: Raw -8976.170711 + Penalty 1413.499814 = -7562.670896 nChanged 2 SP:Iteration 6Q (1.050864 sec): 3 clusters Score: Raw -8984.693920 + Penalty 1418.150854 = -7566.543066 nChanged 2 SP:Iteration 7Q (1.051422 sec): 3 clusters Score: Raw -8985.608725 + Penalty 1420.286678 = -7565.322047 nChanged 1 SP:Iteration 8F (1.052067 sec): 3 clusters Score: Raw -8999.410339 + Penalty 1424.746964 = -7574.663375 nChanged 3 SP:Iteration 9Q (1.052627 sec): 3 clusters Score: Raw -9021.422575 + Penalty 1425.826140 = -7595.596436 nChanged 1 SP:Iteration 10F (1.053272 sec): 3 clusters Score: Raw -9025.880453 + Penalty 1425.826140 = -7600.054314 nChanged 0 Time taken for this iteration:0.959489 seconds. 300->10 Clusters: Score -75655.840718, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 41 (time per iteration =25.813927 ms) Total iterations: 319 (time per iteration =3.317777 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 144291875.000000 (time per metric unit =7.334931ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3607296875.000000 (time per metric unit=293.397255ps) That took 1.058371 seconds. FileBase PeterP-2014-02-27_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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10904 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 10904 points ------ Starting initial clusters from distinct float masks Not enough masks (86) to generate starting clusters (300), so starting with (87) clusters instead. Assigned 87 initial classes from 86 unique masks. Deleting Class 62 (1 points): Lose 1.773147 but Gain 1487.433046 Iteration 0F (0.728066 sec): 86 clusters Score: Raw -223780.078457 + Penalty 61002.525556 = -162777.552901 nChanged 1443 Deleting Class 64 (1 points): Lose 7.134626 but Gain 1486.995893 Iteration 1F (1.109529 sec): 76 clusters Score: Raw -225421.989096 + Penalty 59755.085101 = -165666.903995 nChanged 562 Deleting Class 54 (4 points): Lose 53.265841 but Gain 1510.743808 Iteration 2F (1.473433 sec): 75 clusters Score: Raw -226074.891321 + Penalty 57463.489008 = -168611.402314 nChanged 405 Deleting Class 77 (1 points): Lose 9.566927 but Gain 1404.551525 Iteration 3Q (1.520809 sec): 73 clusters Score: Raw -226477.196357 + Penalty 56187.346555 = -170289.849801 nChanged 297 Deleting Class 67 (1 points): Lose 5.757692 but Gain 1364.464136 Iteration 4Q (1.563153 sec): 72 clusters Score: Raw -226709.991280 + Penalty 54994.131346 = -171715.859934 nChanged 229 Deleting Class 69 (1 points): Lose 11.097471 but Gain 1319.683578 Iteration 5Q (1.603055 sec): 71 clusters Score: Raw -226863.141890 + Penalty 53853.073920 = -173010.067970 nChanged 162 Deleting Class 42 (1 points): Lose 24.239515 but Gain 1289.760704 Iteration 6Q (1.642070 sec): 70 clusters Score: Raw -226955.495433 + Penalty 52677.049778 = -174278.445655 nChanged 103 Deleting Class 82 (1 points): Lose 6.315968 but Gain 1215.153326 Iteration 7Q (1.678711 sec): 69 clusters Score: Raw -227025.432309 + Penalty 51525.926661 = -175499.505648 nChanged 81 Deleting Class 34 (4 points): Lose 28.172205 but Gain 1198.490193 Iteration 8Q (1.713032 sec): 68 clusters Score: Raw -227048.511559 + Penalty 50358.439129 = -176690.072429 nChanged 63 Deleting Class 50 (1 points): Lose 11.929414 but Gain 1180.600587 Iteration 9Q (1.750225 sec): 67 clusters Score: Raw -227085.278023 + Penalty 49345.812751 = -177739.465272 nChanged 52 Deleting Class 74 (1 points): Lose 4.427758 but Gain 1137.243637 Iteration 10F (2.100139 sec): 66 clusters Score: Raw -227125.462626 + Penalty 48266.821664 = -178858.640962 nChanged 49 Deleting Class 39 (3 points): Lose 14.955158 but Gain 1137.576585 Iteration 11Q (2.137022 sec): 65 clusters Score: Raw -227137.267863 + Penalty 47177.597089 = -179959.670774 nChanged 44 Deleting Class 73 (1 points): Lose 8.958567 but Gain 1095.433445 Iteration 12Q (2.172521 sec): 64 clusters Score: Raw -227157.942003 + Penalty 46145.278737 = -181012.663266 nChanged 50 Deleting Class 86 (1 points): Lose 6.396631 but Gain 1077.227249 Iteration 13Q (2.208260 sec): 63 clusters Score: Raw -227191.212863 + Penalty 45110.960877 = -182080.251986 nChanged 35 Deleting Class 76 (2 points): Lose 22.021424 but Gain 1080.063468 Iteration 14Q (2.243058 sec): 62 clusters Score: Raw -227195.433283 + Penalty 44093.194710 = -183102.238573 nChanged 34 Deleting Class 31 (6 points): Lose 63.250273 but Gain 1102.114740 Iteration 15Q (2.278037 sec): 61 clusters Score: Raw -227157.007020 + Penalty 43049.402773 = -184107.604247 nChanged 41 Deleting Class 28 (1 points): Lose 2.519177 but Gain 1022.926548 Iteration 16Q (2.314224 sec): 60 clusters Score: Raw -227199.212307 + Penalty 42044.269969 = -185154.942338 nChanged 37 Deleting Class 55 (10 points): Lose 104.693154 but Gain 1123.630215 Iteration 17Q (2.349018 sec): 59 clusters Score: Raw -227117.749491 + Penalty 40959.838389 = -186157.911103 nChanged 34 Deleting Class 57 (1 points): Lose 0.725977 but Gain 1004.944117 Iteration 18Q (2.383497 sec): 58 clusters Score: Raw -227165.089603 + Penalty 39955.946763 = -187209.142840 nChanged 23 Deleting Class 85 (2 points): Lose 23.453875 but Gain 1020.979652 Iteration 19Q (2.417685 sec): 57 clusters Score: Raw -227151.777708 + Penalty 39070.680822 = -188081.096885 nChanged 22 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 -227151.777708 + Penalty 39070.680822 = -188081.096885Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 1 (6050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.486721 sec): 2 clusters Score: Raw -139899.596018 + Penalty 135.968387 = -139763.627631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.497960 sec): 3 clusters Score: Raw -135910.836987 + Penalty 272.857000 = -135637.979987 nChanged 2885 SP:Iteration 1F (2.509101 sec): 3 clusters Score: Raw -138260.661105 + Penalty 269.122823 = -137991.538282 nChanged 543 SP:Iteration 2F (2.520885 sec): 3 clusters Score: Raw -138880.937630 + Penalty 266.789886 = -138614.147743 nChanged 295 SP:Iteration 3Q (2.531985 sec): 3 clusters Score: Raw -139214.259680 + Penalty 266.896527 = -138947.363153 nChanged 189 SP:Iteration 4Q (2.542143 sec): 3 clusters Score: Raw -139337.100746 + Penalty 267.364181 = -139069.736565 nChanged 155 SP:Iteration 5Q (2.552406 sec): 3 clusters Score: Raw -139421.567281 + Penalty 270.000722 = -139151.566558 nChanged 136 SP:Iteration 6Q (2.562285 sec): 3 clusters Score: Raw -139502.743556 + Penalty 272.734206 = -139230.009350 nChanged 111 SP:Iteration 7Q (2.571928 sec): 3 clusters Score: Raw -139566.534545 + Penalty 275.242137 = -139291.292407 nChanged 100 SP:Iteration 8Q (2.581458 sec): 3 clusters Score: Raw -139622.998010 + Penalty 276.936704 = -139346.061306 nChanged 89 SP:Iteration 9Q (2.590831 sec): 3 clusters Score: Raw -139673.585015 + Penalty 279.809203 = -139393.775811 nChanged 86 SP:Iteration 10F (2.601612 sec): 3 clusters Score: Raw -139729.498868 + Penalty 283.896688 = -139445.602180 nChanged 74 SP:Iteration 11Q (2.611022 sec): 3 clusters Score: Raw -139781.295850 + Penalty 286.919319 = -139494.376531 nChanged 55 SP:Iteration 12Q (2.620404 sec): 3 clusters Score: Raw -139811.483453 + Penalty 291.832198 = -139519.651256 nChanged 43 SP:Iteration 13Q (2.629223 sec): 3 clusters Score: Raw -139835.730677 + Penalty 292.153253 = -139543.577423 nChanged 36 SP:Iteration 14Q (2.637924 sec): 3 clusters Score: Raw -139851.665079 + Penalty 293.033392 = -139558.631687 nChanged 28 SP:Iteration 15Q (2.646553 sec): 3 clusters Score: Raw -139864.441491 + Penalty 295.270044 = -139569.171447 nChanged 30 SP:Iteration 16Q (2.655388 sec): 3 clusters Score: Raw -139878.810216 + Penalty 297.558729 = -139581.251487 nChanged 29 SP:Iteration 17Q (2.664049 sec): 3 clusters Score: Raw -139894.599055 + Penalty 301.617331 = -139592.981724 nChanged 20 SP:Iteration 18Q (2.672545 sec): 3 clusters Score: Raw -139902.730678 + Penalty 304.021209 = -139598.709469 nChanged 9 SP:Iteration 19Q (2.681080 sec): 3 clusters Score: Raw -139905.850358 + Penalty 307.119896 = -139598.730462 nChanged 7 SP:Iteration 20F (2.691846 sec): 3 clusters Score: Raw -139908.345548 + Penalty 309.873688 = -139598.471860 nChanged 6 SP:Iteration 21F (2.702641 sec): 3 clusters Score: Raw -139909.900488 + Penalty 311.450595 = -139598.449893 nChanged 4 SP:Iteration 22F (2.713352 sec): 3 clusters Score: Raw -139910.508914 + Penalty 312.014957 = -139598.493957 nChanged 1 SP:Iteration 23Q (2.722232 sec): 3 clusters Score: Raw -139910.586516 + Penalty 312.014957 = -139598.571559 nChanged 0 SP:Iteration 24F (2.733001 sec): 3 clusters Score: Raw -139910.586516 + Penalty 312.014957 = -139598.571559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.736461 sec): 2 clusters Score: Raw -455.256834 + Penalty 297.907843 = -157.348991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.736714 sec): 3 clusters Score: Raw -466.221908 + Penalty 594.420139 = 128.198230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.737587 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.737970 sec): 3 clusters Score: Raw -2289.408559 + Penalty 230.147023 = -2059.261537 nChanged 27 SP:Iteration 1F (2.738343 sec): 3 clusters Score: Raw -2309.523526 + Penalty 224.005757 = -2085.517769 nChanged 9 SP:Iteration 2F (2.738713 sec): 3 clusters Score: Raw -2323.840415 + Penalty 224.567691 = -2099.272725 nChanged 7 SP:Iteration 3F (2.739070 sec): 3 clusters Score: Raw -2334.593885 + Penalty 235.765252 = -2098.828633 nChanged 3 SP:Iteration 4F (2.739425 sec): 3 clusters Score: Raw -2338.874781 + Penalty 193.379181 = -2145.495600 nChanged 3 SP:Iteration 5Q (2.739745 sec): 3 clusters Score: Raw -2343.479801 + Penalty 129.633129 = -2213.846672 nChanged 1 SP:Iteration 6Q (2.740051 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 SP:Iteration 7F (2.740357 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.752075 sec): 2 clusters Score: Raw -53415.169493 + Penalty 211.550356 = -53203.619138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.757245 sec): 3 clusters Score: Raw -51797.368016 + Penalty 423.105511 = -51374.262505 nChanged 1113 SP:Iteration 1F (2.762010 sec): 3 clusters Score: Raw -52346.091907 + Penalty 423.160324 = -51922.931583 nChanged 298 SP:Iteration 2F (2.766725 sec): 3 clusters Score: Raw -52455.577812 + Penalty 422.994166 = -52032.583646 nChanged 157 SP:Iteration 3F (2.771432 sec): 3 clusters Score: Raw -52497.061296 + Penalty 422.445671 = -52074.615625 nChanged 108 SP:Iteration 4Q (2.776160 sec): 3 clusters Score: Raw -52537.633030 + Penalty 422.176089 = -52115.456942 nChanged 109 SP:Iteration 5Q (2.780961 sec): 3 clusters Score: Raw -52593.010778 + Penalty 424.993012 = -52168.017766 nChanged 173 SP:Iteration 6F (2.785838 sec): 3 clusters Score: Raw -52705.307379 + Penalty 433.665717 = -52271.641662 nChanged 211 SP:Iteration 7F (2.790636 sec): 3 clusters Score: Raw -52868.891831 + Penalty 446.898399 = -52421.993432 nChanged 199 SP:Iteration 8F (2.795368 sec): 3 clusters Score: Raw -53044.579551 + Penalty 471.964481 = -52572.615070 nChanged 173 SP:Iteration 9F (2.800113 sec): 3 clusters Score: Raw -53210.162380 + Penalty 508.033225 = -52702.129155 nChanged 120 SP:Iteration 10F (2.804918 sec): 3 clusters Score: Raw -53329.346276 + Penalty 566.475006 = -52762.871270 nChanged 60 SP:Iteration 11Q (2.809477 sec): 3 clusters Score: Raw -53382.360683 + Penalty 611.970505 = -52770.390179 nChanged 21 SP:Iteration 12Q (2.813631 sec): 3 clusters Score: Raw -53399.904250 + Penalty 636.890077 = -52763.014173 nChanged 14 SP:Iteration 13F (2.818472 sec): 3 clusters Score: Raw -53411.378341 + Penalty 665.580286 = -52745.798055 nChanged 12 SP:Iteration 14F (2.823542 sec): 3 clusters Score: Raw -53428.366517 + Penalty 678.970075 = -52749.396442 nChanged 6 SP:Iteration 15Q (2.827533 sec): 3 clusters Score: Raw -53435.635444 + Penalty 705.157298 = -52730.478146 nChanged 4 SP:Iteration 16F (2.832389 sec): 3 clusters Score: Raw -53442.053302 + Penalty 715.768550 = -52726.284752 nChanged 2 SP:Iteration 17F (2.837180 sec): 3 clusters Score: Raw -53444.665667 + Penalty 711.012230 = -52733.653437 nChanged 2 SP:Iteration 18Q (2.841005 sec): 3 clusters Score: Raw -53445.935847 + Penalty 711.012230 = -52734.923617 nChanged 0 SP:Iteration 19F (2.845749 sec): 3 clusters Score: Raw -53445.935847 + Penalty 711.012230 = -52734.923617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.847717 sec): 2 clusters Score: Raw -1887.200363 + Penalty 406.481429 = -1480.718934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.848059 sec): 3 clusters Score: Raw -1866.804323 + Penalty 813.178802 = -1053.625521 nChanged 3 SP:Iteration 1Q (2.848379 sec): 3 clusters Score: Raw -1881.782652 + Penalty 814.019233 = -1067.763419 nChanged 1 SP:Iteration 2Q (2.848706 sec): 3 clusters Score: Raw -1884.848728 + Penalty 814.920175 = -1069.928553 nChanged 1 SP:Iteration 3Q (2.849022 sec): 3 clusters Score: Raw -1886.814613 + Penalty 814.920175 = -1071.894438 nChanged 0 SP:Iteration 4F (2.849349 sec): 3 clusters Score: Raw -1886.814613 + Penalty 814.920175 = -1071.894438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.849863 sec): 2 clusters Score: Raw -656.657555 + Penalty 136.241631 = -520.415924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.850124 sec): 3 clusters Score: Raw -653.571301 + Penalty 271.216951 = -382.354350 nChanged 5 SP:Iteration 1F (2.850380 sec): 3 clusters Score: Raw -660.099251 + Penalty 268.285191 = -391.814060 nChanged 1 SP:Iteration 2Q (2.850634 sec): 3 clusters Score: Raw -662.325402 + Penalty 268.285191 = -394.040211 nChanged 0 SP:Iteration 3F (2.850889 sec): 3 clusters Score: Raw -662.325402 + Penalty 268.285191 = -394.040211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.851367 sec): 2 clusters Score: Raw -295.151247 + Penalty 107.834093 = -187.317155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.851601 sec): 3 clusters Score: Raw -301.670646 + Penalty 226.812248 = -74.858399 nChanged 1 SP:Iteration 1F (2.851834 sec): 3 clusters Score: Raw -304.025683 + Penalty 226.812248 = -77.213435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.852923 sec): 2 clusters Score: Raw -3195.767520 + Penalty 217.511605 = -2978.255915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.853387 sec): 3 clusters Score: Raw -3141.635638 + Penalty 432.297125 = -2709.338513 nChanged 33 SP:Iteration 1F (2.853843 sec): 3 clusters Score: Raw -3178.889342 + Penalty 431.198451 = -2747.690891 nChanged 14 SP:Iteration 2F (2.854298 sec): 3 clusters Score: Raw -3197.737189 + Penalty 432.533887 = -2765.203302 nChanged 5 SP:Iteration 3Q (2.854749 sec): 3 clusters Score: Raw -3200.754564 + Penalty 428.993643 = -2771.760921 nChanged 4 SP:Iteration 4Q (2.855202 sec): 3 clusters Score: Raw -3202.622620 + Penalty 429.649890 = -2772.972730 nChanged 1 SP:Iteration 5Q (2.855651 sec): 3 clusters Score: Raw -3203.051918 + Penalty 429.649890 = -2773.402028 nChanged 0 SP:Iteration 6F (2.856103 sec): 3 clusters Score: Raw -3203.051918 + Penalty 429.649890 = -2773.402028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 9 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.860749 sec): 2 clusters Score: Raw -25688.715383 + Penalty 241.801998 = -25446.913385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.862546 sec): 3 clusters Score: Raw -25056.670146 + Penalty 486.872346 = -24569.797800 nChanged 358 SP:Iteration 1F (2.864362 sec): 3 clusters Score: Raw -25344.419770 + Penalty 509.070393 = -24835.349377 nChanged 173 SP:Iteration 2F (2.866185 sec): 3 clusters Score: Raw -25545.202838 + Penalty 560.545194 = -24984.657644 nChanged 116 SP:Iteration 3F (2.867979 sec): 3 clusters Score: Raw -25665.235701 + Penalty 584.755355 = -25080.480345 nChanged 56 SP:Iteration 4F (2.869770 sec): 3 clusters Score: Raw -25726.238475 + Penalty 588.692293 = -25137.546182 nChanged 28 SP:Iteration 5Q (2.871375 sec): 3 clusters Score: Raw -25741.506600 + Penalty 603.166323 = -25138.340277 nChanged 7 SP:Iteration 6Q (2.872872 sec): 3 clusters Score: Raw -25744.898380 + Penalty 605.746547 = -25139.151833 nChanged 5 SP:Iteration 7Q (2.874346 sec): 3 clusters Score: Raw -25753.561797 + Penalty 616.780870 = -25136.780927 nChanged 2 SP:Iteration 8F (2.876192 sec): 3 clusters Score: Raw -25753.382056 + Penalty 621.161803 = -25132.220253 nChanged 1 SP:Iteration 9F (2.878024 sec): 3 clusters Score: Raw -25752.700268 + Penalty 621.161803 = -25131.538465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.880966 sec): 2 clusters Score: Raw -252.376147 + Penalty 161.718136 = -90.658012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.881214 sec): 3 clusters Score: Raw -258.523534 + Penalty 323.436271 = 64.912737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.881806 sec): 2 clusters Score: Raw -972.339039 + Penalty 296.194099 = -676.144940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.882096 sec): 3 clusters Score: Raw -983.289121 + Penalty 592.104840 = -391.184281 nChanged 3 SP:Iteration 1F (2.882380 sec): 3 clusters Score: Raw -988.325240 + Penalty 592.104840 = -396.220400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.882836 sec): 2 clusters Score: Raw -156.474252 + Penalty 118.399369 = -38.074883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.883052 sec): 3 clusters Score: Raw -155.219410 + Penalty 231.483562 = 76.264152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.883526 sec): 2 clusters Score: Raw -436.406200 + Penalty 270.505228 = -165.900972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.883758 sec): 3 clusters Score: Raw -445.436920 + Penalty 542.494883 = 97.057963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.884233 sec): 2 clusters Score: Raw -354.824101 + Penalty 218.757490 = -136.066611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.884466 sec): 3 clusters Score: Raw -390.529201 + Penalty 451.855827 = 61.326626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.884941 sec): 2 clusters Score: Raw -451.022292 + Penalty 275.479102 = -175.543190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.885174 sec): 3 clusters Score: Raw -481.013082 + Penalty 546.117773 = 65.104691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.885697 sec): 2 clusters Score: Raw -474.637131 + Penalty 107.189518 = -367.447613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.885942 sec): 3 clusters Score: Raw -478.533675 + Penalty 202.232609 = -276.301066 nChanged 3 SP:Iteration 1F (2.886185 sec): 3 clusters Score: Raw -482.060422 + Penalty 202.232609 = -279.827813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 17 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.886653 sec): 2 clusters Score: Raw -283.379711 + Penalty 179.178284 = -104.201427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.886877 sec): 3 clusters Score: Raw -285.357641 + Penalty 368.470832 = 83.113191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.887351 sec): 2 clusters Score: Raw -373.880537 + Penalty 255.859284 = -118.021254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.887585 sec): 3 clusters Score: Raw -430.560342 + Penalty 498.790858 = 68.230516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.889121 sec): 2 clusters Score: Raw -6064.685015 + Penalty 162.830299 = -5901.854716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.889767 sec): 3 clusters Score: Raw -5924.007177 + Penalty 338.517965 = -5585.489212 nChanged 89 SP:Iteration 1F (2.890399 sec): 3 clusters Score: Raw -6006.191661 + Penalty 329.980411 = -5676.211251 nChanged 28 SP:Iteration 2F (2.891048 sec): 3 clusters Score: Raw -6027.809788 + Penalty 326.812203 = -5700.997586 nChanged 10 SP:Iteration 3Q (2.891672 sec): 3 clusters Score: Raw -6034.295305 + Penalty 327.456972 = -5706.838333 nChanged 9 SP:Iteration 4Q (2.892289 sec): 3 clusters Score: Raw -6043.440924 + Penalty 350.867000 = -5692.573924 nChanged 10 SP:Iteration 5F (2.892913 sec): 3 clusters Score: Raw -6054.796928 + Penalty 423.539524 = -5631.257404 nChanged 6 SP:Iteration 6F (2.893533 sec): 3 clusters Score: Raw -6067.490597 + Penalty 423.539524 = -5643.951073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.894077 sec): 2 clusters Score: Raw -240.288532 + Penalty 140.975067 = -99.313465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.894307 sec): 3 clusters Score: Raw -241.095712 + Penalty 283.022377 = 41.926664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.894782 sec): 2 clusters Score: Raw -332.712311 + Penalty 135.867868 = -196.844443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.895013 sec): 3 clusters Score: Raw -335.636654 + Penalty 255.875280 = -79.761374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.896586 sec): 2 clusters Score: Raw -6279.035345 + Penalty 214.118234 = -6064.917111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.897278 sec): 3 clusters Score: Raw -6147.017544 + Penalty 453.334996 = -5693.682548 nChanged 93 SP:Iteration 1F (2.897954 sec): 3 clusters Score: Raw -6254.966373 + Penalty 470.102999 = -5784.863375 nChanged 33 SP:Iteration 2F (2.898629 sec): 3 clusters Score: Raw -6276.848731 + Penalty 475.777932 = -5801.070799 nChanged 10 SP:Iteration 3Q (2.899301 sec): 3 clusters Score: Raw -6281.282269 + Penalty 481.851430 = -5799.430839 nChanged 6 SP:Iteration 4F (2.900001 sec): 3 clusters Score: Raw -6285.173211 + Penalty 483.679205 = -5801.494006 nChanged 2 SP:Iteration 5Q (2.900665 sec): 3 clusters Score: Raw -6285.728193 + Penalty 483.679205 = -5802.048988 nChanged 0 SP:Iteration 6F (2.901340 sec): 3 clusters Score: Raw -6285.728193 + Penalty 483.679205 = -5802.048988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.901868 sec): 2 clusters Score: Raw -58.318262 + Penalty 62.311753 = 3.993490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.902065 sec): 2 clusters Score: Raw -58.318262 + Penalty 62.311753 = 3.993490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.902521 sec): 2 clusters Score: Raw -167.064356 + Penalty 142.262088 = -24.802268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.902739 sec): 3 clusters Score: Raw -167.344589 + Penalty 284.524177 = 117.179587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.903249 sec): 2 clusters Score: Raw -628.914144 + Penalty 260.662881 = -368.251264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.903509 sec): 3 clusters Score: Raw -645.447059 + Penalty 522.931825 = -122.515234 nChanged 1 SP:Iteration 1Q (2.903760 sec): 3 clusters Score: Raw -649.006514 + Penalty 522.931825 = -126.074689 nChanged 0 SP:Iteration 2F (2.904018 sec): 3 clusters Score: Raw -649.006514 + Penalty 522.931825 = -126.074689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.905002 sec): 2 clusters Score: Raw -6268.237631 + Penalty 336.525114 = -5931.712517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.905604 sec): 3 clusters Score: Raw -6124.966844 + Penalty 672.155508 = -5452.811336 nChanged 54 SP:Iteration 1F (2.906196 sec): 3 clusters Score: Raw -6183.616300 + Penalty 677.400758 = -5506.215542 nChanged 18 SP:Iteration 2F (2.906844 sec): 3 clusters Score: Raw -6205.533359 + Penalty 689.030179 = -5516.503180 nChanged 14 SP:Iteration 3F (2.907425 sec): 3 clusters Score: Raw -6224.995276 + Penalty 713.461987 = -5511.533289 nChanged 12 SP:Iteration 4F (2.907993 sec): 3 clusters Score: Raw -6240.978729 + Penalty 750.678107 = -5490.300622 nChanged 8 SP:Iteration 5F (2.908559 sec): 3 clusters Score: Raw -6258.184091 + Penalty 788.005614 = -5470.178477 nChanged 5 SP:Iteration 6F (2.909125 sec): 3 clusters Score: Raw -6273.995281 + Penalty 796.974624 = -5477.020657 nChanged 1 SP:Iteration 7Q (2.909613 sec): 3 clusters Score: Raw -6279.939824 + Penalty 796.974624 = -5482.965199 nChanged 0 SP:Iteration 8F (2.910180 sec): 3 clusters Score: Raw -6279.939824 + Penalty 796.974624 = -5482.965199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.910718 sec): 2 clusters Score: Raw -400.387562 + Penalty 199.313096 = -201.074465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.910959 sec): 3 clusters Score: Raw -410.440498 + Penalty 400.362367 = -10.078130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.911436 sec): 2 clusters Score: Raw -275.223126 + Penalty 197.230213 = -77.992914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.911662 sec): 3 clusters Score: Raw -275.884860 + Penalty 403.854595 = 127.969735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.912141 sec): 2 clusters Score: Raw -108.194902 + Penalty 88.259985 = -19.934917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.912355 sec): 3 clusters Score: Raw -106.590194 + Penalty 176.519971 = 69.929777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.912796 sec): 2 clusters Score: Raw -25.317604 + Penalty 0.000000 = -25.317604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.912987 sec): 2 clusters Score: Raw -25.317604 + Penalty 0.000000 = -25.317604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.913435 sec): 2 clusters Score: Raw -133.088781 + Penalty 120.058137 = -13.030643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.913630 sec): 2 clusters Score: Raw -133.088781 + Penalty 120.058137 = -13.030643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.914135 sec): 2 clusters Score: Raw -445.145643 + Penalty 204.531124 = -240.614519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.914377 sec): 3 clusters Score: Raw -470.848842 + Penalty 415.935951 = -54.912891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.914862 sec): 2 clusters Score: Raw -414.227193 + Penalty 228.292938 = -185.934255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.915100 sec): 3 clusters Score: Raw -439.018403 + Penalty 468.276471 = 29.258068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.915543 sec): 2 clusters Score: Raw -51.361136 + Penalty 53.095014 = 1.733879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.915749 sec): 3 clusters Score: Raw -47.553793 + Penalty 106.190028 = 58.636235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.916212 sec): 2 clusters Score: Raw -238.723272 + Penalty 186.453147 = -52.270125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.916443 sec): 3 clusters Score: Raw -246.126806 + Penalty 387.701759 = 141.574953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.916887 sec): 2 clusters Score: Raw -53.519498 + Penalty 57.419522 = 3.900024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.917080 sec): 2 clusters Score: Raw -53.519498 + Penalty 57.419522 = 3.900024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.917527 sec): 2 clusters Score: Raw -86.460241 + Penalty 91.022315 = 4.562074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.917735 sec): 3 clusters Score: Raw -79.764750 + Penalty 186.957267 = 107.192517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.918196 sec): 2 clusters Score: Raw -216.450139 + Penalty 165.715536 = -50.734603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.918420 sec): 3 clusters Score: Raw -219.872912 + Penalty 335.378527 = 115.505615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.918874 sec): 2 clusters Score: Raw -26.889355 + Penalty 0.000000 = -26.889355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.919065 sec): 2 clusters Score: Raw -26.889355 + Penalty 0.000000 = -26.889355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.919509 sec): 2 clusters Score: Raw -61.037958 + Penalty 59.050123 = -1.987834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.919702 sec): 2 clusters Score: Raw -61.037958 + Penalty 59.050123 = -1.987834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.920140 sec): 2 clusters Score: Raw -27.772888 + Penalty 0.000000 = -27.772888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.920331 sec): 2 clusters Score: Raw -27.772888 + Penalty 0.000000 = -27.772888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.920764 sec): 2 clusters Score: Raw -27.872196 + Penalty 0.000000 = -27.872196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.920950 sec): 2 clusters Score: Raw -27.872196 + Penalty 0.000000 = -27.872196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.921392 sec): 2 clusters Score: Raw -65.815010 + Penalty 78.404691 = 12.589681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.921599 sec): 3 clusters Score: Raw -56.180121 + Penalty 156.809382 = 100.629260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.922041 sec): 2 clusters Score: Raw -63.434188 + Penalty 74.094904 = 10.660715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.922247 sec): 3 clusters Score: Raw -54.202768 + Penalty 148.189807 = 93.987040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.922686 sec): 2 clusters Score: Raw -28.140147 + Penalty 0.000000 = -28.140147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.922876 sec): 2 clusters Score: Raw -28.140147 + Penalty 0.000000 = -28.140147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.923321 sec): 2 clusters Score: Raw -93.694666 + Penalty 91.173752 = -2.520914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.923530 sec): 3 clusters Score: Raw -86.594272 + Penalty 174.688040 = 88.093768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 66 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.923966 sec): 2 clusters Score: Raw -28.358104 + Penalty 0.000000 = -28.358104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.924152 sec): 2 clusters Score: Raw -28.358104 + Penalty 0.000000 = -28.358104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.924594 sec): 2 clusters Score: Raw -62.067493 + Penalty 60.756143 = -1.311350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.924787 sec): 2 clusters Score: Raw -62.067493 + Penalty 60.756143 = -1.311350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.925238 sec): 2 clusters Score: Raw -134.409938 + Penalty 129.303053 = -5.106885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.925472 sec): 3 clusters Score: Raw -134.541813 + Penalty 264.568617 = 130.026804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.925914 sec): 2 clusters Score: Raw -22.651622 + Penalty 0.000000 = -22.651622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.926104 sec): 2 clusters Score: Raw -22.651622 + Penalty 0.000000 = -22.651622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.926543 sec): 2 clusters Score: Raw -25.092471 + Penalty 0.000000 = -25.092471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.926731 sec): 2 clusters Score: Raw -25.092471 + Penalty 0.000000 = -25.092471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.927171 sec): 2 clusters Score: Raw -28.532211 + Penalty 0.000000 = -28.532211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.927361 sec): 2 clusters Score: Raw -28.532211 + Penalty 0.000000 = -28.532211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.927807 sec): 2 clusters Score: Raw -76.225219 + Penalty 94.818977 = 18.593758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.928003 sec): 2 clusters Score: Raw -76.225219 + Penalty 94.818977 = 18.593758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.928436 sec): 2 clusters Score: Raw -24.579863 + Penalty 0.000000 = -24.579863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.928622 sec): 2 clusters Score: Raw -24.579863 + Penalty 0.000000 = -24.579863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.929060 sec): 2 clusters Score: Raw -27.161051 + Penalty 0.000000 = -27.161051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.929250 sec): 2 clusters Score: Raw -27.161051 + Penalty 0.000000 = -27.161051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.929686 sec): 2 clusters Score: Raw -25.539401 + Penalty 0.000000 = -25.539401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.929875 sec): 2 clusters Score: Raw -25.539401 + Penalty 0.000000 = -25.539401 nChanged 0 Deleting Class 59 (2 points): Lose 26.007924 but Gain 1051.608392 Iteration 20F (3.211232 sec): 56 clusters Score: Raw -227158.051148 + Penalty 38040.963537 = -189117.087611 nChanged 15 Deleting Class 83 (1 points): Lose 9.020278 but Gain 1003.823644 Iteration 21Q (3.243973 sec): 55 clusters Score: Raw -227160.654698 + Penalty 37067.632680 = -190093.022018 nChanged 17 Deleting Class 60 (2 points): Lose 8.873508 but Gain 993.803071 Iteration 22Q (3.275743 sec): 54 clusters Score: Raw -227160.702719 + Penalty 36094.866535 = -191065.836184 nChanged 15 Deleting Class 61 (1 points): Lose 3.913685 but Gain 956.357442 Iteration 23Q (3.307163 sec): 53 clusters Score: Raw -227163.812714 + Penalty 35145.162994 = -192018.649720 nChanged 11 Deleting Class 79 (1 points): Lose 6.830165 but Gain 945.927646 Iteration 24Q (3.338417 sec): 52 clusters Score: Raw -227161.535229 + Penalty 34198.009361 = -192963.525868 nChanged 7 Deleting Class 56 (1 points): Lose 8.426799 but Gain 944.779240 Iteration 25Q (3.370163 sec): 51 clusters Score: Raw -227156.346257 + Penalty 33260.433855 = -193895.912402 nChanged 6 Deleting Class 35 (1 points): Lose 5.545389 but Gain 909.453669 Iteration 26Q (3.401670 sec): 50 clusters Score: Raw -227157.050627 + Penalty 32350.742449 = -194806.308178 nChanged 3 Deleting Class 84 (1 points): Lose 9.253742 but Gain 910.684232 Iteration 27Q (3.433002 sec): 49 clusters Score: Raw -227150.014572 + Penalty 31468.369492 = -195681.645080 nChanged 2 Deleting Class 2 (17 points): Lose 83.202132 but Gain 977.552556 Iteration 28Q (3.465449 sec): 48 clusters Score: Raw -227073.227477 + Penalty 30461.422204 = -196611.805273 nChanged 19 Deleting Class 13 (12 points): Lose 57.797879 but Gain 987.530006 Iteration 29Q (3.496446 sec): 47 clusters Score: Raw -227075.716308 + Penalty 29545.437942 = -197530.278366 nChanged 19 Deleting Class 15 (15 points): Lose 59.165766 but Gain 945.734876 Iteration 30F (3.725138 sec): 46 clusters Score: Raw -227058.097840 + Penalty 28615.866150 = -198442.231690 nChanged 22 Deleting Class 66 (1 points): Lose 4.268389 but Gain 872.910800 Iteration 31Q (3.756641 sec): 45 clusters Score: Raw -227097.911347 + Penalty 27759.348552 = -199338.562795 nChanged 12 Deleting Class 23 (2 points): Lose 6.378473 but Gain 835.760736 Iteration 32Q (3.788523 sec): 44 clusters Score: Raw -227104.142694 + Penalty 26944.148309 = -200159.994385 nChanged 13 Deleting Class 58 (1 points): Lose 1.902554 but Gain 819.632013 Iteration 33Q (3.819112 sec): 43 clusters Score: Raw -227117.741253 + Penalty 26135.794842 = -200981.946411 nChanged 10 Deleting Class 70 (2 points): Lose 11.202404 but Gain 814.896010 Iteration 34Q (3.850623 sec): 42 clusters Score: Raw -227114.403984 + Penalty 25345.656294 = -201768.747690 nChanged 12 Deleting Class 36 (4 points): Lose 6.691035 but Gain 805.144076 Iteration 35Q (3.881540 sec): 41 clusters Score: Raw -227118.104276 + Penalty 24547.048588 = -202571.055688 nChanged 9 Deleting Class 53 (2 points): Lose 9.901866 but Gain 792.013901 Iteration 36Q (3.911589 sec): 40 clusters Score: Raw -227116.220251 + Penalty 23765.608311 = -203350.611940 nChanged 12 Deleting Class 18 (15 points): Lose 96.522100 but Gain 878.378963 Iteration 37Q (3.940933 sec): 39 clusters Score: Raw -227025.138234 + Penalty 22979.465204 = -204045.673030 nChanged 21 Deleting Class 46 (11 points): Lose 48.625785 but Gain 816.800111 Iteration 38Q (3.970946 sec): 38 clusters Score: Raw -227032.385148 + Penalty 22218.397929 = -204813.987219 nChanged 22 Deleting Class 63 (3 points): Lose 14.174914 but Gain 771.547792 Iteration 39Q (4.000374 sec): 37 clusters Score: Raw -227050.386349 + Penalty 21450.275998 = -205600.110351 nChanged 12 Deleting Class 49 (3 points): Lose 13.728157 but Gain 770.266269 Iteration 40F (4.187081 sec): 36 clusters Score: Raw -227051.240691 + Penalty 20689.837056 = -206361.403635 nChanged 9 Deleting Class 48 (2 points): Lose 14.728285 but Gain 770.143353 Iteration 41Q (4.215813 sec): 35 clusters Score: Raw -227044.292067 + Penalty 19924.215363 = -207120.076704 nChanged 4 Deleting Class 29 (11 points): Lose 48.998036 but Gain 803.932796 Iteration 42Q (4.244166 sec): 34 clusters Score: Raw -226999.261086 + Penalty 19162.991044 = -207836.270042 nChanged 14 Deleting Class 80 (4 points): Lose 30.780183 but Gain 784.392551 Iteration 43Q (4.273250 sec): 33 clusters Score: Raw -226986.808358 + Penalty 18410.277941 = -208576.530416 nChanged 11 Deleting Class 52 (2 points): Lose 14.047473 but Gain 744.824476 Iteration 44Q (4.301520 sec): 32 clusters Score: Raw -226987.841232 + Penalty 17707.887195 = -209279.954038 nChanged 8 Deleting Class 44 (17 points): Lose 60.634448 but Gain 787.607631 Iteration 45Q (4.331421 sec): 31 clusters Score: Raw -226937.339723 + Penalty 17036.958303 = -209900.381420 nChanged 25 Deleting Class 10 (9 points): Lose 36.920323 but Gain 768.522507 Iteration 46Q (4.359930 sec): 30 clusters Score: Raw -226939.305075 + Penalty 16406.568161 = -210532.736913 nChanged 21 Deleting Class 14 (15 points): Lose 65.745270 but Gain 779.462312 Iteration 47Q (4.387532 sec): 29 clusters Score: Raw -226893.732435 + Penalty 15696.341634 = -211197.390802 nChanged 25 Deleting Class 51 (9 points): Lose 40.674008 but Gain 753.921847 Iteration 48Q (4.415717 sec): 28 clusters Score: Raw -226895.486315 + Penalty 14975.408670 = -211920.077645 nChanged 17 Deleting Class 24 (6 points): Lose 27.320986 but Gain 738.153918 Iteration 49Q (4.442810 sec): 27 clusters Score: Raw -226888.554460 + Penalty 14242.658204 = -212645.896256 nChanged 9 Deleting Class 71 (5 points): Lose 36.374834 but Gain 746.916427 Iteration 50F (4.581561 sec): 26 clusters Score: Raw -226860.932569 + Penalty 13530.469610 = -213330.462959 nChanged 7 Deleting Class 17 (12 points): Lose 54.535223 but Gain 755.831395 Iteration 51Q (4.608220 sec): 25 clusters Score: Raw -226821.377830 + Penalty 12792.920220 = -214028.457610 nChanged 16 Deleting Class 45 (2 points): Lose 17.877835 but Gain 712.140587 Iteration 52Q (4.634799 sec): 24 clusters Score: Raw -226821.959363 + Penalty 12082.906890 = -214739.052474 nChanged 3 Deleting Class 11 (48 points): Lose 161.678489 but Gain 826.626691 Iteration 53Q (4.663343 sec): 23 clusters Score: Raw -226665.030376 + Penalty 11447.428661 = -215217.601715 nChanged 48 Deleting Class 27 (15 points): Lose 69.391256 but Gain 710.279737 Iteration 54Q (4.691538 sec): 22 clusters Score: Raw -226700.173016 + Penalty 10155.180893 = -216544.992123 nChanged 18 Deleting Class 25 (40 points): Lose 159.595498 but Gain 782.956809 Iteration 55Q (4.717229 sec): 20 clusters Score: Raw -226565.287962 + Penalty 9777.793646 = -216787.494316 nChanged 41 Deleting Class 72 (2 points): Lose 35.109403 but Gain 842.924978 Iteration 56Q (4.742840 sec): 19 clusters Score: Raw -226635.635061 + Penalty 9522.026581 = -217113.608480 nChanged 13 Deleting Class 6 (19 points): Lose 87.974961 but Gain 728.428929 Iteration 57Q (4.768457 sec): 18 clusters Score: Raw -226562.561829 + Penalty 8887.203830 = -217675.357999 nChanged 25 Deleting Class 38 (29 points): Lose 137.310241 but Gain 777.359817 Iteration 58Q (4.794447 sec): 17 clusters Score: Raw -226463.042204 + Penalty 8169.416108 = -218293.626096 nChanged 37 Deleting Class 12 (7 points): Lose 29.676179 but Gain 643.132060 Iteration 59Q (4.819884 sec): 16 clusters Score: Raw -226491.932022 + Penalty 7549.097758 = -218942.834263 nChanged 24 Deleting Class 20 (8 points): Lose 38.933554 but Gain 608.142436 Iteration 60F (4.904278 sec): 15 clusters Score: Raw -226478.549736 + Penalty 6978.984021 = -219499.565715 nChanged 19 Deleting Class 30 (4 points): Lose 31.585321 but Gain 591.896610 Iteration 61Q (4.930385 sec): 14 clusters Score: Raw -226475.642885 + Penalty 6436.338973 = -220039.303912 nChanged 15 Deleting Class 21 (19 points): Lose 55.671004 but Gain 601.245199 Iteration 62Q (4.957042 sec): 13 clusters Score: Raw -226442.175098 + Penalty 5874.224829 = -220567.950269 nChanged 27 Deleting Class 7 (42 points): Lose 191.704087 but Gain 697.092794 Iteration 63Q (4.981601 sec): 12 clusters Score: Raw -226286.786940 + Penalty 5211.296794 = -221075.490146 nChanged 49 Deleting Class 5 (91 points): Lose 482.267603 but Gain 983.211179 Iteration 64Q (5.005290 sec): 11 clusters Score: Raw -225866.685645 + Penalty 4341.884240 = -221524.801405 nChanged 103 Deleting Class 81 (1 points): Lose 4.422674 but Gain 470.424366 Iteration 65Q (5.029090 sec): 10 clusters Score: Raw -226164.966973 + Penalty 3889.399715 = -222275.567258 nChanged 23 Deleting Class 26 (135 points): Lose 327.212309 but Gain 657.679277 Iteration 66Q (5.052175 sec): 9 clusters Score: Raw -225849.371735 + Penalty 3268.148248 = -222581.223487 nChanged 147 Deleting Class 16 (29 points): Lose 87.672498 but Gain 379.686693 Iteration 67Q (5.075165 sec): 8 clusters Score: Raw -226073.856227 + Penalty 2892.969926 = -223180.886301 nChanged 36 Deleting Class 8 (144 points): Lose 449.554763 but Gain 460.384814 Iteration 68Q (5.097179 sec): 7 clusters Score: Raw -225660.552952 + Penalty 2480.985938 = -223179.567014 nChanged 146 Iteration 69F (5.136795 sec): 7 clusters Score: Raw -225888.499421 + Penalty 2440.385566 = -223448.113855 nChanged 15 Iteration 70F (5.176271 sec): 7 clusters Score: Raw -225890.112621 + Penalty 2441.640895 = -223448.471727 nChanged 11 Iteration 71Q (5.197775 sec): 7 clusters Score: Raw -225892.970765 + Penalty 2441.876376 = -223451.094389 nChanged 5 Iteration 72Q (5.218845 sec): 7 clusters Score: Raw -225894.770191 + Penalty 2442.301981 = -223452.468209 nChanged 3 Iteration 73Q (5.239980 sec): 7 clusters Score: Raw -225897.547322 + Penalty 2441.607861 = -223455.939461 nChanged 10 Iteration 74Q (5.261171 sec): 7 clusters Score: Raw -225902.074841 + Penalty 2442.984440 = -223459.090401 nChanged 7 Iteration 75Q (5.282703 sec): 7 clusters Score: Raw -225903.249447 + Penalty 2442.226940 = -223461.022507 nChanged 4 Iteration 76Q (5.303825 sec): 7 clusters Score: Raw -225903.832057 + Penalty 2442.033990 = -223461.798067 nChanged 1 Iteration 77Q (5.324910 sec): 7 clusters Score: Raw -225903.988890 + Penalty 2442.033990 = -223461.954900 nChanged 0 Iteration 78F (5.364490 sec): 7 clusters Score: Raw -225903.988890 + Penalty 2442.033990 = -223461.954900 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 -225903.988890 + Penalty 2442.033990 = -223461.954900Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 1 (6176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.410308 sec): 2 clusters Score: Raw -142197.570750 + Penalty 140.278946 = -142057.291804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.421529 sec): 3 clusters Score: Raw -138100.311897 + Penalty 310.308243 = -137790.003654 nChanged 2897 SP:Iteration 1F (5.432559 sec): 3 clusters Score: Raw -140843.509410 + Penalty 324.880584 = -140518.628826 nChanged 650 SP:Iteration 2F (5.443529 sec): 3 clusters Score: Raw -141304.212646 + Penalty 335.361957 = -140968.850689 nChanged 314 SP:Iteration 3F (5.454391 sec): 3 clusters Score: Raw -141533.140749 + Penalty 345.042049 = -141188.098701 nChanged 205 SP:Iteration 4Q (5.464931 sec): 3 clusters Score: Raw -141684.147598 + Penalty 352.905931 = -141331.241667 nChanged 153 SP:Iteration 5Q (5.475031 sec): 3 clusters Score: Raw -141799.648942 + Penalty 362.776145 = -141436.872797 nChanged 172 SP:Iteration 6Q (5.485308 sec): 3 clusters Score: Raw -141937.390763 + Penalty 380.408220 = -141556.982543 nChanged 155 SP:Iteration 7Q (5.495276 sec): 3 clusters Score: Raw -142064.924393 + Penalty 393.200389 = -141671.724004 nChanged 119 SP:Iteration 8Q (5.504953 sec): 3 clusters Score: Raw -142173.970581 + Penalty 406.889034 = -141767.081547 nChanged 96 SP:Iteration 9Q (5.514560 sec): 3 clusters Score: Raw -142261.847501 + Penalty 414.769472 = -141847.078029 nChanged 62 SP:Iteration 10F (5.525390 sec): 3 clusters Score: Raw -142318.108792 + Penalty 419.500159 = -141898.608633 nChanged 49 SP:Iteration 11Q (5.534545 sec): 3 clusters Score: Raw -142346.765882 + Penalty 423.654504 = -141923.111378 nChanged 34 SP:Iteration 12Q (5.543588 sec): 3 clusters Score: Raw -142356.836712 + Penalty 428.406629 = -141928.430083 nChanged 17 SP:Iteration 13Q (5.552559 sec): 3 clusters Score: Raw -142361.057499 + Penalty 431.120411 = -141929.937088 nChanged 16 SP:Iteration 14Q (5.561574 sec): 3 clusters Score: Raw -142363.884104 + Penalty 433.194539 = -141930.689565 nChanged 13 SP:Iteration 15Q (5.570595 sec): 3 clusters Score: Raw -142366.847071 + Penalty 433.946944 = -141932.900127 nChanged 10 SP:Iteration 16Q (5.579491 sec): 3 clusters Score: Raw -142368.686003 + Penalty 435.088078 = -141933.597926 nChanged 7 SP:Iteration 17Q (5.588964 sec): 3 clusters Score: Raw -142369.483543 + Penalty 436.570257 = -141932.913286 nChanged 8 SP:Iteration 18F (5.600170 sec): 3 clusters Score: Raw -142370.186860 + Penalty 438.658741 = -141931.528119 nChanged 7 SP:Iteration 19F (5.611052 sec): 3 clusters Score: Raw -142370.799807 + Penalty 440.909080 = -141929.890728 nChanged 6 SP:Iteration 20F (5.622066 sec): 3 clusters Score: Raw -142371.358781 + Penalty 441.231443 = -141930.127338 nChanged 5 SP:Iteration 21Q (5.630904 sec): 3 clusters Score: Raw -142371.669969 + Penalty 442.725691 = -141928.944277 nChanged 3 SP:Iteration 22F (5.642107 sec): 3 clusters Score: Raw -142371.822906 + Penalty 443.353538 = -141928.469368 nChanged 2 SP:Iteration 23F (5.653051 sec): 3 clusters Score: Raw -142371.882301 + Penalty 444.317043 = -141927.565259 nChanged 3 SP:Iteration 24F (5.664454 sec): 3 clusters Score: Raw -142372.273687 + Penalty 446.783716 = -141925.489971 nChanged 5 SP:Iteration 25F (5.675355 sec): 3 clusters Score: Raw -142372.795777 + Penalty 447.269392 = -141925.526386 nChanged 2 SP:Iteration 26Q (5.684279 sec): 3 clusters Score: Raw -142372.805173 + Penalty 447.269392 = -141925.535782 nChanged 0 SP:Iteration 27F (5.695409 sec): 3 clusters Score: Raw -142372.805173 + Penalty 447.269392 = -141925.535782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.699339 sec): 2 clusters Score: Raw -2705.483561 + Penalty 182.570288 = -2522.913273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.699770 sec): 3 clusters Score: Raw -2653.224331 + Penalty 379.832949 = -2273.391382 nChanged 33 SP:Iteration 1F (5.700185 sec): 3 clusters Score: Raw -2679.598842 + Penalty 390.587209 = -2289.011632 nChanged 13 SP:Iteration 2F (5.700627 sec): 3 clusters Score: Raw -2697.540848 + Penalty 411.345674 = -2286.195174 nChanged 11 SP:Iteration 3F (5.701051 sec): 3 clusters Score: Raw -2710.051097 + Penalty 442.861433 = -2267.189664 nChanged 5 SP:Iteration 4F (5.701475 sec): 3 clusters Score: Raw -2712.601626 + Penalty 450.778202 = -2261.823423 nChanged 1 SP:Iteration 5F (5.701899 sec): 3 clusters Score: Raw -2713.068382 + Penalty 457.359893 = -2255.708489 nChanged 1 SP:Iteration 6F (5.702322 sec): 3 clusters Score: Raw -2713.464550 + Penalty 461.209159 = -2252.255391 nChanged 1 SP:Iteration 7F (5.702745 sec): 3 clusters Score: Raw -2713.566357 + Penalty 510.816400 = -2202.749957 nChanged 4 SP:Iteration 8F (5.703145 sec): 3 clusters Score: Raw -2718.502290 + Penalty 532.104872 = -2186.397418 nChanged 2 SP:Iteration 9F (5.703546 sec): 3 clusters Score: Raw -2722.839740 + Penalty 555.340814 = -2167.498926 nChanged 1 SP:Iteration 10F (5.703946 sec): 3 clusters Score: Raw -2725.213282 + Penalty 555.340814 = -2169.872468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.716849 sec): 2 clusters Score: Raw -55936.462866 + Penalty 244.994892 = -55691.467974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.722159 sec): 3 clusters Score: Raw -54196.369029 + Penalty 542.699099 = -53653.669930 nChanged 1241 SP:Iteration 1F (5.727125 sec): 3 clusters Score: Raw -55611.563367 + Penalty 639.505301 = -54972.058065 nChanged 375 SP:Iteration 2F (5.732041 sec): 3 clusters Score: Raw -55968.515945 + Penalty 703.745346 = -55264.770599 nChanged 133 SP:Iteration 3Q (5.736967 sec): 3 clusters Score: Raw -56086.375873 + Penalty 757.137312 = -55329.238562 nChanged 74 SP:Iteration 4Q (5.741913 sec): 3 clusters Score: Raw -56157.036316 + Penalty 787.622765 = -55369.413551 nChanged 43 SP:Iteration 5Q (5.746675 sec): 3 clusters Score: Raw -56190.998610 + Penalty 810.089767 = -55380.908843 nChanged 27 SP:Iteration 6Q (5.751312 sec): 3 clusters Score: Raw -56210.976963 + Penalty 822.174619 = -55388.802344 nChanged 19 SP:Iteration 7Q (5.755778 sec): 3 clusters Score: Raw -56219.611912 + Penalty 829.775519 = -55389.836393 nChanged 15 SP:Iteration 8Q (5.760211 sec): 3 clusters Score: Raw -56226.207986 + Penalty 835.669355 = -55390.538631 nChanged 10 SP:Iteration 9Q (5.764583 sec): 3 clusters Score: Raw -56229.611842 + Penalty 837.393482 = -55392.218360 nChanged 5 SP:Iteration 10F (5.769509 sec): 3 clusters Score: Raw -56230.723824 + Penalty 837.942131 = -55392.781693 nChanged 2 SP:Iteration 11Q (5.773929 sec): 3 clusters Score: Raw -56230.857281 + Penalty 837.942131 = -55392.915150 nChanged 0 SP:Iteration 12F (5.778854 sec): 3 clusters Score: Raw -56230.857281 + Penalty 837.942131 = -55392.915150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 9 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.786477 sec): 2 clusters Score: Raw -33733.841276 + Penalty 328.867870 = -33404.973407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.788852 sec): 3 clusters Score: Raw -32915.327135 + Penalty 705.940258 = -32209.386877 nChanged 525 SP:Iteration 1F (5.791280 sec): 3 clusters Score: Raw -33578.666335 + Penalty 821.977507 = -32756.688828 nChanged 238 SP:Iteration 2F (5.793708 sec): 3 clusters Score: Raw -33914.776808 + Penalty 849.589594 = -33065.187214 nChanged 60 SP:Iteration 3Q (5.795875 sec): 3 clusters Score: Raw -33949.656298 + Penalty 861.822247 = -33087.834050 nChanged 29 SP:Iteration 4Q (5.797948 sec): 3 clusters Score: Raw -33960.778927 + Penalty 876.404787 = -33084.374140 nChanged 17 SP:Iteration 5F (5.800210 sec): 3 clusters Score: Raw -33965.797387 + Penalty 883.805755 = -33081.991632 nChanged 10 SP:Iteration 6F (5.802534 sec): 3 clusters Score: Raw -33968.248194 + Penalty 892.885376 = -33075.362818 nChanged 8 SP:Iteration 7F (5.804868 sec): 3 clusters Score: Raw -33970.600844 + Penalty 902.420888 = -33068.179955 nChanged 10 SP:Iteration 8F (5.807160 sec): 3 clusters Score: Raw -33973.087863 + Penalty 910.901809 = -33062.186054 nChanged 9 SP:Iteration 9F (5.809424 sec): 3 clusters Score: Raw -33973.917120 + Penalty 921.857498 = -33052.059622 nChanged 9 SP:Iteration 10F (5.811687 sec): 3 clusters Score: Raw -33973.737411 + Penalty 930.910024 = -33042.827387 nChanged 6 SP:Iteration 11F (5.813950 sec): 3 clusters Score: Raw -33972.759709 + Penalty 938.721503 = -33034.038206 nChanged 5 SP:Iteration 12F (5.816290 sec): 3 clusters Score: Raw -33974.077213 + Penalty 949.508552 = -33024.568661 nChanged 7 SP:Iteration 13F (5.818591 sec): 3 clusters Score: Raw -33973.749788 + Penalty 957.126477 = -33016.623310 nChanged 5 SP:Iteration 14F (5.820856 sec): 3 clusters Score: Raw -33973.891697 + Penalty 960.133592 = -33013.758105 nChanged 2 SP:Iteration 15F (5.823120 sec): 3 clusters Score: Raw -33973.381675 + Penalty 963.113540 = -33010.268135 nChanged 2 SP:Iteration 16F (5.825383 sec): 3 clusters Score: Raw -33974.386045 + Penalty 971.740826 = -33002.645219 nChanged 5 SP:Iteration 17F (5.827649 sec): 3 clusters Score: Raw -33975.006195 + Penalty 973.024326 = -33001.981869 nChanged 1 SP:Iteration 18F (5.829911 sec): 3 clusters Score: Raw -33974.890851 + Penalty 974.838138 = -33000.052713 nChanged 1 SP:Iteration 19F (5.832172 sec): 3 clusters Score: Raw -33974.725363 + Penalty 976.577289 = -32998.148074 nChanged 1 SP:Iteration 20F (5.834477 sec): 3 clusters Score: Raw -33974.547678 + Penalty 977.588062 = -32996.959616 nChanged 1 SP:Iteration 21F (5.836750 sec): 3 clusters Score: Raw -33974.129441 + Penalty 978.371146 = -32995.758295 nChanged 1 SP:Iteration 22F (5.839017 sec): 3 clusters Score: Raw -33973.940523 + Penalty 978.194047 = -32995.746476 nChanged 2 SP:Iteration 23F (5.841411 sec): 3 clusters Score: Raw -33973.868101 + Penalty 978.519386 = -32995.348715 nChanged 1 SP:Iteration 24F (5.843860 sec): 3 clusters Score: Raw -33973.520808 + Penalty 982.560048 = -32990.960761 nChanged 2 SP:Iteration 25F (5.846125 sec): 3 clusters Score: Raw -33972.853137 + Penalty 986.315990 = -32986.537147 nChanged 2 SP:Iteration 26F (5.848392 sec): 3 clusters Score: Raw -33972.044792 + Penalty 986.315990 = -32985.728802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.852457 sec): 2 clusters Score: Raw -6479.422790 + Penalty 175.944423 = -6303.478367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.853133 sec): 3 clusters Score: Raw -6329.080827 + Penalty 354.001296 = -5975.079532 nChanged 92 SP:Iteration 1F (5.853814 sec): 3 clusters Score: Raw -6408.549645 + Penalty 346.344495 = -6062.205149 nChanged 33 SP:Iteration 2F (5.854526 sec): 3 clusters Score: Raw -6440.609889 + Penalty 356.196727 = -6084.413162 nChanged 19 SP:Iteration 3F (5.855207 sec): 3 clusters Score: Raw -6462.064497 + Penalty 416.779892 = -6045.284605 nChanged 14 SP:Iteration 4F (5.855885 sec): 3 clusters Score: Raw -6480.887712 + Penalty 499.706398 = -5981.181314 nChanged 9 SP:Iteration 5F (5.856561 sec): 3 clusters Score: Raw -6495.376933 + Penalty 529.310206 = -5966.066727 nChanged 2 SP:Iteration 6F (5.857240 sec): 3 clusters Score: Raw -6498.004797 + Penalty 549.003943 = -5949.000854 nChanged 1 SP:Iteration 7F (5.857912 sec): 3 clusters Score: Raw -6501.387039 + Penalty 549.003943 = -5952.383097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.860104 sec): 2 clusters Score: Raw -8793.179383 + Penalty 259.570219 = -8533.609164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.861001 sec): 3 clusters Score: Raw -8577.331621 + Penalty 517.764349 = -8059.567272 nChanged 151 SP:Iteration 1F (5.861882 sec): 3 clusters Score: Raw -8684.658883 + Penalty 526.226114 = -8158.432769 nChanged 56 SP:Iteration 2F (5.862762 sec): 3 clusters Score: Raw -8732.806318 + Penalty 540.481921 = -8192.324397 nChanged 31 SP:Iteration 3F (5.863641 sec): 3 clusters Score: Raw -8761.968560 + Penalty 568.360579 = -8193.607981 nChanged 18 SP:Iteration 4Q (5.864516 sec): 3 clusters Score: Raw -8779.086196 + Penalty 589.183125 = -8189.903071 nChanged 14 SP:Iteration 5F (5.865397 sec): 3 clusters Score: Raw -8792.676608 + Penalty 612.797213 = -8179.879395 nChanged 8 SP:Iteration 6F (5.866277 sec): 3 clusters Score: Raw -8798.368496 + Penalty 619.782656 = -8178.585840 nChanged 1 SP:Iteration 7F (5.867161 sec): 3 clusters Score: Raw -8799.170910 + Penalty 619.782656 = -8179.388254 nChanged 0 Time taken for this iteration:5.573166 seconds. 300->7 Clusters: Score -223461.954900, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 79 (time per iteration =74.442494 ms) Total iterations: 389 (time per iteration =15.118141 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 844023125.000000 (time per metric unit =6.967768ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21100578125.000000 (time per metric unit=278.710705ps) That took 5.880957 seconds. FileBase PeterP-2014-02-27_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 0.31 and 0.47 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 34143 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 34143 points ------ Starting initial clusters from distinct float masks Not enough masks (168) to generate starting clusters (300), so starting with (169) clusters instead. Assigned 169 initial classes from 168 unique masks. Deleting Class 151 (1 points): Lose 9.504057 but Gain 1688.323226 Iteration 0F (3.661151 sec): 168 clusters Score: Raw -955808.473018 + Penalty 162834.267350 = -792974.205668 nChanged 5221 Deleting Class 103 (1 points): Lose 11.175983 but Gain 1674.007653 Iteration 1F (6.243862 sec): 164 clusters Score: Raw -963361.691949 + Penalty 161850.690875 = -801511.001074 nChanged 1946 Deleting Class 168 (1 points): Lose 8.608355 but Gain 1629.048650 Iteration 2F (8.843138 sec): 163 clusters Score: Raw -965659.695779 + Penalty 160310.480804 = -805349.214975 nChanged 1394 Deleting Class 153 (1 points): Lose 6.415823 but Gain 1624.940020 Iteration 3Q (9.171154 sec): 162 clusters Score: Raw -966925.228499 + Penalty 158904.030772 = -808021.197727 nChanged 979 Deleting Class 99 (1 points): Lose 3.154206 but Gain 1615.527470 Iteration 4Q (9.450071 sec): 161 clusters Score: Raw -967726.399042 + Penalty 157400.940466 = -810325.458576 nChanged 699 Deleting Class 112 (1 points): Lose 7.101452 but Gain 1575.364628 Iteration 5Q (9.700675 sec): 160 clusters Score: Raw -968196.059966 + Penalty 155179.640236 = -813016.419729 nChanged 510 Deleting Class 47 (7 points): Lose 174.685620 but Gain 1696.225841 Iteration 6Q (9.932722 sec): 158 clusters Score: Raw -968332.196983 + Penalty 153937.043834 = -814395.153148 nChanged 409 Deleting Class 165 (1 points): Lose 14.761586 but Gain 1473.295653 Iteration 7Q (10.151397 sec): 157 clusters Score: Raw -968623.525523 + Penalty 152414.193726 = -816209.331797 nChanged 357 Deleting Class 118 (1 points): Lose 10.826511 but Gain 1467.332968 Iteration 8Q (10.364173 sec): 156 clusters Score: Raw -968829.342626 + Penalty 150848.597510 = -817980.745116 nChanged 291 Deleting Class 122 (5 points): Lose 98.402664 but Gain 1541.047617 Iteration 9Q (10.570298 sec): 155 clusters Score: Raw -968905.405981 + Penalty 149439.050666 = -819466.355314 nChanged 264 Deleting Class 141 (1 points): Lose 4.039162 but Gain 1441.114852 Iteration 10F (13.005829 sec): 154 clusters Score: Raw -969092.883830 + Penalty 148003.231281 = -821089.652549 nChanged 283 Deleting Class 125 (4 points): Lose 71.948393 but Gain 1479.153859 Iteration 11Q (13.212815 sec): 153 clusters Score: Raw -969194.841399 + Penalty 146596.392270 = -822598.449130 nChanged 269 Deleting Class 135 (2 points): Lose 15.171073 but Gain 1421.333678 Iteration 12Q (13.414789 sec): 152 clusters Score: Raw -969346.431968 + Penalty 145176.731247 = -824169.700721 nChanged 285 Deleting Class 152 (2 points): Lose 45.695654 but Gain 1448.245033 Iteration 13Q (13.617129 sec): 151 clusters Score: Raw -969476.123442 + Penalty 143729.063922 = -825747.059520 nChanged 277 Deleting Class 158 (2 points): Lose 28.850865 but Gain 1421.709221 Iteration 14Q (13.819947 sec): 150 clusters Score: Raw -969661.142470 + Penalty 142276.987300 = -827384.155170 nChanged 317 Deleting Class 161 (1 points): Lose 8.247961 but Gain 1385.405373 Iteration 15Q (14.026114 sec): 149 clusters Score: Raw -969942.614162 + Penalty 140871.752888 = -829070.861275 nChanged 347 Deleting Class 120 (6 points): Lose 115.443386 but Gain 1490.902793 Iteration 16Q (14.231898 sec): 148 clusters Score: Raw -970150.664826 + Penalty 139396.493823 = -830754.171003 nChanged 383 Deleting Class 116 (2 points): Lose 37.465840 but Gain 1401.203384 Iteration 17Q (14.440543 sec): 147 clusters Score: Raw -970552.380561 + Penalty 138214.667754 = -832337.712808 nChanged 373 Deleting Class 60 (6 points): Lose 138.684012 but Gain 1469.433032 Iteration 18Q (14.647235 sec): 146 clusters Score: Raw -970763.637474 + Penalty 136896.482344 = -833867.155130 nChanged 320 Deleting Class 144 (1 points): Lose 1.474497 but Gain 1328.661055 Iteration 19Q (14.848527 sec): 145 clusters Score: Raw -971060.845453 + Penalty 135564.143873 = -835496.701580 nChanged 279 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -971060.845453 + Penalty 135564.143873 = -835496.701580Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.985513 sec): 2 clusters Score: Raw -87540.251904 + Penalty 239.674796 = -87300.577107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.990440 sec): 3 clusters Score: Raw -85894.573886 + Penalty 478.984449 = -85415.589436 nChanged 1174 SP:Iteration 1F (14.995495 sec): 3 clusters Score: Raw -86794.881009 + Penalty 478.986563 = -86315.894446 nChanged 279 SP:Iteration 2F (15.000516 sec): 3 clusters Score: Raw -87037.073029 + Penalty 479.470887 = -86557.602142 nChanged 146 SP:Iteration 3F (15.005569 sec): 3 clusters Score: Raw -87127.383163 + Penalty 479.911228 = -86647.471935 nChanged 91 SP:Iteration 4Q (15.010590 sec): 3 clusters Score: Raw -87172.989025 + Penalty 480.446316 = -86692.542709 nChanged 73 SP:Iteration 5Q (15.015579 sec): 3 clusters Score: Raw -87204.232683 + Penalty 481.262412 = -86722.970271 nChanged 50 SP:Iteration 6Q (15.020631 sec): 3 clusters Score: Raw -87222.061342 + Penalty 482.080050 = -86739.981292 nChanged 42 SP:Iteration 7Q (15.025515 sec): 3 clusters Score: Raw -87232.723598 + Penalty 483.015179 = -86749.708419 nChanged 35 SP:Iteration 8Q (15.030591 sec): 3 clusters Score: Raw -87238.885012 + Penalty 483.711925 = -86755.173086 nChanged 27 SP:Iteration 9Q (15.035687 sec): 3 clusters Score: Raw -87244.968310 + Penalty 484.276931 = -86760.691378 nChanged 32 SP:Iteration 10F (15.040674 sec): 3 clusters Score: Raw -87251.503510 + Penalty 484.946622 = -86766.556888 nChanged 23 SP:Iteration 11Q (15.045647 sec): 3 clusters Score: Raw -87258.282747 + Penalty 485.910082 = -86772.372665 nChanged 31 SP:Iteration 12Q (15.050563 sec): 3 clusters Score: Raw -87265.475880 + Penalty 486.984551 = -86778.491329 nChanged 30 SP:Iteration 13Q (15.055567 sec): 3 clusters Score: Raw -87272.676102 + Penalty 488.000283 = -86784.675818 nChanged 22 SP:Iteration 14Q (15.060410 sec): 3 clusters Score: Raw -87276.715961 + Penalty 488.785693 = -86787.930268 nChanged 23 SP:Iteration 15Q (15.065232 sec): 3 clusters Score: Raw -87280.806558 + Penalty 490.128506 = -86790.678052 nChanged 26 SP:Iteration 16Q (15.070153 sec): 3 clusters Score: Raw -87289.733136 + Penalty 491.797909 = -86797.935227 nChanged 31 SP:Iteration 17Q (15.074936 sec): 3 clusters Score: Raw -87297.436717 + Penalty 493.570681 = -86803.866036 nChanged 29 SP:Iteration 18Q (15.079693 sec): 3 clusters Score: Raw -87304.549410 + Penalty 496.073325 = -86808.476085 nChanged 36 SP:Iteration 19Q (15.084624 sec): 3 clusters Score: Raw -87319.440225 + Penalty 499.823891 = -86819.616334 nChanged 41 SP:Iteration 20F (15.089548 sec): 3 clusters Score: Raw -87343.289767 + Penalty 503.857136 = -86839.432631 nChanged 45 SP:Iteration 21Q (15.094425 sec): 3 clusters Score: Raw -87370.137858 + Penalty 508.203122 = -86861.934737 nChanged 50 SP:Iteration 22Q (15.099107 sec): 3 clusters Score: Raw -87398.974716 + Penalty 513.249769 = -86885.724946 nChanged 57 SP:Iteration 23Q (15.104071 sec): 3 clusters Score: Raw -87433.305328 + Penalty 518.923557 = -86914.381771 nChanged 59 SP:Iteration 24Q (15.108815 sec): 3 clusters Score: Raw -87473.638396 + Penalty 522.004580 = -86951.633817 nChanged 47 SP:Iteration 25Q (15.113421 sec): 3 clusters Score: Raw -87503.242186 + Penalty 525.087402 = -86978.154784 nChanged 34 SP:Iteration 26Q (15.117961 sec): 3 clusters Score: Raw -87527.611920 + Penalty 528.165409 = -86999.446511 nChanged 35 SP:Iteration 27Q (15.122438 sec): 3 clusters Score: Raw -87555.260909 + Penalty 531.468046 = -87023.792862 nChanged 49 SP:Iteration 28Q (15.126841 sec): 3 clusters Score: Raw -87595.087693 + Penalty 531.430682 = -87063.657011 nChanged 54 SP:Iteration 29Q (15.131243 sec): 3 clusters Score: Raw -87626.216157 + Penalty 531.858556 = -87094.357601 nChanged 40 SP:Iteration 30F (15.136481 sec): 3 clusters Score: Raw -87643.887038 + Penalty 531.448122 = -87112.438916 nChanged 34 SP:Iteration 31Q (15.140817 sec): 3 clusters Score: Raw -87655.632072 + Penalty 530.899782 = -87124.732289 nChanged 28 SP:Iteration 32Q (15.145152 sec): 3 clusters Score: Raw -87661.595835 + Penalty 530.143996 = -87131.451838 nChanged 9 SP:Iteration 33Q (15.149451 sec): 3 clusters Score: Raw -87662.964448 + Penalty 530.281922 = -87132.682526 nChanged 6 SP:Iteration 34Q (15.153744 sec): 3 clusters Score: Raw -87664.100455 + Penalty 530.151901 = -87133.948554 nChanged 7 SP:Iteration 35Q (15.158073 sec): 3 clusters Score: Raw -87665.612673 + Penalty 529.895240 = -87135.717433 nChanged 7 SP:Iteration 36Q (15.162373 sec): 3 clusters Score: Raw -87668.064984 + Penalty 529.211088 = -87138.853896 nChanged 7 SP:Iteration 37Q (15.166676 sec): 3 clusters Score: Raw -87669.208506 + Penalty 528.728189 = -87140.480317 nChanged 5 SP:Iteration 38Q (15.170982 sec): 3 clusters Score: Raw -87670.453980 + Penalty 528.808968 = -87141.645011 nChanged 8 SP:Iteration 39Q (15.175260 sec): 3 clusters Score: Raw -87671.319607 + Penalty 527.567726 = -87143.751881 nChanged 12 SP:Iteration 40F (15.180113 sec): 3 clusters Score: Raw -87673.041583 + Penalty 526.892079 = -87146.149504 nChanged 10 SP:Iteration 41Q (15.184395 sec): 3 clusters Score: Raw -87674.782489 + Penalty 526.000691 = -87148.781798 nChanged 7 SP:Iteration 42Q (15.188673 sec): 3 clusters Score: Raw -87675.561712 + Penalty 525.781419 = -87149.780294 nChanged 2 SP:Iteration 43Q (15.193024 sec): 3 clusters Score: Raw -87675.693981 + Penalty 525.781419 = -87149.912562 nChanged 0 SP:Iteration 44F (15.197906 sec): 3 clusters Score: Raw -87675.693981 + Penalty 525.781419 = -87149.912562 nChanged 0 Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 2 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.236208 sec): 2 clusters Score: Raw -284405.891229 + Penalty 402.345351 = -284003.545878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.252378 sec): 3 clusters Score: Raw -279083.399890 + Penalty 821.888546 = -278261.511343 nChanged 3935 SP:Iteration 1F (15.267919 sec): 3 clusters Score: Raw -282132.746409 + Penalty 833.624904 = -281299.121505 nChanged 846 SP:Iteration 2F (15.283274 sec): 3 clusters Score: Raw -282855.475457 + Penalty 849.006248 = -282006.469209 nChanged 621 SP:Iteration 3F (15.298728 sec): 3 clusters Score: Raw -283468.695254 + Penalty 859.006933 = -282609.688321 nChanged 332 SP:Iteration 4Q (15.314049 sec): 3 clusters Score: Raw -283795.247062 + Penalty 864.536001 = -282930.711061 nChanged 218 SP:Iteration 5Q (15.329069 sec): 3 clusters Score: Raw -283979.263536 + Penalty 864.555324 = -283114.708211 nChanged 159 SP:Iteration 6Q (15.343574 sec): 3 clusters Score: Raw -284084.483940 + Penalty 864.096324 = -283220.387615 nChanged 107 SP:Iteration 7Q (15.357214 sec): 3 clusters Score: Raw -284148.510808 + Penalty 865.577765 = -283282.933043 nChanged 87 SP:Iteration 8Q (15.370770 sec): 3 clusters Score: Raw -284199.014962 + Penalty 867.609837 = -283331.405126 nChanged 76 SP:Iteration 9Q (15.384046 sec): 3 clusters Score: Raw -284244.130764 + Penalty 868.747860 = -283375.382904 nChanged 72 SP:Iteration 10F (15.399416 sec): 3 clusters Score: Raw -284288.069994 + Penalty 870.948518 = -283417.121476 nChanged 62 SP:Iteration 11Q (15.412377 sec): 3 clusters Score: Raw -284319.779336 + Penalty 873.618788 = -283446.160549 nChanged 54 SP:Iteration 12Q (15.425400 sec): 3 clusters Score: Raw -284345.905086 + Penalty 876.396776 = -283469.508311 nChanged 58 SP:Iteration 13Q (15.438182 sec): 3 clusters Score: Raw -284379.405008 + Penalty 877.346545 = -283502.058463 nChanged 45 SP:Iteration 14Q (15.451505 sec): 3 clusters Score: Raw -284404.435535 + Penalty 879.530739 = -283524.904795 nChanged 29 SP:Iteration 15Q (15.464080 sec): 3 clusters Score: Raw -284426.638604 + Penalty 874.661295 = -283551.977309 nChanged 25 SP:Iteration 16Q (15.476554 sec): 3 clusters Score: Raw -284461.214539 + Penalty 868.458579 = -283592.755960 nChanged 35 SP:Iteration 17Q (15.488948 sec): 3 clusters Score: Raw -284507.501136 + Penalty 863.510979 = -283643.990157 nChanged 23 SP:Iteration 18Q (15.501316 sec): 3 clusters Score: Raw -284534.665314 + Penalty 857.983536 = -283676.681778 nChanged 21 SP:Iteration 19Q (15.513588 sec): 3 clusters Score: Raw -284544.349874 + Penalty 855.265863 = -283689.084011 nChanged 14 SP:Iteration 20F (15.529356 sec): 3 clusters Score: Raw -284549.320113 + Penalty 853.246285 = -283696.073828 nChanged 16 SP:Iteration 21Q (15.542506 sec): 3 clusters Score: Raw -284557.303820 + Penalty 849.588023 = -283707.715797 nChanged 15 SP:Iteration 22Q (15.555433 sec): 3 clusters Score: Raw -284562.751366 + Penalty 848.869691 = -283713.881675 nChanged 9 SP:Iteration 23Q (15.568228 sec): 3 clusters Score: Raw -284565.965222 + Penalty 848.455315 = -283717.509906 nChanged 10 SP:Iteration 24Q (15.581187 sec): 3 clusters Score: Raw -284568.796318 + Penalty 846.247436 = -283722.548882 nChanged 10 SP:Iteration 25Q (15.594136 sec): 3 clusters Score: Raw -284572.357703 + Penalty 844.974474 = -283727.383229 nChanged 8 SP:Iteration 26Q (15.607036 sec): 3 clusters Score: Raw -284573.097666 + Penalty 844.446261 = -283728.651405 nChanged 3 SP:Iteration 27Q (15.619816 sec): 3 clusters Score: Raw -284573.442672 + Penalty 844.301142 = -283729.141530 nChanged 2 SP:Iteration 28Q (15.632824 sec): 3 clusters Score: Raw -284573.767227 + Penalty 843.705644 = -283730.061583 nChanged 2 SP:Iteration 29Q (15.645898 sec): 3 clusters Score: Raw -284573.999794 + Penalty 842.272340 = -283731.727455 nChanged 4 SP:Iteration 30F (15.661892 sec): 3 clusters Score: Raw -284574.449991 + Penalty 840.996707 = -283733.453284 nChanged 5 SP:Iteration 31Q (15.675139 sec): 3 clusters Score: Raw -284575.058960 + Penalty 839.693948 = -283735.365012 nChanged 5 SP:Iteration 32Q (15.688011 sec): 3 clusters Score: Raw -284575.704291 + Penalty 838.637158 = -283737.067133 nChanged 3 SP:Iteration 33Q (15.701145 sec): 3 clusters Score: Raw -284576.039911 + Penalty 838.243795 = -283737.796116 nChanged 3 SP:Iteration 34Q (15.714012 sec): 3 clusters Score: Raw -284576.396244 + Penalty 837.399829 = -283738.996416 nChanged 6 SP:Iteration 35Q (15.727049 sec): 3 clusters Score: Raw -284577.135801 + Penalty 836.719246 = -283740.416555 nChanged 4 SP:Iteration 36Q (15.739980 sec): 3 clusters Score: Raw -284577.714382 + Penalty 836.114270 = -283741.600111 nChanged 3 SP:Iteration 37Q (15.753424 sec): 3 clusters Score: Raw -284578.055489 + Penalty 835.975689 = -283742.079800 nChanged 3 SP:Iteration 38Q (15.766424 sec): 3 clusters Score: Raw -284578.429183 + Penalty 835.504476 = -283742.924707 nChanged 1 SP:Iteration 39Q (15.779501 sec): 3 clusters Score: Raw -284578.632679 + Penalty 835.242957 = -283743.389722 nChanged 1 SP:Iteration 40F (15.795769 sec): 3 clusters Score: Raw -284579.241500 + Penalty 834.895651 = -283744.345849 nChanged 1 SP:Iteration 41Q (15.809167 sec): 3 clusters Score: Raw -284579.663918 + Penalty 834.895651 = -283744.768266 nChanged 0 SP:Iteration 42F (15.824948 sec): 3 clusters Score: Raw -284579.663918 + Penalty 834.895651 = -283744.768266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.831877 sec): 2 clusters Score: Raw -11027.355910 + Penalty 471.794986 = -10555.560924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.832735 sec): 3 clusters Score: Raw -10890.622579 + Penalty 943.699176 = -9946.923403 nChanged 93 SP:Iteration 1F (15.833583 sec): 3 clusters Score: Raw -10999.703232 + Penalty 944.014499 = -10055.688733 nChanged 36 SP:Iteration 2F (15.834421 sec): 3 clusters Score: Raw -11082.920712 + Penalty 944.458734 = -10138.461978 nChanged 22 SP:Iteration 3F (15.835259 sec): 3 clusters Score: Raw -11125.421564 + Penalty 945.245550 = -10180.176013 nChanged 12 SP:Iteration 4Q (15.836058 sec): 3 clusters Score: Raw -11143.570932 + Penalty 946.762162 = -10196.808770 nChanged 10 SP:Iteration 5Q (15.836851 sec): 3 clusters Score: Raw -11168.899089 + Penalty 949.686159 = -10219.212929 nChanged 17 SP:Iteration 6Q (15.837654 sec): 3 clusters Score: Raw -11210.000017 + Penalty 954.184631 = -10255.815386 nChanged 16 SP:Iteration 7Q (15.838433 sec): 3 clusters Score: Raw -11249.672703 + Penalty 954.725350 = -10294.947353 nChanged 8 SP:Iteration 8Q (15.839199 sec): 3 clusters Score: Raw -11256.787565 + Penalty 954.567708 = -10302.219858 nChanged 1 SP:Iteration 9Q (15.839957 sec): 3 clusters Score: Raw -11257.232099 + Penalty 954.359431 = -10302.872668 nChanged 1 SP:Iteration 10F (15.840798 sec): 3 clusters Score: Raw -11257.585650 + Penalty 954.359431 = -10303.226219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.841964 sec): 2 clusters Score: Raw -878.687182 + Penalty 251.579491 = -627.107692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.842230 sec): 3 clusters Score: Raw -891.422100 + Penalty 498.398822 = -393.023279 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 5 (5370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.859402 sec): 2 clusters Score: Raw -174825.376216 + Penalty 199.483837 = -174625.892379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.869677 sec): 3 clusters Score: Raw -171403.320700 + Penalty 419.258288 = -170984.062412 nChanged 2526 SP:Iteration 1F (15.879260 sec): 3 clusters Score: Raw -173662.438656 + Penalty 434.449093 = -173227.989563 nChanged 489 SP:Iteration 2F (15.888795 sec): 3 clusters Score: Raw -174147.565732 + Penalty 442.783737 = -173704.781995 nChanged 334 SP:Iteration 3F (15.898494 sec): 3 clusters Score: Raw -174734.024748 + Penalty 441.611002 = -174292.413746 nChanged 362 SP:Iteration 4F (15.908060 sec): 3 clusters Score: Raw -175756.646067 + Penalty 437.093656 = -175319.552411 nChanged 272 SP:Iteration 5F (15.917540 sec): 3 clusters Score: Raw -176508.090192 + Penalty 435.302777 = -176072.787415 nChanged 123 SP:Iteration 6Q (15.925449 sec): 3 clusters Score: Raw -176736.889632 + Penalty 433.806082 = -176303.083550 nChanged 64 SP:Iteration 7Q (15.933331 sec): 3 clusters Score: Raw -176801.605110 + Penalty 432.544274 = -176369.060836 nChanged 33 SP:Iteration 8Q (15.941081 sec): 3 clusters Score: Raw -176818.146104 + Penalty 432.066535 = -176386.079569 nChanged 14 SP:Iteration 9Q (15.948762 sec): 3 clusters Score: Raw -176824.322816 + Penalty 432.059354 = -176392.263462 nChanged 7 SP:Iteration 10F (15.958470 sec): 3 clusters Score: Raw -176826.662601 + Penalty 432.019571 = -176394.643031 nChanged 5 SP:Iteration 11Q (15.966401 sec): 3 clusters Score: Raw -176828.332031 + Penalty 431.985484 = -176396.346548 nChanged 5 SP:Iteration 12Q (15.974387 sec): 3 clusters Score: Raw -176829.436888 + Penalty 431.985484 = -176397.451404 nChanged 0 SP:Iteration 13F (15.983918 sec): 3 clusters Score: Raw -176829.436888 + Penalty 431.985484 = -176397.451404 nChanged 0 Score: Raw -1000903.990200 + Penalty 135846.719576 = -865057.270624 Splitting cluster 5 changes total score from -835496.701580 to -865057.270624 So it's getting split into cluster 47. Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 6 (8074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.318448 sec): 2 clusters Score: Raw -233802.538236 + Penalty 177.677676 = -233624.860560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.333868 sec): 3 clusters Score: Raw -228428.868463 + Penalty 376.159352 = -228052.709111 nChanged 3801 SP:Iteration 1F (18.348709 sec): 3 clusters Score: Raw -231094.109954 + Penalty 405.269195 = -230688.840760 nChanged 1207 SP:Iteration 2F (18.363546 sec): 3 clusters Score: Raw -232213.827222 + Penalty 419.668323 = -231794.158899 nChanged 736 SP:Iteration 3F (18.378219 sec): 3 clusters Score: Raw -232954.601068 + Penalty 395.193732 = -232559.407335 nChanged 467 SP:Iteration 4F (18.392665 sec): 3 clusters Score: Raw -233446.831991 + Penalty 358.450097 = -233088.381894 nChanged 239 SP:Iteration 5Q (18.406983 sec): 3 clusters Score: Raw -233668.504532 + Penalty 353.457283 = -233315.047249 nChanged 98 SP:Iteration 6Q (18.419310 sec): 3 clusters Score: Raw -233745.568834 + Penalty 339.876695 = -233405.692138 nChanged 44 SP:Iteration 7Q (18.431088 sec): 3 clusters Score: Raw -233772.589738 + Penalty 317.560100 = -233455.029638 nChanged 26 SP:Iteration 8Q (18.442732 sec): 3 clusters Score: Raw -233789.233973 + Penalty 305.469653 = -233483.764320 nChanged 22 SP:Iteration 9Q (18.454281 sec): 3 clusters Score: Raw -233806.256101 + Penalty 289.541100 = -233516.715001 nChanged 10 SP:Iteration 10F (18.468783 sec): 3 clusters Score: Raw -233834.667649 + Penalty 271.144729 = -233563.522920 nChanged 8 SP:Iteration 11Q (18.480106 sec): 3 clusters Score: Raw -233870.313051 + Penalty 265.803041 = -233604.510010 nChanged 11 SP:Iteration 12Q (18.491426 sec): 3 clusters Score: Raw -233875.861208 + Penalty 267.093212 = -233608.767996 nChanged 10 SP:Iteration 13Q (18.502591 sec): 3 clusters Score: Raw -233879.233073 + Penalty 272.457419 = -233606.775654 nChanged 5 SP:Iteration 14F (18.517370 sec): 3 clusters Score: Raw -233880.901379 + Penalty 273.594412 = -233607.306967 nChanged 5 SP:Iteration 15Q (18.528709 sec): 3 clusters Score: Raw -233882.271799 + Penalty 274.607618 = -233607.664181 nChanged 4 SP:Iteration 16Q (18.540066 sec): 3 clusters Score: Raw -233884.228348 + Penalty 275.718734 = -233608.509614 nChanged 9 SP:Iteration 17Q (18.551255 sec): 3 clusters Score: Raw -233886.985730 + Penalty 274.592791 = -233612.392939 nChanged 4 SP:Iteration 18Q (18.562489 sec): 3 clusters Score: Raw -233887.602468 + Penalty 275.942677 = -233611.659791 nChanged 2 SP:Iteration 19F (18.576902 sec): 3 clusters Score: Raw -233888.121278 + Penalty 280.757294 = -233607.363984 nChanged 4 SP:Iteration 20F (18.591447 sec): 3 clusters Score: Raw -233888.759122 + Penalty 280.662125 = -233608.096997 nChanged 4 SP:Iteration 21Q (18.602702 sec): 3 clusters Score: Raw -233889.080205 + Penalty 283.349006 = -233605.731199 nChanged 2 SP:Iteration 22F (18.617529 sec): 3 clusters Score: Raw -233889.458073 + Penalty 282.860610 = -233606.597463 nChanged 1 SP:Iteration 23Q (18.628746 sec): 3 clusters Score: Raw -233889.540144 + Penalty 282.013791 = -233607.526353 nChanged 2 SP:Iteration 24Q (18.640060 sec): 3 clusters Score: Raw -233889.761095 + Penalty 284.779019 = -233604.982075 nChanged 1 SP:Iteration 25F (18.654675 sec): 3 clusters Score: Raw -233889.976162 + Penalty 284.779019 = -233605.197142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.659252 sec): 2 clusters Score: Raw -745.395130 + Penalty 189.751984 = -555.643146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.659518 sec): 3 clusters Score: Raw -754.394504 + Penalty 378.007954 = -376.386550 nChanged 2 SP:Iteration 1F (18.659782 sec): 3 clusters Score: Raw -758.523056 + Penalty 376.744822 = -381.778234 nChanged 1 SP:Iteration 2Q (18.660031 sec): 3 clusters Score: Raw -761.669194 + Penalty 373.344700 = -388.324494 nChanged 2 SP:Iteration 3F (18.660282 sec): 3 clusters Score: Raw -768.333438 + Penalty 368.208919 = -400.124519 nChanged 1 SP:Iteration 4Q (18.660525 sec): 3 clusters Score: Raw -770.087562 + Penalty 368.208919 = -401.878643 nChanged 0 SP:Iteration 5F (18.660776 sec): 3 clusters Score: Raw -770.087562 + Penalty 368.208919 = -401.878643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.661300 sec): 2 clusters Score: Raw -741.161811 + Penalty 227.545177 = -513.616634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.661550 sec): 3 clusters Score: Raw -749.674871 + Penalty 455.318653 = -294.356218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.662235 sec): 2 clusters Score: Raw -2980.361915 + Penalty 439.805230 = -2540.556685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.662598 sec): 3 clusters Score: Raw -3029.123374 + Penalty 875.941203 = -2153.182172 nChanged 3 SP:Iteration 1Q (18.662944 sec): 3 clusters Score: Raw -3035.171940 + Penalty 875.941203 = -2159.230737 nChanged 0 SP:Iteration 2F (18.663300 sec): 3 clusters Score: Raw -3035.171940 + Penalty 875.941203 = -2159.230737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.670114 sec): 2 clusters Score: Raw -40902.716908 + Penalty 294.550837 = -40608.166072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672893 sec): 3 clusters Score: Raw -40100.956598 + Penalty 584.798806 = -39516.157792 nChanged 600 SP:Iteration 1F (18.675586 sec): 3 clusters Score: Raw -40576.305889 + Penalty 576.086538 = -40000.219352 nChanged 156 SP:Iteration 2F (18.678279 sec): 3 clusters Score: Raw -40711.090690 + Penalty 564.621915 = -40146.468775 nChanged 119 SP:Iteration 3F (18.681011 sec): 3 clusters Score: Raw -40809.718018 + Penalty 555.974998 = -40253.743020 nChanged 64 SP:Iteration 4Q (18.683754 sec): 3 clusters Score: Raw -40848.791191 + Penalty 547.626459 = -40301.164733 nChanged 41 SP:Iteration 5Q (18.686529 sec): 3 clusters Score: Raw -40882.946401 + Penalty 542.156124 = -40340.790277 nChanged 31 SP:Iteration 6Q (18.689281 sec): 3 clusters Score: Raw -40916.289060 + Penalty 534.234618 = -40382.054443 nChanged 26 SP:Iteration 7Q (18.692001 sec): 3 clusters Score: Raw -40950.208248 + Penalty 527.449251 = -40422.758997 nChanged 16 SP:Iteration 8Q (18.694622 sec): 3 clusters Score: Raw -40981.278438 + Penalty 527.083655 = -40454.194783 nChanged 16 SP:Iteration 9Q (18.697116 sec): 3 clusters Score: Raw -41016.595466 + Penalty 528.178889 = -40488.416577 nChanged 11 SP:Iteration 10F (18.699842 sec): 3 clusters Score: Raw -41032.093275 + Penalty 531.450572 = -40500.642704 nChanged 11 SP:Iteration 11Q (18.702207 sec): 3 clusters Score: Raw -41042.319198 + Penalty 533.592053 = -40508.727145 nChanged 13 SP:Iteration 12Q (18.704543 sec): 3 clusters Score: Raw -41053.772198 + Penalty 535.658443 = -40518.113755 nChanged 14 SP:Iteration 13Q (18.706868 sec): 3 clusters Score: Raw -41066.110797 + Penalty 538.251151 = -40527.859646 nChanged 15 SP:Iteration 14Q (18.709219 sec): 3 clusters Score: Raw -41078.176112 + Penalty 535.930090 = -40542.246022 nChanged 15 SP:Iteration 15Q (18.711598 sec): 3 clusters Score: Raw -41087.085815 + Penalty 539.117271 = -40547.968545 nChanged 6 SP:Iteration 16Q (18.713966 sec): 3 clusters Score: Raw -41092.634541 + Penalty 539.043320 = -40553.591221 nChanged 7 SP:Iteration 17Q (18.716387 sec): 3 clusters Score: Raw -41095.632092 + Penalty 539.134353 = -40556.497739 nChanged 10 SP:Iteration 18Q (18.718880 sec): 3 clusters Score: Raw -41100.746032 + Penalty 538.730509 = -40562.015522 nChanged 12 SP:Iteration 19Q (18.721205 sec): 3 clusters Score: Raw -41106.141213 + Penalty 538.955974 = -40567.185239 nChanged 9 SP:Iteration 20F (18.723916 sec): 3 clusters Score: Raw -41110.123772 + Penalty 540.417468 = -40569.706304 nChanged 10 SP:Iteration 21Q (18.726235 sec): 3 clusters Score: Raw -41114.897990 + Penalty 544.028278 = -40570.869712 nChanged 9 SP:Iteration 22Q (18.728643 sec): 3 clusters Score: Raw -41118.579946 + Penalty 544.553538 = -40574.026408 nChanged 7 SP:Iteration 23Q (18.730964 sec): 3 clusters Score: Raw -41120.725435 + Penalty 545.629228 = -40575.096207 nChanged 2 SP:Iteration 24Q (18.733280 sec): 3 clusters Score: Raw -41121.188420 + Penalty 546.499162 = -40574.689259 nChanged 1 SP:Iteration 25F (18.736020 sec): 3 clusters Score: Raw -41121.483478 + Penalty 546.499162 = -40574.984316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.737481 sec): 2 clusters Score: Raw -1021.275169 + Penalty 157.225749 = -864.049420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.737759 sec): 3 clusters Score: Raw -1020.140616 + Penalty 331.628695 = -688.511921 nChanged 2 SP:Iteration 1F (18.738026 sec): 3 clusters Score: Raw -1023.266672 + Penalty 331.628695 = -691.637977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738520 sec): 2 clusters Score: Raw -398.006141 + Penalty 257.034612 = -140.971530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738750 sec): 3 clusters Score: Raw -414.256183 + Penalty 495.710954 = 81.454771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.745471 sec): 2 clusters Score: Raw -42327.840066 + Penalty 60.592380 = -42267.247687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.748210 sec): 3 clusters Score: Raw -41440.640503 + Penalty 129.974058 = -41310.666445 nChanged 645 SP:Iteration 1F (18.750933 sec): 3 clusters Score: Raw -41860.332352 + Penalty 135.056915 = -41725.275437 nChanged 139 SP:Iteration 2F (18.753664 sec): 3 clusters Score: Raw -41945.379220 + Penalty 139.042644 = -41806.336576 nChanged 108 SP:Iteration 3F (18.756404 sec): 3 clusters Score: Raw -42041.340576 + Penalty 145.285659 = -41896.054917 nChanged 101 SP:Iteration 4F (18.759191 sec): 3 clusters Score: Raw -42149.536345 + Penalty 144.991906 = -42004.544439 nChanged 85 SP:Iteration 5F (18.762041 sec): 3 clusters Score: Raw -42248.085061 + Penalty 146.045743 = -42102.039318 nChanged 51 SP:Iteration 6Q (18.764871 sec): 3 clusters Score: Raw -42308.259878 + Penalty 137.901106 = -42170.358772 nChanged 17 SP:Iteration 7Q (18.767499 sec): 3 clusters Score: Raw -42325.558455 + Penalty 164.111604 = -42161.446851 nChanged 5 SP:Iteration 8F (18.770191 sec): 3 clusters Score: Raw -42332.998055 + Penalty 180.935830 = -42152.062225 nChanged 1 SP:Iteration 9F (18.772918 sec): 3 clusters Score: Raw -42334.667712 + Penalty 180.935830 = -42153.731882 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777475 sec): 2 clusters Score: Raw -25648.702495 + Penalty 83.419595 = -25565.282900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.779308 sec): 3 clusters Score: Raw -25163.075797 + Penalty 169.272325 = -24993.803471 nChanged 426 SP:Iteration 1F (18.781109 sec): 3 clusters Score: Raw -25663.541266 + Penalty 181.749994 = -25481.791272 nChanged 93 SP:Iteration 2F (18.782913 sec): 3 clusters Score: Raw -25748.366269 + Penalty 189.512049 = -25558.854221 nChanged 42 SP:Iteration 3Q (18.784781 sec): 3 clusters Score: Raw -25780.710034 + Penalty 198.369430 = -25582.340604 nChanged 26 SP:Iteration 4Q (18.786606 sec): 3 clusters Score: Raw -25796.310253 + Penalty 203.461806 = -25592.848447 nChanged 20 SP:Iteration 5Q (18.788400 sec): 3 clusters Score: Raw -25804.921888 + Penalty 203.909745 = -25601.012143 nChanged 11 SP:Iteration 6Q (18.790236 sec): 3 clusters Score: Raw -25809.509712 + Penalty 201.815616 = -25607.694095 nChanged 10 SP:Iteration 7Q (18.792085 sec): 3 clusters Score: Raw -25813.083719 + Penalty 204.011846 = -25609.071873 nChanged 8 SP:Iteration 8Q (18.793920 sec): 3 clusters Score: Raw -25815.146624 + Penalty 203.205096 = -25611.941528 nChanged 3 SP:Iteration 9Q (18.795718 sec): 3 clusters Score: Raw -25815.508531 + Penalty 202.765229 = -25612.743303 nChanged 3 SP:Iteration 10F (18.797530 sec): 3 clusters Score: Raw -25816.115445 + Penalty 201.355804 = -25614.759641 nChanged 2 SP:Iteration 11Q (18.799340 sec): 3 clusters Score: Raw -25816.450639 + Penalty 200.359197 = -25616.091442 nChanged 4 SP:Iteration 12Q (18.801154 sec): 3 clusters Score: Raw -25817.629481 + Penalty 200.651103 = -25616.978379 nChanged 10 SP:Iteration 13Q (18.802967 sec): 3 clusters Score: Raw -25821.760488 + Penalty 204.560393 = -25617.200095 nChanged 6 SP:Iteration 14Q (18.804781 sec): 3 clusters Score: Raw -25823.883881 + Penalty 196.871352 = -25627.012530 nChanged 6 SP:Iteration 15Q (18.806633 sec): 3 clusters Score: Raw -25826.086386 + Penalty 198.734434 = -25627.351952 nChanged 4 SP:Iteration 16Q (18.808463 sec): 3 clusters Score: Raw -25826.906470 + Penalty 198.033686 = -25628.872784 nChanged 4 SP:Iteration 17Q (18.810308 sec): 3 clusters Score: Raw -25828.089042 + Penalty 198.701018 = -25629.388024 nChanged 1 SP:Iteration 18Q (18.812167 sec): 3 clusters Score: Raw -25828.185551 + Penalty 199.546045 = -25628.639505 nChanged 1 SP:Iteration 19F (18.814132 sec): 3 clusters Score: Raw -25828.278222 + Penalty 199.546045 = -25628.732177 nChanged 0 Score: Raw -1001083.567401 + Penalty 136025.179935 = -865058.387467 Splitting cluster 14 changes total score from -835496.701580 to -865058.387467 So it's getting split into cluster 60. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.104004 sec): 2 clusters Score: Raw -25066.940980 + Penalty 135.000836 = -24931.940144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.105788 sec): 3 clusters Score: Raw -24553.185313 + Penalty 270.527829 = -24282.657484 nChanged 372 SP:Iteration 1F (21.107521 sec): 3 clusters Score: Raw -24746.392193 + Penalty 270.276690 = -24476.115502 nChanged 68 SP:Iteration 2F (21.109248 sec): 3 clusters Score: Raw -24783.071510 + Penalty 269.703753 = -24513.367757 nChanged 55 SP:Iteration 3F (21.110949 sec): 3 clusters Score: Raw -24826.544801 + Penalty 268.489948 = -24558.054853 nChanged 58 SP:Iteration 4F (21.112672 sec): 3 clusters Score: Raw -24859.580248 + Penalty 267.806069 = -24591.774179 nChanged 42 SP:Iteration 5Q (21.114396 sec): 3 clusters Score: Raw -24891.312323 + Penalty 265.727060 = -24625.585264 nChanged 46 SP:Iteration 6F (21.116116 sec): 3 clusters Score: Raw -24963.637209 + Penalty 264.173899 = -24699.463309 nChanged 40 SP:Iteration 7Q (21.117795 sec): 3 clusters Score: Raw -25022.219377 + Penalty 262.430128 = -24759.789250 nChanged 32 SP:Iteration 8Q (21.119478 sec): 3 clusters Score: Raw -25049.789576 + Penalty 260.761950 = -24789.027626 nChanged 27 SP:Iteration 9Q (21.121581 sec): 3 clusters Score: Raw -25076.175437 + Penalty 260.079048 = -24816.096388 nChanged 25 SP:Iteration 10F (21.123321 sec): 3 clusters Score: Raw -25100.092066 + Penalty 261.381662 = -24838.710404 nChanged 20 SP:Iteration 11Q (21.124930 sec): 3 clusters Score: Raw -25122.751103 + Penalty 262.645616 = -24860.105487 nChanged 24 SP:Iteration 12Q (21.126504 sec): 3 clusters Score: Raw -25145.475436 + Penalty 263.072401 = -24882.403035 nChanged 19 SP:Iteration 13Q (21.128067 sec): 3 clusters Score: Raw -25163.094026 + Penalty 263.358341 = -24899.735685 nChanged 16 SP:Iteration 14Q (21.129617 sec): 3 clusters Score: Raw -25174.331247 + Penalty 263.570836 = -24910.760411 nChanged 10 SP:Iteration 15Q (21.131230 sec): 3 clusters Score: Raw -25182.929879 + Penalty 263.784919 = -24919.144960 nChanged 7 SP:Iteration 16Q (21.132803 sec): 3 clusters Score: Raw -25187.048006 + Penalty 263.721289 = -24923.326717 nChanged 4 SP:Iteration 17Q (21.134345 sec): 3 clusters Score: Raw -25187.468537 + Penalty 263.870474 = -24923.598063 nChanged 1 SP:Iteration 18Q (21.135871 sec): 3 clusters Score: Raw -25187.513100 + Penalty 263.870474 = -24923.642626 nChanged 0 SP:Iteration 19F (21.137612 sec): 3 clusters Score: Raw -25187.513100 + Penalty 263.870474 = -24923.642626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.138228 sec): 2 clusters Score: Raw -1187.183001 + Penalty 366.066657 = -821.116344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.138504 sec): 3 clusters Score: Raw -1230.595988 + Penalty 727.566649 = -503.029340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.139029 sec): 2 clusters Score: Raw -756.829902 + Penalty 234.009574 = -522.820328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.139281 sec): 3 clusters Score: Raw -771.674348 + Penalty 464.242833 = -307.431515 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.150790 sec): 2 clusters Score: Raw -81068.460388 + Penalty 309.335256 = -80759.125133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.155663 sec): 3 clusters Score: Raw -79554.416491 + Penalty 614.609274 = -78939.807217 nChanged 1133 SP:Iteration 1F (21.160797 sec): 3 clusters Score: Raw -80374.164578 + Penalty 612.788658 = -79761.375920 nChanged 280 SP:Iteration 2F (21.165727 sec): 3 clusters Score: Raw -80559.558641 + Penalty 612.390698 = -79947.167942 nChanged 146 SP:Iteration 3F (21.170563 sec): 3 clusters Score: Raw -80660.649457 + Penalty 612.323444 = -80048.326013 nChanged 103 SP:Iteration 4Q (21.175523 sec): 3 clusters Score: Raw -80714.325479 + Penalty 612.342846 = -80101.982633 nChanged 85 SP:Iteration 5Q (21.180347 sec): 3 clusters Score: Raw -80752.393077 + Penalty 612.146354 = -80140.246722 nChanged 64 SP:Iteration 6Q (21.185206 sec): 3 clusters Score: Raw -80772.176026 + Penalty 611.409940 = -80160.766086 nChanged 47 SP:Iteration 7Q (21.189899 sec): 3 clusters Score: Raw -80786.408371 + Penalty 610.560252 = -80175.848119 nChanged 43 SP:Iteration 8Q (21.194722 sec): 3 clusters Score: Raw -80798.292209 + Penalty 610.358759 = -80187.933451 nChanged 35 SP:Iteration 9Q (21.199427 sec): 3 clusters Score: Raw -80808.048361 + Penalty 610.474352 = -80197.574009 nChanged 31 SP:Iteration 10F (21.204274 sec): 3 clusters Score: Raw -80815.011706 + Penalty 610.497423 = -80204.514283 nChanged 22 SP:Iteration 11Q (21.208998 sec): 3 clusters Score: Raw -80820.133037 + Penalty 610.985182 = -80209.147855 nChanged 28 SP:Iteration 12Q (21.213744 sec): 3 clusters Score: Raw -80828.391879 + Penalty 611.588391 = -80216.803488 nChanged 26 SP:Iteration 13Q (21.218497 sec): 3 clusters Score: Raw -80835.922416 + Penalty 612.432637 = -80223.489779 nChanged 30 SP:Iteration 14Q (21.223194 sec): 3 clusters Score: Raw -80845.577678 + Penalty 614.158923 = -80231.418755 nChanged 36 SP:Iteration 15Q (21.228013 sec): 3 clusters Score: Raw -80860.438100 + Penalty 615.523056 = -80244.915044 nChanged 36 SP:Iteration 16Q (21.232829 sec): 3 clusters Score: Raw -80871.214957 + Penalty 617.492659 = -80253.722298 nChanged 31 SP:Iteration 17Q (21.237511 sec): 3 clusters Score: Raw -80879.907196 + Penalty 620.141449 = -80259.765746 nChanged 30 SP:Iteration 18Q (21.242099 sec): 3 clusters Score: Raw -80892.727476 + Penalty 624.240435 = -80268.487041 nChanged 49 SP:Iteration 19Q (21.246674 sec): 3 clusters Score: Raw -80915.403126 + Penalty 629.251071 = -80286.152056 nChanged 51 SP:Iteration 20F (21.251515 sec): 3 clusters Score: Raw -80949.074212 + Penalty 637.861236 = -80311.212977 nChanged 60 SP:Iteration 21Q (21.256303 sec): 3 clusters Score: Raw -80993.146893 + Penalty 645.337069 = -80347.809824 nChanged 48 SP:Iteration 22Q (21.260861 sec): 3 clusters Score: Raw -81019.249087 + Penalty 650.406510 = -80368.842577 nChanged 39 SP:Iteration 23Q (21.265358 sec): 3 clusters Score: Raw -81037.066156 + Penalty 656.952065 = -80380.114091 nChanged 36 SP:Iteration 24Q (21.269816 sec): 3 clusters Score: Raw -81054.878151 + Penalty 661.483925 = -80393.394227 nChanged 27 SP:Iteration 25Q (21.274261 sec): 3 clusters Score: Raw -81061.648686 + Penalty 665.058400 = -80396.590286 nChanged 13 SP:Iteration 26Q (21.278762 sec): 3 clusters Score: Raw -81064.460497 + Penalty 666.501735 = -80397.958762 nChanged 14 SP:Iteration 27Q (21.283380 sec): 3 clusters Score: Raw -81066.184895 + Penalty 667.506605 = -80398.678291 nChanged 5 SP:Iteration 28Q (21.287805 sec): 3 clusters Score: Raw -81066.436093 + Penalty 667.506605 = -80398.929488 nChanged 0 SP:Iteration 29F (21.292676 sec): 3 clusters Score: Raw -81066.436093 + Penalty 667.506605 = -80398.929488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.297528 sec): 2 clusters Score: Raw -1813.069141 + Penalty 221.687234 = -1591.381907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297849 sec): 3 clusters Score: Raw -1795.821798 + Penalty 443.693637 = -1352.128160 nChanged 4 SP:Iteration 1F (21.298170 sec): 3 clusters Score: Raw -1800.948370 + Penalty 444.659453 = -1356.288917 nChanged 1 SP:Iteration 2Q (21.298480 sec): 3 clusters Score: Raw -1802.481068 + Penalty 444.659453 = -1357.821615 nChanged 0 SP:Iteration 3F (21.298790 sec): 3 clusters Score: Raw -1802.481068 + Penalty 444.659453 = -1357.821615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.299486 sec): 2 clusters Score: Raw -2777.571825 + Penalty 354.428604 = -2423.143221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.299846 sec): 3 clusters Score: Raw -2787.019613 + Penalty 710.434083 = -2076.585530 nChanged 11 SP:Iteration 1F (21.300200 sec): 3 clusters Score: Raw -2809.787537 + Penalty 709.978191 = -2099.809346 nChanged 2 SP:Iteration 2Q (21.300547 sec): 3 clusters Score: Raw -2812.852501 + Penalty 710.333865 = -2102.518636 nChanged 2 SP:Iteration 3Q (21.300898 sec): 3 clusters Score: Raw -2818.309947 + Penalty 710.333865 = -2107.976082 nChanged 0 SP:Iteration 4F (21.301252 sec): 3 clusters Score: Raw -2818.309947 + Penalty 710.333865 = -2107.976082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.301724 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301937 sec): 3 clusters Score: Raw -135.681235 + Penalty 241.925668 = 106.244433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.302478 sec): 2 clusters Score: Raw -624.736290 + Penalty 271.622272 = -353.114018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.302723 sec): 3 clusters Score: Raw -671.862041 + Penalty 542.152608 = -129.709433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303216 sec): 2 clusters Score: Raw -454.344462 + Penalty 231.086833 = -223.257630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303448 sec): 3 clusters Score: Raw -479.384259 + Penalty 462.801155 = -16.583104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303981 sec): 2 clusters Score: Raw -896.128560 + Penalty 341.874731 = -554.253829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.304241 sec): 3 clusters Score: Raw -955.871965 + Penalty 683.749463 = -272.122502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304774 sec): 2 clusters Score: Raw -913.899620 + Penalty 260.923967 = -652.975653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305036 sec): 3 clusters Score: Raw -940.611925 + Penalty 522.132751 = -418.479174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 26 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.305552 sec): 2 clusters Score: Raw -839.325293 + Penalty 350.531717 = -488.793576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305803 sec): 3 clusters Score: Raw -928.245158 + Penalty 706.216087 = -222.029070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306318 sec): 2 clusters Score: Raw -684.667779 + Penalty 310.040633 = -374.627145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306564 sec): 3 clusters Score: Raw -783.976518 + Penalty 622.033636 = -161.942882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.307729 sec): 2 clusters Score: Raw -4541.496931 + Penalty 387.105956 = -4154.390975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308230 sec): 3 clusters Score: Raw -4500.309805 + Penalty 774.961332 = -3725.348473 nChanged 29 SP:Iteration 1F (21.308725 sec): 3 clusters Score: Raw -4522.923194 + Penalty 774.723105 = -3748.200090 nChanged 7 SP:Iteration 2Q (21.309218 sec): 3 clusters Score: Raw -4532.248875 + Penalty 777.685204 = -3754.563672 nChanged 7 SP:Iteration 3Q (21.309711 sec): 3 clusters Score: Raw -4545.604239 + Penalty 779.845207 = -3765.759032 nChanged 2 SP:Iteration 4Q (21.310191 sec): 3 clusters Score: Raw -4547.374307 + Penalty 780.148136 = -3767.226171 nChanged 2 SP:Iteration 5Q (21.310671 sec): 3 clusters Score: Raw -4549.816842 + Penalty 781.109488 = -3768.707354 nChanged 1 SP:Iteration 6Q (21.311134 sec): 3 clusters Score: Raw -4550.585548 + Penalty 782.490681 = -3768.094867 nChanged 1 SP:Iteration 7F (21.311617 sec): 3 clusters Score: Raw -4552.594411 + Penalty 782.490681 = -3770.103731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.312335 sec): 2 clusters Score: Raw -549.526397 + Penalty 267.156351 = -282.370046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.312575 sec): 3 clusters Score: Raw -586.736483 + Penalty 527.655190 = -59.081293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313077 sec): 2 clusters Score: Raw -122.363304 + Penalty 115.136575 = -7.226729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.313294 sec): 3 clusters Score: Raw -113.627086 + Penalty 229.613075 = 115.985990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314034 sec): 2 clusters Score: Raw -3170.389820 + Penalty 435.489803 = -2734.900017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314457 sec): 3 clusters Score: Raw -3194.531437 + Penalty 881.392732 = -2313.138705 nChanged 15 SP:Iteration 1F (21.314875 sec): 3 clusters Score: Raw -3235.744510 + Penalty 883.249522 = -2352.494989 nChanged 4 SP:Iteration 2Q (21.315258 sec): 3 clusters Score: Raw -3249.853671 + Penalty 883.249522 = -2366.604149 nChanged 0 SP:Iteration 3F (21.315656 sec): 3 clusters Score: Raw -3249.853671 + Penalty 883.249522 = -2366.604149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316155 sec): 2 clusters Score: Raw -432.091446 + Penalty 203.335241 = -228.756205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316389 sec): 3 clusters Score: Raw -449.476911 + Penalty 406.670483 = -42.806428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316855 sec): 2 clusters Score: Raw -81.849695 + Penalty 87.060726 = 5.211031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317049 sec): 2 clusters Score: Raw -81.849695 + Penalty 87.060726 = 5.211031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317603 sec): 2 clusters Score: Raw -1145.589387 + Penalty 279.038083 = -866.551304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317880 sec): 3 clusters Score: Raw -1150.457356 + Penalty 555.501434 = -594.955922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.319302 sec): 2 clusters Score: Raw -6313.266573 + Penalty 224.578114 = -6088.688459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.319884 sec): 3 clusters Score: Raw -6224.462646 + Penalty 452.466808 = -5771.995838 nChanged 71 SP:Iteration 1F (21.320474 sec): 3 clusters Score: Raw -6273.722977 + Penalty 464.611327 = -5809.111649 nChanged 20 SP:Iteration 2F (21.321048 sec): 3 clusters Score: Raw -6296.116911 + Penalty 476.287985 = -5819.828926 nChanged 12 SP:Iteration 3F (21.321615 sec): 3 clusters Score: Raw -6309.588890 + Penalty 478.835861 = -5830.753028 nChanged 11 SP:Iteration 4F (21.322182 sec): 3 clusters Score: Raw -6330.310602 + Penalty 486.957368 = -5843.353234 nChanged 9 SP:Iteration 5Q (21.322743 sec): 3 clusters Score: Raw -6342.388718 + Penalty 490.509928 = -5851.878789 nChanged 2 SP:Iteration 6Q (21.323298 sec): 3 clusters Score: Raw -6347.525525 + Penalty 492.567849 = -5854.957675 nChanged 3 SP:Iteration 7Q (21.323854 sec): 3 clusters Score: Raw -6350.302941 + Penalty 493.782098 = -5856.520843 nChanged 1 SP:Iteration 8Q (21.324408 sec): 3 clusters Score: Raw -6352.421221 + Penalty 492.581633 = -5859.839587 nChanged 2 SP:Iteration 9Q (21.324960 sec): 3 clusters Score: Raw -6356.226755 + Penalty 493.286172 = -5862.940583 nChanged 2 SP:Iteration 10F (21.325532 sec): 3 clusters Score: Raw -6357.384589 + Penalty 490.668656 = -5866.715933 nChanged 2 SP:Iteration 11Q (21.326083 sec): 3 clusters Score: Raw -6358.593813 + Penalty 488.465842 = -5870.127971 nChanged 1 SP:Iteration 12Q (21.326657 sec): 3 clusters Score: Raw -6358.886239 + Penalty 488.465842 = -5870.420398 nChanged 0 SP:Iteration 13F (21.327222 sec): 3 clusters Score: Raw -6358.886239 + Penalty 488.465842 = -5870.420398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 36 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328303 sec): 2 clusters Score: Raw -1033.395641 + Penalty 471.228363 = -562.167278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.328573 sec): 3 clusters Score: Raw -1189.060079 + Penalty 942.543062 = -246.517017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 37 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.329132 sec): 2 clusters Score: Raw -1264.138638 + Penalty 319.122329 = -945.016310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329412 sec): 3 clusters Score: Raw -1319.766396 + Penalty 637.448809 = -682.317587 nChanged 1 SP:Iteration 1Q (21.329682 sec): 3 clusters Score: Raw -1322.791566 + Penalty 637.448809 = -685.342757 nChanged 0 SP:Iteration 2F (21.329963 sec): 3 clusters Score: Raw -1322.791566 + Penalty 637.448809 = -685.342757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330527 sec): 2 clusters Score: Raw -1401.785971 + Penalty 223.702715 = -1178.083256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.330814 sec): 3 clusters Score: Raw -1395.806629 + Penalty 447.405431 = -948.401198 nChanged 2 SP:Iteration 1F (21.331090 sec): 3 clusters Score: Raw -1398.698395 + Penalty 448.201607 = -950.496788 nChanged 1 SP:Iteration 2Q (21.331365 sec): 3 clusters Score: Raw -1400.361544 + Penalty 448.840408 = -951.521136 nChanged 1 SP:Iteration 3Q (21.331638 sec): 3 clusters Score: Raw -1404.969859 + Penalty 447.627559 = -957.342301 nChanged 1 SP:Iteration 4Q (21.331908 sec): 3 clusters Score: Raw -1409.104182 + Penalty 447.405431 = -961.698751 nChanged 1 SP:Iteration 5Q (21.332187 sec): 3 clusters Score: Raw -1411.340934 + Penalty 447.552570 = -963.788364 nChanged 1 SP:Iteration 6Q (21.332459 sec): 3 clusters Score: Raw -1414.617285 + Penalty 447.405431 = -967.211854 nChanged 1 SP:Iteration 7Q (21.332730 sec): 3 clusters Score: Raw -1416.291550 + Penalty 447.405431 = -968.886119 nChanged 0 SP:Iteration 8F (21.333010 sec): 3 clusters Score: Raw -1416.291550 + Penalty 447.405431 = -968.886119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.333738 sec): 2 clusters Score: Raw -2960.166332 + Penalty 254.610010 = -2705.556322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.334133 sec): 3 clusters Score: Raw -2935.125515 + Penalty 515.552430 = -2419.573085 nChanged 15 SP:Iteration 1F (21.334529 sec): 3 clusters Score: Raw -2948.162558 + Penalty 519.503142 = -2428.659416 nChanged 5 SP:Iteration 2Q (21.334915 sec): 3 clusters Score: Raw -2956.035299 + Penalty 514.550489 = -2441.484811 nChanged 5 SP:Iteration 3Q (21.335297 sec): 3 clusters Score: Raw -2965.162486 + Penalty 510.229554 = -2454.932932 nChanged 1 SP:Iteration 4Q (21.335677 sec): 3 clusters Score: Raw -2967.621318 + Penalty 510.229554 = -2457.391764 nChanged 0 SP:Iteration 5F (21.336062 sec): 3 clusters Score: Raw -2967.621318 + Penalty 510.229554 = -2457.391764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.336595 sec): 2 clusters Score: Raw -832.313419 + Penalty 232.377319 = -599.936100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336858 sec): 3 clusters Score: Raw -856.212163 + Penalty 466.029974 = -390.182189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337374 sec): 2 clusters Score: Raw -360.662831 + Penalty 209.370533 = -151.292297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.337602 sec): 3 clusters Score: Raw -370.695322 + Penalty 396.195549 = 25.500227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338136 sec): 2 clusters Score: Raw -903.552648 + Penalty 370.179898 = -533.372750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338398 sec): 3 clusters Score: Raw -970.582150 + Penalty 751.211708 = -219.370442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338897 sec): 2 clusters Score: Raw -422.302001 + Penalty 178.742886 = -243.559115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339129 sec): 3 clusters Score: Raw -440.417702 + Penalty 351.727080 = -88.690621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339691 sec): 2 clusters Score: Raw -1269.107284 + Penalty 428.988187 = -840.119097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339973 sec): 3 clusters Score: Raw -1342.016508 + Penalty 859.565146 = -482.451362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.340491 sec): 2 clusters Score: Raw -605.455928 + Penalty 216.280554 = -389.175374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.340734 sec): 3 clusters Score: Raw -632.601033 + Penalty 432.286015 = -200.315018 nChanged 1 SP:Iteration 1F (21.340979 sec): 3 clusters Score: Raw -635.003422 + Penalty 432.286015 = -202.717407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.341479 sec): 2 clusters Score: Raw -517.516249 + Penalty 233.863971 = -283.652278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.341717 sec): 3 clusters Score: Raw -544.391156 + Penalty 459.385423 = -85.005733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.342226 sec): 2 clusters Score: Raw -618.004168 + Penalty 269.877544 = -348.126623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.342467 sec): 3 clusters Score: Raw -680.787055 + Penalty 534.725041 = -146.062014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.342966 sec): 2 clusters Score: Raw -467.931316 + Penalty 264.173073 = -203.758243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.343200 sec): 3 clusters Score: Raw -489.972328 + Penalty 528.346147 = 38.373819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.343689 sec): 2 clusters Score: Raw -367.706818 + Penalty 227.308924 = -140.397894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.343923 sec): 3 clusters Score: Raw -396.773057 + Penalty 454.617848 = 57.844791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.344414 sec): 2 clusters Score: Raw -399.597127 + Penalty 251.848133 = -147.748994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.344661 sec): 3 clusters Score: Raw -424.597264 + Penalty 506.811635 = 82.214370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.345135 sec): 2 clusters Score: Raw -144.558417 + Penalty 106.736931 = -37.821486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.345345 sec): 3 clusters Score: Raw -141.047818 + Penalty 185.912779 = 44.864961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.345815 sec): 2 clusters Score: Raw -109.003560 + Penalty 77.937327 = -31.066233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346027 sec): 3 clusters Score: Raw -104.520464 + Penalty 155.967538 = 51.447074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.346597 sec): 2 clusters Score: Raw -1319.985613 + Penalty 271.202533 = -1048.783080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346888 sec): 3 clusters Score: Raw -1328.753166 + Penalty 546.725933 = -782.027233 nChanged 2 SP:Iteration 1Q (21.347170 sec): 3 clusters Score: Raw -1337.169122 + Penalty 546.725933 = -790.443189 nChanged 0 SP:Iteration 2F (21.347454 sec): 3 clusters Score: Raw -1337.169122 + Penalty 546.725933 = -790.443189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.347995 sec): 2 clusters Score: Raw -1073.321046 + Penalty 300.293348 = -773.027698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.348261 sec): 3 clusters Score: Raw -1112.492751 + Penalty 599.481232 = -513.011519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.348946 sec): 2 clusters Score: Raw -2423.313933 + Penalty 318.519692 = -2104.794241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.349311 sec): 3 clusters Score: Raw -2414.063250 + Penalty 652.345897 = -1761.717353 nChanged 9 SP:Iteration 1F (21.349667 sec): 3 clusters Score: Raw -2429.049379 + Penalty 662.075800 = -1766.973579 nChanged 5 SP:Iteration 2F (21.350021 sec): 3 clusters Score: Raw -2438.865697 + Penalty 670.659691 = -1768.206006 nChanged 4 SP:Iteration 3F (21.350374 sec): 3 clusters Score: Raw -2451.137252 + Penalty 669.863997 = -1781.273255 nChanged 1 SP:Iteration 4Q (21.350716 sec): 3 clusters Score: Raw -2452.879654 + Penalty 669.863997 = -1783.015657 nChanged 0 SP:Iteration 5F (21.351072 sec): 3 clusters Score: Raw -2452.879654 + Penalty 669.863997 = -1783.015657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.351554 sec): 2 clusters Score: Raw -295.797328 + Penalty 208.778035 = -87.019293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.351778 sec): 3 clusters Score: Raw -304.471510 + Penalty 431.249099 = 126.777589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.352279 sec): 2 clusters Score: Raw -540.021132 + Penalty 321.206935 = -218.814197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.352513 sec): 3 clusters Score: Raw -578.357832 + Penalty 642.413869 = 64.056037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353027 sec): 2 clusters Score: Raw -656.511384 + Penalty 248.432085 = -408.079299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.353290 sec): 3 clusters Score: Raw -695.640322 + Penalty 496.864170 = -198.776152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353761 sec): 2 clusters Score: Raw -107.667212 + Penalty 84.984971 = -22.682240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.353973 sec): 3 clusters Score: Raw -104.957814 + Penalty 182.028966 = 77.071153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.354441 sec): 2 clusters Score: Raw -105.705376 + Penalty 64.249138 = -41.456239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.354638 sec): 2 clusters Score: Raw -105.705376 + Penalty 64.249138 = -41.456239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.355108 sec): 2 clusters Score: Raw -142.857764 + Penalty 106.919405 = -35.938359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.355317 sec): 3 clusters Score: Raw -139.898852 + Penalty 195.682696 = 55.783844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.355814 sec): 2 clusters Score: Raw -463.285848 + Penalty 240.716660 = -222.569188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.356047 sec): 3 clusters Score: Raw -481.160892 + Penalty 485.855862 = 4.694970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.356516 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.356712 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.357284 sec): 2 clusters Score: Raw -1326.263706 + Penalty 423.846862 = -902.416844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.357572 sec): 3 clusters Score: Raw -1390.138934 + Penalty 845.507587 = -544.631347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.358050 sec): 2 clusters Score: Raw -224.671918 + Penalty 144.072526 = -80.599392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.358270 sec): 3 clusters Score: Raw -219.459263 + Penalty 292.528811 = 73.069548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.358737 sec): 2 clusters Score: Raw -106.727861 + Penalty 86.806952 = -19.920908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.358950 sec): 3 clusters Score: Raw -101.267467 + Penalty 182.803788 = 81.536320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.359511 sec): 2 clusters Score: Raw -1356.049373 + Penalty 457.075701 = -898.973672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.359793 sec): 3 clusters Score: Raw -1468.195658 + Penalty 914.400169 = -553.795489 nChanged 1 SP:Iteration 1Q (21.360061 sec): 3 clusters Score: Raw -1475.839979 + Penalty 914.400169 = -561.439810 nChanged 0 SP:Iteration 2F (21.360337 sec): 3 clusters Score: Raw -1475.839979 + Penalty 914.400169 = -561.439810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.360846 sec): 2 clusters Score: Raw -221.617104 + Penalty 137.555006 = -84.062097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.361067 sec): 3 clusters Score: Raw -221.125499 + Penalty 275.110013 = 53.984514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 71 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.361551 sec): 2 clusters Score: Raw -298.620010 + Penalty 185.786096 = -112.833914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.361774 sec): 3 clusters Score: Raw -297.536561 + Penalty 373.851935 = 76.315374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.362268 sec): 2 clusters Score: Raw -404.290866 + Penalty 180.528482 = -223.762384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.362498 sec): 3 clusters Score: Raw -419.145133 + Penalty 364.756963 = -54.388170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.362970 sec): 2 clusters Score: Raw -155.819734 + Penalty 120.771821 = -35.047913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.363167 sec): 2 clusters Score: Raw -155.819734 + Penalty 120.771821 = -35.047913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.363648 sec): 2 clusters Score: Raw -281.739536 + Penalty 182.605761 = -99.133775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.363866 sec): 3 clusters Score: Raw -277.968634 + Penalty 339.312876 = 61.344242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.364331 sec): 2 clusters Score: Raw -77.618994 + Penalty 71.775204 = -5.843790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.364541 sec): 3 clusters Score: Raw -69.233883 + Penalty 143.550408 = 74.316525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365012 sec): 2 clusters Score: Raw -186.646448 + Penalty 182.914740 = -3.731708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365209 sec): 2 clusters Score: Raw -186.646448 + Penalty 182.914740 = -3.731708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365673 sec): 2 clusters Score: Raw -73.098449 + Penalty 65.932370 = -7.166079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365867 sec): 2 clusters Score: Raw -73.098449 + Penalty 65.932370 = -7.166079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.366333 sec): 2 clusters Score: Raw -126.063206 + Penalty 127.102294 = 1.039088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.366550 sec): 3 clusters Score: Raw -116.224368 + Penalty 235.263913 = 119.039544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.367015 sec): 2 clusters Score: Raw -75.014320 + Penalty 73.618565 = -1.395756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.367224 sec): 3 clusters Score: Raw -67.774235 + Penalty 147.237130 = 79.462894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.367722 sec): 2 clusters Score: Raw -306.318645 + Penalty 264.304180 = -42.014465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.367942 sec): 3 clusters Score: Raw -310.474503 + Penalty 529.138534 = 218.664031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.368434 sec): 2 clusters Score: Raw -478.115023 + Penalty 318.422596 = -159.692426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.368663 sec): 3 clusters Score: Raw -493.463027 + Penalty 633.195859 = 139.732832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.369138 sec): 2 clusters Score: Raw -235.498624 + Penalty 204.768394 = -30.730230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.369359 sec): 3 clusters Score: Raw -239.759837 + Penalty 409.536789 = 169.776952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 83 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.369836 sec): 2 clusters Score: Raw -279.116154 + Penalty 239.933537 = -39.182617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.370057 sec): 3 clusters Score: Raw -266.966891 + Penalty 479.867074 = 212.900183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.370534 sec): 2 clusters Score: Raw -293.199423 + Penalty 239.727422 = -53.472001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.370757 sec): 3 clusters Score: Raw -289.612859 + Penalty 495.688213 = 206.075354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.371227 sec): 2 clusters Score: Raw -158.604284 + Penalty 135.654192 = -22.950092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.371441 sec): 3 clusters Score: Raw -151.829257 + Penalty 274.187961 = 122.358704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.371911 sec): 2 clusters Score: Raw -159.955285 + Penalty 153.497238 = -6.458047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.372124 sec): 3 clusters Score: Raw -155.117109 + Penalty 310.476406 = 155.359297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.372606 sec): 2 clusters Score: Raw -303.664809 + Penalty 243.307489 = -60.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.372827 sec): 3 clusters Score: Raw -297.847480 + Penalty 489.842578 = 191.995098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.373293 sec): 2 clusters Score: Raw -70.564997 + Penalty 71.590244 = 1.025246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.373487 sec): 2 clusters Score: Raw -70.564997 + Penalty 71.590244 = 1.025246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.373966 sec): 2 clusters Score: Raw -198.999466 + Penalty 148.375774 = -50.623692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.374178 sec): 3 clusters Score: Raw -193.632699 + Penalty 261.351667 = 67.718968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.374688 sec): 2 clusters Score: Raw -461.090564 + Penalty 209.580333 = -251.510231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.374923 sec): 3 clusters Score: Raw -474.827898 + Penalty 402.022907 = -72.804991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.375386 sec): 2 clusters Score: Raw -69.964965 + Penalty 60.557842 = -9.407123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.375594 sec): 3 clusters Score: Raw -64.833119 + Penalty 121.115684 = 56.282564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.376064 sec): 2 clusters Score: Raw -152.721567 + Penalty 123.660349 = -29.061219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.376278 sec): 3 clusters Score: Raw -148.225049 + Penalty 253.482430 = 105.257381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.376759 sec): 2 clusters Score: Raw -216.224263 + Penalty 136.486470 = -79.737793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.376979 sec): 3 clusters Score: Raw -216.212120 + Penalty 272.972940 = 56.760820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.377460 sec): 2 clusters Score: Raw -310.794832 + Penalty 174.395327 = -136.399505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.377682 sec): 3 clusters Score: Raw -306.534886 + Penalty 348.790654 = 42.255768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378154 sec): 2 clusters Score: Raw -109.384515 + Penalty 94.870526 = -14.513989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.378364 sec): 3 clusters Score: Raw -104.244627 + Penalty 193.286431 = 89.041804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378830 sec): 2 clusters Score: Raw -68.732929 + Penalty 69.104629 = 0.371700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.379024 sec): 2 clusters Score: Raw -68.732929 + Penalty 69.104629 = 0.371700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.379493 sec): 2 clusters Score: Raw -178.007362 + Penalty 180.169316 = 2.161954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.379704 sec): 3 clusters Score: Raw -166.886193 + Penalty 346.232358 = 179.346165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.380168 sec): 2 clusters Score: Raw -80.766285 + Penalty 82.002643 = 1.236358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380377 sec): 3 clusters Score: Raw -71.607999 + Penalty 164.005285 = 92.397286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.380855 sec): 2 clusters Score: Raw -207.228566 + Penalty 156.837717 = -50.390848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.381069 sec): 3 clusters Score: Raw -201.519500 + Penalty 314.123925 = 112.604425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.381545 sec): 2 clusters Score: Raw -35.942198 + Penalty 0.000000 = -35.942198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.381737 sec): 2 clusters Score: Raw -35.942198 + Penalty 0.000000 = -35.942198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.382200 sec): 2 clusters Score: Raw -78.513853 + Penalty 80.979695 = 2.465841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.382407 sec): 3 clusters Score: Raw -70.351886 + Penalty 161.959389 = 91.607503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.382877 sec): 2 clusters Score: Raw -130.526840 + Penalty 140.063423 = 9.536584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.383090 sec): 3 clusters Score: Raw -119.940076 + Penalty 276.323158 = 156.383082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.383555 sec): 2 clusters Score: Raw -71.002433 + Penalty 78.822163 = 7.819730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.383765 sec): 3 clusters Score: Raw -66.967392 + Penalty 157.644326 = 90.676934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.384234 sec): 2 clusters Score: Raw -161.616130 + Penalty 141.242948 = -20.373182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.384448 sec): 3 clusters Score: Raw -153.640135 + Penalty 286.129219 = 132.489084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.384918 sec): 2 clusters Score: Raw -146.205102 + Penalty 114.886401 = -31.318702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.385116 sec): 2 clusters Score: Raw -146.205102 + Penalty 114.886401 = -31.318702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.385579 sec): 2 clusters Score: Raw -82.891466 + Penalty 86.955630 = 4.064164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.385788 sec): 3 clusters Score: Raw -74.113945 + Penalty 173.911260 = 99.797316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.386252 sec): 2 clusters Score: Raw -78.135199 + Penalty 62.916216 = -15.218983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.386446 sec): 2 clusters Score: Raw -78.135199 + Penalty 62.916216 = -15.218983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.386926 sec): 2 clusters Score: Raw -288.322107 + Penalty 173.461326 = -114.860781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.387149 sec): 3 clusters Score: Raw -290.268289 + Penalty 328.882500 = 38.614211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.387640 sec): 2 clusters Score: Raw -440.710364 + Penalty 297.501303 = -143.209061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.387870 sec): 3 clusters Score: Raw -458.130256 + Penalty 587.916683 = 129.786427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.388349 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.388544 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389022 sec): 2 clusters Score: Raw -315.443645 + Penalty 250.243977 = -65.199668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389244 sec): 3 clusters Score: Raw -309.426009 + Penalty 500.042903 = 190.616894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389708 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389912 sec): 3 clusters Score: Raw -66.006429 + Penalty 86.105100 = 20.098671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.390402 sec): 2 clusters Score: Raw -340.548609 + Penalty 171.665033 = -168.883576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.390629 sec): 3 clusters Score: Raw -339.145552 + Penalty 342.510795 = 3.365243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391111 sec): 2 clusters Score: Raw -168.548451 + Penalty 145.622347 = -22.926103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.391330 sec): 3 clusters Score: Raw -169.899381 + Penalty 293.226345 = 123.326964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391801 sec): 2 clusters Score: Raw -120.495322 + Penalty 116.088925 = -4.406396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.392014 sec): 3 clusters Score: Raw -112.791271 + Penalty 233.923434 = 121.132163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.392482 sec): 2 clusters Score: Raw -115.861256 + Penalty 95.554108 = -20.307148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.392690 sec): 3 clusters Score: Raw -109.643608 + Penalty 189.220199 = 79.576591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393158 sec): 2 clusters Score: Raw -118.618962 + Penalty 97.528638 = -21.090324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.393354 sec): 2 clusters Score: Raw -118.618962 + Penalty 97.528638 = -21.090324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393818 sec): 2 clusters Score: Raw -74.569833 + Penalty 63.421624 = -11.148209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.394027 sec): 3 clusters Score: Raw -67.891663 + Penalty 126.843248 = 58.951586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 127 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.394538 sec): 2 clusters Score: Raw -684.085594 + Penalty 350.846173 = -333.239421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.394794 sec): 3 clusters Score: Raw -730.061108 + Penalty 700.908616 = -29.152492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.395260 sec): 2 clusters Score: Raw -74.680006 + Penalty 63.972003 = -10.708003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.395454 sec): 2 clusters Score: Raw -74.680006 + Penalty 63.972003 = -10.708003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.395917 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.396112 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.396579 sec): 2 clusters Score: Raw -113.694310 + Penalty 93.168584 = -20.525726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.396774 sec): 2 clusters Score: Raw -113.694310 + Penalty 93.168584 = -20.525726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397239 sec): 2 clusters Score: Raw -75.542409 + Penalty 75.263753 = -0.278656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.397432 sec): 2 clusters Score: Raw -75.542409 + Penalty 75.263753 = -0.278656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397895 sec): 2 clusters Score: Raw -72.804985 + Penalty 54.823681 = -17.981304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398090 sec): 2 clusters Score: Raw -72.804985 + Penalty 54.823681 = -17.981304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.398553 sec): 2 clusters Score: Raw -77.999062 + Penalty 75.402276 = -2.596786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398761 sec): 3 clusters Score: Raw -69.651522 + Penalty 150.804553 = 81.153031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399239 sec): 2 clusters Score: Raw -243.859915 + Penalty 136.347964 = -107.511951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.399460 sec): 3 clusters Score: Raw -246.867820 + Penalty 269.374559 = 22.506738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399918 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.400108 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.400576 sec): 2 clusters Score: Raw -119.725831 + Penalty 127.773210 = 8.047379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.400791 sec): 3 clusters Score: Raw -112.464513 + Penalty 264.028004 = 151.563491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.401251 sec): 2 clusters Score: Raw -35.292837 + Penalty 0.000000 = -35.292837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.401453 sec): 2 clusters Score: Raw -35.292837 + Penalty 0.000000 = -35.292837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.401914 sec): 2 clusters Score: Raw -36.365943 + Penalty 0.000000 = -36.365943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.402106 sec): 2 clusters Score: Raw -36.365943 + Penalty 0.000000 = -36.365943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.402575 sec): 2 clusters Score: Raw -138.426079 + Penalty 69.665940 = -68.760139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.402787 sec): 3 clusters Score: Raw -135.121519 + Penalty 114.191434 = -20.930086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.403251 sec): 2 clusters Score: Raw -78.724067 + Penalty 66.469155 = -12.254912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.403445 sec): 2 clusters Score: Raw -78.724067 + Penalty 66.469155 = -12.254912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.403909 sec): 2 clusters Score: Raw -76.518956 + Penalty 76.836417 = 0.317462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404115 sec): 3 clusters Score: Raw -69.469000 + Penalty 153.672835 = 84.203835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.404575 sec): 2 clusters Score: Raw -37.693728 + Penalty 0.000000 = -37.693728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404765 sec): 2 clusters Score: Raw -37.693728 + Penalty 0.000000 = -37.693728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 147 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405246 sec): 2 clusters Score: Raw -259.736789 + Penalty 157.464741 = -102.272048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.405471 sec): 3 clusters Score: Raw -266.765123 + Penalty 334.591054 = 67.825931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405931 sec): 2 clusters Score: Raw -36.458037 + Penalty 0.000000 = -36.458037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.406122 sec): 2 clusters Score: Raw -36.458037 + Penalty 0.000000 = -36.458037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.406592 sec): 2 clusters Score: Raw -119.792018 + Penalty 136.822405 = 17.030387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.406805 sec): 3 clusters Score: Raw -114.006292 + Penalty 260.640663 = 146.634371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.407265 sec): 2 clusters Score: Raw -36.518394 + Penalty 0.000000 = -36.518394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.407455 sec): 2 clusters Score: Raw -36.518394 + Penalty 0.000000 = -36.518394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.407913 sec): 2 clusters Score: Raw -34.918449 + Penalty 0.000000 = -34.918449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.408102 sec): 2 clusters Score: Raw -34.918449 + Penalty 0.000000 = -34.918449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.408579 sec): 2 clusters Score: Raw -82.783878 + Penalty 85.836189 = 3.052311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.408774 sec): 2 clusters Score: Raw -82.783878 + Penalty 85.836189 = 3.052311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.409242 sec): 2 clusters Score: Raw -83.279780 + Penalty 85.746048 = 2.466267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.409450 sec): 3 clusters Score: Raw -73.515188 + Penalty 171.492096 = 97.976908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.409914 sec): 2 clusters Score: Raw -76.224488 + Penalty 82.117589 = 5.893101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.410122 sec): 3 clusters Score: Raw -69.205632 + Penalty 164.235179 = 95.029547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.410582 sec): 2 clusters Score: Raw -33.812115 + Penalty 0.000000 = -33.812115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.410777 sec): 2 clusters Score: Raw -33.812115 + Penalty 0.000000 = -33.812115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.411239 sec): 2 clusters Score: Raw -80.351523 + Penalty 72.989738 = -7.361785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.411433 sec): 2 clusters Score: Raw -80.351523 + Penalty 72.989738 = -7.361785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.411892 sec): 2 clusters Score: Raw -34.238621 + Penalty 0.000000 = -34.238621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.412084 sec): 2 clusters Score: Raw -34.238621 + Penalty 0.000000 = -34.238621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.412547 sec): 2 clusters Score: Raw -67.901788 + Penalty 59.647522 = -8.254266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.412756 sec): 3 clusters Score: Raw -62.850116 + Penalty 119.295044 = 56.444928 nChanged 0 Deleting Class 83 (6 points): Lose 81.583590 but Gain 1397.788804 Iteration 20F (23.746362 sec): 146 clusters Score: Raw -973582.813055 + Penalty 134694.202631 = -838888.610424 nChanged 502 Deleting Class 76 (4 points): Lose 67.737311 but Gain 1377.284174 Iteration 21Q (23.967228 sec): 145 clusters Score: Raw -973790.369760 + Penalty 133384.181265 = -840406.188495 nChanged 289 Deleting Class 104 (3 points): Lose 31.442693 but Gain 1330.793264 Iteration 22Q (24.174447 sec): 144 clusters Score: Raw -973925.002496 + Penalty 132290.144646 = -841634.857850 nChanged 237 Deleting Class 33 (2 points): Lose 12.799219 but Gain 1311.073779 Iteration 23Q (24.369593 sec): 143 clusters Score: Raw -974015.437718 + Penalty 130950.807951 = -843064.629767 nChanged 222 Deleting Class 97 (4 points): Lose 61.676772 but Gain 1356.612089 Iteration 24Q (24.563391 sec): 142 clusters Score: Raw -974044.129628 + Penalty 129616.936703 = -844427.192925 nChanged 191 Deleting Class 80 (7 points): Lose 126.428899 but Gain 1417.788855 Iteration 25Q (24.751184 sec): 141 clusters Score: Raw -973998.755330 + Penalty 129701.376218 = -844297.379112 nChanged 155 Deleting Class 108 (2 points): Lose 27.496431 but Gain 1309.491112 Iteration 26F (26.957969 sec): 140 clusters Score: Raw -974033.416482 + Penalty 128377.146920 = -845656.269562 nChanged 120 Deleting Class 146 (1 points): Lose 14.116959 but Gain 1290.090456 Iteration 27Q (27.141674 sec): 139 clusters Score: Raw -974060.443569 + Penalty 127072.981044 = -846987.462526 nChanged 89 Deleting Class 156 (2 points): Lose 18.251551 but Gain 1291.275647 Iteration 28Q (27.321912 sec): 138 clusters Score: Raw -974064.067929 + Penalty 125788.844265 = -848275.223664 nChanged 84 Deleting Class 155 (2 points): Lose 31.200229 but Gain 1292.633114 Iteration 29Q (27.499866 sec): 137 clusters Score: Raw -974058.912062 + Penalty 124482.474748 = -849576.437313 nChanged 72 Deleting Class 149 (3 points): Lose 58.273191 but Gain 1299.999175 Iteration 30F (29.637463 sec): 136 clusters Score: Raw -974015.672963 + Penalty 123182.312054 = -850833.360909 nChanged 53 Deleting Class 87 (7 points): Lose 76.862071 but Gain 1305.157741 Iteration 31Q (29.812821 sec): 135 clusters Score: Raw -973955.095161 + Penalty 121943.067060 = -852012.028101 nChanged 46 Deleting Class 114 (7 points): Lose 117.798822 but Gain 1342.366670 Iteration 32Q (29.985751 sec): 134 clusters Score: Raw -973872.290104 + Penalty 120633.254385 = -853239.035719 nChanged 40 Deleting Class 36 (29 points): Lose 240.798851 but Gain 1460.765353 Iteration 33Q (30.158175 sec): 133 clusters Score: Raw -973720.798683 + Penalty 119323.282117 = -854397.516566 nChanged 64 Deleting Class 84 (7 points): Lose 71.159522 but Gain 1285.953433 Iteration 34Q (30.331661 sec): 132 clusters Score: Raw -973788.640997 + Penalty 118103.989981 = -855684.651016 nChanged 53 Deleting Class 98 (2 points): Lose 20.654328 but Gain 1234.902578 Iteration 35Q (30.503039 sec): 131 clusters Score: Raw -973842.076164 + Penalty 116891.452386 = -856950.623778 nChanged 40 Deleting Class 81 (12 points): Lose 179.882220 but Gain 1392.884576 Iteration 36Q (30.672760 sec): 130 clusters Score: Raw -973679.200014 + Penalty 115576.908868 = -858102.291146 nChanged 42 Deleting Class 140 (1 points): Lose 2.465523 but Gain 1205.964938 Iteration 37Q (30.843418 sec): 129 clusters Score: Raw -973751.101316 + Penalty 114395.535161 = -859355.566155 nChanged 33 Deleting Class 150 (1 points): Lose 4.339079 but Gain 1203.789248 Iteration 38Q (31.011179 sec): 128 clusters Score: Raw -973772.173252 + Penalty 113206.280987 = -860565.892265 nChanged 24 Deleting Class 101 (1 points): Lose 10.805394 but Gain 1209.982548 Iteration 39Q (31.178877 sec): 127 clusters Score: Raw -973773.751871 + Penalty 112035.659301 = -861738.092570 nChanged 24 Deleting Class 128 (1 points): Lose 7.549379 but Gain 1198.191356 Iteration 40F (33.167813 sec): 126 clusters Score: Raw -973787.207506 + Penalty 109293.667230 = -864493.540276 nChanged 20 Deleting Class 148 (1 points): Lose 7.134336 but Gain 1195.057936 Iteration 41Q (33.334082 sec): 125 clusters Score: Raw -973809.810742 + Penalty 108097.955040 = -865711.855701 nChanged 22 Deleting Class 102 (2 points): Lose 35.061760 but Gain 1219.497692 Iteration 42Q (33.500434 sec): 124 clusters Score: Raw -973785.199869 + Penalty 106955.023681 = -866830.176188 nChanged 19 Deleting Class 78 (3 points): Lose 24.801895 but Gain 1207.644881 Iteration 43Q (33.665819 sec): 123 clusters Score: Raw -973793.428157 + Penalty 105778.265332 = -868015.162825 nChanged 16 Deleting Class 138 (3 points): Lose 36.291024 but Gain 1214.019497 Iteration 44Q (33.830074 sec): 122 clusters Score: Raw -973768.547053 + Penalty 104603.362399 = -869165.184654 nChanged 16 Deleting Class 105 (2 points): Lose 11.596171 but Gain 1187.006776 Iteration 45Q (33.992960 sec): 121 clusters Score: Raw -973772.653004 + Penalty 103421.837879 = -870350.815125 nChanged 13 Deleting Class 160 (4 points): Lose 70.822325 but Gain 1236.273157 Iteration 46Q (34.158193 sec): 120 clusters Score: Raw -973707.731812 + Penalty 103399.809209 = -870307.922603 nChanged 16 Deleting Class 127 (21 points): Lose 129.071854 but Gain 1293.204576 Iteration 47F (36.042961 sec): 119 clusters Score: Raw -973594.752578 + Penalty 101105.578682 = -872489.173896 nChanged 32 Deleting Class 58 (15 points): Lose 128.356660 but Gain 1288.047872 Iteration 48Q (36.206342 sec): 118 clusters Score: Raw -973555.464951 + Penalty 99976.468825 = -873578.996126 nChanged 28 Deleting Class 111 (12 points): Lose 138.411598 but Gain 1297.173036 Iteration 49Q (36.367659 sec): 117 clusters Score: Raw -973494.961981 + Penalty 98729.284743 = -874765.677238 nChanged 22 Deleting Class 131 (3 points): Lose 31.286499 but Gain 1187.020502 Iteration 50F (38.237538 sec): 116 clusters Score: Raw -973517.841840 + Penalty 97574.994481 = -875942.847359 nChanged 12 Deleting Class 82 (6 points): Lose 55.754990 but Gain 1192.926061 Iteration 51Q (38.398289 sec): 115 clusters Score: Raw -973499.249203 + Penalty 96431.971438 = -877067.277765 nChanged 14 Deleting Class 145 (2 points): Lose 21.473425 but Gain 1157.102831 Iteration 52Q (38.557867 sec): 114 clusters Score: Raw -973499.546501 + Penalty 95344.387550 = -878155.158951 nChanged 11 Deleting Class 133 (2 points): Lose 8.012911 but Gain 1135.505667 Iteration 53Q (38.715921 sec): 113 clusters Score: Raw -973506.743356 + Penalty 94192.097983 = -879314.645373 nChanged 6 Deleting Class 75 (3 points): Lose 50.180183 but Gain 1177.634040 Iteration 54Q (38.872745 sec): 112 clusters Score: Raw -973464.685579 + Penalty 93023.357275 = -880441.328304 nChanged 3 Deleting Class 86 (6 points): Lose 75.920763 but Gain 1185.342599 Iteration 55Q (39.029796 sec): 111 clusters Score: Raw -973398.078546 + Penalty 91895.993511 = -881502.085034 nChanged 7 Deleting Class 166 (1 points): Lose 0.701124 but Gain 1092.910516 Iteration 56Q (39.187158 sec): 110 clusters Score: Raw -973435.925024 + Penalty 90812.824304 = -882623.100719 nChanged 3 Deleting Class 12 (10 points): Lose 74.187740 but Gain 1165.215437 Iteration 57Q (39.342767 sec): 109 clusters Score: Raw -973366.817186 + Penalty 89653.625754 = -883713.191432 nChanged 10 Deleting Class 79 (2 points): Lose 19.151088 but Gain 1108.644215 Iteration 58Q (39.497284 sec): 108 clusters Score: Raw -973361.155678 + Penalty 88563.455375 = -884797.700302 nChanged 3 Deleting Class 121 (3 points): Lose 29.507353 but Gain 1103.002884 Iteration 59Q (39.650528 sec): 107 clusters Score: Raw -973339.800865 + Penalty 87474.742476 = -885865.058389 nChanged 3 Deleting Class 164 (2 points): Lose 25.794325 but Gain 1099.174526 Iteration 60F (41.398177 sec): 106 clusters Score: Raw -973320.003450 + Penalty 86380.146568 = -886939.856882 nChanged 2 Deleting Class 69 (43 points): Lose 254.614019 but Gain 1318.257914 Iteration 61Q (41.551252 sec): 105 clusters Score: Raw -973070.318394 + Penalty 85162.556269 = -887907.762125 nChanged 44 Deleting Class 30 (3 points): Lose 33.602362 but Gain 1093.954256 Iteration 62Q (41.706497 sec): 104 clusters Score: Raw -973151.036158 + Penalty 84067.243025 = -889083.793133 nChanged 12 Deleting Class 88 (2 points): Lose 32.250558 but Gain 1078.099114 Iteration 63Q (41.859742 sec): 103 clusters Score: Raw -973131.652595 + Penalty 82998.021967 = -890133.630628 nChanged 11 Deleting Class 26 (23 points): Lose 152.396733 but Gain 1189.674215 Iteration 64Q (42.011537 sec): 102 clusters Score: Raw -972992.473228 + Penalty 81827.981407 = -891164.491821 nChanged 36 Deleting Class 106 (4 points): Lose 30.941654 but Gain 1063.510121 Iteration 65Q (42.163588 sec): 101 clusters Score: Raw -973028.294029 + Penalty 80762.901255 = -892265.392774 nChanged 26 Deleting Class 51 (12 points): Lose 92.797802 but Gain 1123.581348 Iteration 66Q (42.314873 sec): 100 clusters Score: Raw -972976.018949 + Penalty 79655.234359 = -893320.784590 nChanged 25 Deleting Class 42 (39 points): Lose 262.330280 but Gain 1287.810442 Iteration 67Q (42.466795 sec): 99 clusters Score: Raw -972749.898879 + Penalty 78746.834808 = -894003.064070 nChanged 54 Deleting Class 16 (50 points): Lose 224.785990 but Gain 1248.772366 Iteration 68Q (42.618000 sec): 98 clusters Score: Raw -972706.535732 + Penalty 77738.166474 = -894968.369258 nChanged 72 Deleting Class 154 (1 points): Lose 4.816510 but Gain 1020.657980 Iteration 69Q (42.768803 sec): 97 clusters Score: Raw -972869.593682 + Penalty 76765.844250 = -896103.749432 nChanged 28 Deleting Class 91 (3 points): Lose 37.358534 but Gain 1044.676409 Iteration 70F (44.308705 sec): 96 clusters Score: Raw -972867.693492 + Penalty 75731.465359 = -897136.228133 nChanged 28 Deleting Class 96 (2 points): Lose 36.040627 but Gain 1040.667496 Iteration 71Q (44.458928 sec): 95 clusters Score: Raw -972876.305263 + Penalty 74765.949456 = -898110.355807 nChanged 16 Deleting Class 77 (3 points): Lose 45.771993 but Gain 1069.400436 Iteration 72Q (44.605164 sec): 94 clusters Score: Raw -972875.647745 + Penalty 73697.244177 = -899178.403568 nChanged 18 Deleting Class 44 (45 points): Lose 271.128152 but Gain 1268.619078 Iteration 73Q (44.752249 sec): 93 clusters Score: Raw -972631.558814 + Penalty 72621.958762 = -900009.600052 nChanged 62 Deleting Class 74 (9 points): Lose 72.386743 but Gain 1064.663558 Iteration 74Q (44.901543 sec): 92 clusters Score: Raw -972724.833472 + Penalty 71574.398140 = -901150.435332 nChanged 39 Deleting Class 139 (1 points): Lose 8.630748 but Gain 1000.568681 Iteration 75Q (45.048390 sec): 91 clusters Score: Raw -972759.209918 + Penalty 70577.795477 = -902181.414440 nChanged 22 Deleting Class 100 (5 points): Lose 29.637623 but Gain 1017.200571 Iteration 76Q (45.192775 sec): 90 clusters Score: Raw -972741.945448 + Penalty 69572.505655 = -903169.439793 nChanged 21 Deleting Class 57 (8 points): Lose 62.802232 but Gain 1048.017175 Iteration 77Q (45.336451 sec): 89 clusters Score: Raw -972695.857602 + Penalty 68426.767399 = -904269.090203 nChanged 23 Deleting Class 49 (19 points): Lose 110.893226 but Gain 1116.153291 Iteration 78Q (45.479747 sec): 88 clusters Score: Raw -972615.120151 + Penalty 67375.937276 = -905239.182875 nChanged 29 Deleting Class 143 (2 points): Lose 17.843853 but Gain 1000.979094 Iteration 79Q (45.622552 sec): 87 clusters Score: Raw -972642.911651 + Penalty 66381.951852 = -906260.959799 nChanged 8 Deleting Class 85 (4 points): Lose 38.146537 but Gain 1021.428733 Iteration 80F (47.000644 sec): 86 clusters Score: Raw -972609.358962 + Penalty 65398.174790 = -907211.184172 nChanged 8 Deleting Class 66 (43 points): Lose 280.941258 but Gain 1249.984551 Iteration 81Q (47.141444 sec): 85 clusters Score: Raw -972341.792159 + Penalty 64262.954927 = -908078.837232 nChanged 48 Deleting Class 29 (15 points): Lose 88.675640 but Gain 1048.265623 Iteration 82Q (47.285723 sec): 84 clusters Score: Raw -972401.188923 + Penalty 63247.243022 = -909153.945901 nChanged 23 Deleting Class 119 (6 points): Lose 59.981788 but Gain 1002.108831 Iteration 83Q (47.428499 sec): 83 clusters Score: Raw -972377.847532 + Penalty 62269.261848 = -910108.585684 nChanged 14 Deleting Class 50 (10 points): Lose 93.331245 but Gain 1030.459926 Iteration 84Q (47.568135 sec): 82 clusters Score: Raw -972302.751777 + Penalty 61245.335539 = -911057.416238 nChanged 17 Deleting Class 24 (33 points): Lose 174.508811 but Gain 1108.591651 Iteration 85Q (47.707068 sec): 81 clusters Score: Raw -972152.285463 + Penalty 60174.933954 = -911977.351509 nChanged 39 Deleting Class 109 (2 points): Lose 15.273031 but Gain 947.474306 Iteration 86Q (47.847017 sec): 80 clusters Score: Raw -972220.274897 + Penalty 59238.502763 = -912981.772133 nChanged 16 Deleting Class 64 (13 points): Lose 52.631661 but Gain 979.620045 Iteration 87Q (47.984434 sec): 79 clusters Score: Raw -972182.710404 + Penalty 58275.947848 = -913906.762555 nChanged 22 Deleting Class 126 (2 points): Lose 28.597596 but Gain 955.085405 Iteration 88Q (48.121806 sec): 78 clusters Score: Raw -972179.122372 + Penalty 57322.636673 = -914856.485698 nChanged 13 Deleting Class 89 (5 points): Lose 36.685010 but Gain 962.319040 Iteration 89Q (48.257638 sec): 77 clusters Score: Raw -972170.947621 + Penalty 56372.525984 = -915798.421636 nChanged 23 Deleting Class 41 (10 points): Lose 35.350114 but Gain 949.139789 Iteration 90F (49.482896 sec): 76 clusters Score: Raw -972157.192341 + Penalty 55446.032985 = -916711.159356 nChanged 23 Deleting Class 27 (22 points): Lose 172.159473 but Gain 1085.183163 Iteration 91Q (49.625197 sec): 75 clusters Score: Raw -972002.585516 + Penalty 54414.870869 = -917587.714647 nChanged 27 Deleting Class 25 (33 points): Lose 138.036205 but Gain 1039.792247 Iteration 92Q (49.763649 sec): 74 clusters Score: Raw -971928.852185 + Penalty 53378.192845 = -918550.659340 nChanged 39 Deleting Class 107 (5 points): Lose 32.083092 but Gain 931.681883 Iteration 93Q (49.900837 sec): 73 clusters Score: Raw -971965.349615 + Penalty 52468.805608 = -919496.544007 nChanged 18 Deleting Class 92 (4 points): Lose 31.861304 but Gain 931.119281 Iteration 94Q (50.033603 sec): 72 clusters Score: Raw -971949.501161 + Penalty 51553.002968 = -920396.498193 nChanged 9 Deleting Class 48 (17 points): Lose 97.863505 but Gain 994.300782 Iteration 95Q (50.169863 sec): 71 clusters Score: Raw -971860.163705 + Penalty 50578.115765 = -921282.047941 nChanged 19 Deleting Class 46 (15 points): Lose 78.962426 but Gain 973.629942 Iteration 96Q (50.305117 sec): 70 clusters Score: Raw -971806.049232 + Penalty 49627.138782 = -922178.910450 nChanged 16 Deleting Class 22 (21 points): Lose 93.825843 but Gain 988.200886 Iteration 97Q (50.436621 sec): 69 clusters Score: Raw -971742.826505 + Penalty 48647.422653 = -923095.403852 nChanged 23 Deleting Class 95 (3 points): Lose 10.158714 but Gain 901.399192 Iteration 98Q (50.571245 sec): 68 clusters Score: Raw -971762.721318 + Penalty 47747.162978 = -924015.558340 nChanged 5 Deleting Class 167 (2 points): Lose 10.136440 but Gain 898.250059 Iteration 99Q (50.702171 sec): 67 clusters Score: Raw -971757.673646 + Penalty 46854.110126 = -924903.563520 nChanged 4 Deleting Class 124 (3 points): Lose 37.792612 but Gain 926.654877 Iteration 100F (51.767711 sec): 66 clusters Score: Raw -971724.349850 + Penalty 45945.715776 = -925778.634074 nChanged 5 Deleting Class 23 (13 points): Lose 53.399465 but Gain 940.430521 Iteration 101Q (51.899805 sec): 65 clusters Score: Raw -971679.613344 + Penalty 45017.335551 = -926662.277793 nChanged 16 Deleting Class 71 (8 points): Lose 48.560761 but Gain 932.602989 Iteration 102Q (52.029348 sec): 64 clusters Score: Raw -971654.241357 + Penalty 44096.784995 = -927557.456362 nChanged 10 Deleting Class 90 (16 points): Lose 50.716224 but Gain 931.647054 Iteration 103Q (52.156740 sec): 63 clusters Score: Raw -971618.694008 + Penalty 43200.852082 = -928417.841926 nChanged 17 Deleting Class 123 (3 points): Lose 29.447436 but Gain 907.894151 Iteration 104Q (52.284437 sec): 62 clusters Score: Raw -971614.111022 + Penalty 42302.888806 = -929311.222216 nChanged 6 Deleting Class 67 (7 points): Lose 23.897174 but Gain 889.565038 Iteration 105Q (52.412680 sec): 61 clusters Score: Raw -971601.424532 + Penalty 41420.806120 = -930180.618412 nChanged 10 Deleting Class 73 (4 points): Lose 45.413984 but Gain 909.369675 Iteration 106Q (52.540670 sec): 60 clusters Score: Raw -971566.412437 + Penalty 40516.478881 = -931049.933556 nChanged 5 Deleting Class 130 (3 points): Lose 24.233340 but Gain 885.228429 Iteration 107Q (52.667863 sec): 59 clusters Score: Raw -971552.065426 + Penalty 39629.420322 = -931922.645104 nChanged 10 Deleting Class 110 (10 points): Lose 41.985054 but Gain 896.849124 Iteration 108Q (52.793003 sec): 58 clusters Score: Raw -971518.454805 + Penalty 38744.433567 = -932774.021238 nChanged 17 Deleting Class 94 (8 points): Lose 37.677871 but Gain 875.423977 Iteration 109Q (52.918031 sec): 57 clusters Score: Raw -971501.151581 + Penalty 37860.068045 = -933641.083536 nChanged 15 Deleting Class 132 (2 points): Lose 8.666148 but Gain 825.606375 Iteration 110F (53.842245 sec): 56 clusters Score: Raw -971507.243070 + Penalty 37029.021637 = -934478.221433 nChanged 12 Deleting Class 147 (9 points): Lose 43.957973 but Gain 859.480029 Iteration 111Q (53.965053 sec): 55 clusters Score: Raw -971470.267620 + Penalty 36202.731352 = -935267.536268 nChanged 14 Deleting Class 55 (34 points): Lose 125.154262 but Gain 938.748884 Iteration 112Q (54.086592 sec): 54 clusters Score: Raw -971364.002750 + Penalty 35299.014336 = -936064.988414 nChanged 42 Deleting Class 163 (1 points): Lose 8.434548 but Gain 809.362016 Iteration 113Q (54.209538 sec): 53 clusters Score: Raw -971417.356120 + Penalty 34501.873843 = -936915.482277 nChanged 10 Deleting Class 37 (47 points): Lose 256.532342 but Gain 1051.354882 Iteration 114Q (54.330028 sec): 52 clusters Score: Raw -971167.565509 + Penalty 33524.556384 = -937643.009125 nChanged 53 Deleting Class 52 (4 points): Lose 14.049321 but Gain 803.691850 Iteration 115Q (54.454210 sec): 51 clusters Score: Raw -971266.580188 + Penalty 32698.326561 = -938568.253627 nChanged 22 Deleting Class 63 (4 points): Lose 18.928725 but Gain 805.065812 Iteration 116Q (54.576570 sec): 50 clusters Score: Raw -971278.078707 + Penalty 31883.591124 = -939394.487584 nChanged 13 Deleting Class 32 (13 points): Lose 66.780726 but Gain 850.369169 Iteration 117Q (54.694764 sec): 49 clusters Score: Raw -971221.108189 + Penalty 31060.091184 = -940161.017005 nChanged 19 Deleting Class 61 (3 points): Lose 31.291927 but Gain 807.472962 Iteration 118Q (54.815593 sec): 48 clusters Score: Raw -971221.983469 + Penalty 30258.052910 = -940963.930559 nChanged 12 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -971221.983469 + Penalty 30258.052910 = -940963.930559Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.930895 sec): 2 clusters Score: Raw -59257.476881 + Penalty 241.493149 = -59015.983732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.934112 sec): 3 clusters Score: Raw -58155.681547 + Penalty 482.993267 = -57672.688280 nChanged 763 SP:Iteration 1F (54.937265 sec): 3 clusters Score: Raw -58680.914574 + Penalty 483.059653 = -58197.854921 nChanged 267 SP:Iteration 2F (54.940447 sec): 3 clusters Score: Raw -58931.821053 + Penalty 485.447614 = -58446.373439 nChanged 178 SP:Iteration 3F (54.943708 sec): 3 clusters Score: Raw -59099.248801 + Penalty 491.029269 = -58608.219531 nChanged 102 SP:Iteration 4F (54.946948 sec): 3 clusters Score: Raw -59191.082646 + Penalty 496.620945 = -58694.461701 nChanged 68 SP:Iteration 5Q (54.950126 sec): 3 clusters Score: Raw -59242.422739 + Penalty 501.974245 = -58740.448493 nChanged 61 SP:Iteration 6Q (54.953232 sec): 3 clusters Score: Raw -59278.186442 + Penalty 505.563296 = -58772.623146 nChanged 38 SP:Iteration 7Q (54.956287 sec): 3 clusters Score: Raw -59295.131253 + Penalty 509.492821 = -58785.638432 nChanged 36 SP:Iteration 8Q (54.959312 sec): 3 clusters Score: Raw -59309.433461 + Penalty 511.038542 = -58798.394919 nChanged 20 SP:Iteration 9Q (54.962249 sec): 3 clusters Score: Raw -59316.409193 + Penalty 512.578451 = -58803.830741 nChanged 16 SP:Iteration 10F (54.965555 sec): 3 clusters Score: Raw -59321.231394 + Penalty 513.236198 = -58807.995196 nChanged 14 SP:Iteration 11Q (54.968512 sec): 3 clusters Score: Raw -59325.075237 + Penalty 513.994534 = -58811.080703 nChanged 13 SP:Iteration 12Q (54.971371 sec): 3 clusters Score: Raw -59329.813664 + Penalty 515.355904 = -58814.457760 nChanged 13 SP:Iteration 13Q (54.974304 sec): 3 clusters Score: Raw -59334.848148 + Penalty 515.739982 = -58819.108166 nChanged 8 SP:Iteration 14Q (54.977233 sec): 3 clusters Score: Raw -59336.944831 + Penalty 516.071533 = -58820.873299 nChanged 7 SP:Iteration 15Q (54.980127 sec): 3 clusters Score: Raw -59338.869663 + Penalty 516.578361 = -58822.291303 nChanged 9 SP:Iteration 16Q (54.983041 sec): 3 clusters Score: Raw -59341.929406 + Penalty 517.625603 = -58824.303802 nChanged 7 SP:Iteration 17Q (54.985962 sec): 3 clusters Score: Raw -59343.678011 + Penalty 518.097140 = -58825.580870 nChanged 6 SP:Iteration 18Q (54.988873 sec): 3 clusters Score: Raw -59344.620330 + Penalty 518.354133 = -58826.266197 nChanged 1 SP:Iteration 19Q (54.991720 sec): 3 clusters Score: Raw -59344.710039 + Penalty 518.563745 = -58826.146294 nChanged 1 SP:Iteration 20F (54.994864 sec): 3 clusters Score: Raw -59344.752247 + Penalty 518.616632 = -58826.135615 nChanged 1 SP:Iteration 21F (54.998221 sec): 3 clusters Score: Raw -59344.806925 + Penalty 518.616632 = -58826.190293 nChanged 0 Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 2 (8538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.038018 sec): 2 clusters Score: Raw -282706.343814 + Penalty 402.380523 = -282303.963290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.053847 sec): 3 clusters Score: Raw -277375.591429 + Penalty 803.576946 = -276572.014483 nChanged 3908 SP:Iteration 1F (55.069531 sec): 3 clusters Score: Raw -279667.444020 + Penalty 802.862688 = -278864.581332 nChanged 554 SP:Iteration 2F (55.084749 sec): 3 clusters Score: Raw -279912.780367 + Penalty 802.174882 = -279110.605484 nChanged 501 SP:Iteration 3F (55.100163 sec): 3 clusters Score: Raw -280219.926915 + Penalty 801.304238 = -279418.622676 nChanged 520 SP:Iteration 4F (55.115795 sec): 3 clusters Score: Raw -280586.698212 + Penalty 799.969964 = -279786.728249 nChanged 553 SP:Iteration 5F (55.131294 sec): 3 clusters Score: Raw -281001.843640 + Penalty 799.258930 = -280202.584710 nChanged 449 SP:Iteration 6F (55.146555 sec): 3 clusters Score: Raw -281252.878418 + Penalty 798.595956 = -280454.282462 nChanged 329 SP:Iteration 7Q (55.161986 sec): 3 clusters Score: Raw -281373.424775 + Penalty 798.215650 = -280575.209126 nChanged 202 SP:Iteration 8Q (55.177169 sec): 3 clusters Score: Raw -281424.068040 + Penalty 797.650709 = -280626.417331 nChanged 140 SP:Iteration 9Q (55.192190 sec): 3 clusters Score: Raw -281465.029342 + Penalty 796.902054 = -280668.127288 nChanged 146 SP:Iteration 10F (55.207522 sec): 3 clusters Score: Raw -281511.419866 + Penalty 795.958438 = -280715.461427 nChanged 152 SP:Iteration 11Q (55.222514 sec): 3 clusters Score: Raw -281565.118287 + Penalty 794.580550 = -280770.537738 nChanged 154 SP:Iteration 12Q (55.237685 sec): 3 clusters Score: Raw -281620.699183 + Penalty 793.624312 = -280827.074871 nChanged 165 SP:Iteration 13Q (55.252473 sec): 3 clusters Score: Raw -281679.895766 + Penalty 792.859570 = -280887.036197 nChanged 158 SP:Iteration 14Q (55.267361 sec): 3 clusters Score: Raw -281736.742142 + Penalty 792.494109 = -280944.248033 nChanged 171 SP:Iteration 15Q (55.282640 sec): 3 clusters Score: Raw -281809.384343 + Penalty 792.081593 = -281017.302750 nChanged 173 SP:Iteration 16Q (55.297825 sec): 3 clusters Score: Raw -281886.350852 + Penalty 791.867206 = -281094.483646 nChanged 198 SP:Iteration 17Q (55.312953 sec): 3 clusters Score: Raw -282006.204234 + Penalty 792.489737 = -281213.714497 nChanged 260 SP:Iteration 18Q (55.327896 sec): 3 clusters Score: Raw -282234.204921 + Penalty 794.028346 = -281440.176574 nChanged 322 SP:Iteration 19Q (55.342857 sec): 3 clusters Score: Raw -282647.900470 + Penalty 796.623719 = -281851.276751 nChanged 402 SP:Iteration 20F (55.358678 sec): 3 clusters Score: Raw -283336.476974 + Penalty 798.994055 = -282537.482920 nChanged 378 SP:Iteration 21Q (55.373040 sec): 3 clusters Score: Raw -284018.027114 + Penalty 800.720905 = -283217.306209 nChanged 292 SP:Iteration 22Q (55.387401 sec): 3 clusters Score: Raw -284411.737494 + Penalty 801.461541 = -283610.275954 nChanged 176 SP:Iteration 23Q (55.400724 sec): 3 clusters Score: Raw -284590.828895 + Penalty 801.576559 = -283789.252336 nChanged 88 SP:Iteration 24Q (55.413808 sec): 3 clusters Score: Raw -284635.575508 + Penalty 801.558206 = -283834.017302 nChanged 38 SP:Iteration 25Q (55.426609 sec): 3 clusters Score: Raw -284644.497276 + Penalty 801.700307 = -283842.796969 nChanged 19 SP:Iteration 26Q (55.439983 sec): 3 clusters Score: Raw -284646.992406 + Penalty 801.741632 = -283845.250774 nChanged 11 SP:Iteration 27Q (55.452835 sec): 3 clusters Score: Raw -284647.967635 + Penalty 801.713173 = -283846.254462 nChanged 5 SP:Iteration 28Q (55.465876 sec): 3 clusters Score: Raw -284648.181255 + Penalty 801.722868 = -283846.458387 nChanged 1 SP:Iteration 29Q (55.478636 sec): 3 clusters Score: Raw -284648.192220 + Penalty 801.722868 = -283846.469352 nChanged 0 SP:Iteration 30F (55.494280 sec): 3 clusters Score: Raw -284648.192220 + Penalty 801.722868 = -283846.469352 nChanged 0 Score: Raw -1000222.100436 + Penalty 30718.540144 = -969503.560292 Splitting cluster 2 changes total score from -940963.930559 to -969503.560292 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.273608 sec): 2 clusters Score: Raw -9974.641283 + Penalty 507.147774 = -9467.493509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.274426 sec): 3 clusters Score: Raw -9882.001071 + Penalty 1013.774460 = -8868.226611 nChanged 91 SP:Iteration 1F (56.275250 sec): 3 clusters Score: Raw -9982.353043 + Penalty 1015.546697 = -8966.806346 nChanged 25 SP:Iteration 2F (56.276052 sec): 3 clusters Score: Raw -10029.084743 + Penalty 1017.139653 = -9011.945090 nChanged 11 SP:Iteration 3Q (56.276839 sec): 3 clusters Score: Raw -10084.657409 + Penalty 1016.118945 = -9068.538464 nChanged 11 SP:Iteration 4Q (56.277618 sec): 3 clusters Score: Raw -10111.232207 + Penalty 1013.436017 = -9097.796190 nChanged 12 SP:Iteration 5Q (56.278397 sec): 3 clusters Score: Raw -10129.613144 + Penalty 1013.663319 = -9115.949824 nChanged 6 SP:Iteration 6Q (56.279167 sec): 3 clusters Score: Raw -10139.172708 + Penalty 1013.768352 = -9125.404356 nChanged 8 SP:Iteration 7Q (56.279935 sec): 3 clusters Score: Raw -10153.289288 + Penalty 1013.862834 = -9139.426454 nChanged 10 SP:Iteration 8Q (56.280699 sec): 3 clusters Score: Raw -10167.168276 + Penalty 1014.412400 = -9152.755876 nChanged 9 SP:Iteration 9Q (56.281462 sec): 3 clusters Score: Raw -10180.409691 + Penalty 1014.755017 = -9165.654673 nChanged 5 SP:Iteration 10F (56.282263 sec): 3 clusters Score: Raw -10187.315242 + Penalty 1015.166693 = -9172.148549 nChanged 7 SP:Iteration 11Q (56.283025 sec): 3 clusters Score: Raw -10197.593460 + Penalty 1015.148921 = -9182.444539 nChanged 5 SP:Iteration 12Q (56.283782 sec): 3 clusters Score: Raw -10203.966720 + Penalty 1016.063635 = -9187.903085 nChanged 7 SP:Iteration 13Q (56.284538 sec): 3 clusters Score: Raw -10213.551198 + Penalty 1016.572481 = -9196.978717 nChanged 5 SP:Iteration 14Q (56.285287 sec): 3 clusters Score: Raw -10217.618491 + Penalty 1018.291862 = -9199.326630 nChanged 7 SP:Iteration 15Q (56.286036 sec): 3 clusters Score: Raw -10224.009299 + Penalty 1019.095871 = -9204.913428 nChanged 3 SP:Iteration 16Q (56.286785 sec): 3 clusters Score: Raw -10225.700143 + Penalty 1020.797965 = -9204.902178 nChanged 3 SP:Iteration 17F (56.287586 sec): 3 clusters Score: Raw -10228.554877 + Penalty 1021.812076 = -9206.742801 nChanged 4 SP:Iteration 18Q (56.288337 sec): 3 clusters Score: Raw -10231.605172 + Penalty 1023.761728 = -9207.843444 nChanged 5 SP:Iteration 19Q (56.289085 sec): 3 clusters Score: Raw -10236.735648 + Penalty 1026.336376 = -9210.399272 nChanged 6 SP:Iteration 20F (56.289888 sec): 3 clusters Score: Raw -10241.752648 + Penalty 1029.898558 = -9211.854090 nChanged 6 SP:Iteration 21Q (56.290636 sec): 3 clusters Score: Raw -10248.009699 + Penalty 1032.181848 = -9215.827851 nChanged 5 SP:Iteration 22Q (56.291388 sec): 3 clusters Score: Raw -10258.035880 + Penalty 1032.617795 = -9225.418085 nChanged 2 SP:Iteration 23Q (56.292124 sec): 3 clusters Score: Raw -10261.884842 + Penalty 1031.867259 = -9230.017583 nChanged 2 SP:Iteration 24Q (56.292856 sec): 3 clusters Score: Raw -10265.271848 + Penalty 1031.946457 = -9233.325391 nChanged 2 SP:Iteration 25Q (56.293583 sec): 3 clusters Score: Raw -10268.092500 + Penalty 1032.264427 = -9235.828073 nChanged 1 SP:Iteration 26Q (56.294310 sec): 3 clusters Score: Raw -10271.365647 + Penalty 1032.197369 = -9239.168278 nChanged 1 SP:Iteration 27Q (56.295086 sec): 3 clusters Score: Raw -10272.841779 + Penalty 1033.101789 = -9239.739990 nChanged 2 SP:Iteration 28Q (56.295843 sec): 3 clusters Score: Raw -10276.412354 + Penalty 1035.077336 = -9241.335018 nChanged 1 SP:Iteration 29Q (56.296628 sec): 3 clusters Score: Raw -10280.366038 + Penalty 1035.077336 = -9245.288702 nChanged 0 SP:Iteration 30F (56.297464 sec): 3 clusters Score: Raw -10280.366038 + Penalty 1035.077336 = -9245.288702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.298034 sec): 2 clusters Score: Raw -1005.117258 + Penalty 281.436808 = -723.680450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.298308 sec): 3 clusters Score: Raw -1013.183174 + Penalty 559.169277 = -454.013897 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 5 (3701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.315122 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.322036 sec): 3 clusters Score: Raw -122049.970760 + Penalty 327.343229 = -121722.627531 nChanged 1703 SP:Iteration 1F (56.328621 sec): 3 clusters Score: Raw -123311.265710 + Penalty 325.961028 = -122985.304683 nChanged 274 SP:Iteration 2F (56.335163 sec): 3 clusters Score: Raw -123603.048131 + Penalty 327.812204 = -123275.235927 nChanged 241 SP:Iteration 3F (56.341695 sec): 3 clusters Score: Raw -123854.464699 + Penalty 328.881386 = -123525.583313 nChanged 155 SP:Iteration 4Q (56.347985 sec): 3 clusters Score: Raw -123982.001994 + Penalty 329.002423 = -123652.999572 nChanged 104 SP:Iteration 5Q (56.354030 sec): 3 clusters Score: Raw -124053.073145 + Penalty 329.857610 = -123723.215536 nChanged 89 SP:Iteration 6Q (56.359974 sec): 3 clusters Score: Raw -124106.409182 + Penalty 331.276197 = -123775.132985 nChanged 57 SP:Iteration 7Q (56.365763 sec): 3 clusters Score: Raw -124135.621514 + Penalty 331.815749 = -123803.805766 nChanged 57 SP:Iteration 8Q (56.371497 sec): 3 clusters Score: Raw -124162.309570 + Penalty 332.766843 = -123829.542727 nChanged 50 SP:Iteration 9Q (56.377314 sec): 3 clusters Score: Raw -124187.127769 + Penalty 331.263949 = -123855.863820 nChanged 51 SP:Iteration 10F (56.383840 sec): 3 clusters Score: Raw -124214.524200 + Penalty 330.642264 = -123883.881937 nChanged 43 SP:Iteration 11Q (56.389403 sec): 3 clusters Score: Raw -124241.230780 + Penalty 331.375563 = -123909.855217 nChanged 45 SP:Iteration 12Q (56.394915 sec): 3 clusters Score: Raw -124272.391460 + Penalty 333.651130 = -123938.740330 nChanged 31 SP:Iteration 13Q (56.400570 sec): 3 clusters Score: Raw -124289.848645 + Penalty 336.479564 = -123953.369081 nChanged 30 SP:Iteration 14Q (56.406282 sec): 3 clusters Score: Raw -124308.147861 + Penalty 341.905031 = -123966.242830 nChanged 23 SP:Iteration 15Q (56.411676 sec): 3 clusters Score: Raw -124318.902059 + Penalty 346.617553 = -123972.284506 nChanged 20 SP:Iteration 16Q (56.417031 sec): 3 clusters Score: Raw -124329.022083 + Penalty 349.516850 = -123979.505233 nChanged 15 SP:Iteration 17Q (56.422369 sec): 3 clusters Score: Raw -124335.212824 + Penalty 356.465985 = -123978.746839 nChanged 13 SP:Iteration 18F (56.429128 sec): 3 clusters Score: Raw -124339.167091 + Penalty 357.899634 = -123981.267456 nChanged 13 SP:Iteration 19Q (56.434369 sec): 3 clusters Score: Raw -124344.068147 + Penalty 346.754823 = -123997.313324 nChanged 9 SP:Iteration 20F (56.440528 sec): 3 clusters Score: Raw -124346.167634 + Penalty 345.978507 = -124000.189128 nChanged 6 SP:Iteration 21Q (56.445799 sec): 3 clusters Score: Raw -124347.303122 + Penalty 357.228677 = -123990.074446 nChanged 7 SP:Iteration 22F (56.452544 sec): 3 clusters Score: Raw -124351.448739 + Penalty 462.087969 = -123889.360770 nChanged 6 SP:Iteration 23F (56.458965 sec): 3 clusters Score: Raw -124356.705955 + Penalty 164.831528 = -124191.874428 nChanged 1 SP:Iteration 24Q (56.464074 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 SP:Iteration 25F (56.469074 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 Memory request: 0.04 GB would take us to total of 0.36 GB. Trying to split cluster 6 (8916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.511475 sec): 2 clusters Score: Raw -258441.502713 + Penalty 182.799506 = -258258.703207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.527951 sec): 3 clusters Score: Raw -252457.055104 + Penalty 366.106341 = -252090.948763 nChanged 4176 SP:Iteration 1F (56.544309 sec): 3 clusters Score: Raw -254585.410159 + Penalty 371.855907 = -254213.554253 nChanged 1515 SP:Iteration 2F (56.561101 sec): 3 clusters Score: Raw -255407.720879 + Penalty 382.742528 = -255024.978350 nChanged 709 SP:Iteration 3F (56.577261 sec): 3 clusters Score: Raw -255815.477950 + Penalty 392.853592 = -255422.624358 nChanged 436 SP:Iteration 4Q (56.593707 sec): 3 clusters Score: Raw -256066.116196 + Penalty 401.387531 = -255664.728664 nChanged 428 SP:Iteration 5Q (56.610820 sec): 3 clusters Score: Raw -256399.543915 + Penalty 406.572383 = -255992.971533 nChanged 446 SP:Iteration 6F (56.627093 sec): 3 clusters Score: Raw -256852.863006 + Penalty 400.318006 = -256452.545001 nChanged 396 SP:Iteration 7Q (56.643468 sec): 3 clusters Score: Raw -257322.979934 + Penalty 383.883340 = -256939.096593 nChanged 293 SP:Iteration 8Q (56.659323 sec): 3 clusters Score: Raw -257670.695991 + Penalty 369.383745 = -257301.312246 nChanged 224 SP:Iteration 9Q (56.673200 sec): 3 clusters Score: Raw -257879.535134 + Penalty 353.978423 = -257525.556712 nChanged 207 SP:Iteration 10F (56.689275 sec): 3 clusters Score: Raw -258057.401053 + Penalty 343.934797 = -257713.466256 nChanged 165 SP:Iteration 11Q (56.703366 sec): 3 clusters Score: Raw -258187.452729 + Penalty 334.657931 = -257852.794799 nChanged 135 SP:Iteration 12Q (56.716934 sec): 3 clusters Score: Raw -258279.489728 + Penalty 330.684145 = -257948.805584 nChanged 83 SP:Iteration 13Q (56.730284 sec): 3 clusters Score: Raw -258318.400426 + Penalty 324.091046 = -257994.309380 nChanged 70 SP:Iteration 14Q (56.743611 sec): 3 clusters Score: Raw -258342.601677 + Penalty 320.103649 = -258022.498028 nChanged 42 SP:Iteration 15Q (56.756940 sec): 3 clusters Score: Raw -258354.778704 + Penalty 318.157633 = -258036.621070 nChanged 39 SP:Iteration 16Q (56.770039 sec): 3 clusters Score: Raw -258366.298497 + Penalty 317.030994 = -258049.267503 nChanged 36 SP:Iteration 17Q (56.783135 sec): 3 clusters Score: Raw -258375.781910 + Penalty 317.666329 = -258058.115581 nChanged 38 SP:Iteration 18Q (56.796146 sec): 3 clusters Score: Raw -258384.812880 + Penalty 318.346598 = -258066.466283 nChanged 30 SP:Iteration 19Q (56.810031 sec): 3 clusters Score: Raw -258391.922140 + Penalty 319.086438 = -258072.835702 nChanged 28 SP:Iteration 20F (56.826465 sec): 3 clusters Score: Raw -258396.866834 + Penalty 320.955489 = -258075.911345 nChanged 21 SP:Iteration 21Q (56.839602 sec): 3 clusters Score: Raw -258400.864038 + Penalty 320.412820 = -258080.451218 nChanged 25 SP:Iteration 22Q (56.852477 sec): 3 clusters Score: Raw -258405.994645 + Penalty 321.220668 = -258084.773978 nChanged 23 SP:Iteration 23Q (56.865573 sec): 3 clusters Score: Raw -258409.966469 + Penalty 322.076008 = -258087.890461 nChanged 16 SP:Iteration 24Q (56.878389 sec): 3 clusters Score: Raw -258412.216996 + Penalty 323.469314 = -258088.747683 nChanged 12 SP:Iteration 25Q (56.891232 sec): 3 clusters Score: Raw -258414.115554 + Penalty 320.830102 = -258093.285452 nChanged 18 SP:Iteration 26Q (56.904110 sec): 3 clusters Score: Raw -258416.728752 + Penalty 321.709032 = -258095.019720 nChanged 7 SP:Iteration 27Q (56.917417 sec): 3 clusters Score: Raw -258417.351692 + Penalty 321.698189 = -258095.653503 nChanged 7 SP:Iteration 28Q (56.930217 sec): 3 clusters Score: Raw -258418.095087 + Penalty 322.283629 = -258095.811458 nChanged 11 SP:Iteration 29Q (56.943091 sec): 3 clusters Score: Raw -258419.673968 + Penalty 322.387479 = -258097.286489 nChanged 13 SP:Iteration 30F (56.959266 sec): 3 clusters Score: Raw -258421.813843 + Penalty 321.729439 = -258100.084404 nChanged 16 SP:Iteration 31Q (56.972345 sec): 3 clusters Score: Raw -258425.933784 + Penalty 322.029599 = -258103.904185 nChanged 17 SP:Iteration 32Q (56.985172 sec): 3 clusters Score: Raw -258429.264218 + Penalty 319.294392 = -258109.969826 nChanged 14 SP:Iteration 33Q (56.997910 sec): 3 clusters Score: Raw -258432.371662 + Penalty 317.177321 = -258115.194340 nChanged 15 SP:Iteration 34Q (57.011944 sec): 3 clusters Score: Raw -258436.135015 + Penalty 319.076945 = -258117.058071 nChanged 15 SP:Iteration 35Q (57.024819 sec): 3 clusters Score: Raw -258439.013322 + Penalty 320.064269 = -258118.949052 nChanged 11 SP:Iteration 36Q (57.037516 sec): 3 clusters Score: Raw -258440.671467 + Penalty 319.611380 = -258121.060087 nChanged 10 SP:Iteration 37Q (57.050026 sec): 3 clusters Score: Raw -258442.570135 + Penalty 318.892477 = -258123.677658 nChanged 11 SP:Iteration 38Q (57.062741 sec): 3 clusters Score: Raw -258444.618127 + Penalty 318.516401 = -258126.101727 nChanged 9 SP:Iteration 39Q (57.075384 sec): 3 clusters Score: Raw -258446.078910 + Penalty 317.611959 = -258128.466950 nChanged 7 SP:Iteration 40F (57.091209 sec): 3 clusters Score: Raw -258447.419153 + Penalty 314.296257 = -258133.122897 nChanged 10 SP:Iteration 41Q (57.103672 sec): 3 clusters Score: Raw -258449.732426 + Penalty 313.927757 = -258135.804670 nChanged 9 SP:Iteration 42Q (57.116470 sec): 3 clusters Score: Raw -258451.242189 + Penalty 314.887915 = -258136.354274 nChanged 6 SP:Iteration 43Q (57.128957 sec): 3 clusters Score: Raw -258451.934355 + Penalty 311.290664 = -258140.643691 nChanged 7 SP:Iteration 44Q (57.141778 sec): 3 clusters Score: Raw -258453.677936 + Penalty 311.740087 = -258141.937848 nChanged 8 SP:Iteration 45Q (57.154387 sec): 3 clusters Score: Raw -258455.322903 + Penalty 313.623231 = -258141.699672 nChanged 8 SP:Iteration 46F (57.170592 sec): 3 clusters Score: Raw -258457.028347 + Penalty 315.739173 = -258141.289173 nChanged 8 SP:Iteration 47F (57.186315 sec): 3 clusters Score: Raw -258459.263195 + Penalty 316.303126 = -258142.960069 nChanged 9 SP:Iteration 48Q (57.200075 sec): 3 clusters Score: Raw -258460.859721 + Penalty 315.529134 = -258145.330586 nChanged 4 SP:Iteration 49Q (57.213657 sec): 3 clusters Score: Raw -258461.426846 + Penalty 313.798347 = -258147.628499 nChanged 7 SP:Iteration 50F (57.230084 sec): 3 clusters Score: Raw -258463.202269 + Penalty 309.795409 = -258153.406860 nChanged 5 SP:Iteration 51Q (57.242540 sec): 3 clusters Score: Raw -258464.205119 + Penalty 308.476384 = -258155.728735 nChanged 2 SP:Iteration 52Q (57.255223 sec): 3 clusters Score: Raw -258464.430879 + Penalty 306.669595 = -258157.761284 nChanged 4 SP:Iteration 53Q (57.267801 sec): 3 clusters Score: Raw -258465.048115 + Penalty 306.724642 = -258158.323474 nChanged 1 SP:Iteration 54Q (57.280307 sec): 3 clusters Score: Raw -258465.087845 + Penalty 306.724642 = -258158.363203 nChanged 0 SP:Iteration 55F (57.296187 sec): 3 clusters Score: Raw -258465.087845 + Penalty 306.724642 = -258158.363203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.304082 sec): 2 clusters Score: Raw -806.153710 + Penalty 206.715830 = -599.437880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.304356 sec): 3 clusters Score: Raw -820.300868 + Penalty 413.150660 = -407.150208 nChanged 2 SP:Iteration 1F (57.304619 sec): 3 clusters Score: Raw -826.173325 + Penalty 413.150660 = -413.022665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.305152 sec): 2 clusters Score: Raw -842.238494 + Penalty 246.058476 = -596.180019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.305409 sec): 3 clusters Score: Raw -851.271396 + Penalty 486.012580 = -365.258816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.306207 sec): 2 clusters Score: Raw -3671.342310 + Penalty 491.262510 = -3180.079800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.306629 sec): 3 clusters Score: Raw -3698.729185 + Penalty 982.740751 = -2715.988434 nChanged 6 SP:Iteration 1F (57.307043 sec): 3 clusters Score: Raw -3718.241492 + Penalty 982.805234 = -2735.436259 nChanged 2 SP:Iteration 2Q (57.307448 sec): 3 clusters Score: Raw -3723.258420 + Penalty 982.761879 = -2740.496541 nChanged 1 SP:Iteration 3Q (57.307853 sec): 3 clusters Score: Raw -3728.290465 + Penalty 982.761879 = -2745.528586 nChanged 0 SP:Iteration 4F (57.308271 sec): 3 clusters Score: Raw -3728.290465 + Penalty 982.761879 = -2745.528586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.316045 sec): 2 clusters Score: Raw -43632.971450 + Penalty 306.700840 = -43326.270609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.318986 sec): 3 clusters Score: Raw -42750.054737 + Penalty 605.447078 = -42144.607659 nChanged 650 SP:Iteration 1F (57.321932 sec): 3 clusters Score: Raw -43281.596396 + Penalty 596.731309 = -42684.865087 nChanged 136 SP:Iteration 2F (57.324875 sec): 3 clusters Score: Raw -43443.569115 + Penalty 591.202960 = -42852.366155 nChanged 83 SP:Iteration 3F (57.327584 sec): 3 clusters Score: Raw -43547.470982 + Penalty 590.554372 = -42956.916611 nChanged 77 SP:Iteration 4F (57.330296 sec): 3 clusters Score: Raw -43664.846056 + Penalty 589.124465 = -43075.721591 nChanged 70 SP:Iteration 5Q (57.332874 sec): 3 clusters Score: Raw -43739.936714 + Penalty 588.142539 = -43151.794175 nChanged 59 SP:Iteration 6Q (57.335420 sec): 3 clusters Score: Raw -43809.092426 + Penalty 588.954677 = -43220.137749 nChanged 51 SP:Iteration 7Q (57.337940 sec): 3 clusters Score: Raw -43861.538617 + Penalty 590.706278 = -43270.832339 nChanged 40 SP:Iteration 8Q (57.340514 sec): 3 clusters Score: Raw -43893.938626 + Penalty 591.617777 = -43302.320849 nChanged 26 SP:Iteration 9Q (57.343036 sec): 3 clusters Score: Raw -43907.737764 + Penalty 591.822259 = -43315.915505 nChanged 17 SP:Iteration 10F (57.345748 sec): 3 clusters Score: Raw -43915.746770 + Penalty 591.055697 = -43324.691074 nChanged 16 SP:Iteration 11Q (57.348247 sec): 3 clusters Score: Raw -43922.033054 + Penalty 590.998382 = -43331.034672 nChanged 10 SP:Iteration 12Q (57.350810 sec): 3 clusters Score: Raw -43924.195034 + Penalty 591.147506 = -43333.047529 nChanged 3 SP:Iteration 13Q (57.353321 sec): 3 clusters Score: Raw -43924.772302 + Penalty 591.323371 = -43333.448932 nChanged 3 SP:Iteration 14Q (57.355798 sec): 3 clusters Score: Raw -43925.274482 + Penalty 590.983897 = -43334.290585 nChanged 4 SP:Iteration 15Q (57.358275 sec): 3 clusters Score: Raw -43925.944319 + Penalty 590.851235 = -43335.093084 nChanged 3 SP:Iteration 16Q (57.360835 sec): 3 clusters Score: Raw -43926.094144 + Penalty 590.851235 = -43335.242910 nChanged 0 SP:Iteration 17F (57.363672 sec): 3 clusters Score: Raw -43926.094144 + Penalty 590.851235 = -43335.242910 nChanged 0 Score: Raw -1000515.222899 + Penalty 31124.634666 = -969390.588233 Splitting cluster 10 changes total score from -940963.930559 to -969390.588233 So it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.151180 sec): 2 clusters Score: Raw -1153.137769 + Penalty 171.716554 = -981.421215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.151464 sec): 3 clusters Score: Raw -1157.888980 + Penalty 346.948470 = -810.940510 nChanged 4 SP:Iteration 1F (58.151742 sec): 3 clusters Score: Raw -1169.742291 + Penalty 346.948470 = -822.793821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.156624 sec): 2 clusters Score: Raw -42751.489540 + Penalty 64.562587 = -42686.926953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.159323 sec): 3 clusters Score: Raw -41846.773299 + Penalty 131.176873 = -41715.596426 nChanged 655 SP:Iteration 1F (58.161995 sec): 3 clusters Score: Raw -42220.694751 + Penalty 132.470004 = -42088.224747 nChanged 89 SP:Iteration 2F (58.164698 sec): 3 clusters Score: Raw -42286.177904 + Penalty 133.160735 = -42153.017169 nChanged 104 SP:Iteration 3F (58.167352 sec): 3 clusters Score: Raw -42382.499824 + Penalty 132.626067 = -42249.873757 nChanged 103 SP:Iteration 4F (58.169979 sec): 3 clusters Score: Raw -42469.820021 + Penalty 133.103480 = -42336.716541 nChanged 104 SP:Iteration 5F (58.172734 sec): 3 clusters Score: Raw -42561.431370 + Penalty 139.305794 = -42422.125576 nChanged 88 SP:Iteration 6F (58.175441 sec): 3 clusters Score: Raw -42637.960605 + Penalty 140.707610 = -42497.252996 nChanged 50 SP:Iteration 7Q (58.177864 sec): 3 clusters Score: Raw -42678.138565 + Penalty 146.926416 = -42531.212150 nChanged 38 SP:Iteration 8Q (58.180182 sec): 3 clusters Score: Raw -42710.010333 + Penalty 148.775182 = -42561.235151 nChanged 21 SP:Iteration 9Q (58.182406 sec): 3 clusters Score: Raw -42725.110923 + Penalty 156.717321 = -42568.393602 nChanged 18 SP:Iteration 10F (58.185042 sec): 3 clusters Score: Raw -42736.163460 + Penalty 166.256271 = -42569.907190 nChanged 15 SP:Iteration 11Q (58.187182 sec): 3 clusters Score: Raw -42746.800215 + Penalty 179.208567 = -42567.591647 nChanged 8 SP:Iteration 12F (58.189980 sec): 3 clusters Score: Raw -42752.621691 + Penalty 196.988644 = -42555.633046 nChanged 9 SP:Iteration 13F (58.192776 sec): 3 clusters Score: Raw -42759.747097 + Penalty 230.382330 = -42529.364768 nChanged 7 SP:Iteration 14F (58.195399 sec): 3 clusters Score: Raw -42766.490575 + Penalty 262.542236 = -42503.948339 nChanged 5 SP:Iteration 15F (58.197988 sec): 3 clusters Score: Raw -42770.395498 + Penalty 303.143465 = -42467.252033 nChanged 2 SP:Iteration 16F (58.200580 sec): 3 clusters Score: Raw -42771.485725 + Penalty 332.152541 = -42439.333183 nChanged 1 SP:Iteration 17F (58.203194 sec): 3 clusters Score: Raw -42771.398383 + Penalty 370.837669 = -42400.560714 nChanged 1 SP:Iteration 18F (58.205786 sec): 3 clusters Score: Raw -42771.506270 + Penalty 370.837669 = -42400.668601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.208664 sec): 2 clusters Score: Raw -24787.676431 + Penalty 83.048435 = -24704.627996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.210370 sec): 3 clusters Score: Raw -24242.276438 + Penalty 165.148257 = -24077.128181 nChanged 374 SP:Iteration 1F (58.212051 sec): 3 clusters Score: Raw -24437.232764 + Penalty 163.487074 = -24273.745690 nChanged 78 SP:Iteration 2F (58.213706 sec): 3 clusters Score: Raw -24495.043587 + Penalty 162.673603 = -24332.369984 nChanged 73 SP:Iteration 3F (58.215326 sec): 3 clusters Score: Raw -24559.910449 + Penalty 161.687676 = -24398.222773 nChanged 53 SP:Iteration 4F (58.216948 sec): 3 clusters Score: Raw -24635.062588 + Penalty 163.351620 = -24471.710968 nChanged 81 SP:Iteration 5F (58.218607 sec): 3 clusters Score: Raw -24751.383750 + Penalty 165.185357 = -24586.198392 nChanged 62 SP:Iteration 6F (58.220265 sec): 3 clusters Score: Raw -24818.789645 + Penalty 165.627098 = -24653.162547 nChanged 20 SP:Iteration 7Q (58.221832 sec): 3 clusters Score: Raw -24824.563753 + Penalty 165.861728 = -24658.702024 nChanged 5 SP:Iteration 8Q (58.223362 sec): 3 clusters Score: Raw -24825.470008 + Penalty 166.018788 = -24659.451220 nChanged 2 SP:Iteration 9Q (58.224896 sec): 3 clusters Score: Raw -24825.577065 + Penalty 166.018788 = -24659.558277 nChanged 0 SP:Iteration 10F (58.226562 sec): 3 clusters Score: Raw -24825.577065 + Penalty 166.018788 = -24659.558277 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.228831 sec): 2 clusters Score: Raw -17641.939664 + Penalty 127.975377 = -17513.964287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.230096 sec): 3 clusters Score: Raw -17288.951493 + Penalty 255.558498 = -17033.392995 nChanged 245 SP:Iteration 1F (58.231340 sec): 3 clusters Score: Raw -17464.577307 + Penalty 254.459516 = -17210.117791 nChanged 72 SP:Iteration 2F (58.232581 sec): 3 clusters Score: Raw -17512.816368 + Penalty 253.155516 = -17259.660852 nChanged 46 SP:Iteration 3F (58.233818 sec): 3 clusters Score: Raw -17541.789073 + Penalty 251.756329 = -17290.032744 nChanged 30 SP:Iteration 4Q (58.235022 sec): 3 clusters Score: Raw -17563.933679 + Penalty 248.298308 = -17315.635371 nChanged 33 SP:Iteration 5F (58.236284 sec): 3 clusters Score: Raw -17602.576217 + Penalty 243.758657 = -17358.817561 nChanged 27 SP:Iteration 6Q (58.237515 sec): 3 clusters Score: Raw -17662.800740 + Penalty 241.019020 = -17421.781720 nChanged 18 SP:Iteration 7Q (58.238709 sec): 3 clusters Score: Raw -17706.405982 + Penalty 239.480946 = -17466.925036 nChanged 12 SP:Iteration 8Q (58.239864 sec): 3 clusters Score: Raw -17711.463081 + Penalty 238.436251 = -17473.026830 nChanged 3 SP:Iteration 9Q (58.241083 sec): 3 clusters Score: Raw -17713.097597 + Penalty 238.029385 = -17475.068212 nChanged 3 SP:Iteration 10F (58.242386 sec): 3 clusters Score: Raw -17716.844018 + Penalty 237.640871 = -17479.203147 nChanged 4 SP:Iteration 11Q (58.243558 sec): 3 clusters Score: Raw -17720.582749 + Penalty 237.640871 = -17482.941878 nChanged 0 SP:Iteration 12F (58.244783 sec): 3 clusters Score: Raw -17720.582749 + Penalty 237.640871 = -17482.941878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.245386 sec): 2 clusters Score: Raw -810.954077 + Penalty 247.939567 = -563.014510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.245646 sec): 3 clusters Score: Raw -827.958210 + Penalty 479.779229 = -348.178980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.256361 sec): 2 clusters Score: Raw -76390.633466 + Penalty 281.593324 = -76109.040143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.260591 sec): 3 clusters Score: Raw -74967.572946 + Penalty 563.267604 = -74404.305343 nChanged 1024 SP:Iteration 1F (58.264775 sec): 3 clusters Score: Raw -75713.634949 + Penalty 565.365315 = -75148.269635 nChanged 240 SP:Iteration 2F (58.268962 sec): 3 clusters Score: Raw -75831.898200 + Penalty 567.185995 = -75264.712205 nChanged 107 SP:Iteration 3Q (58.273173 sec): 3 clusters Score: Raw -75891.623062 + Penalty 569.177896 = -75322.445166 nChanged 112 SP:Iteration 4Q (58.277444 sec): 3 clusters Score: Raw -75952.045349 + Penalty 571.634617 = -75380.410732 nChanged 99 SP:Iteration 5Q (58.281618 sec): 3 clusters Score: Raw -76003.287346 + Penalty 575.876239 = -75427.411108 nChanged 91 SP:Iteration 6Q (58.285677 sec): 3 clusters Score: Raw -76052.157699 + Penalty 580.494804 = -75471.662895 nChanged 75 SP:Iteration 7Q (58.289728 sec): 3 clusters Score: Raw -76089.546573 + Penalty 584.645016 = -75504.901557 nChanged 62 SP:Iteration 8Q (58.293747 sec): 3 clusters Score: Raw -76120.539034 + Penalty 590.331141 = -75530.207893 nChanged 59 SP:Iteration 9Q (58.297698 sec): 3 clusters Score: Raw -76148.859337 + Penalty 592.990250 = -75555.869087 nChanged 51 SP:Iteration 10F (58.301864 sec): 3 clusters Score: Raw -76172.509838 + Penalty 596.545714 = -75575.964123 nChanged 43 SP:Iteration 11Q (58.305846 sec): 3 clusters Score: Raw -76191.277322 + Penalty 603.237348 = -75588.039974 nChanged 39 SP:Iteration 12Q (58.309718 sec): 3 clusters Score: Raw -76209.471701 + Penalty 607.442267 = -75602.029434 nChanged 39 SP:Iteration 13Q (58.313640 sec): 3 clusters Score: Raw -76225.609443 + Penalty 614.878024 = -75610.731418 nChanged 36 SP:Iteration 14Q (58.317425 sec): 3 clusters Score: Raw -76243.566464 + Penalty 622.544141 = -75621.022323 nChanged 32 SP:Iteration 15Q (58.321174 sec): 3 clusters Score: Raw -76261.151578 + Penalty 627.460680 = -75633.690898 nChanged 29 SP:Iteration 16Q (58.324875 sec): 3 clusters Score: Raw -76278.035215 + Penalty 631.984962 = -75646.050253 nChanged 30 SP:Iteration 17Q (58.328575 sec): 3 clusters Score: Raw -76293.830448 + Penalty 633.967289 = -75659.863159 nChanged 23 SP:Iteration 18Q (58.332327 sec): 3 clusters Score: Raw -76305.427248 + Penalty 639.820430 = -75665.606818 nChanged 21 SP:Iteration 19Q (58.335981 sec): 3 clusters Score: Raw -76314.243910 + Penalty 647.676439 = -75666.567471 nChanged 19 SP:Iteration 20F (58.340183 sec): 3 clusters Score: Raw -76321.817207 + Penalty 650.892684 = -75670.924523 nChanged 19 SP:Iteration 21Q (58.343964 sec): 3 clusters Score: Raw -76329.889051 + Penalty 661.090675 = -75668.798376 nChanged 18 SP:Iteration 22F (58.348221 sec): 3 clusters Score: Raw -76336.285976 + Penalty 667.532946 = -75668.753030 nChanged 13 SP:Iteration 23F (58.352375 sec): 3 clusters Score: Raw -76340.167841 + Penalty 672.733964 = -75667.433877 nChanged 9 SP:Iteration 24F (58.356576 sec): 3 clusters Score: Raw -76343.792210 + Penalty 676.945041 = -75666.847169 nChanged 9 SP:Iteration 25F (58.360738 sec): 3 clusters Score: Raw -76347.274119 + Penalty 682.769022 = -75664.505097 nChanged 6 SP:Iteration 26F (58.365033 sec): 3 clusters Score: Raw -76349.135690 + Penalty 686.191451 = -75662.944239 nChanged 8 SP:Iteration 27F (58.369232 sec): 3 clusters Score: Raw -76351.049289 + Penalty 690.014500 = -75661.034789 nChanged 5 SP:Iteration 28F (58.373427 sec): 3 clusters Score: Raw -76352.040288 + Penalty 696.926604 = -75655.113684 nChanged 9 SP:Iteration 29F (58.377738 sec): 3 clusters Score: Raw -76355.725115 + Penalty 707.492434 = -75648.232681 nChanged 13 SP:Iteration 30F (58.382033 sec): 3 clusters Score: Raw -76360.142567 + Penalty 715.775986 = -75644.366581 nChanged 12 SP:Iteration 31F (58.386189 sec): 3 clusters Score: Raw -76364.905692 + Penalty 726.574453 = -75638.331239 nChanged 13 SP:Iteration 32F (58.390385 sec): 3 clusters Score: Raw -76369.929035 + Penalty 727.778799 = -75642.150236 nChanged 5 SP:Iteration 33Q (58.394049 sec): 3 clusters Score: Raw -76371.212501 + Penalty 735.483213 = -75635.729289 nChanged 7 SP:Iteration 34F (58.398203 sec): 3 clusters Score: Raw -76374.169439 + Penalty 742.252460 = -75631.916979 nChanged 8 SP:Iteration 35F (58.402357 sec): 3 clusters Score: Raw -76377.372572 + Penalty 752.038208 = -75625.334364 nChanged 9 SP:Iteration 36F (58.406530 sec): 3 clusters Score: Raw -76380.609201 + Penalty 751.675267 = -75628.933933 nChanged 5 SP:Iteration 37Q (58.409993 sec): 3 clusters Score: Raw -76383.317754 + Penalty 752.569669 = -75630.748084 nChanged 5 SP:Iteration 38Q (58.413476 sec): 3 clusters Score: Raw -76387.026487 + Penalty 754.844628 = -75632.181859 nChanged 5 SP:Iteration 39Q (58.416926 sec): 3 clusters Score: Raw -76388.576672 + Penalty 759.177394 = -75629.399278 nChanged 6 SP:Iteration 40F (58.421081 sec): 3 clusters Score: Raw -76390.293605 + Penalty 766.609528 = -75623.684077 nChanged 6 SP:Iteration 41F (58.425226 sec): 3 clusters Score: Raw -76392.896710 + Penalty 778.127943 = -75614.768767 nChanged 12 SP:Iteration 42F (58.429447 sec): 3 clusters Score: Raw -76399.566737 + Penalty 790.005458 = -75609.561279 nChanged 10 SP:Iteration 43F (58.433665 sec): 3 clusters Score: Raw -76405.446158 + Penalty 791.240605 = -75614.205553 nChanged 8 SP:Iteration 44Q (58.437066 sec): 3 clusters Score: Raw -76409.744712 + Penalty 803.603341 = -75606.141372 nChanged 7 SP:Iteration 45F (58.441263 sec): 3 clusters Score: Raw -76414.768860 + Penalty 818.445814 = -75596.323045 nChanged 7 SP:Iteration 46F (58.445590 sec): 3 clusters Score: Raw -76418.623917 + Penalty 833.838885 = -75584.785032 nChanged 5 SP:Iteration 47F (58.449856 sec): 3 clusters Score: Raw -76422.127753 + Penalty 834.855961 = -75587.271792 nChanged 5 SP:Iteration 48Q (58.453347 sec): 3 clusters Score: Raw -76425.109700 + Penalty 837.696998 = -75587.412702 nChanged 1 SP:Iteration 49Q (58.456816 sec): 3 clusters Score: Raw -76425.066443 + Penalty 843.061422 = -75582.005021 nChanged 2 SP:Iteration 50F (58.461122 sec): 3 clusters Score: Raw -76426.343319 + Penalty 858.698187 = -75567.645131 nChanged 3 SP:Iteration 51F (58.465444 sec): 3 clusters Score: Raw -76428.357798 + Penalty 864.991862 = -75563.365936 nChanged 3 SP:Iteration 52F (58.469664 sec): 3 clusters Score: Raw -76431.361599 + Penalty 866.172303 = -75565.189295 nChanged 1 SP:Iteration 53Q (58.473088 sec): 3 clusters Score: Raw -76431.888062 + Penalty 866.172303 = -75565.715758 nChanged 0 SP:Iteration 54F (58.477361 sec): 3 clusters Score: Raw -76431.888062 + Penalty 866.172303 = -75565.715758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.482589 sec): 2 clusters Score: Raw -2114.289035 + Penalty 275.385205 = -1838.903830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.482943 sec): 3 clusters Score: Raw -2102.155508 + Penalty 555.255915 = -1546.899593 nChanged 7 SP:Iteration 1F (58.483282 sec): 3 clusters Score: Raw -2109.933583 + Penalty 555.941659 = -1553.991924 nChanged 2 SP:Iteration 2Q (58.483617 sec): 3 clusters Score: Raw -2111.498062 + Penalty 555.941659 = -1555.556403 nChanged 0 SP:Iteration 3F (58.483951 sec): 3 clusters Score: Raw -2111.498062 + Penalty 555.941659 = -1555.556403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.484714 sec): 2 clusters Score: Raw -3716.941347 + Penalty 414.489375 = -3302.451972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.485116 sec): 3 clusters Score: Raw -3709.560939 + Penalty 834.316521 = -2875.244418 nChanged 10 SP:Iteration 1F (58.485514 sec): 3 clusters Score: Raw -3726.132288 + Penalty 847.438737 = -2878.693551 nChanged 9 SP:Iteration 2F (58.485909 sec): 3 clusters Score: Raw -3740.788209 + Penalty 858.665900 = -2882.122309 nChanged 3 SP:Iteration 3Q (58.486303 sec): 3 clusters Score: Raw -3745.297846 + Penalty 861.253383 = -2884.044463 nChanged 1 SP:Iteration 4Q (58.486694 sec): 3 clusters Score: Raw -3746.514492 + Penalty 861.253383 = -2885.261110 nChanged 0 SP:Iteration 5F (58.487090 sec): 3 clusters Score: Raw -3746.514492 + Penalty 861.253383 = -2885.261110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.487564 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.487778 sec): 3 clusters Score: Raw -135.538868 + Penalty 90.265491 = -45.273377 nChanged 1 SP:Iteration 1F (58.487970 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.489780 sec): 2 clusters Score: Raw -13794.320029 + Penalty 569.869855 = -13224.450173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.490837 sec): 3 clusters Score: Raw -13600.633098 + Penalty 1143.183680 = -12457.449418 nChanged 130 SP:Iteration 1F (58.491846 sec): 3 clusters Score: Raw -13738.686546 + Penalty 1153.502166 = -12585.184380 nChanged 62 SP:Iteration 2F (58.492857 sec): 3 clusters Score: Raw -13819.751309 + Penalty 1161.906210 = -12657.845099 nChanged 24 SP:Iteration 3F (58.493894 sec): 3 clusters Score: Raw -13854.557134 + Penalty 1176.199214 = -12678.357920 nChanged 17 SP:Iteration 4Q (58.494887 sec): 3 clusters Score: Raw -13886.088983 + Penalty 1193.163782 = -12692.925202 nChanged 17 SP:Iteration 5Q (58.495867 sec): 3 clusters Score: Raw -13904.472523 + Penalty 1217.963127 = -12686.509396 nChanged 14 SP:Iteration 6F (58.496866 sec): 3 clusters Score: Raw -13925.598204 + Penalty 1234.376737 = -12691.221467 nChanged 8 SP:Iteration 7Q (58.497820 sec): 3 clusters Score: Raw -13940.275812 + Penalty 1257.528210 = -12682.747603 nChanged 8 SP:Iteration 8F (58.498825 sec): 3 clusters Score: Raw -13954.029327 + Penalty 1270.169625 = -12683.859702 nChanged 6 SP:Iteration 9Q (58.499755 sec): 3 clusters Score: Raw -13963.140312 + Penalty 1287.935865 = -12675.204447 nChanged 4 SP:Iteration 10F (58.500756 sec): 3 clusters Score: Raw -13973.564505 + Penalty 1308.741154 = -12664.823352 nChanged 4 SP:Iteration 11F (58.501756 sec): 3 clusters Score: Raw -13984.459084 + Penalty 1322.230114 = -12662.228970 nChanged 3 SP:Iteration 12F (58.502755 sec): 3 clusters Score: Raw -13994.705779 + Penalty 1324.058961 = -12670.646818 nChanged 1 SP:Iteration 13Q (58.503633 sec): 3 clusters Score: Raw -14003.118594 + Penalty 1324.058961 = -12679.059633 nChanged 0 SP:Iteration 14F (58.504635 sec): 3 clusters Score: Raw -14003.118594 + Penalty 1324.058961 = -12679.059633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.506493 sec): 2 clusters Score: Raw -8974.194664 + Penalty 544.426736 = -8429.767928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.507234 sec): 3 clusters Score: Raw -8923.567625 + Penalty 1092.262997 = -7831.304628 nChanged 75 SP:Iteration 1F (58.507964 sec): 3 clusters Score: Raw -9036.360669 + Penalty 1091.815745 = -7944.544924 nChanged 25 SP:Iteration 2F (58.508696 sec): 3 clusters Score: Raw -9083.427930 + Penalty 1090.017094 = -7993.410836 nChanged 13 SP:Iteration 3Q (58.509395 sec): 3 clusters Score: Raw -9104.966509 + Penalty 1087.642633 = -8017.323876 nChanged 13 SP:Iteration 4Q (58.510087 sec): 3 clusters Score: Raw -9119.092145 + Penalty 1087.182807 = -8031.909338 nChanged 5 SP:Iteration 5Q (58.510775 sec): 3 clusters Score: Raw -9129.407978 + Penalty 1087.042327 = -8042.365652 nChanged 1 SP:Iteration 6Q (58.511465 sec): 3 clusters Score: Raw -9129.626510 + Penalty 1086.769066 = -8042.857443 nChanged 2 SP:Iteration 7Q (58.512154 sec): 3 clusters Score: Raw -9131.402422 + Penalty 1086.557970 = -8044.844452 nChanged 1 SP:Iteration 8Q (58.512837 sec): 3 clusters Score: Raw -9132.136614 + Penalty 1085.954496 = -8046.182118 nChanged 2 SP:Iteration 9Q (58.513522 sec): 3 clusters Score: Raw -9135.775039 + Penalty 1085.950817 = -8049.824222 nChanged 1 SP:Iteration 10F (58.514245 sec): 3 clusters Score: Raw -9136.220129 + Penalty 1085.624563 = -8050.595566 nChanged 1 SP:Iteration 11Q (58.514929 sec): 3 clusters Score: Raw -9136.728077 + Penalty 1085.624563 = -8051.103514 nChanged 0 SP:Iteration 12F (58.515653 sec): 3 clusters Score: Raw -9136.728077 + Penalty 1085.624563 = -8051.103514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.516250 sec): 2 clusters Score: Raw -839.055688 + Penalty 265.703105 = -573.352582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.516516 sec): 3 clusters Score: Raw -874.125078 + Penalty 536.126068 = -337.999010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.518006 sec): 2 clusters Score: Raw -11293.944721 + Penalty 263.258402 = -11030.686319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.518894 sec): 3 clusters Score: Raw -11133.664348 + Penalty 520.448633 = -10613.215714 nChanged 127 SP:Iteration 1F (58.519796 sec): 3 clusters Score: Raw -11262.888557 + Penalty 516.306971 = -10746.581586 nChanged 31 SP:Iteration 2F (58.520668 sec): 3 clusters Score: Raw -11297.086336 + Penalty 517.947942 = -10779.138394 nChanged 22 SP:Iteration 3F (58.521535 sec): 3 clusters Score: Raw -11330.223588 + Penalty 519.685573 = -10810.538015 nChanged 20 SP:Iteration 4F (58.522402 sec): 3 clusters Score: Raw -11356.375130 + Penalty 523.611067 = -10832.764063 nChanged 17 SP:Iteration 5Q (58.523220 sec): 3 clusters Score: Raw -11382.907876 + Penalty 526.302074 = -10856.605802 nChanged 11 SP:Iteration 6Q (58.524035 sec): 3 clusters Score: Raw -11392.593564 + Penalty 528.076773 = -10864.516792 nChanged 4 SP:Iteration 7Q (58.524845 sec): 3 clusters Score: Raw -11394.399110 + Penalty 528.462798 = -10865.936313 nChanged 1 SP:Iteration 8Q (58.525652 sec): 3 clusters Score: Raw -11395.091891 + Penalty 528.462798 = -10866.629093 nChanged 0 SP:Iteration 9F (58.526518 sec): 3 clusters Score: Raw -11395.091891 + Penalty 528.462798 = -10866.629093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.527126 sec): 2 clusters Score: Raw -1282.377530 + Penalty 214.835549 = -1067.541981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.527408 sec): 3 clusters Score: Raw -1275.261308 + Penalty 432.482070 = -842.779238 nChanged 1 SP:Iteration 1Q (58.527680 sec): 3 clusters Score: Raw -1276.443751 + Penalty 435.504998 = -840.938753 nChanged 1 SP:Iteration 2F (58.527955 sec): 3 clusters Score: Raw -1277.499455 + Penalty 438.209668 = -839.289787 nChanged 1 SP:Iteration 3F (58.528224 sec): 3 clusters Score: Raw -1279.246487 + Penalty 438.209668 = -841.036820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.529243 sec): 2 clusters Score: Raw -5901.242382 + Penalty 378.360078 = -5522.882304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.529840 sec): 3 clusters Score: Raw -5831.269909 + Penalty 761.964266 = -5069.305643 nChanged 51 SP:Iteration 1F (58.530426 sec): 3 clusters Score: Raw -5875.729123 + Penalty 766.046123 = -5109.683001 nChanged 8 SP:Iteration 2Q (58.531011 sec): 3 clusters Score: Raw -5887.321428 + Penalty 772.407999 = -5114.913429 nChanged 7 SP:Iteration 3Q (58.531591 sec): 3 clusters Score: Raw -5895.316142 + Penalty 773.451542 = -5121.864601 nChanged 1 SP:Iteration 4Q (58.532170 sec): 3 clusters Score: Raw -5896.263546 + Penalty 776.459924 = -5119.803622 nChanged 2 SP:Iteration 5F (58.532742 sec): 3 clusters Score: Raw -5897.217553 + Penalty 777.517266 = -5119.700287 nChanged 1 SP:Iteration 6F (58.533311 sec): 3 clusters Score: Raw -5898.271158 + Penalty 777.517266 = -5120.753892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.533967 sec): 2 clusters Score: Raw -2173.903151 + Penalty 375.463580 = -1798.439571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.534301 sec): 3 clusters Score: Raw -2200.747794 + Penalty 753.173046 = -1447.574747 nChanged 5 SP:Iteration 1F (58.534629 sec): 3 clusters Score: Raw -2215.575938 + Penalty 753.173046 = -1462.402891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.535170 sec): 2 clusters Score: Raw -866.429179 + Penalty 225.229322 = -641.199857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.535433 sec): 3 clusters Score: Raw -890.387308 + Penalty 448.815330 = -441.571978 nChanged 1 SP:Iteration 1Q (58.535676 sec): 3 clusters Score: Raw -896.874293 + Penalty 448.815330 = -448.058963 nChanged 0 SP:Iteration 2F (58.535951 sec): 3 clusters Score: Raw -896.874293 + Penalty 448.815330 = -448.058963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.536475 sec): 2 clusters Score: Raw -767.969392 + Penalty 255.603798 = -512.365594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.536726 sec): 3 clusters Score: Raw -794.258840 + Penalty 514.818841 = -279.439999 nChanged 1 SP:Iteration 1Q (58.536969 sec): 3 clusters Score: Raw -796.241968 + Penalty 514.818841 = -281.423127 nChanged 0 SP:Iteration 2F (58.537216 sec): 3 clusters Score: Raw -796.241968 + Penalty 514.818841 = -281.423127 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 47 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.543458 sec): 2 clusters Score: Raw -65245.447775 + Penalty 254.821762 = -64990.626013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.547086 sec): 3 clusters Score: Raw -64053.921052 + Penalty 510.094191 = -63543.826860 nChanged 848 SP:Iteration 1F (58.550750 sec): 3 clusters Score: Raw -64525.138666 + Penalty 511.456359 = -64013.682307 nChanged 187 SP:Iteration 2F (58.554364 sec): 3 clusters Score: Raw -64621.277277 + Penalty 513.349082 = -64107.928195 nChanged 136 SP:Iteration 3F (58.558182 sec): 3 clusters Score: Raw -64687.968258 + Penalty 515.496723 = -64172.471534 nChanged 96 SP:Iteration 4F (58.561673 sec): 3 clusters Score: Raw -64731.756656 + Penalty 517.826968 = -64213.929688 nChanged 82 SP:Iteration 5Q (58.565145 sec): 3 clusters Score: Raw -64776.833817 + Penalty 520.262946 = -64256.570871 nChanged 87 SP:Iteration 6Q (58.568623 sec): 3 clusters Score: Raw -64834.124115 + Penalty 522.006137 = -64312.117978 nChanged 89 SP:Iteration 7Q (58.572079 sec): 3 clusters Score: Raw -64904.817764 + Penalty 522.826366 = -64381.991398 nChanged 83 SP:Iteration 8Q (58.575627 sec): 3 clusters Score: Raw -64953.149768 + Penalty 523.111391 = -64430.038377 nChanged 54 SP:Iteration 9Q (58.579182 sec): 3 clusters Score: Raw -64979.310223 + Penalty 523.323070 = -64455.987153 nChanged 44 SP:Iteration 10F (58.582772 sec): 3 clusters Score: Raw -64991.535096 + Penalty 524.686081 = -64466.849016 nChanged 25 SP:Iteration 11Q (58.586122 sec): 3 clusters Score: Raw -64998.328688 + Penalty 525.633554 = -64472.695134 nChanged 16 SP:Iteration 12Q (58.589465 sec): 3 clusters Score: Raw -65004.966760 + Penalty 526.631783 = -64478.334977 nChanged 22 SP:Iteration 13Q (58.592804 sec): 3 clusters Score: Raw -65013.085154 + Penalty 527.599174 = -64485.485980 nChanged 25 SP:Iteration 14Q (58.596113 sec): 3 clusters Score: Raw -65020.673298 + Penalty 528.262690 = -64492.410609 nChanged 18 SP:Iteration 15Q (58.599404 sec): 3 clusters Score: Raw -65024.538462 + Penalty 529.446734 = -64495.091728 nChanged 14 SP:Iteration 16Q (58.602798 sec): 3 clusters Score: Raw -65029.840593 + Penalty 530.465574 = -64499.375019 nChanged 20 SP:Iteration 17Q (58.606188 sec): 3 clusters Score: Raw -65034.981994 + Penalty 531.783331 = -64503.198663 nChanged 18 SP:Iteration 18Q (58.609522 sec): 3 clusters Score: Raw -65039.700443 + Penalty 532.503482 = -64507.196961 nChanged 15 SP:Iteration 19Q (58.612778 sec): 3 clusters Score: Raw -65042.385711 + Penalty 533.016048 = -64509.369663 nChanged 9 SP:Iteration 20F (58.616250 sec): 3 clusters Score: Raw -65043.796725 + Penalty 533.373755 = -64510.422970 nChanged 9 SP:Iteration 21Q (58.619489 sec): 3 clusters Score: Raw -65045.196215 + Penalty 534.101696 = -64511.094519 nChanged 9 SP:Iteration 22Q (58.622719 sec): 3 clusters Score: Raw -65046.640041 + Penalty 534.164224 = -64512.475818 nChanged 6 SP:Iteration 23Q (58.625939 sec): 3 clusters Score: Raw -65047.486474 + Penalty 534.408944 = -64513.077530 nChanged 4 SP:Iteration 24Q (58.629205 sec): 3 clusters Score: Raw -65047.620944 + Penalty 534.578261 = -64513.042683 nChanged 2 SP:Iteration 25F (58.632750 sec): 3 clusters Score: Raw -65047.723918 + Penalty 534.869859 = -64512.854059 nChanged 4 SP:Iteration 26F (58.636324 sec): 3 clusters Score: Raw -65048.024178 + Penalty 535.005801 = -64513.018377 nChanged 4 SP:Iteration 27Q (58.639680 sec): 3 clusters Score: Raw -65048.365041 + Penalty 535.302888 = -64513.062153 nChanged 4 SP:Iteration 28Q (58.642898 sec): 3 clusters Score: Raw -65048.655428 + Penalty 535.487656 = -64513.167772 nChanged 3 SP:Iteration 29Q (58.646158 sec): 3 clusters Score: Raw -65048.873392 + Penalty 536.044985 = -64512.828407 nChanged 4 SP:Iteration 30F (58.649740 sec): 3 clusters Score: Raw -65049.052383 + Penalty 536.394674 = -64512.657709 nChanged 4 SP:Iteration 31F (58.653401 sec): 3 clusters Score: Raw -65049.456722 + Penalty 537.108115 = -64512.348607 nChanged 8 SP:Iteration 32F (58.657001 sec): 3 clusters Score: Raw -65050.574451 + Penalty 537.128545 = -64513.445905 nChanged 8 SP:Iteration 33Q (58.660299 sec): 3 clusters Score: Raw -65051.886955 + Penalty 538.369056 = -64513.517899 nChanged 8 SP:Iteration 34Q (58.663591 sec): 3 clusters Score: Raw -65052.824984 + Penalty 538.800731 = -64514.024253 nChanged 4 SP:Iteration 35Q (58.666784 sec): 3 clusters Score: Raw -65053.287755 + Penalty 538.400613 = -64514.887142 nChanged 3 SP:Iteration 36Q (58.670133 sec): 3 clusters Score: Raw -65053.924671 + Penalty 538.647805 = -64515.276866 nChanged 2 SP:Iteration 37Q (58.673378 sec): 3 clusters Score: Raw -65054.025968 + Penalty 538.848585 = -64515.177384 nChanged 2 SP:Iteration 38F (58.676838 sec): 3 clusters Score: Raw -65054.033494 + Penalty 538.718019 = -64515.315475 nChanged 2 SP:Iteration 39Q (58.680258 sec): 3 clusters Score: Raw -65054.246767 + Penalty 538.788265 = -64515.458502 nChanged 2 SP:Iteration 40F (58.683875 sec): 3 clusters Score: Raw -65054.297567 + Penalty 538.769090 = -64515.528478 nChanged 3 SP:Iteration 41Q (58.687064 sec): 3 clusters Score: Raw -65054.451392 + Penalty 538.872902 = -64515.578491 nChanged 5 SP:Iteration 42Q (58.690263 sec): 3 clusters Score: Raw -65054.885279 + Penalty 539.727537 = -64515.157743 nChanged 5 SP:Iteration 43F (58.693750 sec): 3 clusters Score: Raw -65055.432594 + Penalty 540.070787 = -64515.361807 nChanged 4 SP:Iteration 44Q (58.697007 sec): 3 clusters Score: Raw -65056.202208 + Penalty 540.634921 = -64515.567287 nChanged 8 SP:Iteration 45Q (58.700233 sec): 3 clusters Score: Raw -65057.407673 + Penalty 539.731067 = -64517.676606 nChanged 10 SP:Iteration 46Q (58.703531 sec): 3 clusters Score: Raw -65059.082558 + Penalty 540.793122 = -64518.289436 nChanged 9 SP:Iteration 47Q (58.706757 sec): 3 clusters Score: Raw -65059.968341 + Penalty 541.354320 = -64518.614021 nChanged 5 SP:Iteration 48Q (58.709924 sec): 3 clusters Score: Raw -65060.756857 + Penalty 541.179520 = -64519.577337 nChanged 5 SP:Iteration 49Q (58.713076 sec): 3 clusters Score: Raw -65061.204563 + Penalty 541.068753 = -64520.135810 nChanged 3 SP:Iteration 50F (58.716538 sec): 3 clusters Score: Raw -65061.363401 + Penalty 541.607879 = -64519.755523 nChanged 2 SP:Iteration 51F (58.720094 sec): 3 clusters Score: Raw -65061.704966 + Penalty 541.632909 = -64520.072057 nChanged 2 SP:Iteration 52Q (58.723248 sec): 3 clusters Score: Raw -65061.932248 + Penalty 541.374388 = -64520.557860 nChanged 2 SP:Iteration 53Q (58.726393 sec): 3 clusters Score: Raw -65062.634000 + Penalty 541.381178 = -64521.252822 nChanged 5 SP:Iteration 54Q (58.729591 sec): 3 clusters Score: Raw -65064.296923 + Penalty 541.844190 = -64522.452733 nChanged 11 SP:Iteration 55Q (58.732833 sec): 3 clusters Score: Raw -65068.484844 + Penalty 541.408181 = -64527.076664 nChanged 15 SP:Iteration 56Q (58.735997 sec): 3 clusters Score: Raw -65074.849247 + Penalty 543.400147 = -64531.449100 nChanged 16 SP:Iteration 57Q (58.739117 sec): 3 clusters Score: Raw -65081.102218 + Penalty 545.015410 = -64536.086808 nChanged 16 SP:Iteration 58Q (58.742237 sec): 3 clusters Score: Raw -65085.857931 + Penalty 546.201004 = -64539.656927 nChanged 11 SP:Iteration 59Q (58.745355 sec): 3 clusters Score: Raw -65088.663911 + Penalty 546.460412 = -64542.203499 nChanged 10 SP:Iteration 60F (58.748896 sec): 3 clusters Score: Raw -65091.364423 + Penalty 545.212844 = -64546.151579 nChanged 13 SP:Iteration 61Q (58.751972 sec): 3 clusters Score: Raw -65098.656451 + Penalty 542.630993 = -64556.025458 nChanged 10 SP:Iteration 62Q (58.755338 sec): 3 clusters Score: Raw -65104.440729 + Penalty 540.771252 = -64563.669477 nChanged 10 SP:Iteration 63Q (58.758494 sec): 3 clusters Score: Raw -65112.844232 + Penalty 537.777089 = -64575.067144 nChanged 17 SP:Iteration 64Q (58.761578 sec): 3 clusters Score: Raw -65129.677629 + Penalty 535.784259 = -64593.893369 nChanged 17 SP:Iteration 65Q (58.764621 sec): 3 clusters Score: Raw -65143.977306 + Penalty 534.235141 = -64609.742165 nChanged 15 SP:Iteration 66Q (58.767648 sec): 3 clusters Score: Raw -65154.557395 + Penalty 534.647067 = -64619.910328 nChanged 18 SP:Iteration 67Q (58.770645 sec): 3 clusters Score: Raw -65166.776781 + Penalty 533.426503 = -64633.350278 nChanged 19 SP:Iteration 68Q (58.773631 sec): 3 clusters Score: Raw -65175.192303 + Penalty 528.950468 = -64646.241835 nChanged 18 SP:Iteration 69Q (58.776613 sec): 3 clusters Score: Raw -65185.988843 + Penalty 527.177417 = -64658.811426 nChanged 13 SP:Iteration 70F (58.780343 sec): 3 clusters Score: Raw -65189.600179 + Penalty 527.061221 = -64662.538958 nChanged 6 SP:Iteration 71Q (58.783429 sec): 3 clusters Score: Raw -65193.182966 + Penalty 525.350062 = -64667.832904 nChanged 5 SP:Iteration 72Q (58.786380 sec): 3 clusters Score: Raw -65195.106653 + Penalty 526.108759 = -64668.997894 nChanged 5 SP:Iteration 73Q (58.789316 sec): 3 clusters Score: Raw -65196.680533 + Penalty 525.269776 = -64671.410757 nChanged 5 SP:Iteration 74Q (58.792258 sec): 3 clusters Score: Raw -65198.262953 + Penalty 523.276706 = -64674.986247 nChanged 4 SP:Iteration 75Q (58.795213 sec): 3 clusters Score: Raw -65199.613581 + Penalty 522.876866 = -64676.736714 nChanged 2 SP:Iteration 76Q (58.798206 sec): 3 clusters Score: Raw -65199.911844 + Penalty 522.451058 = -64677.460787 nChanged 1 SP:Iteration 77Q (58.801180 sec): 3 clusters Score: Raw -65199.975500 + Penalty 522.832366 = -64677.143134 nChanged 1 SP:Iteration 78F (58.804838 sec): 3 clusters Score: Raw -65200.144504 + Penalty 522.182346 = -64677.962157 nChanged 2 SP:Iteration 79Q (58.807823 sec): 3 clusters Score: Raw -65200.388398 + Penalty 522.193946 = -64678.194451 nChanged 1 SP:Iteration 80F (58.811323 sec): 3 clusters Score: Raw -65200.520859 + Penalty 522.193946 = -64678.326913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.813031 sec): 2 clusters Score: Raw -138.532533 + Penalty 80.213115 = -58.319418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.813254 sec): 3 clusters Score: Raw -134.620395 + Penalty 147.969806 = 13.349411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.813884 sec): 2 clusters Score: Raw -1754.642417 + Penalty 332.162842 = -1422.479575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.814202 sec): 3 clusters Score: Raw -1763.439160 + Penalty 664.199126 = -1099.240034 nChanged 3 SP:Iteration 1F (58.814511 sec): 3 clusters Score: Raw -1767.581078 + Penalty 664.199126 = -1103.381951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.815316 sec): 2 clusters Score: Raw -3688.604484 + Penalty 435.221614 = -3253.382870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.815755 sec): 3 clusters Score: Raw -3676.084655 + Penalty 870.801443 = -2805.283212 nChanged 17 SP:Iteration 1F (58.816185 sec): 3 clusters Score: Raw -3703.867073 + Penalty 871.635715 = -2832.231358 nChanged 4 SP:Iteration 2Q (58.816639 sec): 3 clusters Score: Raw -3708.229283 + Penalty 871.834646 = -2836.394637 nChanged 1 SP:Iteration 3Q (58.817062 sec): 3 clusters Score: Raw -3708.820986 + Penalty 871.834646 = -2836.986340 nChanged 0 SP:Iteration 4F (58.817493 sec): 3 clusters Score: Raw -3708.820986 + Penalty 871.834646 = -2836.986340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.818047 sec): 2 clusters Score: Raw -1000.623925 + Penalty 301.996112 = -698.627813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.818317 sec): 3 clusters Score: Raw -1051.650090 + Penalty 603.809197 = -447.840893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.818976 sec): 2 clusters Score: Raw -1994.887588 + Penalty 119.388919 = -1875.498669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.819323 sec): 3 clusters Score: Raw -1968.943537 + Penalty 223.456444 = -1745.487093 nChanged 20 SP:Iteration 1F (58.819662 sec): 3 clusters Score: Raw -2011.797121 + Penalty 203.594972 = -1808.202149 nChanged 16 SP:Iteration 2F (58.820000 sec): 3 clusters Score: Raw -2050.782637 + Penalty 201.531305 = -1849.251332 nChanged 1 SP:Iteration 3Q (58.820314 sec): 3 clusters Score: Raw -2052.742825 + Penalty 201.531305 = -1851.211520 nChanged 0 SP:Iteration 4F (58.820651 sec): 3 clusters Score: Raw -2052.742825 + Penalty 201.531305 = -1851.211520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.821116 sec): 2 clusters Score: Raw -67.516728 + Penalty 27.167138 = -40.349590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.821315 sec): 3 clusters Score: Raw -62.105818 + Penalty 54.334275 = -7.771543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.821784 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.821995 sec): 3 clusters Score: Raw -100.385268 + Penalty 164.415911 = 64.030643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.822458 sec): 2 clusters Score: Raw -68.220669 + Penalty 49.200935 = -19.019734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.822665 sec): 3 clusters Score: Raw -63.190601 + Penalty 98.401870 = 35.211269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.823143 sec): 2 clusters Score: Raw -221.617104 + Penalty 137.555006 = -84.062097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.823361 sec): 3 clusters Score: Raw -218.397019 + Penalty 278.107700 = 59.710680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.823858 sec): 2 clusters Score: Raw -470.886100 + Penalty 207.607515 = -263.278585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.824093 sec): 3 clusters Score: Raw -485.972221 + Penalty 384.234613 = -101.737608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.824567 sec): 2 clusters Score: Raw -216.224263 + Penalty 136.486470 = -79.737793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.824785 sec): 3 clusters Score: Raw -216.780872 + Penalty 273.052430 = 56.271558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.825267 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.825465 sec): 3 clusters Score: Raw -64.434495 + Penalty 71.698930 = 7.264434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.825930 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.826124 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.826612 sec): 2 clusters Score: Raw -340.548609 + Penalty 171.665033 = -168.883576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.826838 sec): 3 clusters Score: Raw -335.859276 + Penalty 341.469126 = 5.609851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.827301 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.827493 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.827965 sec): 2 clusters Score: Raw -176.695680 + Penalty 111.473259 = -65.222422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.828182 sec): 3 clusters Score: Raw -176.305005 + Penalty 218.049689 = 41.744684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.828641 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.828831 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.829300 sec): 2 clusters Score: Raw -138.426079 + Penalty 69.665940 = -68.760139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.829510 sec): 3 clusters Score: Raw -136.863707 + Penalty 183.423561 = 46.559854 nChanged 0 Deleting Class 117 (9 points): Lose 41.384884 but Gain 815.525798 Iteration 119Q (59.065209 sec): 49 clusters Score: Raw -973575.459200 + Penalty 30301.145355 = -943274.313845 nChanged 182 Deleting Class 70 (6 points): Lose 27.445992 but Gain 801.358785 Iteration 120F (59.861127 sec): 48 clusters Score: Raw -973659.775235 + Penalty 29529.360085 = -944130.415151 nChanged 144 Deleting Class 45 (24 points): Lose 73.626975 but Gain 839.530277 Iteration 121Q (59.986755 sec): 47 clusters Score: Raw -973637.749894 + Penalty 28762.028809 = -944875.721085 nChanged 81 Deleting Class 4 (34 points): Lose 77.554543 but Gain 842.321830 Iteration 122Q (60.108259 sec): 46 clusters Score: Raw -973625.799976 + Penalty 27942.276752 = -945683.523224 nChanged 71 Deleting Class 59 (29 points): Lose 169.921828 but Gain 930.975891 Iteration 123Q (60.229185 sec): 45 clusters Score: Raw -973531.787249 + Penalty 27036.980444 = -946494.806805 nChanged 65 Deleting Class 93 (6 points): Lose 38.814181 but Gain 795.133779 Iteration 124Q (60.348427 sec): 44 clusters Score: Raw -973561.044378 + Penalty 26267.869218 = -947293.175160 nChanged 34 Deleting Class 34 (27 points): Lose 90.153430 but Gain 841.513781 Iteration 125Q (60.468046 sec): 43 clusters Score: Raw -973489.684666 + Penalty 25491.157020 = -947998.527646 nChanged 41 Deleting Class 72 (14 points): Lose 80.247608 but Gain 821.153893 Iteration 126Q (60.586128 sec): 42 clusters Score: Raw -973459.002485 + Penalty 24685.205322 = -948773.797163 nChanged 30 Deleting Class 17 (28 points): Lose 85.450414 but Gain 814.180520 Iteration 127Q (60.703691 sec): 41 clusters Score: Raw -973405.818207 + Penalty 23897.434120 = -949508.384087 nChanged 43 Deleting Class 68 (2 points): Lose 12.247477 but Gain 740.931750 Iteration 128Q (60.820237 sec): 40 clusters Score: Raw -973448.492190 + Penalty 23156.174099 = -950292.318092 nChanged 18 Deleting Class 8 (27 points): Lose 77.509471 but Gain 791.396401 Iteration 129Q (60.934439 sec): 39 clusters Score: Raw -973378.767576 + Penalty 22388.003264 = -950990.764311 nChanged 37 Deleting Class 134 (5 points): Lose 16.441529 but Gain 722.980826 Iteration 130F (61.565407 sec): 38 clusters Score: Raw -973413.721430 + Penalty 21671.612274 = -951742.109155 nChanged 23 Deleting Class 9 (111 points): Lose 379.701180 but Gain 1085.393426 Iteration 131Q (61.680314 sec): 37 clusters Score: Raw -973047.477603 + Penalty 20631.229198 = -952416.248405 nChanged 126 Deleting Class 54 (73 points): Lose 148.103449 but Gain 847.542137 Iteration 132Q (61.794876 sec): 36 clusters Score: Raw -973082.998180 + Penalty 19816.741655 = -953266.256525 nChanged 96 Deleting Class 65 (3 points): Lose 20.363672 but Gain 716.079814 Iteration 133Q (61.909257 sec): 35 clusters Score: Raw -973188.168669 + Penalty 19107.960731 = -954080.207938 nChanged 39 Deleting Class 136 (1 points): Lose 4.376370 but Gain 671.705875 Iteration 134Q (62.021521 sec): 34 clusters Score: Raw -973208.454740 + Penalty 18429.400509 = -954779.054231 nChanged 37 Deleting Class 21 (4 points): Lose 15.732152 but Gain 679.667652 Iteration 135Q (62.135599 sec): 33 clusters Score: Raw -973214.138886 + Penalty 17747.711568 = -955466.427319 nChanged 32 Deleting Class 115 (2 points): Lose 8.301573 but Gain 648.341362 Iteration 136Q (62.246509 sec): 32 clusters Score: Raw -973220.700329 + Penalty 17111.131891 = -956109.568437 nChanged 36 Deleting Class 129 (2 points): Lose 6.912880 but Gain 633.528920 Iteration 137Q (62.355916 sec): 31 clusters Score: Raw -973226.472603 + Penalty 16485.035234 = -956741.437370 nChanged 32 Deleting Class 56 (115 points): Lose 318.755302 but Gain 948.483396 Iteration 138Q (62.467250 sec): 30 clusters Score: Raw -972918.397673 + Penalty 15592.423441 = -957325.974233 nChanged 133 Deleting Class 43 (30 points): Lose 155.439461 but Gain 739.710143 Iteration 139Q (62.577075 sec): 29 clusters Score: Raw -973004.244848 + Penalty 14984.367287 = -958019.877561 nChanged 77 Deleting Class 53 (4 points): Lose 23.405471 but Gain 603.976768 Iteration 140F (63.057583 sec): 28 clusters Score: Raw -973059.835587 + Penalty 14388.917031 = -958670.918556 nChanged 43 Deleting Class 38 (33 points): Lose 103.780279 but Gain 666.262157 Iteration 141Q (63.166767 sec): 27 clusters Score: Raw -972978.102729 + Penalty 13727.634786 = -959250.467943 nChanged 63 Deleting Class 20 (115 points): Lose 395.559830 but Gain 943.132832 Iteration 142Q (63.273400 sec): 26 clusters Score: Raw -972628.662051 + Penalty 12822.064833 = -959806.597218 nChanged 141 Deleting Class 113 (2 points): Lose 3.061245 but Gain 539.867926 Iteration 143Q (63.380773 sec): 25 clusters Score: Raw -972836.118043 + Penalty 12268.707513 = -960567.410530 nChanged 73 Deleting Class 7 (64 points): Lose 169.532953 but Gain 692.212843 Iteration 144Q (63.488950 sec): 24 clusters Score: Raw -972703.795128 + Penalty 11574.766670 = -961129.028458 nChanged 107 Deleting Class 19 (132 points): Lose 240.787521 but Gain 749.252910 Iteration 145Q (63.593238 sec): 23 clusters Score: Raw -972577.081634 + Penalty 10840.152079 = -961736.929555 nChanged 197 Deleting Class 62 (4 points): Lose 42.103545 but Gain 525.487345 Iteration 146Q (63.697627 sec): 22 clusters Score: Raw -972795.982384 + Penalty 10317.761724 = -962478.220660 nChanged 108 Deleting Class 142 (4 points): Lose 55.142472 but Gain 524.560226 Iteration 147Q (63.800412 sec): 21 clusters Score: Raw -972780.322209 + Penalty 9799.687271 = -962980.634938 nChanged 74 Deleting Class 40 (75 points): Lose 491.925853 but Gain 944.349917 Iteration 148Q (63.902630 sec): 20 clusters Score: Raw -972317.636816 + Penalty 8894.861207 = -963422.775609 nChanged 124 Deleting Class 11 (42 points): Lose 117.027398 but Gain 540.422097 Iteration 149Q (64.004065 sec): 19 clusters Score: Raw -972413.246288 + Penalty 8363.054191 = -964050.192097 nChanged 125 Iteration 150F (64.325680 sec): 19 clusters Score: Raw -972494.966217 + Penalty 8368.331203 = -964126.635015 nChanged 65 Iteration 151Q (64.426429 sec): 19 clusters Score: Raw -972519.081039 + Penalty 8379.147429 = -964139.933610 nChanged 54 Iteration 152Q (64.526896 sec): 19 clusters Score: Raw -972534.079495 + Penalty 8388.892293 = -964145.187203 nChanged 42 Iteration 153Q (64.627382 sec): 19 clusters Score: Raw -972541.875231 + Penalty 8398.627285 = -964143.247946 nChanged 38 Iteration 154F (64.949138 sec): 19 clusters Score: Raw -972553.144054 + Penalty 8399.031067 = -964154.112987 nChanged 33 Iteration 155Q (65.049961 sec): 19 clusters Score: Raw -972558.898796 + Penalty 8398.307123 = -964160.591673 nChanged 25 Iteration 156Q (65.150713 sec): 19 clusters Score: Raw -972562.707005 + Penalty 8402.786931 = -964159.920074 nChanged 34 Iteration 157F (65.471712 sec): 19 clusters Score: Raw -972568.557957 + Penalty 8403.170883 = -964165.387074 nChanged 20 Iteration 158Q (65.572309 sec): 19 clusters Score: Raw -972571.030371 + Penalty 8404.635435 = -964166.394937 nChanged 20 Iteration 159Q (65.674200 sec): 19 clusters Score: Raw -972574.342048 + Penalty 8404.444449 = -964169.897599 nChanged 17 Iteration 160F (65.997009 sec): 19 clusters Score: Raw -972577.013748 + Penalty 8404.368160 = -964172.645588 nChanged 13 Iteration 161Q (66.097067 sec): 19 clusters Score: Raw -972578.108718 + Penalty 8405.581296 = -964172.527422 nChanged 13 Iteration 162F (66.419284 sec): 19 clusters Score: Raw -972579.680737 + Penalty 8409.220472 = -964170.460265 nChanged 17 Iteration 163F (66.740819 sec): 19 clusters Score: Raw -972582.681591 + Penalty 8411.292195 = -964171.389396 nChanged 15 Iteration 164Q (66.841243 sec): 19 clusters Score: Raw -972585.448671 + Penalty 8413.556830 = -964171.891840 nChanged 10 Iteration 165Q (66.941071 sec): 19 clusters Score: Raw -972586.981090 + Penalty 8413.090441 = -964173.890648 nChanged 7 Iteration 166Q (67.040796 sec): 19 clusters Score: Raw -972587.617805 + Penalty 8412.825695 = -964174.792111 nChanged 3 Iteration 167Q (67.140503 sec): 19 clusters Score: Raw -972587.803710 + Penalty 8412.446373 = -964175.357337 nChanged 2 Iteration 168Q (67.240811 sec): 19 clusters Score: Raw -972587.959223 + Penalty 8412.475460 = -964175.483763 nChanged 2 Iteration 169Q (67.340874 sec): 19 clusters Score: Raw -972587.988463 + Penalty 8412.215137 = -964175.773326 nChanged 1 Iteration 170F (67.663404 sec): 19 clusters Score: Raw -972588.095410 + Penalty 8412.215137 = -964175.880273 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -972588.095410 + Penalty 8412.215137 = -964175.880273Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.773675 sec): 2 clusters Score: Raw -55945.146983 + Penalty 255.792197 = -55689.354786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.776710 sec): 3 clusters Score: Raw -54927.128655 + Penalty 517.175739 = -54409.952916 nChanged 704 SP:Iteration 1F (67.779669 sec): 3 clusters Score: Raw -55496.837602 + Penalty 544.107556 = -54952.730046 nChanged 230 SP:Iteration 2F (67.782727 sec): 3 clusters Score: Raw -55724.915549 + Penalty 576.102847 = -55148.812702 nChanged 123 SP:Iteration 3F (67.785719 sec): 3 clusters Score: Raw -55902.969124 + Penalty 591.135803 = -55311.833321 nChanged 55 SP:Iteration 4Q (67.788531 sec): 3 clusters Score: Raw -55974.790843 + Penalty 594.215545 = -55380.575298 nChanged 34 SP:Iteration 5Q (67.791219 sec): 3 clusters Score: Raw -56006.096435 + Penalty 596.583098 = -55409.513336 nChanged 14 SP:Iteration 6Q (67.793847 sec): 3 clusters Score: Raw -56015.374190 + Penalty 598.522189 = -55416.852001 nChanged 12 SP:Iteration 7Q (67.796502 sec): 3 clusters Score: Raw -56024.295856 + Penalty 598.383072 = -55425.912784 nChanged 12 SP:Iteration 8Q (67.799094 sec): 3 clusters Score: Raw -56028.475265 + Penalty 600.345833 = -55428.129433 nChanged 6 SP:Iteration 9Q (67.801686 sec): 3 clusters Score: Raw -56030.995435 + Penalty 600.796951 = -55430.198484 nChanged 5 SP:Iteration 10F (67.804654 sec): 3 clusters Score: Raw -56032.170242 + Penalty 600.445009 = -55431.725232 nChanged 5 SP:Iteration 11Q (67.807272 sec): 3 clusters Score: Raw -56033.523398 + Penalty 602.383372 = -55431.140026 nChanged 3 SP:Iteration 12F (67.810294 sec): 3 clusters Score: Raw -56034.528591 + Penalty 600.890089 = -55433.638502 nChanged 3 SP:Iteration 13Q (67.812856 sec): 3 clusters Score: Raw -56035.330664 + Penalty 600.302715 = -55435.027949 nChanged 2 SP:Iteration 14Q (67.815424 sec): 3 clusters Score: Raw -56035.565258 + Penalty 599.592861 = -55435.972397 nChanged 1 SP:Iteration 15Q (67.817986 sec): 3 clusters Score: Raw -56035.631996 + Penalty 599.260351 = -55436.371644 nChanged 1 SP:Iteration 16Q (67.820544 sec): 3 clusters Score: Raw -56035.586829 + Penalty 599.260351 = -55436.326477 nChanged 0 SP:Iteration 17F (67.823513 sec): 3 clusters Score: Raw -56035.586829 + Penalty 599.260351 = -55436.326477 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 2 (5579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.848378 sec): 2 clusters Score: Raw -189328.060832 + Penalty 386.741972 = -188941.318860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.858560 sec): 3 clusters Score: Raw -185882.600781 + Penalty 774.002939 = -185108.597842 nChanged 2522 SP:Iteration 1F (67.868636 sec): 3 clusters Score: Raw -187505.249128 + Penalty 775.827217 = -186729.421911 nChanged 409 SP:Iteration 2F (67.878526 sec): 3 clusters Score: Raw -187744.039281 + Penalty 778.659420 = -186965.379862 nChanged 348 SP:Iteration 3F (67.888695 sec): 3 clusters Score: Raw -188002.714196 + Penalty 780.538776 = -187222.175420 nChanged 321 SP:Iteration 4F (67.898670 sec): 3 clusters Score: Raw -188288.442034 + Penalty 782.609728 = -187505.832306 nChanged 260 SP:Iteration 5Q (67.908436 sec): 3 clusters Score: Raw -188532.332471 + Penalty 781.333298 = -187750.999173 nChanged 208 SP:Iteration 6Q (67.917962 sec): 3 clusters Score: Raw -188715.290195 + Penalty 781.392938 = -187933.897257 nChanged 145 SP:Iteration 7Q (67.927070 sec): 3 clusters Score: Raw -188826.564693 + Penalty 783.361589 = -188043.203104 nChanged 125 SP:Iteration 8Q (67.936087 sec): 3 clusters Score: Raw -188899.339294 + Penalty 785.893131 = -188113.446163 nChanged 104 SP:Iteration 9Q (67.944842 sec): 3 clusters Score: Raw -188957.123871 + Penalty 789.122623 = -188168.001248 nChanged 96 SP:Iteration 10F (67.954748 sec): 3 clusters Score: Raw -189017.101065 + Penalty 795.245159 = -188221.855906 nChanged 90 SP:Iteration 11Q (67.963375 sec): 3 clusters Score: Raw -189077.774899 + Penalty 799.100583 = -188278.674317 nChanged 81 SP:Iteration 12Q (67.972043 sec): 3 clusters Score: Raw -189134.236966 + Penalty 799.255730 = -188334.981236 nChanged 65 SP:Iteration 13Q (67.980257 sec): 3 clusters Score: Raw -189180.734925 + Penalty 801.281855 = -188379.453069 nChanged 57 SP:Iteration 14Q (67.988412 sec): 3 clusters Score: Raw -189222.923286 + Penalty 811.788310 = -188411.134976 nChanged 51 SP:Iteration 15Q (67.996438 sec): 3 clusters Score: Raw -189262.086123 + Penalty 815.860616 = -188446.225507 nChanged 31 SP:Iteration 16Q (68.004564 sec): 3 clusters Score: Raw -189279.105485 + Penalty 812.419290 = -188466.686194 nChanged 26 SP:Iteration 17Q (68.012586 sec): 3 clusters Score: Raw -189295.896851 + Penalty 804.605607 = -188491.291244 nChanged 18 SP:Iteration 18Q (68.020615 sec): 3 clusters Score: Raw -189310.947542 + Penalty 800.741184 = -188510.206358 nChanged 9 SP:Iteration 19Q (68.028484 sec): 3 clusters Score: Raw -189316.721950 + Penalty 802.180295 = -188514.541655 nChanged 5 SP:Iteration 20F (68.038464 sec): 3 clusters Score: Raw -189320.131001 + Penalty 801.712799 = -188518.418202 nChanged 4 SP:Iteration 21Q (68.046473 sec): 3 clusters Score: Raw -189323.658002 + Penalty 799.153305 = -188524.504698 nChanged 3 SP:Iteration 22Q (68.054332 sec): 3 clusters Score: Raw -189325.413063 + Penalty 800.072597 = -188525.340466 nChanged 1 SP:Iteration 23Q (68.062197 sec): 3 clusters Score: Raw -189326.552687 + Penalty 799.690234 = -188526.862453 nChanged 2 SP:Iteration 24Q (68.070523 sec): 3 clusters Score: Raw -189327.104299 + Penalty 803.079468 = -188524.024831 nChanged 4 SP:Iteration 25F (68.080659 sec): 3 clusters Score: Raw -189328.473913 + Penalty 802.212768 = -188526.261145 nChanged 5 SP:Iteration 26Q (68.088515 sec): 3 clusters Score: Raw -189332.634723 + Penalty 801.232161 = -188531.402563 nChanged 3 SP:Iteration 27Q (68.096325 sec): 3 clusters Score: Raw -189334.371567 + Penalty 799.825071 = -188534.546495 nChanged 5 SP:Iteration 28Q (68.104159 sec): 3 clusters Score: Raw -189339.033099 + Penalty 797.933010 = -188541.100089 nChanged 3 SP:Iteration 29Q (68.112094 sec): 3 clusters Score: Raw -189342.242113 + Penalty 795.060248 = -188547.181865 nChanged 3 SP:Iteration 30F (68.122286 sec): 3 clusters Score: Raw -189345.313998 + Penalty 791.632062 = -188553.681936 nChanged 2 SP:Iteration 31Q (68.130053 sec): 3 clusters Score: Raw -189346.076849 + Penalty 789.867327 = -188556.209522 nChanged 2 SP:Iteration 32Q (68.137968 sec): 3 clusters Score: Raw -189347.828019 + Penalty 787.469560 = -188560.358459 nChanged 2 SP:Iteration 33Q (68.145880 sec): 3 clusters Score: Raw -189348.832614 + Penalty 788.264546 = -188560.568068 nChanged 2 SP:Iteration 34Q (68.153688 sec): 3 clusters Score: Raw -189350.007327 + Penalty 786.899618 = -188563.107709 nChanged 4 SP:Iteration 35Q (68.161460 sec): 3 clusters Score: Raw -189351.188752 + Penalty 786.247260 = -188564.941493 nChanged 2 SP:Iteration 36Q (68.169347 sec): 3 clusters Score: Raw -189351.663085 + Penalty 784.563662 = -188567.099423 nChanged 1 SP:Iteration 37Q (68.177582 sec): 3 clusters Score: Raw -189352.067107 + Penalty 782.468004 = -188569.599104 nChanged 1 SP:Iteration 38Q (68.185719 sec): 3 clusters Score: Raw -189357.378847 + Penalty 778.253108 = -188579.125739 nChanged 4 SP:Iteration 39Q (68.193756 sec): 3 clusters Score: Raw -189359.443352 + Penalty 775.412544 = -188584.030808 nChanged 1 SP:Iteration 40F (68.203616 sec): 3 clusters Score: Raw -189360.650140 + Penalty 775.412544 = -188585.237596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.208962 sec): 2 clusters Score: Raw -8262.667750 + Penalty 492.332083 = -7770.335667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.209696 sec): 3 clusters Score: Raw -8213.350595 + Penalty 985.957827 = -7227.392768 nChanged 80 SP:Iteration 1F (68.210416 sec): 3 clusters Score: Raw -8392.391677 + Penalty 983.755603 = -7408.636074 nChanged 26 SP:Iteration 2F (68.211158 sec): 3 clusters Score: Raw -8444.449072 + Penalty 985.313883 = -7459.135189 nChanged 20 SP:Iteration 3F (68.211881 sec): 3 clusters Score: Raw -8473.740859 + Penalty 986.651251 = -7487.089608 nChanged 12 SP:Iteration 4Q (68.212568 sec): 3 clusters Score: Raw -8496.121506 + Penalty 989.550596 = -7506.570910 nChanged 9 SP:Iteration 5Q (68.213250 sec): 3 clusters Score: Raw -8516.287203 + Penalty 993.721794 = -7522.565408 nChanged 8 SP:Iteration 6Q (68.213925 sec): 3 clusters Score: Raw -8526.497551 + Penalty 997.523494 = -7528.974057 nChanged 5 SP:Iteration 7Q (68.214597 sec): 3 clusters Score: Raw -8535.551214 + Penalty 1000.598796 = -7534.952418 nChanged 2 SP:Iteration 8Q (68.215304 sec): 3 clusters Score: Raw -8537.143563 + Penalty 1002.500597 = -7534.642967 nChanged 2 SP:Iteration 9F (68.216028 sec): 3 clusters Score: Raw -8545.063342 + Penalty 1006.568712 = -7538.494630 nChanged 2 SP:Iteration 10F (68.216751 sec): 3 clusters Score: Raw -8547.757389 + Penalty 1006.568712 = -7541.188677 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 5 (3741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.228502 sec): 2 clusters Score: Raw -125474.985645 + Penalty 166.162904 = -125308.822741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.235254 sec): 3 clusters Score: Raw -123102.849848 + Penalty 332.167523 = -122770.682325 nChanged 1767 SP:Iteration 1F (68.242095 sec): 3 clusters Score: Raw -124397.987462 + Penalty 329.634803 = -124068.352659 nChanged 227 SP:Iteration 2F (68.248847 sec): 3 clusters Score: Raw -124540.110233 + Penalty 328.245090 = -124211.865143 nChanged 171 SP:Iteration 3Q (68.255363 sec): 3 clusters Score: Raw -124643.202136 + Penalty 326.912230 = -124316.289906 nChanged 155 SP:Iteration 4Q (68.261911 sec): 3 clusters Score: Raw -124730.747125 + Penalty 325.962473 = -124404.784652 nChanged 136 SP:Iteration 5Q (68.268526 sec): 3 clusters Score: Raw -124803.076920 + Penalty 325.441611 = -124477.635309 nChanged 141 SP:Iteration 6Q (68.275085 sec): 3 clusters Score: Raw -124873.914870 + Penalty 324.164316 = -124549.750554 nChanged 154 SP:Iteration 7Q (68.281568 sec): 3 clusters Score: Raw -124965.236623 + Penalty 321.538653 = -124643.697970 nChanged 165 SP:Iteration 8Q (68.287846 sec): 3 clusters Score: Raw -125072.363260 + Penalty 320.479867 = -124751.883393 nChanged 143 SP:Iteration 9Q (68.294113 sec): 3 clusters Score: Raw -125155.437916 + Penalty 318.685083 = -124836.752833 nChanged 132 SP:Iteration 10F (68.300693 sec): 3 clusters Score: Raw -125234.200092 + Penalty 317.006754 = -124917.193338 nChanged 106 SP:Iteration 11Q (68.306571 sec): 3 clusters Score: Raw -125298.053051 + Penalty 314.409326 = -124983.643725 nChanged 97 SP:Iteration 12Q (68.312378 sec): 3 clusters Score: Raw -125352.859261 + Penalty 312.933960 = -125039.925301 nChanged 66 SP:Iteration 13Q (68.318104 sec): 3 clusters Score: Raw -125393.153959 + Penalty 308.995471 = -125084.158488 nChanged 51 SP:Iteration 14Q (68.323613 sec): 3 clusters Score: Raw -125431.760444 + Penalty 309.941879 = -125121.818565 nChanged 22 SP:Iteration 15Q (68.329026 sec): 3 clusters Score: Raw -125473.734113 + Penalty 309.879449 = -125163.854664 nChanged 21 SP:Iteration 16Q (68.334443 sec): 3 clusters Score: Raw -125494.844353 + Penalty 312.421299 = -125182.423054 nChanged 12 SP:Iteration 17Q (68.339750 sec): 3 clusters Score: Raw -125499.974238 + Penalty 311.845674 = -125188.128564 nChanged 11 SP:Iteration 18Q (68.345017 sec): 3 clusters Score: Raw -125502.357319 + Penalty 311.316431 = -125191.040888 nChanged 8 SP:Iteration 19Q (68.350208 sec): 3 clusters Score: Raw -125503.091700 + Penalty 312.921960 = -125190.169740 nChanged 9 SP:Iteration 20F (68.356796 sec): 3 clusters Score: Raw -125504.771666 + Penalty 311.973140 = -125192.798526 nChanged 7 SP:Iteration 21Q (68.362114 sec): 3 clusters Score: Raw -125506.749661 + Penalty 312.842603 = -125193.907058 nChanged 8 SP:Iteration 22Q (68.367544 sec): 3 clusters Score: Raw -125508.380645 + Penalty 312.994002 = -125195.386643 nChanged 7 SP:Iteration 23Q (68.372863 sec): 3 clusters Score: Raw -125509.729220 + Penalty 313.543903 = -125196.185316 nChanged 10 SP:Iteration 24Q (68.378175 sec): 3 clusters Score: Raw -125510.838071 + Penalty 313.497797 = -125197.340274 nChanged 3 SP:Iteration 25Q (68.383446 sec): 3 clusters Score: Raw -125511.534565 + Penalty 313.904218 = -125197.630347 nChanged 4 SP:Iteration 26Q (68.388839 sec): 3 clusters Score: Raw -125512.635271 + Penalty 313.370386 = -125199.264885 nChanged 5 SP:Iteration 27Q (68.394223 sec): 3 clusters Score: Raw -125513.917745 + Penalty 314.359118 = -125199.558627 nChanged 7 SP:Iteration 28Q (68.399538 sec): 3 clusters Score: Raw -125515.917111 + Penalty 313.886659 = -125202.030452 nChanged 5 SP:Iteration 29Q (68.404850 sec): 3 clusters Score: Raw -125519.280520 + Penalty 313.828587 = -125205.451933 nChanged 5 SP:Iteration 30F (68.411550 sec): 3 clusters Score: Raw -125523.569383 + Penalty 312.632663 = -125210.936720 nChanged 9 SP:Iteration 31Q (68.416905 sec): 3 clusters Score: Raw -125527.132049 + Penalty 312.616317 = -125214.515732 nChanged 16 SP:Iteration 32Q (68.422212 sec): 3 clusters Score: Raw -125532.355579 + Penalty 312.905863 = -125219.449716 nChanged 16 SP:Iteration 33Q (68.427514 sec): 3 clusters Score: Raw -125537.391775 + Penalty 312.102667 = -125225.289108 nChanged 16 SP:Iteration 34Q (68.432809 sec): 3 clusters Score: Raw -125541.018964 + Penalty 311.709911 = -125229.309052 nChanged 13 SP:Iteration 35Q (68.438115 sec): 3 clusters Score: Raw -125544.616748 + Penalty 311.505307 = -125233.111441 nChanged 11 SP:Iteration 36Q (68.443625 sec): 3 clusters Score: Raw -125547.189256 + Penalty 311.127198 = -125236.062058 nChanged 11 SP:Iteration 37Q (68.449007 sec): 3 clusters Score: Raw -125549.476043 + Penalty 311.418746 = -125238.057297 nChanged 14 SP:Iteration 38Q (68.454357 sec): 3 clusters Score: Raw -125551.804226 + Penalty 311.093738 = -125240.710488 nChanged 5 SP:Iteration 39Q (68.459664 sec): 3 clusters Score: Raw -125552.582951 + Penalty 311.225540 = -125241.357411 nChanged 5 SP:Iteration 40F (68.466341 sec): 3 clusters Score: Raw -125553.121539 + Penalty 311.880039 = -125241.241500 nChanged 4 SP:Iteration 41F (68.472970 sec): 3 clusters Score: Raw -125553.477650 + Penalty 312.055768 = -125241.421882 nChanged 3 SP:Iteration 42Q (68.478502 sec): 3 clusters Score: Raw -125553.809052 + Penalty 312.054129 = -125241.754922 nChanged 3 SP:Iteration 43Q (68.484408 sec): 3 clusters Score: Raw -125554.128697 + Penalty 312.109099 = -125242.019598 nChanged 1 SP:Iteration 44Q (68.489865 sec): 3 clusters Score: Raw -125554.215878 + Penalty 312.323754 = -125241.892124 nChanged 2 SP:Iteration 45F (68.496603 sec): 3 clusters Score: Raw -125554.349036 + Penalty 312.370773 = -125241.978263 nChanged 3 SP:Iteration 46Q (68.502097 sec): 3 clusters Score: Raw -125555.020591 + Penalty 312.587642 = -125242.432948 nChanged 4 SP:Iteration 47Q (68.507456 sec): 3 clusters Score: Raw -125555.693057 + Penalty 312.351936 = -125243.341121 nChanged 3 SP:Iteration 48Q (68.512798 sec): 3 clusters Score: Raw -125556.032808 + Penalty 312.108499 = -125243.924310 nChanged 4 SP:Iteration 49Q (68.518256 sec): 3 clusters Score: Raw -125556.320690 + Penalty 312.022409 = -125244.298281 nChanged 1 SP:Iteration 50F (68.524865 sec): 3 clusters Score: Raw -125556.303482 + Penalty 312.022409 = -125244.281074 nChanged 0 Memory request: 0.04 GB would take us to total of 0.36 GB. Trying to split cluster 6 (9059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.568152 sec): 2 clusters Score: Raw -262947.217010 + Penalty 180.892822 = -262766.324188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.584992 sec): 3 clusters Score: Raw -256886.153652 + Penalty 371.049016 = -256515.104636 nChanged 4258 SP:Iteration 1F (68.601217 sec): 3 clusters Score: Raw -259194.963111 + Penalty 401.638099 = -258793.325012 nChanged 1349 SP:Iteration 2F (68.617395 sec): 3 clusters Score: Raw -260335.298181 + Penalty 472.154576 = -259863.143605 nChanged 1150 SP:Iteration 3F (68.633587 sec): 3 clusters Score: Raw -261582.248881 + Penalty 562.691314 = -261019.557566 nChanged 712 SP:Iteration 4F (68.650181 sec): 3 clusters Score: Raw -262352.288819 + Penalty 630.592549 = -261721.696270 nChanged 353 SP:Iteration 5Q (68.665940 sec): 3 clusters Score: Raw -262700.290457 + Penalty 681.454039 = -262018.836417 nChanged 150 SP:Iteration 6Q (68.679833 sec): 3 clusters Score: Raw -262846.880816 + Penalty 707.937195 = -262138.943621 nChanged 74 SP:Iteration 7Q (68.693325 sec): 3 clusters Score: Raw -262922.621831 + Penalty 743.479778 = -262179.142053 nChanged 31 SP:Iteration 8Q (68.706098 sec): 3 clusters Score: Raw -262960.592916 + Penalty 758.700946 = -262201.891971 nChanged 18 SP:Iteration 9Q (68.718910 sec): 3 clusters Score: Raw -262988.316089 + Penalty 769.879408 = -262218.436680 nChanged 12 SP:Iteration 10F (68.735062 sec): 3 clusters Score: Raw -263004.687385 + Penalty 774.185183 = -262230.502202 nChanged 3 SP:Iteration 11Q (68.747641 sec): 3 clusters Score: Raw -263010.326853 + Penalty 779.351719 = -262230.975134 nChanged 1 SP:Iteration 12Q (68.762337 sec): 3 clusters Score: Raw -263011.090204 + Penalty 779.351719 = -262231.738485 nChanged 0 SP:Iteration 13F (68.780690 sec): 3 clusters Score: Raw -263011.090204 + Penalty 779.351719 = -262231.738485 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.790359 sec): 2 clusters Score: Raw -19564.867428 + Penalty 212.884260 = -19351.983168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.791774 sec): 3 clusters Score: Raw -19206.367922 + Penalty 425.002472 = -18781.365450 nChanged 256 SP:Iteration 1F (68.793138 sec): 3 clusters Score: Raw -19348.852478 + Penalty 424.086820 = -18924.765658 nChanged 69 SP:Iteration 2F (68.794500 sec): 3 clusters Score: Raw -19400.620375 + Penalty 423.710674 = -18976.909701 nChanged 58 SP:Iteration 3F (68.795878 sec): 3 clusters Score: Raw -19445.008527 + Penalty 426.169174 = -19018.839353 nChanged 44 SP:Iteration 4F (68.797240 sec): 3 clusters Score: Raw -19483.402071 + Penalty 428.884717 = -19054.517355 nChanged 22 SP:Iteration 5Q (68.798573 sec): 3 clusters Score: Raw -19504.177973 + Penalty 428.053090 = -19076.124883 nChanged 14 SP:Iteration 6Q (68.799880 sec): 3 clusters Score: Raw -19513.022671 + Penalty 429.014765 = -19084.007905 nChanged 8 SP:Iteration 7Q (68.801215 sec): 3 clusters Score: Raw -19521.092920 + Penalty 428.450014 = -19092.642905 nChanged 5 SP:Iteration 8Q (68.802521 sec): 3 clusters Score: Raw -19526.778993 + Penalty 429.214807 = -19097.564185 nChanged 5 SP:Iteration 9Q (68.803803 sec): 3 clusters Score: Raw -19532.070742 + Penalty 430.911582 = -19101.159160 nChanged 5 SP:Iteration 10F (68.805162 sec): 3 clusters Score: Raw -19538.387077 + Penalty 433.385650 = -19105.001426 nChanged 6 SP:Iteration 11Q (68.806433 sec): 3 clusters Score: Raw -19544.639657 + Penalty 436.578768 = -19108.060890 nChanged 9 SP:Iteration 12Q (68.807693 sec): 3 clusters Score: Raw -19550.880891 + Penalty 440.178928 = -19110.701962 nChanged 10 SP:Iteration 13Q (68.808919 sec): 3 clusters Score: Raw -19557.349515 + Penalty 443.907775 = -19113.441740 nChanged 8 SP:Iteration 14Q (68.810136 sec): 3 clusters Score: Raw -19562.618429 + Penalty 448.212000 = -19114.406429 nChanged 7 SP:Iteration 15Q (68.811377 sec): 3 clusters Score: Raw -19566.210133 + Penalty 454.680589 = -19111.529543 nChanged 9 SP:Iteration 16F (68.812736 sec): 3 clusters Score: Raw -19571.692580 + Penalty 458.758849 = -19112.933731 nChanged 5 SP:Iteration 17Q (68.813945 sec): 3 clusters Score: Raw -19575.288533 + Penalty 461.673145 = -19113.615388 nChanged 8 SP:Iteration 18Q (68.815159 sec): 3 clusters Score: Raw -19581.882778 + Penalty 468.623345 = -19113.259433 nChanged 5 SP:Iteration 19F (68.816529 sec): 3 clusters Score: Raw -19587.025392 + Penalty 472.977682 = -19114.047710 nChanged 4 SP:Iteration 20F (68.817889 sec): 3 clusters Score: Raw -19590.715606 + Penalty 481.200742 = -19109.514864 nChanged 4 SP:Iteration 21F (68.819273 sec): 3 clusters Score: Raw -19594.205713 + Penalty 488.050061 = -19106.155653 nChanged 3 SP:Iteration 22F (68.820757 sec): 3 clusters Score: Raw -19595.209930 + Penalty 496.130429 = -19099.079501 nChanged 4 SP:Iteration 23F (68.822194 sec): 3 clusters Score: Raw -19598.835477 + Penalty 504.496863 = -19094.338614 nChanged 5 SP:Iteration 24F (68.823624 sec): 3 clusters Score: Raw -19603.216635 + Penalty 513.175297 = -19090.041338 nChanged 2 SP:Iteration 25F (68.824995 sec): 3 clusters Score: Raw -19608.486563 + Penalty 522.380268 = -19086.106295 nChanged 3 SP:Iteration 26F (68.826413 sec): 3 clusters Score: Raw -19616.113370 + Penalty 525.177900 = -19090.935470 nChanged 1 SP:Iteration 27Q (68.827567 sec): 3 clusters Score: Raw -19617.361754 + Penalty 525.177900 = -19092.183854 nChanged 0 SP:Iteration 28F (68.828926 sec): 3 clusters Score: Raw -19617.361754 + Penalty 525.177900 = -19092.183854 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 12 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.845169 sec): 2 clusters Score: Raw -102573.373164 + Penalty 350.008091 = -102223.365073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.850857 sec): 3 clusters Score: Raw -100797.536972 + Penalty 708.143496 = -100089.393476 nChanged 1307 SP:Iteration 1F (68.856317 sec): 3 clusters Score: Raw -101617.427871 + Penalty 719.743014 = -100897.684857 nChanged 286 SP:Iteration 2F (68.861754 sec): 3 clusters Score: Raw -101848.404632 + Penalty 733.047211 = -101115.357422 nChanged 258 SP:Iteration 3F (68.867131 sec): 3 clusters Score: Raw -102093.259110 + Penalty 751.056659 = -101342.202451 nChanged 210 SP:Iteration 4F (68.872597 sec): 3 clusters Score: Raw -102290.254989 + Penalty 778.055262 = -101512.199728 nChanged 128 SP:Iteration 5Q (68.878011 sec): 3 clusters Score: Raw -102405.249590 + Penalty 819.477988 = -101585.771602 nChanged 80 SP:Iteration 6Q (68.883442 sec): 3 clusters Score: Raw -102496.084862 + Penalty 851.863239 = -101644.221623 nChanged 45 SP:Iteration 7Q (68.888701 sec): 3 clusters Score: Raw -102552.747044 + Penalty 867.308893 = -101685.438151 nChanged 15 SP:Iteration 8Q (68.893706 sec): 3 clusters Score: Raw -102578.064059 + Penalty 876.994553 = -101701.069505 nChanged 7 SP:Iteration 9Q (68.898305 sec): 3 clusters Score: Raw -102593.107991 + Penalty 882.482628 = -101710.625363 nChanged 9 SP:Iteration 10F (68.903635 sec): 3 clusters Score: Raw -102604.153595 + Penalty 883.365276 = -101720.788319 nChanged 4 SP:Iteration 11Q (68.907942 sec): 3 clusters Score: Raw -102607.300818 + Penalty 886.058433 = -101721.242385 nChanged 1 SP:Iteration 12Q (68.912232 sec): 3 clusters Score: Raw -102607.590207 + Penalty 883.311564 = -101724.278643 nChanged 2 SP:Iteration 13Q (68.916525 sec): 3 clusters Score: Raw -102608.812205 + Penalty 879.877004 = -101728.935201 nChanged 2 SP:Iteration 14Q (68.920852 sec): 3 clusters Score: Raw -102609.409315 + Penalty 879.877004 = -101729.532310 nChanged 0 SP:Iteration 15F (68.926187 sec): 3 clusters Score: Raw -102609.409315 + Penalty 879.877004 = -101729.532310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.937923 sec): 2 clusters Score: Raw -43341.235166 + Penalty 67.454375 = -43273.780791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.940625 sec): 3 clusters Score: Raw -42437.734675 + Penalty 135.767783 = -42301.966892 nChanged 663 SP:Iteration 1F (68.943278 sec): 3 clusters Score: Raw -42954.646629 + Penalty 137.255771 = -42817.390858 nChanged 99 SP:Iteration 2F (68.945983 sec): 3 clusters Score: Raw -43007.684401 + Penalty 137.940942 = -42869.743459 nChanged 48 SP:Iteration 3Q (68.948712 sec): 3 clusters Score: Raw -43039.409261 + Penalty 138.229658 = -42901.179603 nChanged 39 SP:Iteration 4Q (68.951358 sec): 3 clusters Score: Raw -43053.566738 + Penalty 138.601280 = -42914.965458 nChanged 27 SP:Iteration 5Q (68.953963 sec): 3 clusters Score: Raw -43061.943463 + Penalty 139.384239 = -42922.559224 nChanged 22 SP:Iteration 6Q (68.956557 sec): 3 clusters Score: Raw -43069.143765 + Penalty 140.335674 = -42928.808091 nChanged 21 SP:Iteration 7Q (68.959137 sec): 3 clusters Score: Raw -43075.779690 + Penalty 141.630191 = -42934.149499 nChanged 25 SP:Iteration 8Q (68.961709 sec): 3 clusters Score: Raw -43084.102226 + Penalty 143.877904 = -42940.224321 nChanged 34 SP:Iteration 9Q (68.964304 sec): 3 clusters Score: Raw -43099.096426 + Penalty 145.880165 = -42953.216261 nChanged 34 SP:Iteration 10F (68.966955 sec): 3 clusters Score: Raw -43115.000746 + Penalty 148.574474 = -42966.426272 nChanged 47 SP:Iteration 11Q (68.969495 sec): 3 clusters Score: Raw -43135.910978 + Penalty 151.083795 = -42984.827183 nChanged 41 SP:Iteration 12Q (68.972057 sec): 3 clusters Score: Raw -43153.142019 + Penalty 156.170224 = -42996.971795 nChanged 40 SP:Iteration 13Q (68.974637 sec): 3 clusters Score: Raw -43173.355275 + Penalty 160.392530 = -43012.962745 nChanged 39 SP:Iteration 14Q (68.977149 sec): 3 clusters Score: Raw -43192.268845 + Penalty 166.331714 = -43025.937132 nChanged 40 SP:Iteration 15Q (68.979607 sec): 3 clusters Score: Raw -43213.582677 + Penalty 174.443211 = -43039.139466 nChanged 36 SP:Iteration 16Q (68.982042 sec): 3 clusters Score: Raw -43237.275854 + Penalty 190.433134 = -43046.842719 nChanged 44 SP:Iteration 17Q (68.984477 sec): 3 clusters Score: Raw -43275.785083 + Penalty 217.280262 = -43058.504821 nChanged 42 SP:Iteration 18Q (68.986890 sec): 3 clusters Score: Raw -43315.165376 + Penalty 242.096944 = -43073.068432 nChanged 28 SP:Iteration 19Q (68.989179 sec): 3 clusters Score: Raw -43344.783441 + Penalty 271.098651 = -43073.684791 nChanged 20 SP:Iteration 20F (68.991987 sec): 3 clusters Score: Raw -43366.303236 + Penalty 288.159566 = -43078.143670 nChanged 10 SP:Iteration 21Q (68.994261 sec): 3 clusters Score: Raw -43376.438373 + Penalty 306.579149 = -43069.859224 nChanged 6 SP:Iteration 22F (68.997127 sec): 3 clusters Score: Raw -43385.433673 + Penalty 316.466556 = -43068.967116 nChanged 3 SP:Iteration 23F (68.999860 sec): 3 clusters Score: Raw -43392.882772 + Penalty 320.686292 = -43072.196479 nChanged 1 SP:Iteration 24Q (69.002014 sec): 3 clusters Score: Raw -43394.899882 + Penalty 323.885033 = -43071.014850 nChanged 1 SP:Iteration 25F (69.004653 sec): 3 clusters Score: Raw -43395.394386 + Penalty 323.885033 = -43071.509353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.008086 sec): 2 clusters Score: Raw -25191.652668 + Penalty 83.758443 = -25107.894225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.009804 sec): 3 clusters Score: Raw -24661.412938 + Penalty 197.081332 = -24464.331606 nChanged 379 SP:Iteration 1F (69.011495 sec): 3 clusters Score: Raw -25093.638725 + Penalty 210.155354 = -24883.483371 nChanged 87 SP:Iteration 2F (69.013157 sec): 3 clusters Score: Raw -25193.268151 + Penalty 222.604010 = -24970.664141 nChanged 30 SP:Iteration 3Q (69.014659 sec): 3 clusters Score: Raw -25223.003041 + Penalty 223.347663 = -24999.655378 nChanged 7 SP:Iteration 4Q (69.016081 sec): 3 clusters Score: Raw -25225.093719 + Penalty 221.538755 = -25003.554964 nChanged 2 SP:Iteration 5Q (69.017500 sec): 3 clusters Score: Raw -25225.908893 + Penalty 223.280936 = -25002.627957 nChanged 1 SP:Iteration 6F (69.019190 sec): 3 clusters Score: Raw -25226.017804 + Penalty 219.099081 = -25006.918723 nChanged 1 SP:Iteration 7Q (69.020577 sec): 3 clusters Score: Raw -25226.107852 + Penalty 221.718070 = -25004.389781 nChanged 2 SP:Iteration 8F (69.022237 sec): 3 clusters Score: Raw -25226.787712 + Penalty 223.521606 = -25003.266106 nChanged 1 SP:Iteration 9F (69.023950 sec): 3 clusters Score: Raw -25227.501989 + Penalty 223.521606 = -25003.980383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.026846 sec): 2 clusters Score: Raw -16143.281969 + Penalty 124.078658 = -16019.203311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.028002 sec): 3 clusters Score: Raw -15832.301485 + Penalty 251.682766 = -15580.618718 nChanged 238 SP:Iteration 1F (69.029163 sec): 3 clusters Score: Raw -16079.348375 + Penalty 252.303720 = -15827.044655 nChanged 59 SP:Iteration 2F (69.030346 sec): 3 clusters Score: Raw -16125.372367 + Penalty 251.500326 = -15873.872041 nChanged 20 SP:Iteration 3Q (69.031465 sec): 3 clusters Score: Raw -16137.733609 + Penalty 250.345491 = -15887.388118 nChanged 12 SP:Iteration 4Q (69.032576 sec): 3 clusters Score: Raw -16141.250442 + Penalty 249.583062 = -15891.667381 nChanged 4 SP:Iteration 5Q (69.033683 sec): 3 clusters Score: Raw -16142.495884 + Penalty 249.203684 = -15893.292200 nChanged 2 SP:Iteration 6Q (69.034788 sec): 3 clusters Score: Raw -16143.020409 + Penalty 248.820304 = -15894.200105 nChanged 2 SP:Iteration 7Q (69.035897 sec): 3 clusters Score: Raw -16143.450530 + Penalty 248.629271 = -15894.821259 nChanged 1 SP:Iteration 8Q (69.037001 sec): 3 clusters Score: Raw -16143.491159 + Penalty 248.629271 = -15894.861888 nChanged 0 SP:Iteration 9F (69.038144 sec): 3 clusters Score: Raw -16143.491159 + Penalty 248.629271 = -15894.861888 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 16 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.040988 sec): 2 clusters Score: Raw -26861.658348 + Penalty 375.383572 = -26486.274776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.042702 sec): 3 clusters Score: Raw -26408.571184 + Penalty 750.076483 = -25658.494700 nChanged 315 SP:Iteration 1F (69.044372 sec): 3 clusters Score: Raw -26606.908684 + Penalty 750.569015 = -25856.339669 nChanged 76 SP:Iteration 2F (69.046088 sec): 3 clusters Score: Raw -26661.782309 + Penalty 754.541690 = -25907.240619 nChanged 66 SP:Iteration 3F (69.047834 sec): 3 clusters Score: Raw -26713.131342 + Penalty 759.453602 = -25953.677740 nChanged 52 SP:Iteration 4F (69.049553 sec): 3 clusters Score: Raw -26755.889229 + Penalty 766.382819 = -25989.506410 nChanged 52 SP:Iteration 5F (69.051220 sec): 3 clusters Score: Raw -26786.655356 + Penalty 771.263666 = -26015.391690 nChanged 36 SP:Iteration 6Q (69.052875 sec): 3 clusters Score: Raw -26816.742482 + Penalty 776.128291 = -26040.614191 nChanged 33 SP:Iteration 7Q (69.054528 sec): 3 clusters Score: Raw -26850.835734 + Penalty 777.669639 = -26073.166095 nChanged 27 SP:Iteration 8Q (69.056169 sec): 3 clusters Score: Raw -26865.384946 + Penalty 776.050236 = -26089.334710 nChanged 18 SP:Iteration 9Q (69.057844 sec): 3 clusters Score: Raw -26872.448538 + Penalty 775.427833 = -26097.020705 nChanged 7 SP:Iteration 10F (69.059538 sec): 3 clusters Score: Raw -26875.211299 + Penalty 775.179327 = -26100.031972 nChanged 2 SP:Iteration 11Q (69.061157 sec): 3 clusters Score: Raw -26876.323673 + Penalty 774.858397 = -26101.465276 nChanged 2 SP:Iteration 12Q (69.062774 sec): 3 clusters Score: Raw -26876.696371 + Penalty 774.858397 = -26101.837974 nChanged 0 SP:Iteration 13F (69.064439 sec): 3 clusters Score: Raw -26876.696371 + Penalty 774.858397 = -26101.837974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.071714 sec): 2 clusters Score: Raw -73466.534893 + Penalty 277.471102 = -73189.063791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.076012 sec): 3 clusters Score: Raw -72112.154825 + Penalty 555.554888 = -71556.599937 nChanged 985 SP:Iteration 1F (69.080096 sec): 3 clusters Score: Raw -72736.678855 + Penalty 559.541709 = -72177.137146 nChanged 276 SP:Iteration 2F (69.084219 sec): 3 clusters Score: Raw -72927.713598 + Penalty 565.856032 = -72361.857566 nChanged 202 SP:Iteration 3F (69.088289 sec): 3 clusters Score: Raw -73071.955397 + Penalty 573.265884 = -72498.689513 nChanged 138 SP:Iteration 4F (69.092446 sec): 3 clusters Score: Raw -73153.196388 + Penalty 575.994470 = -72577.201917 nChanged 90 SP:Iteration 5Q (69.096478 sec): 3 clusters Score: Raw -73194.997797 + Penalty 577.119159 = -72617.878638 nChanged 65 SP:Iteration 6Q (69.100523 sec): 3 clusters Score: Raw -73244.817654 + Penalty 577.758315 = -72667.059339 nChanged 62 SP:Iteration 7Q (69.104550 sec): 3 clusters Score: Raw -73310.937441 + Penalty 576.316971 = -72734.620470 nChanged 55 SP:Iteration 8Q (69.108603 sec): 3 clusters Score: Raw -73360.109684 + Penalty 574.616161 = -72785.493523 nChanged 37 SP:Iteration 9Q (69.112542 sec): 3 clusters Score: Raw -73374.785304 + Penalty 572.746342 = -72802.038962 nChanged 21 SP:Iteration 10F (69.116575 sec): 3 clusters Score: Raw -73380.973435 + Penalty 572.201942 = -72808.771493 nChanged 12 SP:Iteration 11Q (69.120444 sec): 3 clusters Score: Raw -73384.302775 + Penalty 572.362962 = -72811.939813 nChanged 10 SP:Iteration 12Q (69.124407 sec): 3 clusters Score: Raw -73387.320190 + Penalty 572.374899 = -72814.945291 nChanged 7 SP:Iteration 13Q (69.128292 sec): 3 clusters Score: Raw -73388.260299 + Penalty 572.920860 = -72815.339439 nChanged 7 SP:Iteration 14Q (69.132118 sec): 3 clusters Score: Raw -73389.148168 + Penalty 572.637423 = -72816.510745 nChanged 5 SP:Iteration 15Q (69.135978 sec): 3 clusters Score: Raw -73389.840134 + Penalty 572.734380 = -72817.105754 nChanged 5 SP:Iteration 16Q (69.139791 sec): 3 clusters Score: Raw -73390.159860 + Penalty 572.704028 = -72817.455832 nChanged 2 SP:Iteration 17Q (69.143600 sec): 3 clusters Score: Raw -73390.468113 + Penalty 572.704028 = -72817.764085 nChanged 0 SP:Iteration 18F (69.147629 sec): 3 clusters Score: Raw -73390.468113 + Penalty 572.704028 = -72817.764085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.151062 sec): 2 clusters Score: Raw -15650.358138 + Penalty 612.153512 = -15038.204625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.152180 sec): 3 clusters Score: Raw -15444.706946 + Penalty 1224.300152 = -14220.406795 nChanged 146 SP:Iteration 1F (69.153277 sec): 3 clusters Score: Raw -15561.056169 + Penalty 1226.559973 = -14334.496196 nChanged 46 SP:Iteration 2F (69.154373 sec): 3 clusters Score: Raw -15613.242768 + Penalty 1237.413183 = -14375.829585 nChanged 44 SP:Iteration 3F (69.155474 sec): 3 clusters Score: Raw -15667.763100 + Penalty 1251.254885 = -14416.508215 nChanged 31 SP:Iteration 4F (69.156566 sec): 3 clusters Score: Raw -15705.608554 + Penalty 1261.039600 = -14444.568954 nChanged 16 SP:Iteration 5Q (69.157643 sec): 3 clusters Score: Raw -15723.444238 + Penalty 1268.029234 = -14455.415005 nChanged 14 SP:Iteration 6Q (69.158710 sec): 3 clusters Score: Raw -15737.659311 + Penalty 1272.248319 = -14465.410991 nChanged 9 SP:Iteration 7Q (69.159772 sec): 3 clusters Score: Raw -15764.589536 + Penalty 1275.718862 = -14488.870673 nChanged 5 SP:Iteration 8Q (69.160830 sec): 3 clusters Score: Raw -15769.512285 + Penalty 1279.796796 = -14489.715489 nChanged 5 SP:Iteration 9Q (69.161884 sec): 3 clusters Score: Raw -15776.691491 + Penalty 1284.341545 = -14492.349946 nChanged 7 SP:Iteration 10F (69.162976 sec): 3 clusters Score: Raw -15785.238072 + Penalty 1291.598652 = -14493.639419 nChanged 7 SP:Iteration 11Q (69.164026 sec): 3 clusters Score: Raw -15791.331586 + Penalty 1299.492837 = -14491.838748 nChanged 7 SP:Iteration 12F (69.165119 sec): 3 clusters Score: Raw -15801.159806 + Penalty 1307.263026 = -14493.896780 nChanged 6 SP:Iteration 13Q (69.166167 sec): 3 clusters Score: Raw -15806.214845 + Penalty 1310.459459 = -14495.755386 nChanged 3 SP:Iteration 14Q (69.167227 sec): 3 clusters Score: Raw -15808.319527 + Penalty 1310.459459 = -14497.860068 nChanged 0 SP:Iteration 15F (69.168326 sec): 3 clusters Score: Raw -15808.319527 + Penalty 1310.459459 = -14497.860068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.169881 sec): 2 clusters Score: Raw -11689.378739 + Penalty 574.846900 = -11114.531839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.170781 sec): 3 clusters Score: Raw -11565.877975 + Penalty 1150.930436 = -10414.947539 nChanged 104 SP:Iteration 1F (69.171698 sec): 3 clusters Score: Raw -11712.223249 + Penalty 1153.256465 = -10558.966784 nChanged 42 SP:Iteration 2F (69.172603 sec): 3 clusters Score: Raw -11808.827116 + Penalty 1155.185254 = -10653.641862 nChanged 29 SP:Iteration 3F (69.173487 sec): 3 clusters Score: Raw -11886.091733 + Penalty 1156.383880 = -10729.707853 nChanged 15 SP:Iteration 4Q (69.174331 sec): 3 clusters Score: Raw -11908.581551 + Penalty 1157.861865 = -10750.719686 nChanged 13 SP:Iteration 5Q (69.175172 sec): 3 clusters Score: Raw -11923.814600 + Penalty 1157.477203 = -10766.337398 nChanged 6 SP:Iteration 6Q (69.176013 sec): 3 clusters Score: Raw -11929.093112 + Penalty 1157.668076 = -10771.425036 nChanged 6 SP:Iteration 7Q (69.176849 sec): 3 clusters Score: Raw -11934.305110 + Penalty 1158.996768 = -10775.308341 nChanged 5 SP:Iteration 8Q (69.177683 sec): 3 clusters Score: Raw -11943.566821 + Penalty 1162.758049 = -10780.808772 nChanged 8 SP:Iteration 9Q (69.178513 sec): 3 clusters Score: Raw -11961.449099 + Penalty 1165.909304 = -10795.539795 nChanged 7 SP:Iteration 10F (69.179395 sec): 3 clusters Score: Raw -11969.619422 + Penalty 1166.056093 = -10803.563329 nChanged 1 SP:Iteration 11Q (69.180217 sec): 3 clusters Score: Raw -11970.955610 + Penalty 1166.437851 = -10804.517758 nChanged 2 SP:Iteration 12Q (69.181037 sec): 3 clusters Score: Raw -11974.058637 + Penalty 1165.997243 = -10808.061394 nChanged 1 SP:Iteration 13Q (69.181855 sec): 3 clusters Score: Raw -11975.900901 + Penalty 1165.857295 = -10810.043605 nChanged 1 SP:Iteration 14Q (69.182673 sec): 3 clusters Score: Raw -11977.855710 + Penalty 1166.178639 = -10811.677070 nChanged 2 SP:Iteration 15Q (69.183522 sec): 3 clusters Score: Raw -11988.132574 + Penalty 1167.287371 = -10820.845204 nChanged 1 SP:Iteration 16Q (69.184343 sec): 3 clusters Score: Raw -11988.429830 + Penalty 1167.287371 = -10821.142460 nChanged 0 SP:Iteration 17F (69.185281 sec): 3 clusters Score: Raw -11988.429830 + Penalty 1167.287371 = -10821.142460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.187006 sec): 2 clusters Score: Raw -12468.650169 + Penalty 315.854656 = -12152.795513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.188042 sec): 3 clusters Score: Raw -12266.615300 + Penalty 646.618788 = -11619.996512 nChanged 150 SP:Iteration 1F (69.189009 sec): 3 clusters Score: Raw -12398.848596 + Penalty 666.609586 = -11732.239010 nChanged 42 SP:Iteration 2F (69.189973 sec): 3 clusters Score: Raw -12453.736579 + Penalty 678.337505 = -11775.399073 nChanged 22 SP:Iteration 3F (69.190934 sec): 3 clusters Score: Raw -12482.650209 + Penalty 699.735253 = -11782.914956 nChanged 17 SP:Iteration 4Q (69.191871 sec): 3 clusters Score: Raw -12517.675101 + Penalty 738.762644 = -11778.912457 nChanged 20 SP:Iteration 5F (69.192829 sec): 3 clusters Score: Raw -12562.488531 + Penalty 780.864111 = -11781.624420 nChanged 20 SP:Iteration 6Q (69.193747 sec): 3 clusters Score: Raw -12604.760904 + Penalty 804.348586 = -11800.412317 nChanged 13 SP:Iteration 7Q (69.194638 sec): 3 clusters Score: Raw -12624.250375 + Penalty 810.484688 = -11813.765686 nChanged 7 SP:Iteration 8Q (69.195544 sec): 3 clusters Score: Raw -12639.491022 + Penalty 823.492951 = -11815.998071 nChanged 3 SP:Iteration 9Q (69.196446 sec): 3 clusters Score: Raw -12657.229534 + Penalty 826.209618 = -11831.019916 nChanged 1 SP:Iteration 10F (69.197478 sec): 3 clusters Score: Raw -12659.409449 + Penalty 826.776452 = -11832.632996 nChanged 1 SP:Iteration 11Q (69.198351 sec): 3 clusters Score: Raw -12661.141866 + Penalty 827.279018 = -11833.862848 nChanged 1 SP:Iteration 12Q (69.199215 sec): 3 clusters Score: Raw -12662.255296 + Penalty 827.279018 = -11834.976278 nChanged 0 SP:Iteration 13F (69.200211 sec): 3 clusters Score: Raw -12662.255296 + Penalty 827.279018 = -11834.976278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 39 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.203005 sec): 2 clusters Score: Raw -22321.570843 + Penalty 485.855121 = -21835.715722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.204652 sec): 3 clusters Score: Raw -21872.816612 + Penalty 972.401869 = -20900.414744 nChanged 272 SP:Iteration 1F (69.206264 sec): 3 clusters Score: Raw -22043.297031 + Penalty 976.605308 = -21066.691723 nChanged 107 SP:Iteration 2F (69.207918 sec): 3 clusters Score: Raw -22137.338833 + Penalty 982.013588 = -21155.325246 nChanged 66 SP:Iteration 3F (69.209549 sec): 3 clusters Score: Raw -22198.081508 + Penalty 985.464125 = -21212.617383 nChanged 46 SP:Iteration 4F (69.211150 sec): 3 clusters Score: Raw -22231.148817 + Penalty 986.695539 = -21244.453277 nChanged 26 SP:Iteration 5Q (69.212744 sec): 3 clusters Score: Raw -22248.830484 + Penalty 986.487332 = -21262.343152 nChanged 25 SP:Iteration 6Q (69.214334 sec): 3 clusters Score: Raw -22276.437778 + Penalty 988.445368 = -21287.992410 nChanged 23 SP:Iteration 7Q (69.215959 sec): 3 clusters Score: Raw -22309.902740 + Penalty 988.995912 = -21320.906828 nChanged 16 SP:Iteration 8Q (69.217557 sec): 3 clusters Score: Raw -22334.170432 + Penalty 991.930745 = -21342.239688 nChanged 13 SP:Iteration 9Q (69.219103 sec): 3 clusters Score: Raw -22346.366673 + Penalty 991.579903 = -21354.786769 nChanged 4 SP:Iteration 10F (69.220704 sec): 3 clusters Score: Raw -22350.607102 + Penalty 992.252675 = -21358.354427 nChanged 3 SP:Iteration 11Q (69.222252 sec): 3 clusters Score: Raw -22352.678060 + Penalty 991.127094 = -21361.550966 nChanged 2 SP:Iteration 12Q (69.223822 sec): 3 clusters Score: Raw -22353.388837 + Penalty 990.660171 = -21362.728666 nChanged 3 SP:Iteration 13Q (69.225365 sec): 3 clusters Score: Raw -22355.661636 + Penalty 990.677420 = -21364.984215 nChanged 4 SP:Iteration 14Q (69.226888 sec): 3 clusters Score: Raw -22358.395627 + Penalty 989.433384 = -21368.962242 nChanged 6 SP:Iteration 15Q (69.228403 sec): 3 clusters Score: Raw -22364.139570 + Penalty 988.652732 = -21375.486838 nChanged 3 SP:Iteration 16Q (69.229910 sec): 3 clusters Score: Raw -22364.764602 + Penalty 989.137707 = -21375.626895 nChanged 1 SP:Iteration 17Q (69.231414 sec): 3 clusters Score: Raw -22365.035574 + Penalty 989.137707 = -21375.897868 nChanged 0 SP:Iteration 18F (69.233013 sec): 3 clusters Score: Raw -22365.035574 + Penalty 989.137707 = -21375.897868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 47 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.239594 sec): 2 clusters Score: Raw -66752.299643 + Penalty 253.840755 = -66498.458888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.243303 sec): 3 clusters Score: Raw -65538.596970 + Penalty 507.697496 = -65030.899474 nChanged 825 SP:Iteration 1F (69.247002 sec): 3 clusters Score: Raw -65986.947190 + Penalty 507.699867 = -65479.247323 nChanged 163 SP:Iteration 2F (69.250808 sec): 3 clusters Score: Raw -66042.426984 + Penalty 507.794680 = -65534.632305 nChanged 82 SP:Iteration 3Q (69.254524 sec): 3 clusters Score: Raw -66070.344775 + Penalty 507.963246 = -65562.381529 nChanged 77 SP:Iteration 4Q (69.258183 sec): 3 clusters Score: Raw -66096.746177 + Penalty 508.372772 = -65588.373406 nChanged 67 SP:Iteration 5Q (69.261838 sec): 3 clusters Score: Raw -66118.843547 + Penalty 508.867118 = -65609.976429 nChanged 70 SP:Iteration 6Q (69.265508 sec): 3 clusters Score: Raw -66144.720077 + Penalty 509.429537 = -65635.290541 nChanged 66 SP:Iteration 7Q (69.269245 sec): 3 clusters Score: Raw -66175.405857 + Penalty 509.634408 = -65665.771449 nChanged 74 SP:Iteration 8Q (69.272955 sec): 3 clusters Score: Raw -66212.862024 + Penalty 510.277715 = -65702.584309 nChanged 79 SP:Iteration 9Q (69.276693 sec): 3 clusters Score: Raw -66261.267642 + Penalty 510.989874 = -65750.277768 nChanged 91 SP:Iteration 10F (69.280333 sec): 3 clusters Score: Raw -66323.052181 + Penalty 513.224401 = -65809.827780 nChanged 87 SP:Iteration 11Q (69.284064 sec): 3 clusters Score: Raw -66388.274298 + Penalty 514.493834 = -65873.780464 nChanged 76 SP:Iteration 12Q (69.287808 sec): 3 clusters Score: Raw -66432.533491 + Penalty 515.744421 = -65916.789070 nChanged 63 SP:Iteration 13Q (69.291408 sec): 3 clusters Score: Raw -66454.492837 + Penalty 516.615876 = -65937.876961 nChanged 38 SP:Iteration 14Q (69.295014 sec): 3 clusters Score: Raw -66464.282282 + Penalty 517.086142 = -65947.196139 nChanged 25 SP:Iteration 15Q (69.298680 sec): 3 clusters Score: Raw -66468.673094 + Penalty 517.125538 = -65951.547555 nChanged 14 SP:Iteration 16Q (69.302575 sec): 3 clusters Score: Raw -66469.711561 + Penalty 517.153311 = -65952.558250 nChanged 6 SP:Iteration 17Q (69.306234 sec): 3 clusters Score: Raw -66470.109422 + Penalty 517.302739 = -65952.806683 nChanged 8 SP:Iteration 18Q (69.309776 sec): 3 clusters Score: Raw -66471.269170 + Penalty 517.777420 = -65953.491750 nChanged 11 SP:Iteration 19Q (69.313303 sec): 3 clusters Score: Raw -66472.930525 + Penalty 517.472270 = -65955.458255 nChanged 12 SP:Iteration 20F (69.316928 sec): 3 clusters Score: Raw -66474.565536 + Penalty 517.771366 = -65956.794170 nChanged 10 SP:Iteration 21Q (69.320469 sec): 3 clusters Score: Raw -66475.610454 + Penalty 517.978213 = -65957.632241 nChanged 10 SP:Iteration 22Q (69.324047 sec): 3 clusters Score: Raw -66476.352037 + Penalty 518.210876 = -65958.141161 nChanged 8 SP:Iteration 23Q (69.327722 sec): 3 clusters Score: Raw -66477.021574 + Penalty 518.427791 = -65958.593784 nChanged 5 SP:Iteration 24Q (69.331351 sec): 3 clusters Score: Raw -66477.374956 + Penalty 518.823674 = -65958.551282 nChanged 6 SP:Iteration 25F (69.335009 sec): 3 clusters Score: Raw -66477.716303 + Penalty 519.075430 = -65958.640873 nChanged 4 SP:Iteration 26Q (69.338549 sec): 3 clusters Score: Raw -66477.854441 + Penalty 519.295518 = -65958.558923 nChanged 2 SP:Iteration 27F (69.342174 sec): 3 clusters Score: Raw -66477.833324 + Penalty 519.510258 = -65958.323066 nChanged 3 SP:Iteration 28F (69.345804 sec): 3 clusters Score: Raw -66477.882253 + Penalty 519.832779 = -65958.049475 nChanged 5 SP:Iteration 29F (69.349423 sec): 3 clusters Score: Raw -66479.420033 + Penalty 520.598333 = -65958.821700 nChanged 11 SP:Iteration 30F (69.353188 sec): 3 clusters Score: Raw -66481.921422 + Penalty 521.761620 = -65960.159802 nChanged 13 SP:Iteration 31Q (69.356753 sec): 3 clusters Score: Raw -66484.775828 + Penalty 522.390734 = -65962.385095 nChanged 13 SP:Iteration 32Q (69.360273 sec): 3 clusters Score: Raw -66486.304633 + Penalty 523.316324 = -65962.988309 nChanged 10 SP:Iteration 33Q (69.363779 sec): 3 clusters Score: Raw -66487.614938 + Penalty 524.788965 = -65962.825973 nChanged 15 SP:Iteration 34F (69.367417 sec): 3 clusters Score: Raw -66491.896142 + Penalty 526.213481 = -65965.682661 nChanged 16 SP:Iteration 35Q (69.370987 sec): 3 clusters Score: Raw -66495.264889 + Penalty 527.192320 = -65968.072569 nChanged 14 SP:Iteration 36Q (69.374471 sec): 3 clusters Score: Raw -66497.900519 + Penalty 528.140909 = -65969.759610 nChanged 14 SP:Iteration 37Q (69.377972 sec): 3 clusters Score: Raw -66500.694538 + Penalty 528.871237 = -65971.823300 nChanged 14 SP:Iteration 38Q (69.381428 sec): 3 clusters Score: Raw -66502.641825 + Penalty 529.268527 = -65973.373298 nChanged 13 SP:Iteration 39Q (69.384884 sec): 3 clusters Score: Raw -66504.296262 + Penalty 530.098601 = -65974.197661 nChanged 15 SP:Iteration 40F (69.388517 sec): 3 clusters Score: Raw -66506.939695 + Penalty 530.841150 = -65976.098544 nChanged 17 SP:Iteration 41Q (69.392000 sec): 3 clusters Score: Raw -66510.433253 + Penalty 532.199979 = -65978.233274 nChanged 16 SP:Iteration 42Q (69.395435 sec): 3 clusters Score: Raw -66513.350486 + Penalty 532.542309 = -65980.808177 nChanged 14 SP:Iteration 43Q (69.399085 sec): 3 clusters Score: Raw -66515.945363 + Penalty 533.492229 = -65982.453134 nChanged 10 SP:Iteration 44Q (69.403067 sec): 3 clusters Score: Raw -66517.403846 + Penalty 533.978793 = -65983.425053 nChanged 8 SP:Iteration 45Q (69.406865 sec): 3 clusters Score: Raw -66518.780150 + Penalty 534.792091 = -65983.988059 nChanged 9 SP:Iteration 46Q (69.410311 sec): 3 clusters Score: Raw -66520.116272 + Penalty 535.526775 = -65984.589497 nChanged 8 SP:Iteration 47Q (69.413714 sec): 3 clusters Score: Raw -66521.117143 + Penalty 535.949832 = -65985.167312 nChanged 6 SP:Iteration 48Q (69.417126 sec): 3 clusters Score: Raw -66521.793383 + Penalty 536.478092 = -65985.315290 nChanged 5 SP:Iteration 49Q (69.420516 sec): 3 clusters Score: Raw -66522.372191 + Penalty 536.413523 = -65985.958668 nChanged 3 SP:Iteration 50F (69.424116 sec): 3 clusters Score: Raw -66523.484625 + Penalty 537.329878 = -65986.154747 nChanged 9 SP:Iteration 51Q (69.427633 sec): 3 clusters Score: Raw -66525.376515 + Penalty 537.665113 = -65987.711402 nChanged 7 SP:Iteration 52Q (69.431023 sec): 3 clusters Score: Raw -66526.387972 + Penalty 537.659874 = -65988.728098 nChanged 4 SP:Iteration 53Q (69.434397 sec): 3 clusters Score: Raw -66528.558438 + Penalty 538.315929 = -65990.242509 nChanged 8 SP:Iteration 54Q (69.437778 sec): 3 clusters Score: Raw -66530.876270 + Penalty 538.347468 = -65992.528803 nChanged 11 SP:Iteration 55Q (69.441177 sec): 3 clusters Score: Raw -66534.494691 + Penalty 539.457235 = -65995.037456 nChanged 7 SP:Iteration 56Q (69.444613 sec): 3 clusters Score: Raw -66535.846382 + Penalty 541.340665 = -65994.505717 nChanged 12 SP:Iteration 57F (69.448244 sec): 3 clusters Score: Raw -66540.323435 + Penalty 543.445757 = -65996.877678 nChanged 18 SP:Iteration 58Q (69.451938 sec): 3 clusters Score: Raw -66547.585773 + Penalty 545.293806 = -66002.291967 nChanged 17 SP:Iteration 59Q (69.455315 sec): 3 clusters Score: Raw -66552.935215 + Penalty 547.053297 = -66005.881917 nChanged 16 SP:Iteration 60F (69.458899 sec): 3 clusters Score: Raw -66558.233558 + Penalty 547.194647 = -66011.038912 nChanged 18 SP:Iteration 61Q (69.462215 sec): 3 clusters Score: Raw -66563.382766 + Penalty 548.962181 = -66014.420585 nChanged 16 SP:Iteration 62Q (69.465509 sec): 3 clusters Score: Raw -66566.339755 + Penalty 549.882972 = -66016.456784 nChanged 18 SP:Iteration 63Q (69.468826 sec): 3 clusters Score: Raw -66571.194793 + Penalty 552.816860 = -66018.377934 nChanged 22 SP:Iteration 64Q (69.472157 sec): 3 clusters Score: Raw -66578.998894 + Penalty 555.341869 = -66023.657025 nChanged 24 SP:Iteration 65Q (69.475505 sec): 3 clusters Score: Raw -66587.566301 + Penalty 558.920481 = -66028.645820 nChanged 21 SP:Iteration 66Q (69.478742 sec): 3 clusters Score: Raw -66598.150031 + Penalty 562.167523 = -66035.982508 nChanged 17 SP:Iteration 67Q (69.481960 sec): 3 clusters Score: Raw -66606.029271 + Penalty 565.015647 = -66041.013624 nChanged 14 SP:Iteration 68Q (69.485149 sec): 3 clusters Score: Raw -66611.477888 + Penalty 569.314852 = -66042.163037 nChanged 19 SP:Iteration 69Q (69.488357 sec): 3 clusters Score: Raw -66620.972339 + Penalty 572.751656 = -66048.220683 nChanged 20 SP:Iteration 70F (69.491920 sec): 3 clusters Score: Raw -66631.308552 + Penalty 577.811087 = -66053.497465 nChanged 18 SP:Iteration 71Q (69.495064 sec): 3 clusters Score: Raw -66638.114531 + Penalty 582.288364 = -66055.826167 nChanged 12 SP:Iteration 72Q (69.498189 sec): 3 clusters Score: Raw -66644.908578 + Penalty 586.665536 = -66058.243042 nChanged 9 SP:Iteration 73Q (69.501412 sec): 3 clusters Score: Raw -66649.205659 + Penalty 589.761024 = -66059.444635 nChanged 10 SP:Iteration 74Q (69.504774 sec): 3 clusters Score: Raw -66654.546701 + Penalty 592.162041 = -66062.384659 nChanged 10 SP:Iteration 75Q (69.507993 sec): 3 clusters Score: Raw -66659.840468 + Penalty 593.327359 = -66066.513110 nChanged 12 SP:Iteration 76Q (69.511081 sec): 3 clusters Score: Raw -66667.925744 + Penalty 594.902950 = -66073.022794 nChanged 12 SP:Iteration 77Q (69.514160 sec): 3 clusters Score: Raw -66672.441346 + Penalty 597.510574 = -66074.930772 nChanged 9 SP:Iteration 78Q (69.517232 sec): 3 clusters Score: Raw -66675.494597 + Penalty 597.880129 = -66077.614469 nChanged 8 SP:Iteration 79Q (69.520326 sec): 3 clusters Score: Raw -66679.621478 + Penalty 600.078970 = -66079.542508 nChanged 6 SP:Iteration 80F (69.523871 sec): 3 clusters Score: Raw -66682.206643 + Penalty 602.493927 = -66079.712716 nChanged 7 SP:Iteration 81Q (69.527046 sec): 3 clusters Score: Raw -66685.389968 + Penalty 606.807046 = -66078.582923 nChanged 9 SP:Iteration 82F (69.530607 sec): 3 clusters Score: Raw -66688.529850 + Penalty 609.634719 = -66078.895131 nChanged 10 SP:Iteration 83Q (69.533646 sec): 3 clusters Score: Raw -66692.829966 + Penalty 611.402463 = -66081.427503 nChanged 10 SP:Iteration 84Q (69.536673 sec): 3 clusters Score: Raw -66697.864192 + Penalty 614.876489 = -66082.987703 nChanged 12 SP:Iteration 85Q (69.539702 sec): 3 clusters Score: Raw -66703.136059 + Penalty 620.634581 = -66082.501478 nChanged 11 SP:Iteration 86F (69.543239 sec): 3 clusters Score: Raw -66708.833000 + Penalty 625.007953 = -66083.825047 nChanged 6 SP:Iteration 87Q (69.546359 sec): 3 clusters Score: Raw -66710.727010 + Penalty 626.614926 = -66084.112084 nChanged 7 SP:Iteration 88Q (69.549351 sec): 3 clusters Score: Raw -66713.389267 + Penalty 630.855322 = -66082.533945 nChanged 10 SP:Iteration 89F (69.553195 sec): 3 clusters Score: Raw -66718.255919 + Penalty 635.631210 = -66082.624710 nChanged 7 SP:Iteration 90F (69.556787 sec): 3 clusters Score: Raw -66719.858520 + Penalty 643.570232 = -66076.288289 nChanged 8 SP:Iteration 91F (69.560336 sec): 3 clusters Score: Raw -66721.680772 + Penalty 649.639979 = -66072.040793 nChanged 8 SP:Iteration 92F (69.563866 sec): 3 clusters Score: Raw -66724.497562 + Penalty 655.138623 = -66069.358939 nChanged 5 SP:Iteration 93F (69.567412 sec): 3 clusters Score: Raw -66725.587968 + Penalty 659.124178 = -66066.463790 nChanged 3 SP:Iteration 94F (69.570967 sec): 3 clusters Score: Raw -66725.661332 + Penalty 659.477235 = -66066.184097 nChanged 3 SP:Iteration 95F (69.574524 sec): 3 clusters Score: Raw -66725.847816 + Penalty 660.765296 = -66065.082520 nChanged 5 SP:Iteration 96F (69.578123 sec): 3 clusters Score: Raw -66727.328637 + Penalty 661.470194 = -66065.858443 nChanged 4 SP:Iteration 97Q (69.581119 sec): 3 clusters Score: Raw -66727.811193 + Penalty 662.244108 = -66065.567085 nChanged 4 SP:Iteration 98F (69.584648 sec): 3 clusters Score: Raw -66728.601514 + Penalty 661.219886 = -66067.381628 nChanged 6 SP:Iteration 99Q (69.587590 sec): 3 clusters Score: Raw -66730.778569 + Penalty 663.142847 = -66067.635722 nChanged 3 SP:Iteration 100F (69.591117 sec): 3 clusters Score: Raw -66730.945543 + Penalty 665.579635 = -66065.365907 nChanged 4 SP:Iteration 101F (69.594648 sec): 3 clusters Score: Raw -66731.393984 + Penalty 672.580560 = -66058.813423 nChanged 4 SP:Iteration 102F (69.598175 sec): 3 clusters Score: Raw -66732.222998 + Penalty 681.106114 = -66051.116884 nChanged 6 SP:Iteration 103F (69.601763 sec): 3 clusters Score: Raw -66734.881699 + Penalty 688.166760 = -66046.714939 nChanged 5 SP:Iteration 104F (69.605452 sec): 3 clusters Score: Raw -66737.235606 + Penalty 699.329868 = -66037.905738 nChanged 9 SP:Iteration 105F (69.609298 sec): 3 clusters Score: Raw -66742.506029 + Penalty 718.053122 = -66024.452907 nChanged 11 SP:Iteration 106F (69.612858 sec): 3 clusters Score: Raw -66748.266377 + Penalty 731.277781 = -66016.988596 nChanged 11 SP:Iteration 107F (69.616395 sec): 3 clusters Score: Raw -66759.596101 + Penalty 738.415511 = -66021.180589 nChanged 9 SP:Iteration 108Q (69.619260 sec): 3 clusters Score: Raw -66768.983605 + Penalty 758.702321 = -66010.281283 nChanged 10 SP:Iteration 109F (69.622786 sec): 3 clusters Score: Raw -66780.209808 + Penalty 795.148250 = -65985.061559 nChanged 7 SP:Iteration 110F (69.626319 sec): 3 clusters Score: Raw -66790.279477 + Penalty 818.270746 = -65972.008731 nChanged 3 SP:Iteration 111F (69.629872 sec): 3 clusters Score: Raw -66797.762955 + Penalty 824.076944 = -65973.686011 nChanged 1 SP:Iteration 112Q (69.632653 sec): 3 clusters Score: Raw -66798.251699 + Penalty 837.487114 = -65960.764585 nChanged 1 SP:Iteration 113F (69.636219 sec): 3 clusters Score: Raw -66799.889432 + Penalty 850.617163 = -65949.272268 nChanged 1 SP:Iteration 114F (69.639748 sec): 3 clusters Score: Raw -66800.236495 + Penalty 852.432296 = -65947.804199 nChanged 1 SP:Iteration 115F (69.643277 sec): 3 clusters Score: Raw -66802.427199 + Penalty 852.432296 = -65949.994903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.645490 sec): 2 clusters Score: Raw -1917.316971 + Penalty 165.525366 = -1751.791604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.645863 sec): 3 clusters Score: Raw -1905.119933 + Penalty 333.899907 = -1571.220027 nChanged 17 SP:Iteration 1F (69.646208 sec): 3 clusters Score: Raw -1959.713740 + Penalty 317.810513 = -1641.903226 nChanged 5 SP:Iteration 2F (69.646564 sec): 3 clusters Score: Raw -1969.485587 + Penalty 301.292054 = -1668.193532 nChanged 4 SP:Iteration 3F (69.646906 sec): 3 clusters Score: Raw -1974.036007 + Penalty 298.786578 = -1675.249429 nChanged 1 SP:Iteration 4Q (69.647235 sec): 3 clusters Score: Raw -1974.294811 + Penalty 296.424852 = -1677.869959 nChanged 1 SP:Iteration 5Q (69.647564 sec): 3 clusters Score: Raw -1974.537646 + Penalty 296.424852 = -1678.112795 nChanged 0 SP:Iteration 6F (69.647905 sec): 3 clusters Score: Raw -1974.537646 + Penalty 296.424852 = -1678.112795 nChanged 0 Time taken for this iteration:68.707858 seconds. 300->19 Clusters: Score -964175.880273, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 171 (time per iteration =407.518281 ms) Total iterations: 1743 (time per iteration =39.980279 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5740084375.000000 (time per metric unit =12.140175ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 143502109375.000000 (time per metric unit=485.606980ps) That took 69.685626 seconds. FileBase PeterP-2014-02-27_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 0.02 and 0.04 GB of RAM. Memory request: 0.01 GB would take us to total of 0.01 GB. ---------------------------------------------------------- Loaded 2162 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 2162 points ------ Starting initial clusters from distinct float masks Not enough masks (45) to generate starting clusters (300), so starting with (46) clusters instead. Assigned 46 initial classes from 45 unique masks. Deleting Class 44 (1 points): Lose 8.203275 but Gain 1214.088325 Iteration 0F (0.104678 sec): 45 clusters Score: Raw -38573.002147 + Penalty 18684.176925 = -19888.825222 nChanged 287 Deleting Class 13 (3 points): Lose 99.211778 but Gain 1247.803212 Iteration 1F (0.138093 sec): 34 clusters Score: Raw -38692.796482 + Penalty 17081.444548 = -21611.351934 nChanged 140 Deleting Class 35 (2 points): Lose 34.072324 but Gain 1119.435314 Iteration 2F (0.168990 sec): 31 clusters Score: Raw -38793.336340 + Penalty 15975.021534 = -22818.314806 nChanged 94 Deleting Class 28 (1 points): Lose 0.157563 but Gain 1055.100836 Iteration 3Q (0.177178 sec): 30 clusters Score: Raw -38865.603955 + Penalty 14945.487658 = -23920.116297 nChanged 61 Deleting Class 40 (1 points): Lose 4.039960 but Gain 929.011550 Iteration 4Q (0.184785 sec): 29 clusters Score: Raw -38897.827939 + Penalty 13974.134307 = -24923.693632 nChanged 46 Deleting Class 23 (2 points): Lose 34.770545 but Gain 951.032029 Iteration 5Q (0.191993 sec): 28 clusters Score: Raw -38912.552205 + Penalty 12762.777313 = -26149.774892 nChanged 69 Deleting Class 39 (1 points): Lose 17.801351 but Gain 928.572630 Iteration 6Q (0.199039 sec): 26 clusters Score: Raw -38979.647973 + Penalty 12000.089475 = -26979.558498 nChanged 80 Deleting Class 41 (1 points): Lose 0.214654 but Gain 909.861002 Iteration 7Q (0.206081 sec): 25 clusters Score: Raw -39070.421300 + Penalty 11137.015580 = -27933.405720 nChanged 83 Deleting Class 21 (3 points): Lose 20.157649 but Gain 809.119673 Iteration 8Q (0.212990 sec): 23 clusters Score: Raw -39130.347317 + Penalty 10458.467732 = -28671.879586 nChanged 72 Deleting Class 25 (4 points): Lose 20.974846 but Gain 778.135228 Iteration 9Q (0.219939 sec): 22 clusters Score: Raw -39170.300167 + Penalty 9846.339432 = -29323.960735 nChanged 69 Deleting Class 27 (2 points): Lose 10.737667 but Gain 761.644317 Iteration 10F (0.241473 sec): 21 clusters Score: Raw -39220.572064 + Penalty 9124.270435 = -30096.301629 nChanged 55 Deleting Class 38 (1 points): Lose 1.205329 but Gain 745.146643 Iteration 11Q (0.247409 sec): 20 clusters Score: Raw -39260.044127 + Penalty 8459.762543 = -30800.281584 nChanged 38 Deleting Class 37 (1 points): Lose 8.054521 but Gain 748.046470 Iteration 12Q (0.253117 sec): 19 clusters Score: Raw -39280.552895 + Penalty 7769.144049 = -31511.408847 nChanged 22 Deleting Class 20 (1 points): Lose 5.195901 but Gain 694.938348 Iteration 13Q (0.258629 sec): 18 clusters Score: Raw -39295.224659 + Penalty 7149.373637 = -32145.851021 nChanged 19 Deleting Class 31 (2 points): Lose 14.915961 but Gain 678.706114 Iteration 14Q (0.264324 sec): 17 clusters Score: Raw -39300.722765 + Penalty 6534.654001 = -32766.068764 nChanged 15 Deleting Class 26 (1 points): Lose 2.650130 but Gain 654.133406 Iteration 15Q (0.269617 sec): 16 clusters Score: Raw -39312.339831 + Penalty 5949.869561 = -33362.470270 nChanged 12 Deleting Class 42 (4 points): Lose 52.254465 but Gain 699.303548 Iteration 16Q (0.275007 sec): 15 clusters Score: Raw -39270.933687 + Penalty 5356.917787 = -33914.015900 nChanged 11 Deleting Class 10 (11 points): Lose 72.294260 but Gain 654.396553 Iteration 17Q (0.280106 sec): 14 clusters Score: Raw -39223.372105 + Penalty 4857.200795 = -34366.171310 nChanged 18 Deleting Class 17 (3 points): Lose 19.685423 but Gain 474.062407 Iteration 18Q (0.285273 sec): 13 clusters Score: Raw -39256.156057 + Penalty 4402.210346 = -34853.945712 nChanged 17 Deleting Class 19 (2 points): Lose 2.062440 but Gain 441.444343 Iteration 19Q (0.290458 sec): 12 clusters Score: Raw -39274.110214 + Penalty 3978.299507 = -35295.810707 nChanged 21 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.02 GB. Compute initial score before splitting: Score: Raw -39274.110214 + Penalty 3978.299507 = -35295.810707Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 1 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.301217 sec): 2 clusters Score: Raw -2230.495925 + Penalty 155.073052 = -2075.422873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.301664 sec): 3 clusters Score: Raw -2169.083305 + Penalty 338.625091 = -1830.458214 nChanged 35 SP:Iteration 1F (0.302103 sec): 3 clusters Score: Raw -2200.530796 + Penalty 387.499367 = -1813.031430 nChanged 15 SP:Iteration 2F (0.302556 sec): 3 clusters Score: Raw -2218.155039 + Penalty 431.797979 = -1786.357060 nChanged 10 SP:Iteration 3F (0.303009 sec): 3 clusters Score: Raw -2242.777643 + Penalty 466.408057 = -1776.369586 nChanged 3 SP:Iteration 4F (0.303480 sec): 3 clusters Score: Raw -2249.802210 + Penalty 466.408057 = -1783.394153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 2 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.304139 sec): 2 clusters Score: Raw -1618.160374 + Penalty 141.723674 = -1476.436701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.304497 sec): 3 clusters Score: Raw -1585.492665 + Penalty 377.585092 = -1207.907573 nChanged 22 SP:Iteration 1F (0.304845 sec): 3 clusters Score: Raw -1622.536711 + Penalty 456.732449 = -1165.804262 nChanged 7 SP:Iteration 2F (0.305197 sec): 3 clusters Score: Raw -1632.412692 + Penalty 456.732449 = -1175.680243 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 3 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.308887 sec): 2 clusters Score: Raw -15630.507121 + Penalty 145.974143 = -15484.532978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.310283 sec): 3 clusters Score: Raw -15224.911028 + Penalty 287.350510 = -14937.560518 nChanged 271 SP:Iteration 1F (0.311693 sec): 3 clusters Score: Raw -15374.006794 + Penalty 283.655499 = -15090.351295 nChanged 68 SP:Iteration 2F (0.313073 sec): 3 clusters Score: Raw -15418.899154 + Penalty 282.530747 = -15136.368408 nChanged 54 SP:Iteration 3F (0.314448 sec): 3 clusters Score: Raw -15455.403563 + Penalty 281.920511 = -15173.483053 nChanged 38 SP:Iteration 4F (0.315823 sec): 3 clusters Score: Raw -15494.440586 + Penalty 274.461714 = -15219.978872 nChanged 37 SP:Iteration 5F (0.317222 sec): 3 clusters Score: Raw -15531.841509 + Penalty 275.045952 = -15256.795558 nChanged 28 SP:Iteration 6Q (0.318517 sec): 3 clusters Score: Raw -15549.649992 + Penalty 284.440688 = -15265.209304 nChanged 30 SP:Iteration 7Q (0.319777 sec): 3 clusters Score: Raw -15576.175667 + Penalty 315.575987 = -15260.599680 nChanged 31 SP:Iteration 8F (0.321201 sec): 3 clusters Score: Raw -15603.904922 + Penalty 348.483968 = -15255.420954 nChanged 18 SP:Iteration 9F (0.322653 sec): 3 clusters Score: Raw -15623.430728 + Penalty 357.405030 = -15266.025698 nChanged 5 SP:Iteration 10F (0.324076 sec): 3 clusters Score: Raw -15628.216562 + Penalty 360.154972 = -15268.061590 nChanged 3 SP:Iteration 11Q (0.325189 sec): 3 clusters Score: Raw -15628.344656 + Penalty 395.019300 = -15233.325356 nChanged 3 SP:Iteration 12F (0.326545 sec): 3 clusters Score: Raw -15628.961925 + Penalty 471.887599 = -15157.074325 nChanged 4 SP:Iteration 13F (0.327892 sec): 3 clusters Score: Raw -15632.015061 + Penalty 619.527479 = -15012.487582 nChanged 3 SP:Iteration 14F (0.329277 sec): 3 clusters Score: Raw -15633.378700 + Penalty 619.527479 = -15013.851221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 4 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.330765 sec): 2 clusters Score: Raw -7328.712204 + Penalty 108.529102 = -7220.183103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.331628 sec): 3 clusters Score: Raw -7097.683151 + Penalty 217.633761 = -6880.049390 nChanged 155 SP:Iteration 1F (0.332475 sec): 3 clusters Score: Raw -7192.374709 + Penalty 217.953525 = -6974.421184 nChanged 53 SP:Iteration 2F (0.333320 sec): 3 clusters Score: Raw -7243.111308 + Penalty 217.907535 = -7025.203773 nChanged 24 SP:Iteration 3F (0.334165 sec): 3 clusters Score: Raw -7254.154819 + Penalty 218.046924 = -7036.107894 nChanged 12 SP:Iteration 4Q (0.335002 sec): 3 clusters Score: Raw -7261.885811 + Penalty 218.245878 = -7043.639932 nChanged 9 SP:Iteration 5Q (0.335861 sec): 3 clusters Score: Raw -7268.976967 + Penalty 218.729980 = -7050.246987 nChanged 12 SP:Iteration 6Q (0.336697 sec): 3 clusters Score: Raw -7276.389699 + Penalty 219.162104 = -7057.227595 nChanged 7 SP:Iteration 7Q (0.337530 sec): 3 clusters Score: Raw -7278.663504 + Penalty 219.114531 = -7059.548974 nChanged 4 SP:Iteration 8Q (0.338361 sec): 3 clusters Score: Raw -7280.507151 + Penalty 218.479065 = -7062.028086 nChanged 4 SP:Iteration 9Q (0.339193 sec): 3 clusters Score: Raw -7282.350226 + Penalty 218.193194 = -7064.157032 nChanged 2 SP:Iteration 10F (0.340036 sec): 3 clusters Score: Raw -7282.662095 + Penalty 218.193194 = -7064.468902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 5 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.340501 sec): 2 clusters Score: Raw -108.335769 + Penalty 79.171008 = -29.164761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.340722 sec): 3 clusters Score: Raw -104.184853 + Penalty 152.248515 = 48.063662 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 6 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.342825 sec): 2 clusters Score: Raw -11999.206789 + Penalty 163.464219 = -11835.742569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.344136 sec): 3 clusters Score: Raw -11620.836285 + Penalty 331.385953 = -11289.450331 nChanged 243 SP:Iteration 1F (0.345428 sec): 3 clusters Score: Raw -11835.772577 + Penalty 337.974373 = -11497.798204 nChanged 85 SP:Iteration 2F (0.346718 sec): 3 clusters Score: Raw -11941.374185 + Penalty 311.140379 = -11630.233806 nChanged 32 SP:Iteration 3F (0.348011 sec): 3 clusters Score: Raw -11983.586386 + Penalty 301.163778 = -11682.422608 nChanged 4 SP:Iteration 4Q (0.349116 sec): 3 clusters Score: Raw -11988.785707 + Penalty 297.626306 = -11691.159401 nChanged 4 SP:Iteration 5Q (0.350187 sec): 3 clusters Score: Raw -11991.594017 + Penalty 303.433366 = -11688.160651 nChanged 2 SP:Iteration 6F (0.351475 sec): 3 clusters Score: Raw -11992.484038 + Penalty 290.216498 = -11702.267540 nChanged 4 SP:Iteration 7Q (0.352534 sec): 3 clusters Score: Raw -11994.606737 + Penalty 290.216498 = -11704.390238 nChanged 0 SP:Iteration 8F (0.353853 sec): 3 clusters Score: Raw -11994.606737 + Penalty 290.216498 = -11704.390238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 7 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.354510 sec): 2 clusters Score: Raw -970.553484 + Penalty 167.929339 = -802.624145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.354823 sec): 3 clusters Score: Raw -953.272814 + Penalty 337.099630 = -616.173184 nChanged 7 SP:Iteration 1F (0.355120 sec): 3 clusters Score: Raw -958.812199 + Penalty 346.305198 = -612.507001 nChanged 4 SP:Iteration 2F (0.355406 sec): 3 clusters Score: Raw -963.493974 + Penalty 346.734123 = -616.759851 nChanged 1 SP:Iteration 3Q (0.355691 sec): 3 clusters Score: Raw -964.089801 + Penalty 346.734123 = -617.355678 nChanged 0 SP:Iteration 4F (0.355976 sec): 3 clusters Score: Raw -964.089801 + Penalty 346.734123 = -617.355678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 8 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.356460 sec): 2 clusters Score: Raw -404.123548 + Penalty 97.802450 = -306.321098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.356701 sec): 3 clusters Score: Raw -400.155046 + Penalty 206.023595 = -194.131452 nChanged 2 SP:Iteration 1F (0.356940 sec): 3 clusters Score: Raw -403.580755 + Penalty 215.004353 = -188.576402 nChanged 1 SP:Iteration 2F (0.357179 sec): 3 clusters Score: Raw -404.573102 + Penalty 234.587223 = -169.985879 nChanged 2 SP:Iteration 3F (0.357416 sec): 3 clusters Score: Raw -406.292838 + Penalty 234.587223 = -171.705615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 9 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.358168 sec): 2 clusters Score: Raw -1266.697779 + Penalty 179.663078 = -1087.034700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.358481 sec): 3 clusters Score: Raw -1241.441209 + Penalty 359.730353 = -881.710857 nChanged 14 SP:Iteration 1F (0.358785 sec): 3 clusters Score: Raw -1257.610574 + Penalty 431.826379 = -825.784196 nChanged 10 SP:Iteration 2F (0.359092 sec): 3 clusters Score: Raw -1276.424998 + Penalty 448.263848 = -828.161150 nChanged 2 SP:Iteration 3Q (0.359381 sec): 3 clusters Score: Raw -1279.709280 + Penalty 475.934665 = -803.774615 nChanged 1 SP:Iteration 4F (0.359692 sec): 3 clusters Score: Raw -1280.113812 + Penalty 475.934665 = -804.179148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 11 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.360151 sec): 2 clusters Score: Raw -165.488442 + Penalty 118.887176 = -46.601266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.360374 sec): 3 clusters Score: Raw -169.709630 + Penalty 243.448515 = 73.738884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 12 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.361484 sec): 2 clusters Score: Raw -3413.797539 + Penalty 223.311894 = -3190.485645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.361976 sec): 3 clusters Score: Raw -3342.362532 + Penalty 471.669079 = -2870.693453 nChanged 46 SP:Iteration 1F (0.362462 sec): 3 clusters Score: Raw -3399.597960 + Penalty 489.438594 = -2910.159366 nChanged 15 SP:Iteration 2F (0.362945 sec): 3 clusters Score: Raw -3414.839719 + Penalty 510.753416 = -2904.086303 nChanged 8 SP:Iteration 3F (0.363426 sec): 3 clusters Score: Raw -3422.028145 + Penalty 525.863660 = -2896.164485 nChanged 4 SP:Iteration 4F (0.363912 sec): 3 clusters Score: Raw -3444.032297 + Penalty 555.831516 = -2888.200781 nChanged 6 SP:Iteration 5F (0.364383 sec): 3 clusters Score: Raw -3453.721816 + Penalty 625.480805 = -2828.241010 nChanged 10 SP:Iteration 6F (0.364852 sec): 3 clusters Score: Raw -3470.543661 + Penalty 662.974244 = -2807.569416 nChanged 5 SP:Iteration 7F (0.365350 sec): 3 clusters Score: Raw -3476.429532 + Penalty 690.439947 = -2785.989584 nChanged 3 SP:Iteration 8F (0.365821 sec): 3 clusters Score: Raw -3480.331352 + Penalty 699.517215 = -2780.814137 nChanged 2 SP:Iteration 9F (0.366291 sec): 3 clusters Score: Raw -3483.726594 + Penalty 699.517215 = -2784.209379 nChanged 0 Deleting Class 11 (8 points): Lose 35.183491 but Gain 439.016688 Iteration 20F (0.379347 sec): 11 clusters Score: Raw -39253.819319 + Penalty 3509.760644 = -35744.058675 nChanged 25 Deleting Class 5 (5 points): Lose 28.411157 but Gain 377.732785 Iteration 21Q (0.384322 sec): 10 clusters Score: Raw -39251.795723 + Penalty 3191.020589 = -36060.775134 nChanged 23 Deleting Class 8 (18 points): Lose 38.560260 but Gain 293.532953 Iteration 22Q (0.389201 sec): 9 clusters Score: Raw -39242.995195 + Penalty 2929.029798 = -36313.965397 nChanged 28 Deleting Class 2 (39 points): Lose 127.892038 but Gain 368.600105 Iteration 23Q (0.393822 sec): 8 clusters Score: Raw -39145.945713 + Penalty 2562.710993 = -36583.234720 nChanged 52 Deleting Class 7 (49 points): Lose 161.259978 but Gain 344.929723 Iteration 24Q (0.398255 sec): 7 clusters Score: Raw -39063.933596 + Penalty 2276.430177 = -36787.503419 nChanged 56 Deleting Class 9 (63 points): Lose 272.543648 but Gain 344.405579 Iteration 25Q (0.402598 sec): 6 clusters Score: Raw -38877.174258 + Penalty 2001.218077 = -36875.956181 nChanged 71 Iteration 26Q (0.406847 sec): 6 clusters Score: Raw -38999.385947 + Penalty 1996.889963 = -37002.495984 nChanged 10 Iteration 27Q (0.411239 sec): 6 clusters Score: Raw -39002.278378 + Penalty 1996.638446 = -37005.639933 nChanged 3 Iteration 28Q (0.415679 sec): 6 clusters Score: Raw -39001.574486 + Penalty 1996.638446 = -37004.936040 nChanged 0 Iteration 29F (0.422641 sec): 6 clusters Score: Raw -39001.574486 + Penalty 1996.638446 = -37004.936040 nChanged 0 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.02 GB. Compute initial score before splitting: Score: Raw -39001.574486 + Penalty 1996.638446 = -37004.936040Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 1 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.427209 sec): 2 clusters Score: Raw -2095.552456 + Penalty 161.564243 = -1933.988213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.427625 sec): 3 clusters Score: Raw -2047.922212 + Penalty 321.424818 = -1726.497395 nChanged 31 SP:Iteration 1F (0.428030 sec): 3 clusters Score: Raw -2069.205086 + Penalty 321.962939 = -1747.242147 nChanged 4 SP:Iteration 2Q (0.428433 sec): 3 clusters Score: Raw -2070.810130 + Penalty 322.094786 = -1748.715344 nChanged 2 SP:Iteration 3Q (0.428834 sec): 3 clusters Score: Raw -2073.489818 + Penalty 320.548574 = -1752.941244 nChanged 3 SP:Iteration 4Q (0.429240 sec): 3 clusters Score: Raw -2076.163554 + Penalty 319.805582 = -1756.357972 nChanged 1 SP:Iteration 5Q (0.429639 sec): 3 clusters Score: Raw -2076.638701 + Penalty 318.926030 = -1757.712672 nChanged 1 SP:Iteration 6Q (0.430038 sec): 3 clusters Score: Raw -2077.518652 + Penalty 318.926030 = -1758.592623 nChanged 0 SP:Iteration 7F (0.430438 sec): 3 clusters Score: Raw -2077.518652 + Penalty 318.926030 = -1758.592623 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 3 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.433897 sec): 2 clusters Score: Raw -15692.647675 + Penalty 148.511495 = -15544.136180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.435379 sec): 3 clusters Score: Raw -15275.178604 + Penalty 302.443570 = -14972.735034 nChanged 286 SP:Iteration 1F (0.436840 sec): 3 clusters Score: Raw -15477.940911 + Penalty 304.054155 = -15173.886756 nChanged 71 SP:Iteration 2F (0.438318 sec): 3 clusters Score: Raw -15545.814644 + Penalty 323.426075 = -15222.388569 nChanged 76 SP:Iteration 3F (0.439799 sec): 3 clusters Score: Raw -15645.618663 + Penalty 348.361806 = -15297.256857 nChanged 45 SP:Iteration 4F (0.441246 sec): 3 clusters Score: Raw -15694.646294 + Penalty 359.894847 = -15334.751447 nChanged 24 SP:Iteration 5Q (0.442549 sec): 3 clusters Score: Raw -15713.637221 + Penalty 367.134417 = -15346.502804 nChanged 10 SP:Iteration 6Q (0.443800 sec): 3 clusters Score: Raw -15719.660667 + Penalty 377.439710 = -15342.220957 nChanged 7 SP:Iteration 7F (0.445215 sec): 3 clusters Score: Raw -15723.529673 + Penalty 375.511552 = -15348.018120 nChanged 6 SP:Iteration 8Q (0.446458 sec): 3 clusters Score: Raw -15725.614461 + Penalty 376.490264 = -15349.124197 nChanged 2 SP:Iteration 9Q (0.447701 sec): 3 clusters Score: Raw -15726.365068 + Penalty 375.687941 = -15350.677127 nChanged 2 SP:Iteration 10F (0.449108 sec): 3 clusters Score: Raw -15726.573916 + Penalty 375.687941 = -15350.885974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 4 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.450638 sec): 2 clusters Score: Raw -8587.188926 + Penalty 119.187750 = -8468.001175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.451622 sec): 3 clusters Score: Raw -8314.548978 + Penalty 240.350355 = -8074.198622 nChanged 192 SP:Iteration 1F (0.452591 sec): 3 clusters Score: Raw -8441.187797 + Penalty 242.893916 = -8198.293881 nChanged 51 SP:Iteration 2F (0.453560 sec): 3 clusters Score: Raw -8482.710345 + Penalty 240.408004 = -8242.302341 nChanged 36 SP:Iteration 3F (0.454527 sec): 3 clusters Score: Raw -8510.954318 + Penalty 241.299044 = -8269.655275 nChanged 25 SP:Iteration 4F (0.455495 sec): 3 clusters Score: Raw -8527.502546 + Penalty 244.400721 = -8283.101824 nChanged 25 SP:Iteration 5F (0.456464 sec): 3 clusters Score: Raw -8551.981084 + Penalty 247.850534 = -8304.130550 nChanged 19 SP:Iteration 6Q (0.457373 sec): 3 clusters Score: Raw -8566.892915 + Penalty 253.302429 = -8313.590486 nChanged 14 SP:Iteration 7Q (0.458260 sec): 3 clusters Score: Raw -8577.818501 + Penalty 265.908374 = -8311.910127 nChanged 12 SP:Iteration 8F (0.459235 sec): 3 clusters Score: Raw -8590.205050 + Penalty 268.021407 = -8322.183643 nChanged 7 SP:Iteration 9Q (0.460080 sec): 3 clusters Score: Raw -8595.438922 + Penalty 279.293128 = -8316.145794 nChanged 4 SP:Iteration 10F (0.461060 sec): 3 clusters Score: Raw -8598.460325 + Penalty 282.658030 = -8315.802294 nChanged 2 SP:Iteration 11F (0.462032 sec): 3 clusters Score: Raw -8599.948777 + Penalty 286.921017 = -8313.027760 nChanged 1 SP:Iteration 12F (0.463003 sec): 3 clusters Score: Raw -8600.448714 + Penalty 286.921017 = -8313.527697 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 6 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.466911 sec): 2 clusters Score: Raw -14247.005288 + Penalty 187.790964 = -14059.214324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.468450 sec): 3 clusters Score: Raw -13772.779629 + Penalty 386.054258 = -13386.725371 nChanged 300 SP:Iteration 1F (0.469959 sec): 3 clusters Score: Raw -14056.545917 + Penalty 462.820053 = -13593.725864 nChanged 129 SP:Iteration 2F (0.471506 sec): 3 clusters Score: Raw -14242.293281 + Penalty 586.016133 = -13656.277149 nChanged 40 SP:Iteration 3F (0.473025 sec): 3 clusters Score: Raw -14298.529210 + Penalty 604.231456 = -13694.297754 nChanged 8 SP:Iteration 4Q (0.474327 sec): 3 clusters Score: Raw -14309.575888 + Penalty 597.754593 = -13711.821295 nChanged 2 SP:Iteration 5Q (0.475578 sec): 3 clusters Score: Raw -14314.181456 + Penalty 587.164287 = -13727.017170 nChanged 1 SP:Iteration 6Q (0.476819 sec): 3 clusters Score: Raw -14314.587558 + Penalty 568.004837 = -13746.582722 nChanged 1 SP:Iteration 7Q (0.478062 sec): 3 clusters Score: Raw -14316.737022 + Penalty 568.004837 = -13748.732185 nChanged 0 SP:Iteration 8F (0.479606 sec): 3 clusters Score: Raw -14316.737022 + Penalty 568.004837 = -13748.732185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 12 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.480833 sec): 2 clusters Score: Raw -3513.338614 + Penalty 223.363495 = -3289.975119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.481328 sec): 3 clusters Score: Raw -3449.664083 + Penalty 450.653312 = -2999.010770 nChanged 50 SP:Iteration 1F (0.481815 sec): 3 clusters Score: Raw -3480.289320 + Penalty 456.213585 = -3024.075736 nChanged 17 SP:Iteration 2F (0.482299 sec): 3 clusters Score: Raw -3493.645968 + Penalty 466.191592 = -3027.454376 nChanged 15 SP:Iteration 3F (0.482790 sec): 3 clusters Score: Raw -3508.096290 + Penalty 504.778421 = -3003.317869 nChanged 16 SP:Iteration 4F (0.483274 sec): 3 clusters Score: Raw -3532.200773 + Penalty 642.874120 = -2889.326653 nChanged 17 SP:Iteration 5F (0.483776 sec): 3 clusters Score: Raw -3559.878425 + Penalty 710.379077 = -2849.499348 nChanged 6 SP:Iteration 6F (0.484261 sec): 3 clusters Score: Raw -3568.823825 + Penalty 728.441996 = -2840.381829 nChanged 3 SP:Iteration 7F (0.484745 sec): 3 clusters Score: Raw -3579.556260 + Penalty 728.441996 = -2851.114263 nChanged 0 Time taken for this iteration:0.425996 seconds. 300->6 Clusters: Score -37004.936040, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 30 (time per iteration =16.266200 ms) Total iterations: 164 (time per iteration =2.975524 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 71476875.000000 (time per metric unit =6.827187ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1786921875.000000 (time per metric unit=273.087485ps) That took 0.487986 seconds. FileBase PeterP-2014-02-27_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 0.13 and 0.20 GB of RAM. Memory request: 0.07 GB would take us to total of 0.07 GB. ---------------------------------------------------------- Loaded 14270 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 14270 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 117 (1 points): Lose 10.272612 but Gain 1469.559218 Iteration 0F (1.197270 sec): 122 clusters Score: Raw -413195.369971 + Penalty 93920.153554 = -319275.216417 nChanged 2006 Deleting Class 51 (1 points): Lose 3.797769 but Gain 1454.411070 Iteration 1F (1.902894 sec): 109 clusters Score: Raw -415848.533449 + Penalty 91229.704573 = -324618.828876 nChanged 629 Deleting Class 76 (2 points): Lose 20.767449 but Gain 1420.412884 Iteration 2Q (1.989103 sec): 106 clusters Score: Raw -416748.607512 + Penalty 88574.785281 = -328173.822230 nChanged 537 Deleting Class 120 (1 points): Lose 9.837490 but Gain 1365.993023 Iteration 3Q (2.068219 sec): 103 clusters Score: Raw -417406.989140 + Penalty 87501.267733 = -329905.721407 nChanged 525 Deleting Class 115 (1 points): Lose 16.250409 but Gain 1354.466665 Iteration 4Q (2.144713 sec): 102 clusters Score: Raw -417968.493362 + Penalty 85842.742842 = -332125.750520 nChanged 418 Deleting Class 81 (1 points): Lose 15.908946 but Gain 1344.601373 Iteration 5Q (2.215393 sec): 100 clusters Score: Raw -418340.510422 + Penalty 84608.484870 = -333732.025552 nChanged 312 Deleting Class 37 (20 points): Lose 252.865507 but Gain 1554.461140 Iteration 6Q (2.280319 sec): 99 clusters Score: Raw -418304.862596 + Penalty 83423.931035 = -334880.931561 nChanged 254 Deleting Class 73 (10 points): Lose 167.685408 but Gain 1461.629670 Iteration 7Q (2.359321 sec): 98 clusters Score: Raw -418393.660561 + Penalty 82183.738832 = -336209.921728 nChanged 210 Deleting Class 39 (14 points): Lose 160.553062 but Gain 1450.529611 Iteration 8Q (2.422251 sec): 97 clusters Score: Raw -418438.835475 + Penalty 82290.915975 = -336147.919500 nChanged 221 Deleting Class 112 (2 points): Lose 30.507618 but Gain 1315.192477 Iteration 9F (3.074343 sec): 96 clusters Score: Raw -418564.545622 + Penalty 81155.906169 = -337408.639454 nChanged 201 Deleting Class 109 (1 points): Lose 14.497332 but Gain 1298.968810 Iteration 10F (3.704933 sec): 95 clusters Score: Raw -418718.374084 + Penalty 79299.302768 = -339419.071315 nChanged 177 Deleting Class 96 (1 points): Lose 7.429114 but Gain 1287.658319 Iteration 11Q (3.761757 sec): 93 clusters Score: Raw -418849.149500 + Penalty 78067.326699 = -340781.822801 nChanged 197 Deleting Class 106 (3 points): Lose 56.614465 but Gain 1325.530717 Iteration 12Q (3.819123 sec): 92 clusters Score: Raw -418936.197297 + Penalty 77083.768006 = -341852.429291 nChanged 224 Deleting Class 80 (4 points): Lose 78.571302 but Gain 1331.877849 Iteration 13Q (3.877162 sec): 91 clusters Score: Raw -419066.820755 + Penalty 75900.712031 = -343166.108724 nChanged 206 Deleting Class 44 (1 points): Lose 6.397395 but Gain 1242.700619 Iteration 14Q (3.934841 sec): 90 clusters Score: Raw -419260.282891 + Penalty 72581.555756 = -346678.727135 nChanged 193 Deleting Class 62 (4 points): Lose 52.686591 but Gain 1267.980256 Iteration 15Q (3.992171 sec): 88 clusters Score: Raw -419392.744952 + Penalty 71385.133604 = -348007.611348 nChanged 180 Deleting Class 26 (29 points): Lose 187.742412 but Gain 1394.193423 Iteration 16Q (4.046840 sec): 87 clusters Score: Raw -419347.049296 + Penalty 70033.597019 = -349313.452277 nChanged 171 Deleting Class 91 (3 points): Lose 21.000926 but Gain 1217.163446 Iteration 17Q (4.101131 sec): 86 clusters Score: Raw -419518.704269 + Penalty 68839.277432 = -350679.426838 nChanged 148 Deleting Class 99 (2 points): Lose 51.221194 but Gain 1233.674985 Iteration 18Q (4.154223 sec): 85 clusters Score: Raw -419567.655680 + Penalty 67613.996500 = -351953.659179 nChanged 123 Deleting Class 52 (4 points): Lose 57.809517 but Gain 1235.323102 Iteration 19Q (4.206065 sec): 84 clusters Score: Raw -419587.077324 + Penalty 66423.445541 = -353163.631783 nChanged 117 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 -419587.077324 + Penalty 66423.445541 = -353163.631783Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 1 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.260319 sec): 2 clusters Score: Raw -17646.552581 + Penalty 191.523168 = -17455.029413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.261672 sec): 3 clusters Score: Raw -17304.729170 + Penalty 378.925339 = -16925.803831 nChanged 252 SP:Iteration 1F (4.262995 sec): 3 clusters Score: Raw -17464.083917 + Penalty 377.792548 = -17086.291369 nChanged 68 SP:Iteration 2F (4.264313 sec): 3 clusters Score: Raw -17488.790169 + Penalty 376.087587 = -17112.702582 nChanged 25 SP:Iteration 3Q (4.265576 sec): 3 clusters Score: Raw -17497.381312 + Penalty 374.440151 = -17122.941161 nChanged 18 SP:Iteration 4Q (4.266823 sec): 3 clusters Score: Raw -17505.644294 + Penalty 372.696715 = -17132.947579 nChanged 11 SP:Iteration 5Q (4.268067 sec): 3 clusters Score: Raw -17514.248587 + Penalty 370.060601 = -17144.187986 nChanged 12 SP:Iteration 6Q (4.269291 sec): 3 clusters Score: Raw -17529.016898 + Penalty 367.574467 = -17161.442431 nChanged 12 SP:Iteration 7Q (4.270514 sec): 3 clusters Score: Raw -17542.411656 + Penalty 364.392142 = -17178.019514 nChanged 18 SP:Iteration 8Q (4.271765 sec): 3 clusters Score: Raw -17555.533494 + Penalty 362.313112 = -17193.220383 nChanged 11 SP:Iteration 9Q (4.273001 sec): 3 clusters Score: Raw -17563.379466 + Penalty 360.166351 = -17203.213115 nChanged 15 SP:Iteration 10F (4.274262 sec): 3 clusters Score: Raw -17577.221675 + Penalty 361.193264 = -17216.028411 nChanged 12 SP:Iteration 11Q (4.275473 sec): 3 clusters Score: Raw -17583.293918 + Penalty 359.354818 = -17223.939101 nChanged 10 SP:Iteration 12Q (4.276668 sec): 3 clusters Score: Raw -17588.623493 + Penalty 356.801228 = -17231.822265 nChanged 10 SP:Iteration 13Q (4.277855 sec): 3 clusters Score: Raw -17592.656456 + Penalty 355.264293 = -17237.392163 nChanged 13 SP:Iteration 14Q (4.279042 sec): 3 clusters Score: Raw -17597.639530 + Penalty 353.414304 = -17244.225226 nChanged 9 SP:Iteration 15Q (4.280215 sec): 3 clusters Score: Raw -17600.096451 + Penalty 351.312547 = -17248.783903 nChanged 10 SP:Iteration 16Q (4.281388 sec): 3 clusters Score: Raw -17603.663036 + Penalty 353.234122 = -17250.428914 nChanged 14 SP:Iteration 17Q (4.282553 sec): 3 clusters Score: Raw -17611.039314 + Penalty 356.428116 = -17254.611198 nChanged 17 SP:Iteration 18Q (4.283708 sec): 3 clusters Score: Raw -17620.123882 + Penalty 361.609224 = -17258.514658 nChanged 16 SP:Iteration 19Q (4.284848 sec): 3 clusters Score: Raw -17630.397800 + Penalty 373.945059 = -17256.452741 nChanged 15 SP:Iteration 20F (4.286152 sec): 3 clusters Score: Raw -17643.543850 + Penalty 388.926713 = -17254.617136 nChanged 14 SP:Iteration 21F (4.287410 sec): 3 clusters Score: Raw -17657.287917 + Penalty 407.206811 = -17250.081106 nChanged 14 SP:Iteration 22F (4.288670 sec): 3 clusters Score: Raw -17672.455190 + Penalty 389.317462 = -17283.137728 nChanged 7 SP:Iteration 23Q (4.289757 sec): 3 clusters Score: Raw -17678.561888 + Penalty 380.847960 = -17297.713929 nChanged 3 SP:Iteration 24Q (4.290826 sec): 3 clusters Score: Raw -17681.621545 + Penalty 379.465835 = -17302.155711 nChanged 1 SP:Iteration 25Q (4.291874 sec): 3 clusters Score: Raw -17686.637287 + Penalty 379.830900 = -17306.806387 nChanged 1 SP:Iteration 26Q (4.292893 sec): 3 clusters Score: Raw -17687.297735 + Penalty 381.147090 = -17306.150645 nChanged 1 SP:Iteration 27F (4.294129 sec): 3 clusters Score: Raw -17687.526641 + Penalty 381.147090 = -17306.379551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 2 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.294655 sec): 2 clusters Score: Raw -301.476266 + Penalty 159.344679 = -142.131587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.294894 sec): 3 clusters Score: Raw -301.062764 + Penalty 320.204188 = 19.141423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 3 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.296064 sec): 2 clusters Score: Raw -4664.489335 + Penalty 128.110392 = -4536.378943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.296551 sec): 3 clusters Score: Raw -4587.455078 + Penalty 257.629878 = -4329.825199 nChanged 55 SP:Iteration 1F (4.297041 sec): 3 clusters Score: Raw -4638.658710 + Penalty 271.071279 = -4367.587431 nChanged 20 SP:Iteration 2F (4.297523 sec): 3 clusters Score: Raw -4659.230356 + Penalty 278.653360 = -4380.576996 nChanged 7 SP:Iteration 3Q (4.298001 sec): 3 clusters Score: Raw -4663.737092 + Penalty 289.075712 = -4374.661381 nChanged 4 SP:Iteration 4F (4.298482 sec): 3 clusters Score: Raw -4665.799192 + Penalty 285.150365 = -4380.648827 nChanged 1 SP:Iteration 5Q (4.298943 sec): 3 clusters Score: Raw -4666.398661 + Penalty 290.528069 = -4375.870592 nChanged 1 SP:Iteration 6F (4.299421 sec): 3 clusters Score: Raw -4667.352083 + Penalty 290.528069 = -4376.824014 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.314839 sec): 2 clusters Score: Raw -101574.686626 + Penalty 237.607024 = -101337.079602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.321037 sec): 3 clusters Score: Raw -99458.801796 + Penalty 528.965518 = -98929.836278 nChanged 1523 SP:Iteration 1F (4.327094 sec): 3 clusters Score: Raw -100991.489157 + Penalty 544.138530 = -100447.350627 nChanged 330 SP:Iteration 2F (4.332978 sec): 3 clusters Score: Raw -101335.262377 + Penalty 577.861836 = -100757.400541 nChanged 156 SP:Iteration 3Q (4.338779 sec): 3 clusters Score: Raw -101493.990838 + Penalty 612.009104 = -100881.981735 nChanged 55 SP:Iteration 4Q (4.344074 sec): 3 clusters Score: Raw -101543.968903 + Penalty 621.758473 = -100922.210429 nChanged 20 SP:Iteration 5Q (4.348985 sec): 3 clusters Score: Raw -101562.302514 + Penalty 690.366003 = -100871.936512 nChanged 10 SP:Iteration 6F (4.354841 sec): 3 clusters Score: Raw -101572.605954 + Penalty 699.910457 = -100872.695497 nChanged 4 SP:Iteration 7Q (4.359490 sec): 3 clusters Score: Raw -101574.846058 + Penalty 713.793102 = -100861.052956 nChanged 2 SP:Iteration 8F (4.365409 sec): 3 clusters Score: Raw -101574.268012 + Penalty 713.793102 = -100860.474910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 5 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.370220 sec): 2 clusters Score: Raw -16942.838952 + Penalty 100.446458 = -16842.392494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.371572 sec): 3 clusters Score: Raw -16566.362370 + Penalty 196.353408 = -16370.008961 nChanged 265 SP:Iteration 1F (4.372865 sec): 3 clusters Score: Raw -16731.706396 + Penalty 198.683841 = -16533.022555 nChanged 86 SP:Iteration 2F (4.374140 sec): 3 clusters Score: Raw -16775.044016 + Penalty 201.566981 = -16573.477035 nChanged 46 SP:Iteration 3F (4.375410 sec): 3 clusters Score: Raw -16808.885408 + Penalty 200.106959 = -16608.778449 nChanged 43 SP:Iteration 4F (4.376681 sec): 3 clusters Score: Raw -16860.302276 + Penalty 200.752948 = -16659.549329 nChanged 43 SP:Iteration 5F (4.377953 sec): 3 clusters Score: Raw -16919.121980 + Penalty 204.929615 = -16714.192365 nChanged 16 SP:Iteration 6Q (4.379185 sec): 3 clusters Score: Raw -16942.885228 + Penalty 205.432017 = -16737.453210 nChanged 3 SP:Iteration 7Q (4.380268 sec): 3 clusters Score: Raw -16945.381761 + Penalty 212.956471 = -16732.425290 nChanged 3 SP:Iteration 8F (4.381539 sec): 3 clusters Score: Raw -16948.420182 + Penalty 217.592214 = -16730.827968 nChanged 1 SP:Iteration 9F (4.382808 sec): 3 clusters Score: Raw -16949.911050 + Penalty 228.621995 = -16721.289054 nChanged 2 SP:Iteration 10F (4.384077 sec): 3 clusters Score: Raw -16950.993954 + Penalty 236.860024 = -16714.133931 nChanged 2 SP:Iteration 11F (4.385323 sec): 3 clusters Score: Raw -16952.721225 + Penalty 240.435192 = -16712.286033 nChanged 1 SP:Iteration 12F (4.386573 sec): 3 clusters Score: Raw -16952.831459 + Penalty 240.435192 = -16712.396266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 6 (2717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.394721 sec): 2 clusters Score: Raw -103865.796311 + Penalty 691.477345 = -103174.318966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.399780 sec): 3 clusters Score: Raw -102406.724166 + Penalty 1382.441434 = -101024.282732 nChanged 1051 SP:Iteration 1F (4.404784 sec): 3 clusters Score: Raw -102985.825426 + Penalty 1382.060388 = -101603.765038 nChanged 188 SP:Iteration 2F (4.409706 sec): 3 clusters Score: Raw -103063.093331 + Penalty 1381.677133 = -101681.416198 nChanged 115 SP:Iteration 3Q (4.414733 sec): 3 clusters Score: Raw -103104.860087 + Penalty 1380.757105 = -101724.102982 nChanged 100 SP:Iteration 4Q (4.419763 sec): 3 clusters Score: Raw -103147.248129 + Penalty 1379.552826 = -101767.695303 nChanged 99 SP:Iteration 5Q (4.424691 sec): 3 clusters Score: Raw -103195.588189 + Penalty 1377.243801 = -101818.344389 nChanged 114 SP:Iteration 6Q (4.429667 sec): 3 clusters Score: Raw -103258.402002 + Penalty 1374.959978 = -101883.442024 nChanged 132 SP:Iteration 7Q (4.434493 sec): 3 clusters Score: Raw -103327.952979 + Penalty 1371.342618 = -101956.610361 nChanged 135 SP:Iteration 8Q (4.439312 sec): 3 clusters Score: Raw -103409.594977 + Penalty 1365.513509 = -102044.081468 nChanged 133 SP:Iteration 9Q (4.444109 sec): 3 clusters Score: Raw -103493.535249 + Penalty 1357.526611 = -102136.008637 nChanged 128 SP:Iteration 10F (4.448927 sec): 3 clusters Score: Raw -103584.146783 + Penalty 1356.384583 = -102227.762201 nChanged 104 SP:Iteration 11Q (4.453682 sec): 3 clusters Score: Raw -103660.988343 + Penalty 1357.140299 = -102303.848045 nChanged 82 SP:Iteration 12Q (4.458279 sec): 3 clusters Score: Raw -103717.212420 + Penalty 1358.001571 = -102359.210849 nChanged 75 SP:Iteration 13Q (4.462785 sec): 3 clusters Score: Raw -103765.875117 + Penalty 1365.740418 = -102400.134699 nChanged 64 SP:Iteration 14Q (4.467166 sec): 3 clusters Score: Raw -103806.430073 + Penalty 1373.400869 = -102433.029205 nChanged 38 SP:Iteration 15Q (4.471452 sec): 3 clusters Score: Raw -103831.603713 + Penalty 1383.302241 = -102448.301473 nChanged 36 SP:Iteration 16Q (4.475707 sec): 3 clusters Score: Raw -103855.917629 + Penalty 1403.811979 = -102452.105649 nChanged 26 SP:Iteration 17Q (4.479931 sec): 3 clusters Score: Raw -103871.740715 + Penalty 1420.215396 = -102451.525319 nChanged 17 SP:Iteration 18F (4.484818 sec): 3 clusters Score: Raw -103880.978677 + Penalty 1435.070158 = -102445.908518 nChanged 15 SP:Iteration 19F (4.489638 sec): 3 clusters Score: Raw -103889.903643 + Penalty 1460.397899 = -102429.505745 nChanged 11 SP:Iteration 20F (4.494454 sec): 3 clusters Score: Raw -103899.463747 + Penalty 1488.911489 = -102410.552258 nChanged 10 SP:Iteration 21F (4.499268 sec): 3 clusters Score: Raw -103911.852294 + Penalty 1495.749681 = -102416.102614 nChanged 3 SP:Iteration 22Q (4.503257 sec): 3 clusters Score: Raw -103915.445174 + Penalty 1507.573783 = -102407.871391 nChanged 2 SP:Iteration 23F (4.508101 sec): 3 clusters Score: Raw -103917.367495 + Penalty 1508.066810 = -102409.300686 nChanged 2 SP:Iteration 24Q (4.511941 sec): 3 clusters Score: Raw -103918.135063 + Penalty 1510.618515 = -102407.516548 nChanged 1 SP:Iteration 25F (4.516852 sec): 3 clusters Score: Raw -103919.095116 + Penalty 1512.145948 = -102406.949168 nChanged 2 SP:Iteration 26F (4.521890 sec): 3 clusters Score: Raw -103917.902168 + Penalty 1524.725241 = -102393.176926 nChanged 2 SP:Iteration 27F (4.526761 sec): 3 clusters Score: Raw -103919.017610 + Penalty 1528.108153 = -102390.909457 nChanged 1 SP:Iteration 28F (4.531695 sec): 3 clusters Score: Raw -103918.807576 + Penalty 1528.108153 = -102390.699423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.533850 sec): 2 clusters Score: Raw -261.651092 + Penalty 221.689200 = -39.961892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.534086 sec): 3 clusters Score: Raw -258.359146 + Penalty 458.009217 = 199.650071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 8 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.535745 sec): 2 clusters Score: Raw -14282.973705 + Penalty 479.421931 = -13803.551775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.536738 sec): 3 clusters Score: Raw -14051.207639 + Penalty 960.816530 = -13090.391109 nChanged 119 SP:Iteration 1F (4.537715 sec): 3 clusters Score: Raw -14182.725477 + Penalty 960.327356 = -13222.398120 nChanged 33 SP:Iteration 2F (4.538677 sec): 3 clusters Score: Raw -14235.672560 + Penalty 961.553793 = -13274.118768 nChanged 25 SP:Iteration 3F (4.539616 sec): 3 clusters Score: Raw -14269.285968 + Penalty 961.243481 = -13308.042487 nChanged 15 SP:Iteration 4Q (4.540525 sec): 3 clusters Score: Raw -14288.490269 + Penalty 959.139313 = -13329.350956 nChanged 17 SP:Iteration 5Q (4.541425 sec): 3 clusters Score: Raw -14310.723158 + Penalty 959.194919 = -13351.528239 nChanged 12 SP:Iteration 6Q (4.542318 sec): 3 clusters Score: Raw -14324.650690 + Penalty 959.272345 = -13365.378345 nChanged 9 SP:Iteration 7Q (4.543205 sec): 3 clusters Score: Raw -14335.621911 + Penalty 959.104952 = -13376.516959 nChanged 4 SP:Iteration 8Q (4.544088 sec): 3 clusters Score: Raw -14341.712688 + Penalty 959.575527 = -13382.137160 nChanged 5 SP:Iteration 9Q (4.544970 sec): 3 clusters Score: Raw -14350.201616 + Penalty 959.702652 = -13390.498964 nChanged 6 SP:Iteration 10F (4.545907 sec): 3 clusters Score: Raw -14355.918096 + Penalty 959.378934 = -13396.539162 nChanged 5 SP:Iteration 11Q (4.546788 sec): 3 clusters Score: Raw -14360.855980 + Penalty 958.995095 = -13401.860885 nChanged 5 SP:Iteration 12Q (4.547668 sec): 3 clusters Score: Raw -14365.167584 + Penalty 958.995095 = -13406.172489 nChanged 0 SP:Iteration 13F (4.548601 sec): 3 clusters Score: Raw -14365.167584 + Penalty 958.995095 = -13406.172489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.549093 sec): 2 clusters Score: Raw -102.174053 + Penalty 67.581627 = -34.592426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.549342 sec): 3 clusters Score: Raw -97.114225 + Penalty 116.150853 = 19.036628 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.554516 sec): 2 clusters Score: Raw -32873.071893 + Penalty 214.202246 = -32658.869647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.556470 sec): 3 clusters Score: Raw -32247.958236 + Penalty 428.521913 = -31819.436323 nChanged 422 SP:Iteration 1F (4.558378 sec): 3 clusters Score: Raw -32542.517020 + Penalty 428.286055 = -32114.230965 nChanged 107 SP:Iteration 2F (4.560245 sec): 3 clusters Score: Raw -32617.138771 + Penalty 427.733831 = -32189.404940 nChanged 73 SP:Iteration 3F (4.562115 sec): 3 clusters Score: Raw -32672.304400 + Penalty 429.013586 = -32243.290814 nChanged 57 SP:Iteration 4F (4.563985 sec): 3 clusters Score: Raw -32714.824312 + Penalty 430.745751 = -32284.078561 nChanged 50 SP:Iteration 5F (4.565845 sec): 3 clusters Score: Raw -32756.257038 + Penalty 431.529837 = -32324.727201 nChanged 54 SP:Iteration 6F (4.567730 sec): 3 clusters Score: Raw -32808.098255 + Penalty 433.205528 = -32374.892728 nChanged 36 SP:Iteration 7Q (4.569531 sec): 3 clusters Score: Raw -32829.815180 + Penalty 432.391714 = -32397.423466 nChanged 21 SP:Iteration 8Q (4.571295 sec): 3 clusters Score: Raw -32841.903503 + Penalty 431.928994 = -32409.974509 nChanged 21 SP:Iteration 9Q (4.573021 sec): 3 clusters Score: Raw -32850.075716 + Penalty 430.811650 = -32419.264066 nChanged 14 SP:Iteration 10F (4.574882 sec): 3 clusters Score: Raw -32854.059982 + Penalty 430.365061 = -32423.694921 nChanged 10 SP:Iteration 11Q (4.576594 sec): 3 clusters Score: Raw -32856.920475 + Penalty 428.412678 = -32428.507797 nChanged 8 SP:Iteration 12Q (4.578329 sec): 3 clusters Score: Raw -32859.200861 + Penalty 428.291752 = -32430.909109 nChanged 2 SP:Iteration 13Q (4.580038 sec): 3 clusters Score: Raw -32860.666669 + Penalty 427.944896 = -32432.721773 nChanged 2 SP:Iteration 14Q (4.581709 sec): 3 clusters Score: Raw -32861.802778 + Penalty 427.980605 = -32433.822173 nChanged 1 SP:Iteration 15Q (4.583382 sec): 3 clusters Score: Raw -32861.622642 + Penalty 427.980605 = -32433.642037 nChanged 0 SP:Iteration 16F (4.585243 sec): 3 clusters Score: Raw -32861.622642 + Penalty 427.980605 = -32433.642037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 11 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.586247 sec): 2 clusters Score: Raw -1708.026393 + Penalty 182.197978 = -1525.828414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.586571 sec): 3 clusters Score: Raw -1692.530540 + Penalty 361.848035 = -1330.682505 nChanged 10 SP:Iteration 1F (4.586887 sec): 3 clusters Score: Raw -1706.692495 + Penalty 361.964214 = -1344.728281 nChanged 5 SP:Iteration 2F (4.587204 sec): 3 clusters Score: Raw -1714.879038 + Penalty 360.726560 = -1354.152478 nChanged 2 SP:Iteration 3Q (4.587515 sec): 3 clusters Score: Raw -1719.199360 + Penalty 360.726560 = -1358.472800 nChanged 0 SP:Iteration 4F (4.587853 sec): 3 clusters Score: Raw -1719.199360 + Penalty 360.726560 = -1358.472800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 12 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.588313 sec): 2 clusters Score: Raw -117.912463 + Penalty 57.576609 = -60.335855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.588527 sec): 3 clusters Score: Raw -118.292183 + Penalty 115.153217 = -3.138966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 13 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.589112 sec): 2 clusters Score: Raw -1605.139470 + Penalty 216.473696 = -1388.665775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.589425 sec): 3 clusters Score: Raw -1601.582112 + Penalty 431.691977 = -1169.890135 nChanged 9 SP:Iteration 1F (4.589761 sec): 3 clusters Score: Raw -1619.543942 + Penalty 430.248058 = -1189.295884 nChanged 2 SP:Iteration 2Q (4.590062 sec): 3 clusters Score: Raw -1622.521258 + Penalty 430.248058 = -1192.273199 nChanged 0 SP:Iteration 3F (4.590366 sec): 3 clusters Score: Raw -1622.521258 + Penalty 430.248058 = -1192.273199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 14 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.591015 sec): 2 clusters Score: Raw -2627.624832 + Penalty 584.780293 = -2042.844539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.591366 sec): 3 clusters Score: Raw -2661.348776 + Penalty 1161.722041 = -1499.626735 nChanged 2 SP:Iteration 1Q (4.591696 sec): 3 clusters Score: Raw -2669.934347 + Penalty 1159.689093 = -1510.245254 nChanged 1 SP:Iteration 2Q (4.592024 sec): 3 clusters Score: Raw -2675.327359 + Penalty 1159.689093 = -1515.638267 nChanged 0 SP:Iteration 3F (4.592371 sec): 3 clusters Score: Raw -2675.327359 + Penalty 1159.689093 = -1515.638267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.599862 sec): 2 clusters Score: Raw -61926.013643 + Penalty 695.950713 = -61230.062929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.603033 sec): 3 clusters Score: Raw -61037.945018 + Penalty 1391.211157 = -59646.733861 nChanged 612 SP:Iteration 1F (4.606072 sec): 3 clusters Score: Raw -61402.104481 + Penalty 1391.146315 = -60010.958166 nChanged 153 SP:Iteration 2F (4.609072 sec): 3 clusters Score: Raw -61491.274617 + Penalty 1391.676382 = -60099.598235 nChanged 84 SP:Iteration 3F (4.612060 sec): 3 clusters Score: Raw -61532.848528 + Penalty 1392.106339 = -60140.742189 nChanged 74 SP:Iteration 4Q (4.615092 sec): 3 clusters Score: Raw -61567.403780 + Penalty 1393.133228 = -60174.270552 nChanged 55 SP:Iteration 5Q (4.618082 sec): 3 clusters Score: Raw -61593.147553 + Penalty 1394.179299 = -60198.968254 nChanged 70 SP:Iteration 6Q (4.621338 sec): 3 clusters Score: Raw -61633.239337 + Penalty 1396.764031 = -60236.475306 nChanged 79 SP:Iteration 7Q (4.624375 sec): 3 clusters Score: Raw -61688.976917 + Penalty 1397.370148 = -60291.606770 nChanged 86 SP:Iteration 8F (4.627433 sec): 3 clusters Score: Raw -61757.625352 + Penalty 1398.347302 = -60359.278050 nChanged 84 SP:Iteration 9F (4.630437 sec): 3 clusters Score: Raw -61824.489487 + Penalty 1401.240068 = -60423.249420 nChanged 74 SP:Iteration 10F (4.633417 sec): 3 clusters Score: Raw -61875.153754 + Penalty 1397.729383 = -60477.424371 nChanged 56 SP:Iteration 11Q (4.636380 sec): 3 clusters Score: Raw -61914.375033 + Penalty 1397.553839 = -60516.821194 nChanged 45 SP:Iteration 12Q (4.639301 sec): 3 clusters Score: Raw -61951.379322 + Penalty 1400.919829 = -60550.459493 nChanged 35 SP:Iteration 13Q (4.642139 sec): 3 clusters Score: Raw -61971.604192 + Penalty 1403.362411 = -60568.241781 nChanged 22 SP:Iteration 14Q (4.644906 sec): 3 clusters Score: Raw -61978.642895 + Penalty 1406.837437 = -60571.805458 nChanged 16 SP:Iteration 15Q (4.647630 sec): 3 clusters Score: Raw -61980.845677 + Penalty 1407.081686 = -60573.763991 nChanged 9 SP:Iteration 16Q (4.650440 sec): 3 clusters Score: Raw -61983.066064 + Penalty 1407.749601 = -60575.316462 nChanged 7 SP:Iteration 17Q (4.653207 sec): 3 clusters Score: Raw -61983.845954 + Penalty 1405.973762 = -60577.872192 nChanged 6 SP:Iteration 18Q (4.655902 sec): 3 clusters Score: Raw -61986.856815 + Penalty 1406.843945 = -60580.012871 nChanged 8 SP:Iteration 19Q (4.658601 sec): 3 clusters Score: Raw -61989.777146 + Penalty 1406.781772 = -60582.995374 nChanged 5 SP:Iteration 20F (4.661677 sec): 3 clusters Score: Raw -61990.056262 + Penalty 1409.943351 = -60580.112911 nChanged 4 SP:Iteration 21F (4.664659 sec): 3 clusters Score: Raw -61989.448734 + Penalty 1413.733949 = -60575.714785 nChanged 6 SP:Iteration 22F (4.667669 sec): 3 clusters Score: Raw -61988.759189 + Penalty 1418.811303 = -60569.947886 nChanged 7 SP:Iteration 23F (4.670648 sec): 3 clusters Score: Raw -61991.223286 + Penalty 1416.860559 = -60574.362727 nChanged 3 SP:Iteration 24Q (4.673275 sec): 3 clusters Score: Raw -61991.772561 + Penalty 1416.549224 = -60575.223338 nChanged 1 SP:Iteration 25Q (4.675900 sec): 3 clusters Score: Raw -61991.956766 + Penalty 1416.840338 = -60575.116428 nChanged 1 SP:Iteration 26F (4.678901 sec): 3 clusters Score: Raw -61991.594781 + Penalty 1415.305601 = -60576.289181 nChanged 1 SP:Iteration 27Q (4.681529 sec): 3 clusters Score: Raw -61991.850334 + Penalty 1416.006421 = -60575.843913 nChanged 1 SP:Iteration 28F (4.684508 sec): 3 clusters Score: Raw -61991.768211 + Penalty 1416.006421 = -60575.761789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 16 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.687330 sec): 2 clusters Score: Raw -2618.411888 + Penalty 316.923165 = -2301.488724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.687709 sec): 3 clusters Score: Raw -2566.112919 + Penalty 633.175076 = -1932.937844 nChanged 12 SP:Iteration 1F (4.688070 sec): 3 clusters Score: Raw -2586.350037 + Penalty 633.928360 = -1952.421677 nChanged 4 SP:Iteration 2Q (4.688427 sec): 3 clusters Score: Raw -2594.869695 + Penalty 633.928360 = -1960.941335 nChanged 0 SP:Iteration 3F (4.688794 sec): 3 clusters Score: Raw -2594.869695 + Penalty 633.928360 = -1960.941335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 17 (2749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.701306 sec): 2 clusters Score: Raw -75231.245841 + Penalty 167.809289 = -75063.436552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.706507 sec): 3 clusters Score: Raw -73426.690236 + Penalty 337.770788 = -73088.919449 nChanged 1220 SP:Iteration 1F (4.711519 sec): 3 clusters Score: Raw -73984.135242 + Penalty 347.427047 = -73636.708195 nChanged 411 SP:Iteration 2F (4.716440 sec): 3 clusters Score: Raw -74239.691607 + Penalty 358.224627 = -73881.466980 nChanged 254 SP:Iteration 3F (4.721439 sec): 3 clusters Score: Raw -74448.098402 + Penalty 366.787344 = -74081.311058 nChanged 213 SP:Iteration 4F (4.726742 sec): 3 clusters Score: Raw -74661.820656 + Penalty 367.645665 = -74294.174990 nChanged 205 SP:Iteration 5F (4.731801 sec): 3 clusters Score: Raw -74883.578389 + Penalty 376.966816 = -74506.611573 nChanged 157 SP:Iteration 6F (4.736734 sec): 3 clusters Score: Raw -75056.697469 + Penalty 380.977339 = -74675.720131 nChanged 95 SP:Iteration 7Q (4.740922 sec): 3 clusters Score: Raw -75154.010452 + Penalty 387.671395 = -74766.339057 nChanged 52 SP:Iteration 8Q (4.744994 sec): 3 clusters Score: Raw -75204.785733 + Penalty 392.156445 = -74812.629288 nChanged 24 SP:Iteration 9Q (4.748957 sec): 3 clusters Score: Raw -75227.651804 + Penalty 405.759665 = -74821.892140 nChanged 14 SP:Iteration 10F (4.753884 sec): 3 clusters Score: Raw -75238.032793 + Penalty 409.401526 = -74828.631267 nChanged 6 SP:Iteration 11Q (4.757841 sec): 3 clusters Score: Raw -75241.955733 + Penalty 412.448364 = -74829.507369 nChanged 1 SP:Iteration 12Q (4.761731 sec): 3 clusters Score: Raw -75242.265229 + Penalty 412.448364 = -74829.816865 nChanged 0 SP:Iteration 13F (4.766757 sec): 3 clusters Score: Raw -75242.265229 + Penalty 412.448364 = -74829.816865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 18 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.769327 sec): 2 clusters Score: Raw -775.209705 + Penalty 186.423797 = -588.785908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.769595 sec): 3 clusters Score: Raw -783.695262 + Penalty 362.820082 = -420.875180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.770144 sec): 2 clusters Score: Raw -669.797901 + Penalty 182.353901 = -487.444000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.770394 sec): 3 clusters Score: Raw -678.935166 + Penalty 361.143916 = -317.791250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.770857 sec): 2 clusters Score: Raw -174.653821 + Penalty 124.862279 = -49.791541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.771072 sec): 3 clusters Score: Raw -170.643279 + Penalty 240.940348 = 70.297069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.771529 sec): 2 clusters Score: Raw -145.468951 + Penalty 143.264741 = -2.204210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.771726 sec): 2 clusters Score: Raw -145.468951 + Penalty 143.264741 = -2.204210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.772191 sec): 2 clusters Score: Raw -209.135266 + Penalty 111.630953 = -97.504312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.772414 sec): 3 clusters Score: Raw -210.590644 + Penalty 222.565208 = 11.974565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 23 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.774400 sec): 2 clusters Score: Raw -12529.246120 + Penalty 352.768914 = -12176.477207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.775223 sec): 3 clusters Score: Raw -12318.540235 + Penalty 720.639271 = -11597.900965 nChanged 115 SP:Iteration 1F (4.776017 sec): 3 clusters Score: Raw -12469.018760 + Penalty 741.310765 = -11727.707995 nChanged 51 SP:Iteration 2F (4.776808 sec): 3 clusters Score: Raw -12539.826478 + Penalty 762.590568 = -11777.235910 nChanged 24 SP:Iteration 3F (4.777599 sec): 3 clusters Score: Raw -12565.134414 + Penalty 781.137637 = -11783.996777 nChanged 8 SP:Iteration 4Q (4.778349 sec): 3 clusters Score: Raw -12575.372357 + Penalty 785.119126 = -11790.253231 nChanged 4 SP:Iteration 5Q (4.779043 sec): 3 clusters Score: Raw -12581.300503 + Penalty 775.386710 = -11805.913793 nChanged 3 SP:Iteration 6Q (4.779718 sec): 3 clusters Score: Raw -12581.930883 + Penalty 766.579155 = -11815.351728 nChanged 3 SP:Iteration 7Q (4.780386 sec): 3 clusters Score: Raw -12583.742182 + Penalty 770.743800 = -11812.998382 nChanged 2 SP:Iteration 8F (4.781176 sec): 3 clusters Score: Raw -12584.130433 + Penalty 770.743800 = -11813.386633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 24 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.781703 sec): 2 clusters Score: Raw -244.437295 + Penalty 150.417169 = -94.020126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.781927 sec): 3 clusters Score: Raw -243.697360 + Penalty 293.946505 = 50.249146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 25 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.782414 sec): 2 clusters Score: Raw -539.113248 + Penalty 272.016003 = -267.097245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.782653 sec): 3 clusters Score: Raw -571.507774 + Penalty 544.032006 = -27.475768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 27 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.783257 sec): 2 clusters Score: Raw -1622.430064 + Penalty 227.025204 = -1395.404861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.783583 sec): 3 clusters Score: Raw -1613.967758 + Penalty 498.952607 = -1115.015150 nChanged 9 SP:Iteration 1F (4.783929 sec): 3 clusters Score: Raw -1631.842473 + Penalty 524.052080 = -1107.790393 nChanged 3 SP:Iteration 2F (4.784249 sec): 3 clusters Score: Raw -1638.261180 + Penalty 524.052080 = -1114.209100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.784698 sec): 2 clusters Score: Raw -34.413138 + Penalty 0.000000 = -34.413138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.784890 sec): 2 clusters Score: Raw -34.413138 + Penalty 0.000000 = -34.413138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.785354 sec): 2 clusters Score: Raw -265.875206 + Penalty 164.176167 = -101.699039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.785578 sec): 3 clusters Score: Raw -266.954130 + Penalty 317.671141 = 50.717011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 31 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.786182 sec): 2 clusters Score: Raw -2103.884741 + Penalty 547.956582 = -1555.928159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.786514 sec): 3 clusters Score: Raw -2129.940292 + Penalty 1096.590642 = -1033.349649 nChanged 1 SP:Iteration 1Q (4.786833 sec): 3 clusters Score: Raw -2135.822592 + Penalty 1096.879125 = -1038.943467 nChanged 1 SP:Iteration 2Q (4.787149 sec): 3 clusters Score: Raw -2138.878570 + Penalty 1096.879125 = -1041.999445 nChanged 0 SP:Iteration 3F (4.787480 sec): 3 clusters Score: Raw -2138.878570 + Penalty 1096.879125 = -1041.999445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 32 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.787966 sec): 2 clusters Score: Raw -476.579003 + Penalty 259.504480 = -217.074523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.788203 sec): 3 clusters Score: Raw -500.676157 + Penalty 532.601503 = 31.925346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.788658 sec): 2 clusters Score: Raw -108.908791 + Penalty 82.585571 = -26.323220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.788857 sec): 2 clusters Score: Raw -108.908791 + Penalty 82.585571 = -26.323220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 34 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.789349 sec): 2 clusters Score: Raw -663.664997 + Penalty 394.536534 = -269.128463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.789590 sec): 3 clusters Score: Raw -709.767551 + Penalty 799.640107 = 89.872556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.790052 sec): 2 clusters Score: Raw -217.028127 + Penalty 175.389171 = -41.638956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.790271 sec): 3 clusters Score: Raw -214.759574 + Penalty 322.492297 = 107.732723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.790742 sec): 2 clusters Score: Raw -327.459044 + Penalty 147.225631 = -180.233413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.790969 sec): 3 clusters Score: Raw -330.402873 + Penalty 289.599667 = -40.803207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.791439 sec): 2 clusters Score: Raw -156.181728 + Penalty 163.452073 = 7.270345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.791653 sec): 3 clusters Score: Raw -150.381566 + Penalty 326.904147 = 176.522580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.792131 sec): 2 clusters Score: Raw -451.841405 + Penalty 268.298551 = -183.542854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.792363 sec): 3 clusters Score: Raw -465.746403 + Penalty 536.597102 = 70.850699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.792815 sec): 2 clusters Score: Raw -134.574854 + Penalty 85.367863 = -49.206991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.793030 sec): 3 clusters Score: Raw -129.016642 + Penalty 170.735726 = 41.719084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.793495 sec): 2 clusters Score: Raw -258.408427 + Penalty 160.153556 = -98.254871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.793718 sec): 3 clusters Score: Raw -267.936562 + Penalty 288.806566 = 20.870004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.794176 sec): 2 clusters Score: Raw -188.381594 + Penalty 152.415168 = -35.966425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.794393 sec): 3 clusters Score: Raw -186.129883 + Penalty 307.189044 = 121.059160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.794848 sec): 2 clusters Score: Raw -134.979134 + Penalty 112.632580 = -22.346553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.795062 sec): 3 clusters Score: Raw -132.883835 + Penalty 209.998424 = 77.114588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.795516 sec): 2 clusters Score: Raw -159.396824 + Penalty 175.534391 = 16.137567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.795714 sec): 2 clusters Score: Raw -159.396824 + Penalty 175.534391 = 16.137567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.796168 sec): 2 clusters Score: Raw -153.838861 + Penalty 164.797755 = 10.958894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.796381 sec): 3 clusters Score: Raw -145.215849 + Penalty 337.177306 = 191.961457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 49 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.796825 sec): 2 clusters Score: Raw -34.074895 + Penalty 0.000000 = -34.074895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.797016 sec): 2 clusters Score: Raw -34.074895 + Penalty 0.000000 = -34.074895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.797470 sec): 2 clusters Score: Raw -145.034980 + Penalty 141.473857 = -3.561122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.797667 sec): 2 clusters Score: Raw -145.034980 + Penalty 141.473857 = -3.561122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.798156 sec): 2 clusters Score: Raw -400.396371 + Penalty 177.537428 = -222.858943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.798388 sec): 3 clusters Score: Raw -414.042784 + Penalty 349.158136 = -64.884648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.798843 sec): 2 clusters Score: Raw -153.154512 + Penalty 145.313529 = -7.840982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.799058 sec): 3 clusters Score: Raw -145.974995 + Penalty 290.627059 = 144.652063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.799510 sec): 2 clusters Score: Raw -108.597747 + Penalty 108.314689 = -0.283057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.799721 sec): 3 clusters Score: Raw -102.240902 + Penalty 201.836687 = 99.595785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.800168 sec): 2 clusters Score: Raw -71.015490 + Penalty 64.014198 = -7.001292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.800377 sec): 3 clusters Score: Raw -63.488190 + Penalty 128.028397 = 64.540207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.800835 sec): 2 clusters Score: Raw -172.699810 + Penalty 117.215089 = -55.484721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.801046 sec): 3 clusters Score: Raw -172.559032 + Penalty 223.889452 = 51.330420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.801495 sec): 2 clusters Score: Raw -76.228109 + Penalty 85.670058 = 9.441949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.801702 sec): 3 clusters Score: Raw -67.265084 + Penalty 171.340116 = 104.075032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.802151 sec): 2 clusters Score: Raw -69.889222 + Penalty 68.324703 = -1.564519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.802346 sec): 2 clusters Score: Raw -69.889222 + Penalty 68.324703 = -1.564519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.802799 sec): 2 clusters Score: Raw -139.311251 + Penalty 110.375662 = -28.935589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.803013 sec): 3 clusters Score: Raw -136.979271 + Penalty 220.751323 = 83.772053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.803464 sec): 2 clusters Score: Raw -103.432748 + Penalty 104.553050 = 1.120301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.803675 sec): 3 clusters Score: Raw -97.493067 + Penalty 218.054176 = 120.561109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.804149 sec): 2 clusters Score: Raw -335.182027 + Penalty 158.095200 = -177.086827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.804379 sec): 3 clusters Score: Raw -356.858734 + Penalty 330.697669 = -26.161065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.804842 sec): 2 clusters Score: Raw -271.538394 + Penalty 219.668558 = -51.869836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.805078 sec): 3 clusters Score: Raw -271.569515 + Penalty 433.283868 = 161.714353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.805522 sec): 2 clusters Score: Raw -30.229304 + Penalty 0.000000 = -30.229304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.805713 sec): 2 clusters Score: Raw -30.229304 + Penalty 0.000000 = -30.229304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.806172 sec): 2 clusters Score: Raw -204.680143 + Penalty 205.535755 = 0.855612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.806387 sec): 3 clusters Score: Raw -196.803881 + Penalty 426.256879 = 229.452998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.806841 sec): 2 clusters Score: Raw -108.006391 + Penalty 90.876821 = -17.129569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.807047 sec): 3 clusters Score: Raw -100.683641 + Penalty 168.586582 = 67.902941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.807492 sec): 2 clusters Score: Raw -31.906252 + Penalty 0.000000 = -31.906252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.807682 sec): 2 clusters Score: Raw -31.906252 + Penalty 0.000000 = -31.906252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.808141 sec): 2 clusters Score: Raw -165.343271 + Penalty 125.346257 = -39.997013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.808358 sec): 3 clusters Score: Raw -167.999385 + Penalty 252.836785 = 84.837401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.808816 sec): 2 clusters Score: Raw -151.339548 + Penalty 121.843794 = -29.495754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.809030 sec): 3 clusters Score: Raw -143.641274 + Penalty 243.687588 = 100.046314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.809474 sec): 2 clusters Score: Raw -32.795677 + Penalty 0.000000 = -32.795677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.809664 sec): 2 clusters Score: Raw -32.795677 + Penalty 0.000000 = -32.795677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.810105 sec): 2 clusters Score: Raw -30.446273 + Penalty 0.000000 = -30.446273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.810294 sec): 2 clusters Score: Raw -30.446273 + Penalty 0.000000 = -30.446273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 86 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.810736 sec): 2 clusters Score: Raw -32.742200 + Penalty 0.000000 = -32.742200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.810927 sec): 2 clusters Score: Raw -32.742200 + Penalty 0.000000 = -32.742200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.811369 sec): 2 clusters Score: Raw -32.525841 + Penalty 0.000000 = -32.525841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.811574 sec): 2 clusters Score: Raw -32.525841 + Penalty 0.000000 = -32.525841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.812032 sec): 2 clusters Score: Raw -192.116093 + Penalty 152.717281 = -39.398812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.812250 sec): 3 clusters Score: Raw -183.533717 + Penalty 299.307307 = 115.773590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.812704 sec): 2 clusters Score: Raw -158.174162 + Penalty 140.861413 = -17.312749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.812917 sec): 3 clusters Score: Raw -148.496275 + Penalty 281.722826 = 133.226551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.813366 sec): 2 clusters Score: Raw -73.016922 + Penalty 61.265313 = -11.751609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.813575 sec): 3 clusters Score: Raw -64.794172 + Penalty 122.530625 = 57.736453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814027 sec): 2 clusters Score: Raw -144.267753 + Penalty 105.997049 = -38.270704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.814241 sec): 3 clusters Score: Raw -138.523529 + Penalty 211.994098 = 73.470569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814688 sec): 2 clusters Score: Raw -72.737907 + Penalty 59.819296 = -12.918612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.814881 sec): 2 clusters Score: Raw -72.737907 + Penalty 59.819296 = -12.918612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.815323 sec): 2 clusters Score: Raw -32.875013 + Penalty 0.000000 = -32.875013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.815514 sec): 2 clusters Score: Raw -32.875013 + Penalty 0.000000 = -32.875013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.815957 sec): 2 clusters Score: Raw -32.991251 + Penalty 0.000000 = -32.991251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.816147 sec): 2 clusters Score: Raw -32.991251 + Penalty 0.000000 = -32.991251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.816593 sec): 2 clusters Score: Raw -75.386462 + Penalty 77.310073 = 1.923611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.816801 sec): 3 clusters Score: Raw -66.509159 + Penalty 154.620146 = 88.110987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.817243 sec): 2 clusters Score: Raw -29.279437 + Penalty 0.000000 = -29.279437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.817431 sec): 2 clusters Score: Raw -29.279437 + Penalty 0.000000 = -29.279437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 104 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.817870 sec): 2 clusters Score: Raw -33.885019 + Penalty 0.000000 = -33.885019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.818070 sec): 2 clusters Score: Raw -33.885019 + Penalty 0.000000 = -33.885019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.818518 sec): 2 clusters Score: Raw -77.947455 + Penalty 86.389037 = 8.441582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.818726 sec): 3 clusters Score: Raw -68.601097 + Penalty 172.778075 = 104.176978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.819181 sec): 2 clusters Score: Raw -108.303548 + Penalty 108.684231 = 0.380683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.819393 sec): 3 clusters Score: Raw -102.109264 + Penalty 231.239875 = 129.130611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.819835 sec): 2 clusters Score: Raw -59.753311 + Penalty 26.744797 = -33.008514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.820024 sec): 2 clusters Score: Raw -59.753311 + Penalty 26.744797 = -33.008514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.820472 sec): 2 clusters Score: Raw -72.379417 + Penalty 64.068010 = -8.311407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.820667 sec): 2 clusters Score: Raw -72.379417 + Penalty 64.068010 = -8.311407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.821113 sec): 2 clusters Score: Raw -73.666632 + Penalty 77.657699 = 3.991067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821321 sec): 3 clusters Score: Raw -65.507153 + Penalty 155.315399 = 89.808245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.821765 sec): 2 clusters Score: Raw -34.415440 + Penalty 0.000000 = -34.415440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821957 sec): 2 clusters Score: Raw -34.415440 + Penalty 0.000000 = -34.415440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.822399 sec): 2 clusters Score: Raw -35.493885 + Penalty 0.000000 = -35.493885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.822590 sec): 2 clusters Score: Raw -35.493885 + Penalty 0.000000 = -35.493885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.823028 sec): 2 clusters Score: Raw -32.704060 + Penalty 0.000000 = -32.704060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.823215 sec): 2 clusters Score: Raw -32.704060 + Penalty 0.000000 = -32.704060 nChanged 0 Deleting Class 47 (4 points): Lose 35.328574 but Gain 1211.248537 Iteration 20F (5.373207 sec): 83 clusters Score: Raw -419622.149249 + Penalty 65259.509360 = -354362.639889 nChanged 92 Deleting Class 77 (5 points): Lose 47.247773 but Gain 1221.629916 Iteration 21Q (5.423504 sec): 82 clusters Score: Raw -419627.943189 + Penalty 64052.260558 = -355575.682631 nChanged 86 Deleting Class 105 (2 points): Lose 25.720439 but Gain 1192.228992 Iteration 22Q (5.473440 sec): 81 clusters Score: Raw -419640.037377 + Penalty 62874.422429 = -356765.614948 nChanged 59 Deleting Class 34 (17 points): Lose 153.792651 but Gain 1318.325699 Iteration 23Q (5.521791 sec): 80 clusters Score: Raw -419513.479156 + Penalty 61585.769400 = -357927.709756 nChanged 73 Deleting Class 64 (2 points): Lose 21.256967 but Gain 1182.306577 Iteration 24Q (5.572161 sec): 79 clusters Score: Raw -419575.022150 + Penalty 60479.757493 = -359095.264657 nChanged 66 Deleting Class 121 (1 points): Lose 4.834268 but Gain 1134.559825 Iteration 25Q (5.620268 sec): 78 clusters Score: Raw -419628.924041 + Penalty 59365.746591 = -360263.177450 nChanged 63 Deleting Class 119 (1 points): Lose 14.374556 but Gain 1125.872937 Iteration 26Q (5.668161 sec): 77 clusters Score: Raw -419654.757328 + Penalty 58253.875529 = -361400.881799 nChanged 53 Deleting Class 48 (4 points): Lose 45.746214 but Gain 1137.161997 Iteration 27Q (5.715503 sec): 76 clusters Score: Raw -419638.596116 + Penalty 57166.660389 = -362471.935727 nChanged 51 Deleting Class 38 (4 points): Lose 42.669283 but Gain 1127.876328 Iteration 28Q (5.763062 sec): 75 clusters Score: Raw -419634.271035 + Penalty 56122.418651 = -363511.852383 nChanged 46 Deleting Class 98 (2 points): Lose 11.450909 but Gain 1066.932945 Iteration 29Q (5.810534 sec): 74 clusters Score: Raw -419657.384908 + Penalty 55064.513431 = -364592.871477 nChanged 45 Deleting Class 28 (1 points): Lose 7.560944 but Gain 1050.339966 Iteration 30F (6.293060 sec): 73 clusters Score: Raw -419676.342783 + Penalty 54028.624209 = -365647.718574 nChanged 33 Deleting Class 116 (2 points): Lose 33.813238 but Gain 1071.730434 Iteration 31Q (6.338706 sec): 72 clusters Score: Raw -419662.576186 + Penalty 52946.458074 = -366716.118113 nChanged 34 Deleting Class 74 (7 points): Lose 60.026514 but Gain 1079.870358 Iteration 32Q (6.385476 sec): 71 clusters Score: Raw -419639.001197 + Penalty 51798.567445 = -367840.433752 nChanged 36 Deleting Class 94 (1 points): Lose 3.215164 but Gain 1014.612836 Iteration 33Q (6.430993 sec): 70 clusters Score: Raw -419679.917645 + Penalty 50738.356346 = -368941.561299 nChanged 22 Deleting Class 7 (7 points): Lose 103.883240 but Gain 1089.803650 Iteration 34Q (6.476307 sec): 69 clusters Score: Raw -419589.532787 + Penalty 49825.365330 = -369764.167457 nChanged 26 Deleting Class 57 (4 points): Lose 37.799100 but Gain 1082.270322 Iteration 35Q (6.521527 sec): 68 clusters Score: Raw -419621.266000 + Penalty 48879.005203 = -370742.260797 nChanged 21 Deleting Class 50 (4 points): Lose 14.855708 but Gain 976.218970 Iteration 36Q (6.566263 sec): 67 clusters Score: Raw -419639.211158 + Penalty 47924.932405 = -371714.278753 nChanged 15 Deleting Class 40 (12 points): Lose 71.753309 but Gain 1032.844054 Iteration 37Q (6.612199 sec): 66 clusters Score: Raw -419581.676135 + Penalty 46923.399559 = -372658.276576 nChanged 24 Deleting Class 49 (1 points): Lose 2.248113 but Gain 956.556818 Iteration 38Q (6.656314 sec): 65 clusters Score: Raw -419618.484146 + Penalty 45963.660147 = -373654.824000 nChanged 8 Deleting Class 21 (4 points): Lose 47.310626 but Gain 988.576692 Iteration 39Q (6.700595 sec): 64 clusters Score: Raw -419586.865607 + Penalty 45000.926844 = -374585.938763 nChanged 10 Deleting Class 97 (1 points): Lose 0.408916 but Gain 937.834387 Iteration 40F (7.109283 sec): 63 clusters Score: Raw -419612.604569 + Penalty 44075.166421 = -375537.438148 nChanged 7 Deleting Class 65 (2 points): Lose 13.195921 but Gain 942.928579 Iteration 41Q (7.153154 sec): 62 clusters Score: Raw -419610.324367 + Penalty 43171.177335 = -376439.147032 nChanged 4 Deleting Class 107 (3 points): Lose 23.868814 but Gain 946.343032 Iteration 42Q (7.196746 sec): 61 clusters Score: Raw -419606.604078 + Penalty 42249.659525 = -377356.944553 nChanged 3 Deleting Class 58 (3 points): Lose 33.284012 but Gain 943.125333 Iteration 43Q (7.239150 sec): 60 clusters Score: Raw -419587.985580 + Penalty 41364.574276 = -378223.411304 nChanged 3 Deleting Class 35 (7 points): Lose 39.296011 but Gain 944.438177 Iteration 44Q (7.281960 sec): 59 clusters Score: Raw -419563.867891 + Penalty 40403.445733 = -379160.422159 nChanged 9 Deleting Class 89 (5 points): Lose 39.905908 but Gain 937.366211 Iteration 45Q (7.324321 sec): 58 clusters Score: Raw -419539.263195 + Penalty 39484.382834 = -380054.880362 nChanged 5 Deleting Class 67 (3 points): Lose 31.352507 but Gain 910.371717 Iteration 46Q (7.366663 sec): 57 clusters Score: Raw -419522.274724 + Penalty 38576.698010 = -380945.576714 nChanged 4 Deleting Class 32 (18 points): Lose 96.191755 but Gain 981.921014 Iteration 47Q (7.409626 sec): 56 clusters Score: Raw -419432.747883 + Penalty 37749.060415 = -381683.687469 nChanged 19 Deleting Class 114 (2 points): Lose 9.382065 but Gain 884.183245 Iteration 48Q (7.451843 sec): 55 clusters Score: Raw -419477.310564 + Penalty 36874.393391 = -382602.917173 nChanged 7 Deleting Class 60 (2 points): Lose 11.747032 but Gain 883.440602 Iteration 49Q (7.494289 sec): 54 clusters Score: Raw -419470.479353 + Penalty 36017.548447 = -383452.930906 nChanged 6 Deleting Class 25 (21 points): Lose 114.559803 but Gain 992.067017 Iteration 50F (7.844564 sec): 53 clusters Score: Raw -419365.306220 + Penalty 35272.665229 = -384092.640990 nChanged 23 Deleting Class 20 (10 points): Lose 50.558535 but Gain 942.897107 Iteration 51Q (7.887799 sec): 52 clusters Score: Raw -419385.958573 + Penalty 34451.189142 = -384934.769431 nChanged 16 Deleting Class 84 (1 points): Lose 14.551136 but Gain 882.086772 Iteration 52Q (7.930004 sec): 51 clusters Score: Raw -419400.565549 + Penalty 33615.070914 = -385785.494635 nChanged 9 Deleting Class 88 (5 points): Lose 42.128164 but Gain 907.696081 Iteration 53Q (7.972369 sec): 50 clusters Score: Raw -419373.636336 + Penalty 32719.011881 = -386654.624455 nChanged 6 Deleting Class 43 (6 points): Lose 47.572539 but Gain 911.444496 Iteration 54Q (8.013404 sec): 49 clusters Score: Raw -419338.904328 + Penalty 31824.933908 = -387513.970419 nChanged 9 Deleting Class 86 (2 points): Lose 14.594118 but Gain 870.113080 Iteration 55Q (8.054004 sec): 48 clusters Score: Raw -419341.576806 + Penalty 30967.615507 = -388373.961299 nChanged 6 Deleting Class 90 (2 points): Lose 3.212350 but Gain 845.504060 Iteration 56Q (8.094239 sec): 47 clusters Score: Raw -419345.468695 + Penalty 30129.637631 = -389215.831064 nChanged 5 Deleting Class 14 (76 points): Lose 439.660725 but Gain 1281.873923 Iteration 57Q (8.135006 sec): 46 clusters Score: Raw -418911.151981 + Penalty 28923.364108 = -389987.787873 nChanged 77 Deleting Class 104 (1 points): Lose 3.177057 but Gain 834.348404 Iteration 58Q (8.175995 sec): 45 clusters Score: Raw -419150.709944 + Penalty 28105.223583 = -391045.486361 nChanged 25 Deleting Class 42 (11 points): Lose 59.682587 but Gain 888.842132 Iteration 59Q (8.217125 sec): 44 clusters Score: Raw -419128.136032 + Penalty 27261.471837 = -391866.664195 nChanged 24 Deleting Class 93 (2 points): Lose 9.242969 but Gain 825.548019 Iteration 60F (8.501393 sec): 43 clusters Score: Raw -419164.867524 + Penalty 26447.320303 = -392717.547221 nChanged 16 Deleting Class 122 (1 points): Lose 2.859109 but Gain 819.008516 Iteration 61Q (8.541504 sec): 42 clusters Score: Raw -419180.365159 + Penalty 25635.352611 = -393545.012548 nChanged 11 Deleting Class 83 (4 points): Lose 34.893472 but Gain 840.764684 Iteration 62Q (8.581266 sec): 41 clusters Score: Raw -419154.120142 + Penalty 24827.065348 = -394327.054794 nChanged 12 Deleting Class 87 (1 points): Lose 4.402613 but Gain 795.503089 Iteration 63Q (8.626189 sec): 40 clusters Score: Raw -419164.024334 + Penalty 24042.417886 = -395121.606448 nChanged 7 Deleting Class 78 (3 points): Lose 15.167421 but Gain 791.289094 Iteration 64Q (8.670716 sec): 39 clusters Score: Raw -419153.824180 + Penalty 23330.886565 = -395822.937615 nChanged 4 Deleting Class 30 (8 points): Lose 40.046848 but Gain 814.617380 Iteration 65Q (8.710486 sec): 38 clusters Score: Raw -419126.598675 + Penalty 22550.317596 = -396576.281078 nChanged 10 Deleting Class 46 (5 points): Lose 22.319962 but Gain 786.937516 Iteration 66Q (8.749160 sec): 37 clusters Score: Raw -419119.814916 + Penalty 21775.085603 = -397344.729313 nChanged 9 Deleting Class 66 (4 points): Lose 20.948134 but Gain 761.630571 Iteration 67Q (8.787994 sec): 36 clusters Score: Raw -419112.469197 + Penalty 21028.990160 = -398083.479036 nChanged 8 Deleting Class 79 (1 points): Lose 2.083994 but Gain 737.458954 Iteration 68Q (8.829675 sec): 35 clusters Score: Raw -419121.470468 + Penalty 20286.634372 = -398834.836096 nChanged 4 Deleting Class 82 (5 points): Lose 15.253439 but Gain 745.012652 Iteration 69Q (8.867283 sec): 34 clusters Score: Raw -419112.499261 + Penalty 19547.573782 = -399564.925479 nChanged 7 Deleting Class 92 (4 points): Lose 21.588595 but Gain 731.416614 Iteration 70F (9.094283 sec): 33 clusters Score: Raw -419099.607171 + Penalty 18820.749045 = -400278.858126 nChanged 8 Deleting Class 33 (3 points): Lose 15.798462 but Gain 719.094932 Iteration 71Q (9.132141 sec): 32 clusters Score: Raw -419090.691924 + Penalty 18099.811289 = -400990.880635 nChanged 4 Deleting Class 22 (11 points): Lose 78.444940 but Gain 766.184663 Iteration 72Q (9.169431 sec): 31 clusters Score: Raw -419017.595925 + Penalty 17369.174557 = -401648.421367 nChanged 11 Deleting Class 61 (5 points): Lose 20.863484 but Gain 696.683937 Iteration 73Q (9.207100 sec): 30 clusters Score: Raw -419025.907218 + Penalty 16694.754329 = -402331.152888 nChanged 12 Deleting Class 24 (8 points): Lose 32.217076 but Gain 691.953962 Iteration 74Q (9.245498 sec): 29 clusters Score: Raw -419010.279040 + Penalty 15982.416235 = -403027.862805 nChanged 14 Deleting Class 2 (16 points): Lose 74.358423 but Gain 697.665170 Iteration 75Q (9.282305 sec): 28 clusters Score: Raw -418953.444854 + Penalty 15297.149442 = -403656.295412 nChanged 21 Deleting Class 54 (13 points): Lose 47.309371 but Gain 665.268317 Iteration 76Q (9.319235 sec): 27 clusters Score: Raw -418939.893568 + Penalty 14657.851248 = -404282.042320 nChanged 26 Deleting Class 19 (31 points): Lose 119.356850 but Gain 736.830298 Iteration 77Q (9.355859 sec): 26 clusters Score: Raw -418844.438395 + Penalty 14157.493412 = -404686.944983 nChanged 41 Deleting Class 102 (2 points): Lose 25.725626 but Gain 619.068576 Iteration 78Q (9.392536 sec): 25 clusters Score: Raw -418898.074159 + Penalty 13555.551290 = -405342.522869 nChanged 20 Deleting Class 36 (10 points): Lose 21.842189 but Gain 611.637691 Iteration 79Q (9.428276 sec): 24 clusters Score: Raw -418893.638293 + Penalty 12953.968590 = -405939.669703 nChanged 15 Deleting Class 68 (10 points): Lose 60.672967 but Gain 635.113639 Iteration 80F (9.590061 sec): 23 clusters Score: Raw -418849.215559 + Penalty 12331.000251 = -406518.215308 nChanged 13 Deleting Class 41 (4 points): Lose 15.793359 but Gain 589.068035 Iteration 81Q (9.625100 sec): 22 clusters Score: Raw -418855.914372 + Penalty 11745.227618 = -407110.686755 nChanged 12 Deleting Class 31 (123 points): Lose 765.403926 but Gain 1304.055727 Iteration 82Q (9.659554 sec): 21 clusters Score: Raw -418100.290314 + Penalty 10636.275056 = -407464.015258 nChanged 124 Deleting Class 13 (35 points): Lose 56.933062 but Gain 593.925203 Iteration 83Q (9.694949 sec): 20 clusters Score: Raw -418493.207417 + Penalty 10082.105237 = -408411.102180 nChanged 75 Deleting Class 9 (5 points): Lose 39.892531 but Gain 548.624688 Iteration 84Q (9.729066 sec): 19 clusters Score: Raw -418547.223418 + Penalty 9561.049071 = -408986.174347 nChanged 46 Deleting Class 85 (1 points): Lose 1.623541 but Gain 486.276399 Iteration 85Q (9.763275 sec): 18 clusters Score: Raw -418594.381246 + Penalty 9089.843771 = -409504.537475 nChanged 26 Deleting Class 18 (30 points): Lose 87.699870 but Gain 571.965388 Iteration 86Q (9.796435 sec): 17 clusters Score: Raw -418536.275058 + Penalty 8512.850237 = -410023.424821 nChanged 50 Deleting Class 75 (1 points): Lose 14.480312 but Gain 465.528166 Iteration 87Q (9.829994 sec): 16 clusters Score: Raw -418588.140907 + Penalty 8048.104355 = -410540.036552 nChanged 19 Deleting Class 12 (4 points): Lose 8.293420 but Gain 397.298685 Iteration 88Q (9.862863 sec): 15 clusters Score: Raw -418591.563267 + Penalty 7645.826925 = -410945.736343 nChanged 7 Deleting Class 110 (2 points): Lose 18.719097 but Gain 369.096861 Iteration 89Q (9.895207 sec): 14 clusters Score: Raw -418580.316960 + Penalty 7278.510954 = -411301.806006 nChanged 5 Deleting Class 1 (77 points): Lose 218.425011 but Gain 531.933517 Iteration 90F (9.994190 sec): 13 clusters Score: Raw -418368.004951 + Penalty 6754.859186 = -411613.145765 nChanged 79 Deleting Class 11 (116 points): Lose 366.981919 but Gain 637.397681 Iteration 91Q (10.026882 sec): 12 clusters Score: Raw -418129.766084 + Penalty 6503.784708 = -411625.981376 nChanged 122 Deleting Class 27 (148 points): Lose 635.146494 but Gain 710.305946 Iteration 92Q (10.058830 sec): 11 clusters Score: Raw -417687.281695 + Penalty 5853.165879 = -411834.115816 nChanged 165 Iteration 93Q (10.090005 sec): 11 clusters Score: Raw -418035.646432 + Penalty 5867.556193 = -412168.090239 nChanged 26 Iteration 94Q (10.120975 sec): 11 clusters Score: Raw -418044.369890 + Penalty 5876.758399 = -412167.611491 nChanged 12 Iteration 95F (10.199478 sec): 11 clusters Score: Raw -418048.610485 + Penalty 5884.746951 = -412163.863534 nChanged 7 Iteration 96F (10.279012 sec): 11 clusters Score: Raw -418050.901106 + Penalty 5895.521797 = -412155.379309 nChanged 5 Iteration 97F (10.357852 sec): 11 clusters Score: Raw -418055.229866 + Penalty 5902.971730 = -412152.258136 nChanged 4 Iteration 98F (10.436477 sec): 11 clusters Score: Raw -418057.384773 + Penalty 5907.095395 = -412150.289378 nChanged 3 Iteration 99F (10.515528 sec): 11 clusters Score: Raw -418059.516060 + Penalty 5910.730147 = -412148.785914 nChanged 4 Iteration 100F (10.594367 sec): 11 clusters Score: Raw -418061.112766 + Penalty 5914.714147 = -412146.398619 nChanged 8 Iteration 101F (10.673375 sec): 11 clusters Score: Raw -418064.306736 + Penalty 5921.270062 = -412143.036674 nChanged 8 Iteration 102F (10.751917 sec): 11 clusters Score: Raw -418066.067080 + Penalty 5924.576776 = -412141.490303 nChanged 7 Iteration 103F (10.831528 sec): 11 clusters Score: Raw -418070.086325 + Penalty 5926.529495 = -412143.556830 nChanged 1 Iteration 104Q (10.862483 sec): 11 clusters Score: Raw -418071.065323 + Penalty 5926.604338 = -412144.460985 nChanged 1 Iteration 105Q (10.894116 sec): 11 clusters Score: Raw -418071.510613 + Penalty 5927.251561 = -412144.259052 nChanged 2 Iteration 106F (10.975188 sec): 11 clusters Score: Raw -418071.413824 + Penalty 5927.683906 = -412143.729918 nChanged 1 Iteration 107F (11.054507 sec): 11 clusters Score: Raw -418071.422334 + Penalty 5927.683906 = -412143.738428 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 -418071.422334 + Penalty 5927.683906 = -412143.738428Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 3 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.080946 sec): 2 clusters Score: Raw -6254.468139 + Penalty 234.672735 = -6019.795403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.081553 sec): 3 clusters Score: Raw -6156.430476 + Penalty 497.756053 = -5658.674423 nChanged 66 SP:Iteration 1F (11.082140 sec): 3 clusters Score: Raw -6244.372407 + Penalty 562.858064 = -5681.514343 nChanged 29 SP:Iteration 2F (11.082725 sec): 3 clusters Score: Raw -6309.366470 + Penalty 609.972995 = -5699.393475 nChanged 16 SP:Iteration 3F (11.083308 sec): 3 clusters Score: Raw -6349.683646 + Penalty 624.307381 = -5725.376264 nChanged 8 SP:Iteration 4Q (11.083853 sec): 3 clusters Score: Raw -6369.060712 + Penalty 618.718491 = -5750.342222 nChanged 3 SP:Iteration 5Q (11.084367 sec): 3 clusters Score: Raw -6371.260749 + Penalty 617.894082 = -5753.366666 nChanged 1 SP:Iteration 6Q (11.084879 sec): 3 clusters Score: Raw -6372.850513 + Penalty 614.820462 = -5758.030050 nChanged 2 SP:Iteration 7Q (11.085392 sec): 3 clusters Score: Raw -6374.260898 + Penalty 614.820462 = -5759.440436 nChanged 0 SP:Iteration 8F (11.085974 sec): 3 clusters Score: Raw -6374.260898 + Penalty 614.820462 = -5759.440436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.101222 sec): 2 clusters Score: Raw -102418.664965 + Penalty 237.583863 = -102181.081102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.107403 sec): 3 clusters Score: Raw -100259.745830 + Penalty 492.704147 = -99767.041683 nChanged 1527 SP:Iteration 1F (11.113523 sec): 3 clusters Score: Raw -101294.638839 + Penalty 513.677479 = -100780.961360 nChanged 398 SP:Iteration 2F (11.119551 sec): 3 clusters Score: Raw -101615.337288 + Penalty 536.350910 = -101078.986378 nChanged 294 SP:Iteration 3F (11.125578 sec): 3 clusters Score: Raw -101897.174071 + Penalty 557.752280 = -101339.421791 nChanged 211 SP:Iteration 4F (11.131504 sec): 3 clusters Score: Raw -102080.953310 + Penalty 574.246456 = -101506.706854 nChanged 145 SP:Iteration 5Q (11.137036 sec): 3 clusters Score: Raw -102189.573389 + Penalty 588.829541 = -101600.743848 nChanged 110 SP:Iteration 6Q (11.142402 sec): 3 clusters Score: Raw -102266.141961 + Penalty 597.586443 = -101668.555518 nChanged 69 SP:Iteration 7Q (11.147628 sec): 3 clusters Score: Raw -102308.810180 + Penalty 605.457232 = -101703.352948 nChanged 50 SP:Iteration 8Q (11.152715 sec): 3 clusters Score: Raw -102332.708129 + Penalty 612.563135 = -101720.144994 nChanged 30 SP:Iteration 9Q (11.157735 sec): 3 clusters Score: Raw -102343.496609 + Penalty 620.517728 = -101722.978882 nChanged 28 SP:Iteration 10F (11.163644 sec): 3 clusters Score: Raw -102355.017508 + Penalty 626.627251 = -101728.390257 nChanged 30 SP:Iteration 11Q (11.168692 sec): 3 clusters Score: Raw -102369.127161 + Penalty 633.443894 = -101735.683267 nChanged 28 SP:Iteration 12Q (11.173997 sec): 3 clusters Score: Raw -102380.822912 + Penalty 643.059718 = -101737.763194 nChanged 21 SP:Iteration 13Q (11.178892 sec): 3 clusters Score: Raw -102389.532976 + Penalty 649.319295 = -101740.213681 nChanged 20 SP:Iteration 14Q (11.183751 sec): 3 clusters Score: Raw -102397.371655 + Penalty 657.815522 = -101739.556133 nChanged 11 SP:Iteration 15F (11.189670 sec): 3 clusters Score: Raw -102400.885675 + Penalty 667.666045 = -101733.219630 nChanged 9 SP:Iteration 16F (11.195654 sec): 3 clusters Score: Raw -102404.166860 + Penalty 672.951213 = -101731.215648 nChanged 12 SP:Iteration 17F (11.201662 sec): 3 clusters Score: Raw -102410.242124 + Penalty 680.176206 = -101730.065918 nChanged 14 SP:Iteration 18F (11.207577 sec): 3 clusters Score: Raw -102415.714508 + Penalty 682.349537 = -101733.364970 nChanged 12 SP:Iteration 19Q (11.212448 sec): 3 clusters Score: Raw -102420.720683 + Penalty 689.733031 = -101730.987652 nChanged 13 SP:Iteration 20F (11.218430 sec): 3 clusters Score: Raw -102426.203921 + Penalty 706.476891 = -101719.727030 nChanged 11 SP:Iteration 21F (11.224516 sec): 3 clusters Score: Raw -102431.588031 + Penalty 707.378184 = -101724.209847 nChanged 11 SP:Iteration 22Q (11.229281 sec): 3 clusters Score: Raw -102436.798566 + Penalty 710.780078 = -101726.018488 nChanged 6 SP:Iteration 23Q (11.234031 sec): 3 clusters Score: Raw -102440.430045 + Penalty 699.949287 = -101740.480758 nChanged 6 SP:Iteration 24Q (11.238761 sec): 3 clusters Score: Raw -102446.739943 + Penalty 699.949287 = -101746.790657 nChanged 0 SP:Iteration 25F (11.244729 sec): 3 clusters Score: Raw -102446.739943 + Penalty 699.949287 = -101746.790657 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 5 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.249807 sec): 2 clusters Score: Raw -17401.500169 + Penalty 110.958927 = -17290.541242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.251127 sec): 3 clusters Score: Raw -17017.110517 + Penalty 245.657983 = -16771.452534 nChanged 286 SP:Iteration 1F (11.252421 sec): 3 clusters Score: Raw -17284.321779 + Penalty 287.861497 = -16996.460282 nChanged 90 SP:Iteration 2F (11.253743 sec): 3 clusters Score: Raw -17369.112549 + Penalty 337.694025 = -17031.418523 nChanged 33 SP:Iteration 3F (11.255061 sec): 3 clusters Score: Raw -17421.493916 + Penalty 347.666549 = -17073.827368 nChanged 11 SP:Iteration 4Q (11.256362 sec): 3 clusters Score: Raw -17452.065312 + Penalty 354.892060 = -17097.173252 nChanged 3 SP:Iteration 5Q (11.257464 sec): 3 clusters Score: Raw -17456.209145 + Penalty 362.133996 = -17094.075149 nChanged 2 SP:Iteration 6F (11.258762 sec): 3 clusters Score: Raw -17460.886420 + Penalty 364.659715 = -17096.226706 nChanged 1 SP:Iteration 7Q (11.259879 sec): 3 clusters Score: Raw -17462.006034 + Penalty 364.659715 = -17097.346319 nChanged 0 SP:Iteration 8F (11.261189 sec): 3 clusters Score: Raw -17462.006034 + Penalty 364.659715 = -17097.346319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 6 (2655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.269078 sec): 2 clusters Score: Raw -101716.661718 + Penalty 682.758109 = -101033.903610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.274244 sec): 3 clusters Score: Raw -100233.426224 + Penalty 1368.565702 = -98864.860522 nChanged 1088 SP:Iteration 1F (11.279490 sec): 3 clusters Score: Raw -100920.249624 + Penalty 1373.044192 = -99547.205432 nChanged 220 SP:Iteration 2F (11.284428 sec): 3 clusters Score: Raw -101068.384174 + Penalty 1379.299661 = -99689.084513 nChanged 189 SP:Iteration 3F (11.289158 sec): 3 clusters Score: Raw -101208.553293 + Penalty 1387.482754 = -99821.070540 nChanged 154 SP:Iteration 4F (11.293887 sec): 3 clusters Score: Raw -101321.119101 + Penalty 1396.764624 = -99924.354476 nChanged 129 SP:Iteration 5Q (11.298734 sec): 3 clusters Score: Raw -101428.926329 + Penalty 1407.947724 = -100020.978605 nChanged 117 SP:Iteration 6Q (11.303398 sec): 3 clusters Score: Raw -101523.441185 + Penalty 1416.023893 = -100107.417293 nChanged 101 SP:Iteration 7Q (11.307972 sec): 3 clusters Score: Raw -101606.015961 + Penalty 1424.010804 = -100182.005157 nChanged 73 SP:Iteration 8Q (11.312405 sec): 3 clusters Score: Raw -101645.455281 + Penalty 1429.288641 = -100216.166639 nChanged 52 SP:Iteration 9Q (11.316753 sec): 3 clusters Score: Raw -101671.637548 + Penalty 1433.223457 = -100238.414091 nChanged 35 SP:Iteration 10F (11.321550 sec): 3 clusters Score: Raw -101689.660533 + Penalty 1436.998544 = -100252.661990 nChanged 33 SP:Iteration 11Q (11.325908 sec): 3 clusters Score: Raw -101701.524157 + Penalty 1440.755635 = -100260.768522 nChanged 20 SP:Iteration 12Q (11.330126 sec): 3 clusters Score: Raw -101708.998867 + Penalty 1443.851939 = -100265.146927 nChanged 14 SP:Iteration 13Q (11.334315 sec): 3 clusters Score: Raw -101710.924156 + Penalty 1446.808401 = -100264.115756 nChanged 10 SP:Iteration 14F (11.339023 sec): 3 clusters Score: Raw -101714.528164 + Penalty 1448.352332 = -100266.175832 nChanged 11 SP:Iteration 15Q (11.343184 sec): 3 clusters Score: Raw -101717.082486 + Penalty 1452.752970 = -100264.329516 nChanged 15 SP:Iteration 16F (11.348035 sec): 3 clusters Score: Raw -101718.488181 + Penalty 1456.491463 = -100261.996718 nChanged 17 SP:Iteration 17F (11.352751 sec): 3 clusters Score: Raw -101725.713331 + Penalty 1460.586733 = -100265.126598 nChanged 16 SP:Iteration 18Q (11.356882 sec): 3 clusters Score: Raw -101729.140883 + Penalty 1463.969858 = -100265.171026 nChanged 13 SP:Iteration 19Q (11.360993 sec): 3 clusters Score: Raw -101735.004090 + Penalty 1466.196017 = -100268.808073 nChanged 12 SP:Iteration 20F (11.365705 sec): 3 clusters Score: Raw -101740.924936 + Penalty 1470.708174 = -100270.216762 nChanged 10 SP:Iteration 21Q (11.369785 sec): 3 clusters Score: Raw -101744.706140 + Penalty 1475.046877 = -100269.659263 nChanged 13 SP:Iteration 22F (11.374923 sec): 3 clusters Score: Raw -101749.160413 + Penalty 1478.407667 = -100270.752746 nChanged 15 SP:Iteration 23Q (11.379333 sec): 3 clusters Score: Raw -101757.527437 + Penalty 1482.203220 = -100275.324217 nChanged 13 SP:Iteration 24Q (11.383391 sec): 3 clusters Score: Raw -101762.594236 + Penalty 1483.151272 = -100279.442965 nChanged 15 SP:Iteration 25Q (11.387413 sec): 3 clusters Score: Raw -101770.288442 + Penalty 1488.116396 = -100282.172047 nChanged 16 SP:Iteration 26Q (11.391518 sec): 3 clusters Score: Raw -101776.340363 + Penalty 1490.820162 = -100285.520201 nChanged 10 SP:Iteration 27Q (11.395532 sec): 3 clusters Score: Raw -101784.220018 + Penalty 1492.327637 = -100291.892381 nChanged 8 SP:Iteration 28Q (11.399603 sec): 3 clusters Score: Raw -101785.255576 + Penalty 1495.532338 = -100289.723239 nChanged 5 SP:Iteration 29F (11.404323 sec): 3 clusters Score: Raw -101785.505548 + Penalty 1497.121981 = -100288.383566 nChanged 1 SP:Iteration 30F (11.409039 sec): 3 clusters Score: Raw -101785.074360 + Penalty 1496.706357 = -100288.368004 nChanged 2 SP:Iteration 31F (11.413821 sec): 3 clusters Score: Raw -101785.739675 + Penalty 1498.058091 = -100287.681584 nChanged 1 SP:Iteration 32F (11.418640 sec): 3 clusters Score: Raw -101785.918936 + Penalty 1498.058091 = -100287.860845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 8 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.422245 sec): 2 clusters Score: Raw -17521.482201 + Penalty 572.296084 = -16949.186117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.423435 sec): 3 clusters Score: Raw -17252.872751 + Penalty 1136.626589 = -16116.246162 nChanged 156 SP:Iteration 1F (11.424588 sec): 3 clusters Score: Raw -17458.189888 + Penalty 1134.427975 = -16323.761913 nChanged 53 SP:Iteration 2F (11.425732 sec): 3 clusters Score: Raw -17511.531282 + Penalty 1133.149428 = -16378.381854 nChanged 18 SP:Iteration 3Q (11.426851 sec): 3 clusters Score: Raw -17530.029868 + Penalty 1131.716962 = -16398.312906 nChanged 15 SP:Iteration 4Q (11.427962 sec): 3 clusters Score: Raw -17548.410794 + Penalty 1131.688425 = -16416.722369 nChanged 13 SP:Iteration 5Q (11.429061 sec): 3 clusters Score: Raw -17562.802624 + Penalty 1131.935346 = -16430.867278 nChanged 15 SP:Iteration 6Q (11.430155 sec): 3 clusters Score: Raw -17576.932194 + Penalty 1133.520927 = -16443.411266 nChanged 10 SP:Iteration 7Q (11.431233 sec): 3 clusters Score: Raw -17584.635073 + Penalty 1132.794031 = -16451.841042 nChanged 9 SP:Iteration 8Q (11.432306 sec): 3 clusters Score: Raw -17591.541898 + Penalty 1137.064063 = -16454.477835 nChanged 9 SP:Iteration 9Q (11.433386 sec): 3 clusters Score: Raw -17598.280987 + Penalty 1141.112858 = -16457.168129 nChanged 6 SP:Iteration 10F (11.434555 sec): 3 clusters Score: Raw -17605.996977 + Penalty 1148.890945 = -16457.106033 nChanged 9 SP:Iteration 11F (11.435698 sec): 3 clusters Score: Raw -17612.227706 + Penalty 1151.160640 = -16461.067066 nChanged 4 SP:Iteration 12Q (11.436746 sec): 3 clusters Score: Raw -17615.323389 + Penalty 1156.631720 = -16458.691668 nChanged 6 SP:Iteration 13F (11.437888 sec): 3 clusters Score: Raw -17619.760136 + Penalty 1159.859161 = -16459.900975 nChanged 5 SP:Iteration 14Q (11.438922 sec): 3 clusters Score: Raw -17623.659130 + Penalty 1164.213630 = -16459.445500 nChanged 7 SP:Iteration 15F (11.440064 sec): 3 clusters Score: Raw -17628.038831 + Penalty 1169.793057 = -16458.245774 nChanged 7 SP:Iteration 16F (11.441206 sec): 3 clusters Score: Raw -17631.974445 + Penalty 1173.070404 = -16458.904041 nChanged 2 SP:Iteration 17Q (11.442221 sec): 3 clusters Score: Raw -17632.460639 + Penalty 1175.364686 = -16457.095953 nChanged 2 SP:Iteration 18F (11.443362 sec): 3 clusters Score: Raw -17632.427224 + Penalty 1175.364686 = -16457.062538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.448764 sec): 2 clusters Score: Raw -34665.072470 + Penalty 234.044035 = -34431.028435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.450836 sec): 3 clusters Score: Raw -34002.995353 + Penalty 477.482553 = -33525.512800 nChanged 440 SP:Iteration 1F (11.452836 sec): 3 clusters Score: Raw -34377.419450 + Penalty 508.817464 = -33868.601985 nChanged 181 SP:Iteration 2F (11.454829 sec): 3 clusters Score: Raw -34574.510270 + Penalty 576.909071 = -33997.601199 nChanged 96 SP:Iteration 3F (11.456885 sec): 3 clusters Score: Raw -34674.543458 + Penalty 641.994525 = -34032.548933 nChanged 51 SP:Iteration 4Q (11.458869 sec): 3 clusters Score: Raw -34720.606399 + Penalty 738.868770 = -33981.737630 nChanged 26 SP:Iteration 5F (11.460821 sec): 3 clusters Score: Raw -34736.830956 + Penalty 786.554664 = -33950.276292 nChanged 5 SP:Iteration 6F (11.462770 sec): 3 clusters Score: Raw -34739.654487 + Penalty 813.149874 = -33926.504613 nChanged 3 SP:Iteration 7F (11.464723 sec): 3 clusters Score: Raw -34752.022570 + Penalty 813.149874 = -33938.872696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.471602 sec): 2 clusters Score: Raw -64342.225176 + Penalty 705.803008 = -63636.422168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.474884 sec): 3 clusters Score: Raw -63450.100683 + Penalty 1414.804876 = -62035.295807 nChanged 637 SP:Iteration 1F (11.478085 sec): 3 clusters Score: Raw -63893.382022 + Penalty 1418.905782 = -62474.476240 nChanged 195 SP:Iteration 2F (11.481526 sec): 3 clusters Score: Raw -64071.387963 + Penalty 1423.928725 = -62647.459238 nChanged 137 SP:Iteration 3F (11.484685 sec): 3 clusters Score: Raw -64205.409941 + Penalty 1433.185450 = -62772.224491 nChanged 113 SP:Iteration 4F (11.487771 sec): 3 clusters Score: Raw -64303.758174 + Penalty 1437.119384 = -62866.638790 nChanged 64 SP:Iteration 5Q (11.490833 sec): 3 clusters Score: Raw -64347.246233 + Penalty 1443.203938 = -62904.042295 nChanged 50 SP:Iteration 6Q (11.493876 sec): 3 clusters Score: Raw -64385.358960 + Penalty 1445.555869 = -62939.803091 nChanged 37 SP:Iteration 7Q (11.496954 sec): 3 clusters Score: Raw -64407.090620 + Penalty 1448.667756 = -62958.422864 nChanged 25 SP:Iteration 8Q (11.500113 sec): 3 clusters Score: Raw -64417.680644 + Penalty 1451.171319 = -62966.509325 nChanged 18 SP:Iteration 9Q (11.503532 sec): 3 clusters Score: Raw -64424.664147 + Penalty 1452.052979 = -62972.611168 nChanged 18 SP:Iteration 10F (11.506848 sec): 3 clusters Score: Raw -64432.230317 + Penalty 1452.552217 = -62979.678100 nChanged 8 SP:Iteration 11Q (11.509902 sec): 3 clusters Score: Raw -64434.748193 + Penalty 1453.118605 = -62981.629589 nChanged 7 SP:Iteration 12Q (11.512932 sec): 3 clusters Score: Raw -64436.569750 + Penalty 1454.613279 = -62981.956471 nChanged 7 SP:Iteration 13Q (11.515960 sec): 3 clusters Score: Raw -64437.852534 + Penalty 1455.265397 = -62982.587137 nChanged 8 SP:Iteration 14Q (11.518978 sec): 3 clusters Score: Raw -64438.938804 + Penalty 1456.123878 = -62982.814926 nChanged 5 SP:Iteration 15Q (11.521988 sec): 3 clusters Score: Raw -64439.804472 + Penalty 1457.225182 = -62982.579289 nChanged 8 SP:Iteration 16F (11.525276 sec): 3 clusters Score: Raw -64442.113404 + Penalty 1458.442073 = -62983.671331 nChanged 7 SP:Iteration 17Q (11.528319 sec): 3 clusters Score: Raw -64443.825502 + Penalty 1459.811128 = -62984.014375 nChanged 6 SP:Iteration 18Q (11.531318 sec): 3 clusters Score: Raw -64445.916328 + Penalty 1462.087318 = -62983.829010 nChanged 6 SP:Iteration 19F (11.534475 sec): 3 clusters Score: Raw -64450.773471 + Penalty 1463.662392 = -62987.111078 nChanged 7 SP:Iteration 20F (11.537624 sec): 3 clusters Score: Raw -64452.276397 + Penalty 1465.251654 = -62987.024742 nChanged 5 SP:Iteration 21F (11.540770 sec): 3 clusters Score: Raw -64454.434976 + Penalty 1467.526319 = -62986.908657 nChanged 6 SP:Iteration 22F (11.544040 sec): 3 clusters Score: Raw -64456.150158 + Penalty 1471.278970 = -62984.871189 nChanged 7 SP:Iteration 23F (11.547297 sec): 3 clusters Score: Raw -64461.618636 + Penalty 1473.707536 = -62987.911100 nChanged 10 SP:Iteration 24Q (11.550354 sec): 3 clusters Score: Raw -64468.145143 + Penalty 1477.857592 = -62990.287551 nChanged 11 SP:Iteration 25Q (11.553376 sec): 3 clusters Score: Raw -64476.905009 + Penalty 1481.130360 = -62995.774649 nChanged 11 SP:Iteration 26Q (11.556369 sec): 3 clusters Score: Raw -64483.082550 + Penalty 1484.089868 = -62998.992682 nChanged 9 SP:Iteration 27Q (11.559312 sec): 3 clusters Score: Raw -64486.476488 + Penalty 1485.177713 = -63001.298775 nChanged 13 SP:Iteration 28Q (11.562286 sec): 3 clusters Score: Raw -64492.853554 + Penalty 1490.282198 = -63002.571356 nChanged 15 SP:Iteration 29Q (11.565231 sec): 3 clusters Score: Raw -64498.915611 + Penalty 1495.845410 = -63003.070201 nChanged 17 SP:Iteration 30F (11.568355 sec): 3 clusters Score: Raw -64506.833493 + Penalty 1500.016505 = -63006.816988 nChanged 12 SP:Iteration 31Q (11.571193 sec): 3 clusters Score: Raw -64513.543565 + Penalty 1503.410257 = -63010.133308 nChanged 11 SP:Iteration 32Q (11.574061 sec): 3 clusters Score: Raw -64518.557847 + Penalty 1504.758857 = -63013.798990 nChanged 7 SP:Iteration 33Q (11.576971 sec): 3 clusters Score: Raw -64523.632535 + Penalty 1505.675354 = -63017.957181 nChanged 5 SP:Iteration 34Q (11.579813 sec): 3 clusters Score: Raw -64525.112021 + Penalty 1507.372904 = -63017.739117 nChanged 4 SP:Iteration 35F (11.583213 sec): 3 clusters Score: Raw -64527.028146 + Penalty 1507.549611 = -63019.478535 nChanged 4 SP:Iteration 36Q (11.586038 sec): 3 clusters Score: Raw -64527.646391 + Penalty 1508.541072 = -63019.105319 nChanged 3 SP:Iteration 37F (11.589151 sec): 3 clusters Score: Raw -64526.880774 + Penalty 1508.842100 = -63018.038674 nChanged 1 SP:Iteration 38F (11.592261 sec): 3 clusters Score: Raw -64527.330874 + Penalty 1509.189765 = -63018.141109 nChanged 2 SP:Iteration 39Q (11.595043 sec): 3 clusters Score: Raw -64527.703331 + Penalty 1509.838462 = -63017.864870 nChanged 1 SP:Iteration 40F (11.598158 sec): 3 clusters Score: Raw -64527.494404 + Penalty 1509.838462 = -63017.655943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 16 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.600511 sec): 2 clusters Score: Raw -4787.086417 + Penalty 515.771392 = -4271.315025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.601018 sec): 3 clusters Score: Raw -4727.975587 + Penalty 1044.520264 = -3683.455323 nChanged 27 SP:Iteration 1F (11.601514 sec): 3 clusters Score: Raw -4778.810605 + Penalty 1071.594226 = -3707.216379 nChanged 13 SP:Iteration 2F (11.602009 sec): 3 clusters Score: Raw -4818.280159 + Penalty 1088.894762 = -3729.385397 nChanged 6 SP:Iteration 3Q (11.602478 sec): 3 clusters Score: Raw -4838.732983 + Penalty 1098.760348 = -3739.972635 nChanged 4 SP:Iteration 4Q (11.602934 sec): 3 clusters Score: Raw -4851.809612 + Penalty 1111.805817 = -3740.003795 nChanged 3 SP:Iteration 5Q (11.603386 sec): 3 clusters Score: Raw -4861.991571 + Penalty 1122.744386 = -3739.247184 nChanged 2 SP:Iteration 6F (11.603880 sec): 3 clusters Score: Raw -4870.549110 + Penalty 1124.501444 = -3746.047665 nChanged 1 SP:Iteration 7Q (11.604328 sec): 3 clusters Score: Raw -4872.446885 + Penalty 1124.501444 = -3747.945440 nChanged 0 SP:Iteration 8F (11.604821 sec): 3 clusters Score: Raw -4872.446885 + Penalty 1124.501444 = -3747.945440 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 17 (3656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.622673 sec): 2 clusters Score: Raw -97773.359522 + Penalty 216.273148 = -97557.086375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.629451 sec): 3 clusters Score: Raw -95412.935684 + Penalty 426.819421 = -94986.116263 nChanged 1674 SP:Iteration 1F (11.636052 sec): 3 clusters Score: Raw -96245.406478 + Penalty 417.511434 = -95827.895044 nChanged 499 SP:Iteration 2F (11.642633 sec): 3 clusters Score: Raw -96447.216930 + Penalty 408.055297 = -96039.161634 nChanged 270 SP:Iteration 3F (11.649249 sec): 3 clusters Score: Raw -96564.600041 + Penalty 396.760281 = -96167.839759 nChanged 239 SP:Iteration 4F (11.655882 sec): 3 clusters Score: Raw -96710.096845 + Penalty 388.098678 = -96321.998167 nChanged 303 SP:Iteration 5F (11.662579 sec): 3 clusters Score: Raw -96969.948261 + Penalty 384.215567 = -96585.732694 nChanged 348 SP:Iteration 6F (11.669243 sec): 3 clusters Score: Raw -97323.935239 + Penalty 408.017521 = -96915.917717 nChanged 269 SP:Iteration 7F (11.675860 sec): 3 clusters Score: Raw -97619.542334 + Penalty 459.487930 = -97160.054405 nChanged 134 SP:Iteration 8Q (11.682300 sec): 3 clusters Score: Raw -97767.095264 + Penalty 568.652285 = -97198.442979 nChanged 55 SP:Iteration 9Q (11.688395 sec): 3 clusters Score: Raw -97826.685377 + Penalty 641.707944 = -97184.977433 nChanged 17 SP:Iteration 10F (11.694953 sec): 3 clusters Score: Raw -97848.390187 + Penalty 721.640898 = -97126.749290 nChanged 11 SP:Iteration 11F (11.701540 sec): 3 clusters Score: Raw -97871.026597 + Penalty 749.835144 = -97121.191453 nChanged 4 SP:Iteration 12F (11.708099 sec): 3 clusters Score: Raw -97883.097774 + Penalty 786.965537 = -97096.132238 nChanged 4 SP:Iteration 13F (11.714691 sec): 3 clusters Score: Raw -97889.356807 + Penalty 818.944677 = -97070.412131 nChanged 2 SP:Iteration 14F (11.721359 sec): 3 clusters Score: Raw -97891.450381 + Penalty 835.401511 = -97056.048870 nChanged 1 SP:Iteration 15F (11.728019 sec): 3 clusters Score: Raw -97892.245551 + Penalty 835.401511 = -97056.844040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 23 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.732387 sec): 2 clusters Score: Raw -11724.213182 + Penalty 352.940298 = -11371.272883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.733164 sec): 3 clusters Score: Raw -11535.684380 + Penalty 704.706930 = -10830.977450 nChanged 99 SP:Iteration 1F (11.733916 sec): 3 clusters Score: Raw -11591.080338 + Penalty 704.012369 = -10887.067969 nChanged 23 SP:Iteration 2F (11.734670 sec): 3 clusters Score: Raw -11605.750061 + Penalty 705.651583 = -10900.098478 nChanged 18 SP:Iteration 3F (11.735422 sec): 3 clusters Score: Raw -11621.028885 + Penalty 710.159317 = -10910.869568 nChanged 18 SP:Iteration 4F (11.736173 sec): 3 clusters Score: Raw -11643.377757 + Penalty 718.793157 = -10924.584601 nChanged 14 SP:Iteration 5Q (11.736918 sec): 3 clusters Score: Raw -11660.170198 + Penalty 723.341446 = -10936.828752 nChanged 6 SP:Iteration 6Q (11.737659 sec): 3 clusters Score: Raw -11663.533236 + Penalty 728.413671 = -10935.119565 nChanged 7 SP:Iteration 7F (11.738408 sec): 3 clusters Score: Raw -11670.428592 + Penalty 733.035714 = -10937.392877 nChanged 6 SP:Iteration 8Q (11.739146 sec): 3 clusters Score: Raw -11673.305300 + Penalty 738.274328 = -10935.030972 nChanged 8 SP:Iteration 9F (11.739895 sec): 3 clusters Score: Raw -11678.528989 + Penalty 743.248412 = -10935.280577 nChanged 6 SP:Iteration 10F (11.740644 sec): 3 clusters Score: Raw -11682.647638 + Penalty 748.637240 = -10934.010399 nChanged 4 SP:Iteration 11F (11.741394 sec): 3 clusters Score: Raw -11683.897337 + Penalty 753.489513 = -10930.407824 nChanged 3 SP:Iteration 12F (11.742143 sec): 3 clusters Score: Raw -11686.329829 + Penalty 757.022250 = -10929.307580 nChanged 4 SP:Iteration 13F (11.742893 sec): 3 clusters Score: Raw -11691.432363 + Penalty 761.306688 = -10930.125674 nChanged 2 SP:Iteration 14Q (11.743608 sec): 3 clusters Score: Raw -11691.495098 + Penalty 767.870427 = -10923.624671 nChanged 3 SP:Iteration 15F (11.744361 sec): 3 clusters Score: Raw -11694.057420 + Penalty 776.125075 = -10917.932345 nChanged 4 SP:Iteration 16F (11.745111 sec): 3 clusters Score: Raw -11697.370989 + Penalty 782.471696 = -10914.899292 nChanged 3 SP:Iteration 17F (11.745862 sec): 3 clusters Score: Raw -11698.713753 + Penalty 795.055914 = -10903.657839 nChanged 5 SP:Iteration 18F (11.746611 sec): 3 clusters Score: Raw -11701.604048 + Penalty 812.726729 = -10888.877319 nChanged 8 SP:Iteration 19F (11.747361 sec): 3 clusters Score: Raw -11706.191019 + Penalty 832.685430 = -10873.505589 nChanged 10 SP:Iteration 20F (11.748112 sec): 3 clusters Score: Raw -11713.260717 + Penalty 875.294632 = -10837.966085 nChanged 12 SP:Iteration 21F (11.748894 sec): 3 clusters Score: Raw -11727.654029 + Penalty 896.098931 = -10831.555098 nChanged 8 SP:Iteration 22F (11.749645 sec): 3 clusters Score: Raw -11737.334303 + Penalty 912.455986 = -10824.878316 nChanged 4 SP:Iteration 23F (11.750415 sec): 3 clusters Score: Raw -11740.455809 + Penalty 935.529932 = -10804.925877 nChanged 6 SP:Iteration 24F (11.751170 sec): 3 clusters Score: Raw -11745.815307 + Penalty 959.447609 = -10786.367698 nChanged 5 SP:Iteration 25F (11.751919 sec): 3 clusters Score: Raw -11751.497065 + Penalty 985.296927 = -10766.200138 nChanged 5 SP:Iteration 26F (11.752670 sec): 3 clusters Score: Raw -11757.836178 + Penalty 985.296927 = -10772.539251 nChanged 0 Time taken for this iteration:11.362492 seconds. 300->11 Clusters: Score -412143.738428, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 108 (time per iteration =108.982167 ms) Total iterations: 658 (time per iteration =17.887650 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1348022500.000000 (time per metric unit =8.731363ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 33700562500.000000 (time per metric unit=349.254527ps) That took 11.770074 seconds. FileBase PeterP-2014-02-27_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 0.07 and 0.11 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 7688 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 7688 points ------ Starting initial clusters from distinct float masks Not enough masks (89) to generate starting clusters (300), so starting with (90) clusters instead. Assigned 90 initial classes from 89 unique masks. Deleting Class 83 (1 points): Lose 8.288879 but Gain 1441.854172 Iteration 0F (0.509034 sec): 89 clusters Score: Raw -152911.482856 + Penalty 58254.248771 = -94657.234085 nChanged 698 Deleting Class 41 (3 points): Lose 82.076449 but Gain 1453.955092 Iteration 1F (0.782437 sec): 81 clusters Score: Raw -155630.866666 + Penalty 57048.976341 = -98581.890325 nChanged 243 Deleting Class 31 (1 points): Lose 16.156229 but Gain 1375.558060 Iteration 2Q (0.819533 sec): 79 clusters Score: Raw -157106.943475 + Penalty 55729.367808 = -101377.575667 nChanged 227 Deleting Class 66 (1 points): Lose 8.041859 but Gain 1334.359029 Iteration 3Q (0.855886 sec): 78 clusters Score: Raw -157492.494391 + Penalty 54631.659825 = -102860.834566 nChanged 257 Deleting Class 68 (2 points): Lose 35.071883 but Gain 1276.606981 Iteration 4Q (0.890148 sec): 77 clusters Score: Raw -157801.286506 + Penalty 53652.406863 = -104148.879643 nChanged 216 Deleting Class 87 (2 points): Lose 37.897242 but Gain 1255.492809 Iteration 5Q (0.921876 sec): 76 clusters Score: Raw -157985.509092 + Penalty 52693.330132 = -105292.178960 nChanged 161 Deleting Class 19 (2 points): Lose 35.666664 but Gain 1195.642892 Iteration 6Q (0.950855 sec): 75 clusters Score: Raw -158079.701092 + Penalty 51563.395790 = -106516.305303 nChanged 141 Deleting Class 23 (2 points): Lose 20.541513 but Gain 1155.569506 Iteration 7Q (0.978885 sec): 74 clusters Score: Raw -158170.598321 + Penalty 50571.303861 = -107599.294460 nChanged 116 Deleting Class 42 (2 points): Lose 42.642594 but Gain 1169.080666 Iteration 8Q (1.006110 sec): 73 clusters Score: Raw -158208.307620 + Penalty 49438.592433 = -108769.715186 nChanged 102 Deleting Class 84 (1 points): Lose 5.436359 but Gain 1117.817072 Iteration 9Q (1.032025 sec): 72 clusters Score: Raw -158300.620748 + Penalty 48346.155380 = -109954.465368 nChanged 108 Deleting Class 69 (2 points): Lose 40.797812 but Gain 1142.927334 Iteration 10F (1.272165 sec): 71 clusters Score: Raw -158343.698306 + Penalty 47343.175683 = -111000.522623 nChanged 134 Deleting Class 73 (2 points): Lose 47.546914 but Gain 1228.718287 Iteration 11Q (1.298992 sec): 70 clusters Score: Raw -158435.173884 + Penalty 46514.209332 = -111920.964552 nChanged 125 Deleting Class 44 (3 points): Lose 26.214277 but Gain 1112.210572 Iteration 12Q (1.325460 sec): 69 clusters Score: Raw -158536.679318 + Penalty 45450.270789 = -113086.408529 nChanged 116 Deleting Class 78 (2 points): Lose 41.930058 but Gain 1098.042751 Iteration 13Q (1.351715 sec): 68 clusters Score: Raw -158569.531713 + Penalty 44424.991335 = -114144.540378 nChanged 94 Deleting Class 65 (1 points): Lose 11.117694 but Gain 1064.749152 Iteration 14Q (1.381175 sec): 67 clusters Score: Raw -158622.602201 + Penalty 42841.773322 = -115780.828879 nChanged 85 Deleting Class 32 (2 points): Lose 26.420935 but Gain 1070.184820 Iteration 15Q (1.408127 sec): 65 clusters Score: Raw -158647.682178 + Penalty 41785.579561 = -116862.102617 nChanged 79 Deleting Class 35 (1 points): Lose 9.720374 but Gain 1047.184184 Iteration 16Q (1.433690 sec): 64 clusters Score: Raw -158685.107419 + Penalty 40781.128395 = -117903.979024 nChanged 75 Deleting Class 77 (2 points): Lose 43.035104 but Gain 1078.798124 Iteration 17Q (1.458707 sec): 63 clusters Score: Raw -158682.591366 + Penalty 39856.017148 = -118826.574219 nChanged 78 Deleting Class 88 (1 points): Lose 2.425869 but Gain 1032.273915 Iteration 18Q (1.483752 sec): 62 clusters Score: Raw -158731.567272 + Penalty 38867.842032 = -119863.725241 nChanged 63 Deleting Class 48 (1 points): Lose 5.175368 but Gain 1008.524687 Iteration 19Q (1.508464 sec): 61 clusters Score: Raw -158748.184019 + Penalty 37845.736603 = -120902.447416 nChanged 60 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -158748.184019 + Penalty 37845.736603 = -120902.447416Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 1 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.541233 sec): 2 clusters Score: Raw -13544.262700 + Penalty 60.996457 = -13483.266243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.542590 sec): 3 clusters Score: Raw -13201.898559 + Penalty 122.003756 = -13079.894803 nChanged 274 SP:Iteration 1F (1.543973 sec): 3 clusters Score: Raw -13403.402343 + Penalty 122.440645 = -13280.961698 nChanged 48 SP:Iteration 2F (1.545342 sec): 3 clusters Score: Raw -13437.290195 + Penalty 122.876384 = -13314.413811 nChanged 35 SP:Iteration 3F (1.546701 sec): 3 clusters Score: Raw -13463.710675 + Penalty 123.449645 = -13340.261030 nChanged 34 SP:Iteration 4F (1.548055 sec): 3 clusters Score: Raw -13493.965083 + Penalty 123.577976 = -13370.387107 nChanged 19 SP:Iteration 5Q (1.549376 sec): 3 clusters Score: Raw -13505.605360 + Penalty 123.495072 = -13382.110288 nChanged 12 SP:Iteration 6Q (1.550694 sec): 3 clusters Score: Raw -13513.465605 + Penalty 123.446714 = -13390.018890 nChanged 14 SP:Iteration 7Q (1.552041 sec): 3 clusters Score: Raw -13521.482220 + Penalty 123.551295 = -13397.930925 nChanged 7 SP:Iteration 8Q (1.553352 sec): 3 clusters Score: Raw -13522.934885 + Penalty 123.438368 = -13399.496517 nChanged 2 SP:Iteration 9Q (1.554661 sec): 3 clusters Score: Raw -13523.492546 + Penalty 123.431726 = -13400.060820 nChanged 1 SP:Iteration 10F (1.556028 sec): 3 clusters Score: Raw -13524.017920 + Penalty 123.468230 = -13400.549690 nChanged 2 SP:Iteration 11Q (1.557343 sec): 3 clusters Score: Raw -13524.679210 + Penalty 123.468230 = -13401.210980 nChanged 0 SP:Iteration 12F (1.558688 sec): 3 clusters Score: Raw -13524.679210 + Penalty 123.468230 = -13401.210980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 2 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.564081 sec): 2 clusters Score: Raw -23662.134171 + Penalty 77.781228 = -23584.352944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.566224 sec): 3 clusters Score: Raw -23013.598291 + Penalty 155.556933 = -22858.041358 nChanged 467 SP:Iteration 1F (1.568332 sec): 3 clusters Score: Raw -23258.279721 + Penalty 155.478770 = -23102.800951 nChanged 123 SP:Iteration 2F (1.570451 sec): 3 clusters Score: Raw -23306.338466 + Penalty 155.548974 = -23150.789492 nChanged 72 SP:Iteration 3F (1.572566 sec): 3 clusters Score: Raw -23325.830203 + Penalty 155.831538 = -23169.998666 nChanged 55 SP:Iteration 4F (1.574660 sec): 3 clusters Score: Raw -23347.097516 + Penalty 155.999516 = -23191.098000 nChanged 49 SP:Iteration 5Q (1.576882 sec): 3 clusters Score: Raw -23386.501193 + Penalty 156.278106 = -23230.223087 nChanged 54 SP:Iteration 6F (1.578970 sec): 3 clusters Score: Raw -23476.157153 + Penalty 156.405913 = -23319.751240 nChanged 47 SP:Iteration 7Q (1.581043 sec): 3 clusters Score: Raw -23531.784625 + Penalty 156.449103 = -23375.335522 nChanged 36 SP:Iteration 8Q (1.583053 sec): 3 clusters Score: Raw -23548.806814 + Penalty 156.945964 = -23391.860850 nChanged 30 SP:Iteration 9Q (1.585036 sec): 3 clusters Score: Raw -23562.858854 + Penalty 156.756019 = -23406.102834 nChanged 30 SP:Iteration 10F (1.587101 sec): 3 clusters Score: Raw -23578.038279 + Penalty 157.129337 = -23420.908942 nChanged 18 SP:Iteration 11Q (1.589078 sec): 3 clusters Score: Raw -23585.883955 + Penalty 157.259261 = -23428.624694 nChanged 11 SP:Iteration 12Q (1.591082 sec): 3 clusters Score: Raw -23590.194278 + Penalty 157.728619 = -23432.465659 nChanged 9 SP:Iteration 13Q (1.593111 sec): 3 clusters Score: Raw -23593.817427 + Penalty 158.271258 = -23435.546169 nChanged 9 SP:Iteration 14Q (1.595186 sec): 3 clusters Score: Raw -23596.467935 + Penalty 157.803721 = -23438.664214 nChanged 16 SP:Iteration 15Q (1.597166 sec): 3 clusters Score: Raw -23601.446912 + Penalty 158.448408 = -23442.998504 nChanged 8 SP:Iteration 16Q (1.599108 sec): 3 clusters Score: Raw -23603.614311 + Penalty 158.616385 = -23444.997926 nChanged 7 SP:Iteration 17Q (1.601053 sec): 3 clusters Score: Raw -23604.833740 + Penalty 158.886353 = -23445.947386 nChanged 4 SP:Iteration 18Q (1.602970 sec): 3 clusters Score: Raw -23605.375712 + Penalty 158.869732 = -23446.505981 nChanged 1 SP:Iteration 19Q (1.604886 sec): 3 clusters Score: Raw -23605.470230 + Penalty 158.933349 = -23446.536881 nChanged 1 SP:Iteration 20F (1.607012 sec): 3 clusters Score: Raw -23605.491755 + Penalty 158.637970 = -23446.853785 nChanged 2 SP:Iteration 21Q (1.608932 sec): 3 clusters Score: Raw -23605.607980 + Penalty 158.580231 = -23447.027749 nChanged 1 SP:Iteration 22Q (1.610851 sec): 3 clusters Score: Raw -23605.731723 + Penalty 158.580231 = -23447.151491 nChanged 0 SP:Iteration 23F (1.612968 sec): 3 clusters Score: Raw -23605.731723 + Penalty 158.580231 = -23447.151491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 3 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613565 sec): 2 clusters Score: Raw -305.703906 + Penalty 81.843043 = -223.860863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.613817 sec): 3 clusters Score: Raw -311.965802 + Penalty 168.631232 = -143.334570 nChanged 0 Memory request: 0.02 GB would take us to total of 0.09 GB. Trying to split cluster 4 (2967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.628401 sec): 2 clusters Score: Raw -70753.377544 + Penalty 130.438979 = -70622.938565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.634414 sec): 3 clusters Score: Raw -68852.415414 + Penalty 268.352533 = -68584.062882 nChanged 1386 SP:Iteration 1F (1.640366 sec): 3 clusters Score: Raw -69947.191279 + Penalty 274.169307 = -69673.021972 nChanged 307 SP:Iteration 2F (1.646347 sec): 3 clusters Score: Raw -70120.838607 + Penalty 282.408462 = -69838.430144 nChanged 198 SP:Iteration 3F (1.652304 sec): 3 clusters Score: Raw -70284.962217 + Penalty 293.907946 = -69991.054271 nChanged 209 SP:Iteration 4F (1.658402 sec): 3 clusters Score: Raw -70473.638192 + Penalty 307.668394 = -70165.969797 nChanged 160 SP:Iteration 5F (1.664197 sec): 3 clusters Score: Raw -70612.351913 + Penalty 320.849762 = -70291.502151 nChanged 99 SP:Iteration 6Q (1.670335 sec): 3 clusters Score: Raw -70711.983537 + Penalty 325.979377 = -70386.004160 nChanged 52 SP:Iteration 7Q (1.676616 sec): 3 clusters Score: Raw -70777.600813 + Penalty 328.826006 = -70448.774807 nChanged 25 SP:Iteration 8Q (1.681607 sec): 3 clusters Score: Raw -70807.015964 + Penalty 328.453429 = -70478.562535 nChanged 15 SP:Iteration 9Q (1.686229 sec): 3 clusters Score: Raw -70817.457526 + Penalty 329.702919 = -70487.754607 nChanged 7 SP:Iteration 10F (1.691538 sec): 3 clusters Score: Raw -70824.141476 + Penalty 325.226364 = -70498.915111 nChanged 8 SP:Iteration 11Q (1.696137 sec): 3 clusters Score: Raw -70837.465010 + Penalty 325.649483 = -70511.815527 nChanged 10 SP:Iteration 12Q (1.700801 sec): 3 clusters Score: Raw -70849.173089 + Penalty 325.203395 = -70523.969694 nChanged 4 SP:Iteration 13Q (1.705207 sec): 3 clusters Score: Raw -70853.189114 + Penalty 326.526461 = -70526.662653 nChanged 2 SP:Iteration 14Q (1.709461 sec): 3 clusters Score: Raw -70854.270294 + Penalty 327.864183 = -70526.406111 nChanged 3 SP:Iteration 15F (1.714814 sec): 3 clusters Score: Raw -70855.064338 + Penalty 327.425766 = -70527.638572 nChanged 3 SP:Iteration 16Q (1.719138 sec): 3 clusters Score: Raw -70855.775176 + Penalty 327.326706 = -70528.448470 nChanged 1 SP:Iteration 17Q (1.723506 sec): 3 clusters Score: Raw -70855.793672 + Penalty 327.326706 = -70528.466966 nChanged 0 SP:Iteration 18F (1.728856 sec): 3 clusters Score: Raw -70855.793672 + Penalty 327.326706 = -70528.466966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 5 (2619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.738614 sec): 2 clusters Score: Raw -58037.873040 + Penalty 171.998647 = -57865.874393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.743498 sec): 3 clusters Score: Raw -56354.394283 + Penalty 363.842693 = -55990.551589 nChanged 1150 SP:Iteration 1F (1.748234 sec): 3 clusters Score: Raw -57249.293233 + Penalty 398.450837 = -56850.842397 nChanged 368 SP:Iteration 2F (1.752960 sec): 3 clusters Score: Raw -57568.892846 + Penalty 439.152088 = -57129.740758 nChanged 220 SP:Iteration 3F (1.757771 sec): 3 clusters Score: Raw -57778.853193 + Penalty 478.276532 = -57300.576660 nChanged 133 SP:Iteration 4F (1.762465 sec): 3 clusters Score: Raw -57918.680170 + Penalty 501.223344 = -57417.456826 nChanged 77 SP:Iteration 5Q (1.766739 sec): 3 clusters Score: Raw -57995.099176 + Penalty 520.849064 = -57474.250112 nChanged 31 SP:Iteration 6Q (1.770910 sec): 3 clusters Score: Raw -58028.550444 + Penalty 533.336470 = -57495.213974 nChanged 14 SP:Iteration 7Q (1.774687 sec): 3 clusters Score: Raw -58040.087423 + Penalty 546.561551 = -57493.525872 nChanged 11 SP:Iteration 8F (1.779665 sec): 3 clusters Score: Raw -58051.298268 + Penalty 568.116041 = -57483.182227 nChanged 8 SP:Iteration 9F (1.784449 sec): 3 clusters Score: Raw -58057.727805 + Penalty 598.869765 = -57458.858040 nChanged 4 SP:Iteration 10F (1.789145 sec): 3 clusters Score: Raw -58060.694484 + Penalty 628.743005 = -57431.951479 nChanged 3 SP:Iteration 11F (1.793995 sec): 3 clusters Score: Raw -58064.017282 + Penalty 606.984033 = -57457.033249 nChanged 2 SP:Iteration 12Q (1.797840 sec): 3 clusters Score: Raw -58068.753599 + Penalty 606.984033 = -57461.769566 nChanged 0 SP:Iteration 13F (1.802877 sec): 3 clusters Score: Raw -58068.753599 + Penalty 606.984033 = -57461.769566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.804873 sec): 2 clusters Score: Raw -160.413360 + Penalty 101.391986 = -59.021374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.805107 sec): 3 clusters Score: Raw -159.161016 + Penalty 207.832822 = 48.671806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 7 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.805686 sec): 2 clusters Score: Raw -1108.393625 + Penalty 197.440816 = -910.952809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.805993 sec): 3 clusters Score: Raw -1110.016442 + Penalty 395.804136 = -714.212306 nChanged 1 SP:Iteration 1Q (1.806283 sec): 3 clusters Score: Raw -1113.583975 + Penalty 393.875600 = -719.708375 nChanged 1 SP:Iteration 2Q (1.806600 sec): 3 clusters Score: Raw -1116.105780 + Penalty 398.275494 = -717.830285 nChanged 2 SP:Iteration 3F (1.806891 sec): 3 clusters Score: Raw -1122.131006 + Penalty 400.211446 = -721.919559 nChanged 1 SP:Iteration 4Q (1.807176 sec): 3 clusters Score: Raw -1126.400449 + Penalty 398.037387 = -728.363063 nChanged 1 SP:Iteration 5Q (1.807459 sec): 3 clusters Score: Raw -1127.218155 + Penalty 395.848090 = -731.370065 nChanged 1 SP:Iteration 6Q (1.807742 sec): 3 clusters Score: Raw -1127.883987 + Penalty 395.848090 = -732.035896 nChanged 0 SP:Iteration 7F (1.808031 sec): 3 clusters Score: Raw -1127.883987 + Penalty 395.848090 = -732.035896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 8 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.808499 sec): 2 clusters Score: Raw -281.313658 + Penalty 242.176301 = -39.137357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.808727 sec): 3 clusters Score: Raw -306.596975 + Penalty 484.352601 = 177.755627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 9 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.809202 sec): 2 clusters Score: Raw -342.877062 + Penalty 190.564320 = -152.312742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.809437 sec): 3 clusters Score: Raw -365.672910 + Penalty 381.561214 = 15.888304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 10 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.809867 sec): 2 clusters Score: Raw -21.140570 + Penalty 0.000000 = -21.140570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.810048 sec): 2 clusters Score: Raw -21.140570 + Penalty 0.000000 = -21.140570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.810511 sec): 2 clusters Score: Raw -249.692217 + Penalty 149.025175 = -100.667041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.810739 sec): 3 clusters Score: Raw -252.394021 + Penalty 313.648826 = 61.254805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 12 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.811463 sec): 2 clusters Score: Raw -2163.883986 + Penalty 74.322459 = -2089.561528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.811883 sec): 3 clusters Score: Raw -2118.102345 + Penalty 154.384147 = -1963.718197 nChanged 38 SP:Iteration 1F (1.812301 sec): 3 clusters Score: Raw -2166.661437 + Penalty 159.290805 = -2007.370632 nChanged 12 SP:Iteration 2F (1.812712 sec): 3 clusters Score: Raw -2189.648874 + Penalty 158.386314 = -2031.262559 nChanged 7 SP:Iteration 3F (1.813124 sec): 3 clusters Score: Raw -2199.860016 + Penalty 160.498690 = -2039.361326 nChanged 1 SP:Iteration 4Q (1.813509 sec): 3 clusters Score: Raw -2200.729161 + Penalty 160.498690 = -2040.230471 nChanged 0 SP:Iteration 5F (1.813920 sec): 3 clusters Score: Raw -2200.729161 + Penalty 160.498690 = -2040.230471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.814383 sec): 2 clusters Score: Raw -198.307770 + Penalty 147.066262 = -51.241508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.814606 sec): 3 clusters Score: Raw -212.989678 + Penalty 294.132523 = 81.142845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 14 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.815066 sec): 2 clusters Score: Raw -207.349636 + Penalty 155.920723 = -51.428913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.815292 sec): 3 clusters Score: Raw -222.205685 + Penalty 300.712859 = 78.507174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 15 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.815786 sec): 2 clusters Score: Raw -285.494358 + Penalty 183.127333 = -102.367026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.816021 sec): 3 clusters Score: Raw -314.639435 + Penalty 360.249635 = 45.610200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 16 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.816480 sec): 2 clusters Score: Raw -204.464175 + Penalty 134.063831 = -70.400344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.816703 sec): 3 clusters Score: Raw -208.630301 + Penalty 253.036763 = 44.406462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 17 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.817158 sec): 2 clusters Score: Raw -192.764784 + Penalty 141.773016 = -50.991768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.817378 sec): 3 clusters Score: Raw -185.740668 + Penalty 272.082590 = 86.341923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 18 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.817833 sec): 2 clusters Score: Raw -179.800432 + Penalty 151.858275 = -27.942157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.818054 sec): 3 clusters Score: Raw -176.801330 + Penalty 303.716550 = 126.915220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.818501 sec): 2 clusters Score: Raw -96.572733 + Penalty 96.177682 = -0.395051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.818698 sec): 2 clusters Score: Raw -96.572733 + Penalty 96.177682 = -0.395051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 21 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.819169 sec): 2 clusters Score: Raw -338.123072 + Penalty 143.695800 = -194.427272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.819400 sec): 3 clusters Score: Raw -349.020383 + Penalty 294.536338 = -54.484046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.819843 sec): 2 clusters Score: Raw -57.635470 + Penalty 46.482565 = -11.152906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.820052 sec): 3 clusters Score: Raw -51.274509 + Penalty 92.965129 = 41.690620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 24 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.820504 sec): 2 clusters Score: Raw -109.947226 + Penalty 96.195664 = -13.751563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.820718 sec): 3 clusters Score: Raw -109.415373 + Penalty 192.391327 = 82.975954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 25 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.821196 sec): 2 clusters Score: Raw -321.485616 + Penalty 193.758073 = -127.727543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.821430 sec): 3 clusters Score: Raw -337.853088 + Penalty 386.978967 = 49.125879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.821873 sec): 2 clusters Score: Raw -61.631552 + Penalty 75.147488 = 13.515935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.822068 sec): 2 clusters Score: Raw -61.631552 + Penalty 75.147488 = 13.515935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.822545 sec): 2 clusters Score: Raw -236.446525 + Penalty 179.278006 = -57.168520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.822769 sec): 3 clusters Score: Raw -241.203422 + Penalty 358.172479 = 116.969057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.823238 sec): 2 clusters Score: Raw -323.592234 + Penalty 239.853537 = -83.738696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.823469 sec): 3 clusters Score: Raw -346.391723 + Penalty 504.700047 = 158.308323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 29 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.823927 sec): 2 clusters Score: Raw -193.905652 + Penalty 109.922820 = -83.982831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.824150 sec): 3 clusters Score: Raw -192.613150 + Penalty 227.103380 = 34.490230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.824609 sec): 2 clusters Score: Raw -264.358280 + Penalty 211.290657 = -53.067622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.824832 sec): 3 clusters Score: Raw -263.454464 + Penalty 431.858374 = 168.403910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.825274 sec): 2 clusters Score: Raw -59.479067 + Penalty 56.380586 = -3.098482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.825469 sec): 2 clusters Score: Raw -59.479067 + Penalty 56.380586 = -3.098482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 34 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.825913 sec): 2 clusters Score: Raw -63.647890 + Penalty 66.103451 = 2.455561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.826122 sec): 3 clusters Score: Raw -55.575219 + Penalty 132.206902 = 76.631684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.826577 sec): 2 clusters Score: Raw -176.770300 + Penalty 145.621939 = -31.148361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.826796 sec): 3 clusters Score: Raw -179.026307 + Penalty 272.995261 = 93.968954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.827235 sec): 2 clusters Score: Raw -25.739992 + Penalty 0.000000 = -25.739992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.827426 sec): 2 clusters Score: Raw -25.739992 + Penalty 0.000000 = -25.739992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.827868 sec): 2 clusters Score: Raw -60.893506 + Penalty 56.966561 = -3.926945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.828064 sec): 2 clusters Score: Raw -60.893506 + Penalty 56.966561 = -3.926945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 40 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.828553 sec): 2 clusters Score: Raw -486.207943 + Penalty 192.745118 = -293.462825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.828797 sec): 3 clusters Score: Raw -503.249646 + Penalty 384.213441 = -119.036205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.829272 sec): 2 clusters Score: Raw -206.430158 + Penalty 166.831439 = -39.598719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.829493 sec): 3 clusters Score: Raw -204.314325 + Penalty 332.967077 = 128.652751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.829949 sec): 2 clusters Score: Raw -174.704935 + Penalty 125.482814 = -49.222121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.830168 sec): 3 clusters Score: Raw -170.442086 + Penalty 268.967399 = 98.525313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.830616 sec): 2 clusters Score: Raw -143.717400 + Penalty 155.819316 = 12.101917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.830830 sec): 3 clusters Score: Raw -133.175423 + Penalty 307.548805 = 174.373383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 47 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.831273 sec): 2 clusters Score: Raw -29.134058 + Penalty 0.000000 = -29.134058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.831465 sec): 2 clusters Score: Raw -29.134058 + Penalty 0.000000 = -29.134058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.831917 sec): 2 clusters Score: Raw -150.352392 + Penalty 102.228106 = -48.124286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.832132 sec): 3 clusters Score: Raw -143.506716 + Penalty 209.783644 = 66.276928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.832576 sec): 2 clusters Score: Raw -61.487581 + Penalty 73.354640 = 11.867059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.832785 sec): 3 clusters Score: Raw -55.092229 + Penalty 146.709280 = 91.617051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.833500 sec): 2 clusters Score: Raw -1420.217257 + Penalty 142.594052 = -1277.623205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.833823 sec): 3 clusters Score: Raw -1446.811743 + Penalty 302.992544 = -1143.819199 nChanged 18 SP:Iteration 1F (1.834145 sec): 3 clusters Score: Raw -1476.669394 + Penalty 299.377668 = -1177.291726 nChanged 2 SP:Iteration 2Q (1.834461 sec): 3 clusters Score: Raw -1482.346739 + Penalty 299.377668 = -1182.969071 nChanged 0 SP:Iteration 3F (1.834780 sec): 3 clusters Score: Raw -1482.346739 + Penalty 299.377668 = -1182.969071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.835221 sec): 2 clusters Score: Raw -23.131069 + Penalty 0.000000 = -23.131069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.835414 sec): 2 clusters Score: Raw -23.131069 + Penalty 0.000000 = -23.131069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.835870 sec): 2 clusters Score: Raw -163.426120 + Penalty 119.346136 = -44.079984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.836091 sec): 3 clusters Score: Raw -167.576433 + Penalty 238.692273 = 71.115840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.836568 sec): 2 clusters Score: Raw -232.341747 + Penalty 134.333315 = -98.008432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.836772 sec): 2 clusters Score: Raw -232.341747 + Penalty 134.333315 = -98.008432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.837220 sec): 2 clusters Score: Raw -116.565093 + Penalty 94.180278 = -22.384815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.837432 sec): 3 clusters Score: Raw -112.635144 + Penalty 191.458328 = 78.823184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.837871 sec): 2 clusters Score: Raw -28.346517 + Penalty 0.000000 = -28.346517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.838062 sec): 2 clusters Score: Raw -28.346517 + Penalty 0.000000 = -28.346517 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 (1.838498 sec): 2 clusters Score: Raw -27.226013 + Penalty 0.000000 = -27.226013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.838690 sec): 2 clusters Score: Raw -27.226013 + Penalty 0.000000 = -27.226013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.839142 sec): 2 clusters Score: Raw -138.426008 + Penalty 70.562366 = -67.863642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.839355 sec): 3 clusters Score: Raw -134.936166 + Penalty 136.031094 = 1.094928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.839794 sec): 2 clusters Score: Raw -28.383698 + Penalty 0.000000 = -28.383698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.839984 sec): 2 clusters Score: Raw -28.383698 + Penalty 0.000000 = -28.383698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.840427 sec): 2 clusters Score: Raw -57.921596 + Penalty 51.610855 = -6.310741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.840622 sec): 2 clusters Score: Raw -57.921596 + Penalty 51.610855 = -6.310741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.841063 sec): 2 clusters Score: Raw -27.649253 + Penalty 0.000000 = -27.649253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.841252 sec): 2 clusters Score: Raw -27.649253 + Penalty 0.000000 = -27.649253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.841694 sec): 2 clusters Score: Raw -65.004975 + Penalty 63.463011 = -1.541964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.841902 sec): 3 clusters Score: Raw -56.440566 + Penalty 126.926021 = 70.485455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.842339 sec): 2 clusters Score: Raw -27.430837 + Penalty 0.000000 = -27.430837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.842531 sec): 2 clusters Score: Raw -27.430837 + Penalty 0.000000 = -27.430837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.842990 sec): 2 clusters Score: Raw -100.977958 + Penalty 101.180246 = 0.202288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.843203 sec): 3 clusters Score: Raw -92.023919 + Penalty 205.554413 = 113.530494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.843646 sec): 2 clusters Score: Raw -56.898201 + Penalty 36.264301 = -20.633900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.843841 sec): 2 clusters Score: Raw -56.898201 + Penalty 36.264301 = -20.633900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.844283 sec): 2 clusters Score: Raw -64.561126 + Penalty 76.078424 = 11.517297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.844491 sec): 3 clusters Score: Raw -56.409306 + Penalty 152.156847 = 95.747541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 81 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.844933 sec): 2 clusters Score: Raw -54.174541 + Penalty 55.672298 = 1.497757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.845128 sec): 2 clusters Score: Raw -54.174541 + Penalty 55.672298 = 1.497757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.845564 sec): 2 clusters Score: Raw -27.612081 + Penalty 0.000000 = -27.612081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.845756 sec): 2 clusters Score: Raw -27.612081 + Penalty 0.000000 = -27.612081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.846199 sec): 2 clusters Score: Raw -62.734294 + Penalty 67.365484 = 4.631191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.846407 sec): 3 clusters Score: Raw -55.561946 + Penalty 134.730968 = 79.169022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.846860 sec): 2 clusters Score: Raw -126.323641 + Penalty 73.118134 = -53.205507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.847075 sec): 3 clusters Score: Raw -126.162543 + Penalty 154.111446 = 27.948903 nChanged 0 Deleting Class 47 (1 points): Lose 4.807233 but Gain 983.341261 Iteration 20F (2.056022 sec): 60 clusters Score: Raw -158767.744862 + Penalty 36898.517145 = -121869.227717 nChanged 76 Deleting Class 46 (4 points): Lose 38.951237 but Gain 1005.688457 Iteration 21Q (2.078715 sec): 59 clusters Score: Raw -158785.077179 + Penalty 35984.085556 = -122800.991623 nChanged 85 Deleting Class 80 (2 points): Lose 18.623880 but Gain 982.050162 Iteration 22Q (2.102541 sec): 58 clusters Score: Raw -158832.538381 + Penalty 35026.150979 = -123806.387403 nChanged 80 Deleting Class 26 (2 points): Lose 24.290394 but Gain 970.033277 Iteration 23Q (2.125867 sec): 57 clusters Score: Raw -158858.126753 + Penalty 34085.641910 = -124772.484843 nChanged 75 Deleting Class 59 (1 points): Lose 10.138967 but Gain 934.614487 Iteration 24Q (2.148549 sec): 56 clusters Score: Raw -158919.716630 + Penalty 33136.741578 = -125782.975052 nChanged 73 Deleting Class 50 (2 points): Lose 28.773662 but Gain 946.890492 Iteration 25Q (2.171196 sec): 55 clusters Score: Raw -158969.951375 + Penalty 32203.408066 = -126766.543309 nChanged 75 Deleting Class 86 (2 points): Lose 16.612208 but Gain 869.580118 Iteration 26Q (2.193525 sec): 54 clusters Score: Raw -158994.822398 + Penalty 31330.639851 = -127664.182547 nChanged 61 Deleting Class 8 (11 points): Lose 112.957051 but Gain 947.386353 Iteration 27Q (2.215657 sec): 53 clusters Score: Raw -158912.866489 + Penalty 30676.021110 = -128236.845379 nChanged 67 Deleting Class 37 (3 points): Lose 39.327517 but Gain 918.213666 Iteration 28Q (2.237471 sec): 52 clusters Score: Raw -158978.500638 + Penalty 29774.240945 = -129204.259693 nChanged 53 Deleting Class 34 (2 points): Lose 21.168978 but Gain 853.289302 Iteration 29Q (2.258747 sec): 51 clusters Score: Raw -158989.874547 + Penalty 28925.778952 = -130064.095595 nChanged 35 Deleting Class 67 (2 points): Lose 8.245715 but Gain 819.205458 Iteration 30F (2.430577 sec): 50 clusters Score: Raw -159004.668663 + Penalty 28136.366717 = -130868.301946 nChanged 28 Deleting Class 28 (11 points): Lose 88.895149 but Gain 894.980440 Iteration 31Q (2.451285 sec): 49 clusters Score: Raw -158930.768744 + Penalty 27478.517605 = -131452.251139 nChanged 31 Deleting Class 30 (8 points): Lose 107.316787 but Gain 909.140921 Iteration 32Q (2.471993 sec): 48 clusters Score: Raw -158886.815392 + Penalty 26755.246560 = -132131.568832 nChanged 28 Deleting Class 72 (3 points): Lose 29.459407 but Gain 824.041158 Iteration 33Q (2.492407 sec): 47 clusters Score: Raw -158908.623556 + Penalty 25976.230171 = -132932.393385 nChanged 17 Deleting Class 18 (7 points): Lose 63.715419 but Gain 857.702235 Iteration 34Q (2.512440 sec): 46 clusters Score: Raw -158863.377529 + Penalty 25199.915812 = -133663.461717 nChanged 18 Deleting Class 61 (1 points): Lose 1.911416 but Gain 787.531001 Iteration 35Q (2.532475 sec): 45 clusters Score: Raw -158891.836913 + Penalty 24410.351036 = -134481.485877 nChanged 13 Deleting Class 43 (8 points): Lose 57.433614 but Gain 838.008548 Iteration 36Q (2.552704 sec): 44 clusters Score: Raw -158841.182949 + Penalty 23683.873308 = -135157.309641 nChanged 21 Deleting Class 20 (3 points): Lose 15.120877 but Gain 783.298833 Iteration 37Q (2.572229 sec): 43 clusters Score: Raw -158861.523668 + Penalty 22898.312579 = -135963.211089 nChanged 9 Deleting Class 70 (1 points): Lose 1.807067 but Gain 744.358830 Iteration 38Q (2.591178 sec): 42 clusters Score: Raw -158865.876317 + Penalty 22153.903763 = -136711.972554 nChanged 4 Deleting Class 27 (8 points): Lose 36.755423 but Gain 771.396962 Iteration 39Q (2.610173 sec): 41 clusters Score: Raw -158831.960243 + Penalty 21508.251774 = -137323.708469 nChanged 10 Deleting Class 38 (2 points): Lose 6.611871 but Gain 735.346739 Iteration 40F (2.758363 sec): 40 clusters Score: Raw -158848.104689 + Penalty 20781.690135 = -138066.414553 nChanged 4 Deleting Class 64 (1 points): Lose 3.684785 but Gain 725.745344 Iteration 41Q (2.778405 sec): 39 clusters Score: Raw -158849.802006 + Penalty 20062.039240 = -138787.762766 nChanged 1 Deleting Class 33 (2 points): Lose 14.186199 but Gain 727.782737 Iteration 42Q (2.798352 sec): 38 clusters Score: Raw -158840.693046 + Penalty 19334.591666 = -139506.101381 nChanged 2 Deleting Class 82 (1 points): Lose 2.745493 but Gain 705.273538 Iteration 43Q (2.818131 sec): 37 clusters Score: Raw -158841.036336 + Penalty 18629.511075 = -140211.525261 nChanged 1 Deleting Class 58 (1 points): Lose 2.581561 but Gain 700.155165 Iteration 44Q (2.837798 sec): 36 clusters Score: Raw -158840.512676 + Penalty 17929.536647 = -140910.976028 nChanged 2 Deleting Class 81 (2 points): Lose 27.327896 but Gain 718.639879 Iteration 45Q (2.857833 sec): 35 clusters Score: Raw -158815.242998 + Penalty 17222.552438 = -141592.690559 nChanged 2 Deleting Class 55 (8 points): Lose 48.811893 but Gain 728.262687 Iteration 46Q (2.878703 sec): 34 clusters Score: Raw -158774.993301 + Penalty 16513.631463 = -142261.361838 nChanged 8 Deleting Class 17 (6 points): Lose 31.685477 but Gain 707.964527 Iteration 47Q (2.898782 sec): 33 clusters Score: Raw -158759.471359 + Penalty 15823.109697 = -142936.361662 nChanged 8 Deleting Class 36 (6 points): Lose 54.117543 but Gain 727.184692 Iteration 48Q (2.918203 sec): 32 clusters Score: Raw -158716.045774 + Penalty 15105.391432 = -143610.654342 nChanged 7 Deleting Class 56 (12 points): Lose 85.560417 but Gain 751.645628 Iteration 49Q (2.937436 sec): 31 clusters Score: Raw -158647.512501 + Penalty 14455.744270 = -144191.768231 nChanged 12 Deleting Class 14 (11 points): Lose 46.923877 but Gain 728.260319 Iteration 50F (3.044996 sec): 30 clusters Score: Raw -158634.333623 + Penalty 13792.802371 = -144841.531253 nChanged 13 Deleting Class 15 (18 points): Lose 124.559300 but Gain 805.846485 Iteration 51Q (3.062482 sec): 29 clusters Score: Raw -158524.811895 + Penalty 13258.301014 = -145266.510881 nChanged 19 Deleting Class 62 (2 points): Lose 12.691486 but Gain 666.213175 Iteration 52Q (3.079981 sec): 28 clusters Score: Raw -158592.713394 + Penalty 12606.572422 = -145986.140972 nChanged 5 Deleting Class 9 (16 points): Lose 70.888927 but Gain 684.910769 Iteration 53Q (3.097060 sec): 27 clusters Score: Raw -158530.105311 + Penalty 11992.907493 = -146537.197819 nChanged 16 Deleting Class 25 (21 points): Lose 121.332093 but Gain 730.810717 Iteration 54Q (3.114581 sec): 26 clusters Score: Raw -158462.256607 + Penalty 11411.059887 = -147051.196719 nChanged 25 Deleting Class 11 (11 points): Lose 62.445674 but Gain 666.397405 Iteration 55Q (3.132339 sec): 25 clusters Score: Raw -158476.278106 + Penalty 10842.686363 = -147633.591743 nChanged 17 Deleting Class 45 (6 points): Lose 25.681213 but Gain 626.616995 Iteration 56Q (3.150065 sec): 24 clusters Score: Raw -158486.008112 + Penalty 10219.969312 = -148266.038800 nChanged 9 Deleting Class 13 (8 points): Lose 36.548120 but Gain 632.796349 Iteration 57Q (3.166764 sec): 23 clusters Score: Raw -158465.170635 + Penalty 9601.303936 = -148863.866699 nChanged 9 Deleting Class 24 (4 points): Lose 26.927607 but Gain 620.865697 Iteration 58Q (3.184440 sec): 22 clusters Score: Raw -158462.601775 + Penalty 8979.078337 = -149483.523438 nChanged 5 Deleting Class 22 (2 points): Lose 6.372158 but Gain 600.015193 Iteration 59Q (3.200973 sec): 21 clusters Score: Raw -158463.201779 + Penalty 8396.752226 = -150066.449554 nChanged 5 Deleting Class 40 (20 points): Lose 67.951310 but Gain 666.477480 Iteration 60F (3.273855 sec): 20 clusters Score: Raw -158400.117646 + Penalty 7751.134349 = -150648.983297 nChanged 22 Deleting Class 6 (10 points): Lose 73.933680 but Gain 668.059064 Iteration 61Q (3.289964 sec): 19 clusters Score: Raw -158356.370278 + Penalty 7103.681931 = -151252.688348 nChanged 16 Deleting Class 60 (8 points): Lose 75.487667 but Gain 660.947089 Iteration 62Q (3.305916 sec): 18 clusters Score: Raw -158307.583091 + Penalty 6591.241651 = -151716.341440 nChanged 12 Deleting Class 79 (4 points): Lose 39.439174 but Gain 633.252221 Iteration 63Q (3.321862 sec): 17 clusters Score: Raw -158304.510930 + Penalty 5958.342616 = -152346.168315 nChanged 5 Deleting Class 57 (4 points): Lose 22.588300 but Gain 607.858000 Iteration 64Q (3.337767 sec): 16 clusters Score: Raw -158290.396980 + Penalty 5353.159570 = -152937.237409 nChanged 7 Deleting Class 89 (11 points): Lose 97.468983 but Gain 670.052802 Iteration 65Q (3.353346 sec): 15 clusters Score: Raw -158199.791362 + Penalty 4700.439051 = -153499.352311 nChanged 11 Deleting Class 49 (5 points): Lose 27.034213 but Gain 568.321016 Iteration 66Q (3.368584 sec): 14 clusters Score: Raw -158197.005371 + Penalty 4139.167916 = -154057.837456 nChanged 8 Deleting Class 29 (10 points): Lose 49.678545 but Gain 574.232388 Iteration 67Q (3.383541 sec): 13 clusters Score: Raw -158159.311331 + Penalty 3564.913975 = -154594.397356 nChanged 15 Deleting Class 16 (8 points): Lose 64.347676 but Gain 576.849522 Iteration 68Q (3.398829 sec): 12 clusters Score: Raw -158121.627346 + Penalty 4450.624840 = -153671.002506 nChanged 22 Deleting Class 21 (13 points): Lose 52.287733 but Gain 549.790910 Iteration 69F (3.441184 sec): 11 clusters Score: Raw -158106.627110 + Penalty 3916.815289 = -154189.811821 nChanged 29 Deleting Class 54 (1 points): Lose 1.503214 but Gain 367.555148 Iteration 70F (3.479717 sec): 10 clusters Score: Raw -158148.514897 + Penalty 2091.999947 = -156056.514950 nChanged 16 Deleting Class 3 (11 points): Lose 27.315036 but Gain 329.442461 Iteration 71Q (3.494423 sec): 9 clusters Score: Raw -158142.529206 + Penalty 1753.740581 = -156388.788625 nChanged 24 Deleting Class 7 (134 points): Lose 579.197015 but Gain 716.853757 Iteration 72Q (3.509158 sec): 8 clusters Score: Raw -157590.022952 + Penalty 2361.220803 = -155228.802149 nChanged 134 Deleting Class 10 (1 points): Lose 13.289268 but Gain 44.737080 Iteration 73F (3.539209 sec): 7 clusters Score: Raw -157840.833553 + Penalty 2227.981484 = -155612.852069 nChanged 19 Iteration 74Q (3.553629 sec): 7 clusters Score: Raw -157855.869384 + Penalty 1042.790877 = -156813.078507 nChanged 16 Iteration 75Q (3.567692 sec): 7 clusters Score: Raw -157861.270467 + Penalty 1041.347948 = -156819.922519 nChanged 8 Iteration 76Q (3.581605 sec): 7 clusters Score: Raw -157862.109234 + Penalty 1040.765200 = -156821.344034 nChanged 9 Iteration 77Q (3.595631 sec): 7 clusters Score: Raw -157863.710408 + Penalty 1043.365135 = -156820.345274 nChanged 11 Iteration 78F (3.623311 sec): 7 clusters Score: Raw -157866.364156 + Penalty 1043.752260 = -156822.611896 nChanged 7 Iteration 79Q (3.637288 sec): 7 clusters Score: Raw -157868.420827 + Penalty 1048.922178 = -156819.498649 nChanged 7 Iteration 80F (3.665223 sec): 7 clusters Score: Raw -157877.836555 + Penalty 1054.166625 = -156823.669930 nChanged 7 Iteration 81Q (3.679297 sec): 7 clusters Score: Raw -157887.368844 + Penalty 1060.415520 = -156826.953324 nChanged 4 Iteration 82Q (3.693345 sec): 7 clusters Score: Raw -157893.289762 + Penalty 1069.323810 = -156823.965951 nChanged 13 Iteration 83F (3.721223 sec): 7 clusters Score: Raw -157905.972757 + Penalty 1077.373033 = -156828.599724 nChanged 14 Iteration 84Q (3.735294 sec): 7 clusters Score: Raw -157924.446584 + Penalty 1092.601884 = -156831.844700 nChanged 18 Iteration 85Q (3.749800 sec): 7 clusters Score: Raw -157936.512650 + Penalty 1101.230004 = -156835.282647 nChanged 15 Iteration 86Q (3.764130 sec): 7 clusters Score: Raw -157946.232488 + Penalty 1105.283059 = -156840.949428 nChanged 10 Iteration 87Q (3.778440 sec): 7 clusters Score: Raw -157950.268045 + Penalty 1106.688068 = -156843.579976 nChanged 9 Iteration 88Q (3.792880 sec): 7 clusters Score: Raw -157953.372556 + Penalty 1108.078278 = -156845.294278 nChanged 6 Iteration 89Q (3.807081 sec): 7 clusters Score: Raw -157956.143853 + Penalty 1110.290985 = -156845.852868 nChanged 6 Iteration 90F (3.836468 sec): 7 clusters Score: Raw -157959.108838 + Penalty 1112.114424 = -156846.994413 nChanged 2 Iteration 91Q (3.851250 sec): 7 clusters Score: Raw -157959.704915 + Penalty 1114.338916 = -156845.365998 nChanged 3 Iteration 92F (3.879516 sec): 7 clusters Score: Raw -157960.383221 + Penalty 1115.105623 = -156845.277598 nChanged 3 Iteration 93F (3.907409 sec): 7 clusters Score: Raw -157960.600222 + Penalty 1115.059847 = -156845.540376 nChanged 1 Iteration 94Q (3.921610 sec): 7 clusters Score: Raw -157960.628956 + Penalty 1115.014120 = -156845.614836 nChanged 3 Iteration 95Q (3.935794 sec): 7 clusters Score: Raw -157960.708789 + Penalty 1114.947674 = -156845.761115 nChanged 2 Iteration 96Q (3.950174 sec): 7 clusters Score: Raw -157960.756085 + Penalty 1114.594037 = -156846.162048 nChanged 2 Iteration 97Q (3.964501 sec): 7 clusters Score: Raw -157960.811470 + Penalty 1114.594037 = -156846.217432 nChanged 0 Iteration 98F (3.992054 sec): 7 clusters Score: Raw -157960.811470 + Penalty 1114.594037 = -156846.217432 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -157960.811470 + Penalty 1114.594037 = -156846.217432Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.006593 sec): 2 clusters Score: Raw -1962.327598 + Penalty 26.492349 = -1935.835249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.006925 sec): 3 clusters Score: Raw -1931.878908 + Penalty 51.412990 = -1880.465918 nChanged 23 SP:Iteration 1F (4.007231 sec): 3 clusters Score: Raw -1957.461411 + Penalty 51.552347 = -1905.909064 nChanged 2 SP:Iteration 2Q (4.007564 sec): 3 clusters Score: Raw -1959.010296 + Penalty 51.552347 = -1907.457950 nChanged 0 SP:Iteration 3F (4.007867 sec): 3 clusters Score: Raw -1959.010296 + Penalty 51.552347 = -1907.457950 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 2 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.012566 sec): 2 clusters Score: Raw -20940.365586 + Penalty 72.996466 = -20867.369119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.014354 sec): 3 clusters Score: Raw -20379.323122 + Penalty 145.842225 = -20233.480897 nChanged 430 SP:Iteration 1F (4.016091 sec): 3 clusters Score: Raw -20754.972553 + Penalty 143.956029 = -20611.016524 nChanged 80 SP:Iteration 2F (4.017805 sec): 3 clusters Score: Raw -20823.668932 + Penalty 143.671801 = -20679.997132 nChanged 56 SP:Iteration 3F (4.019555 sec): 3 clusters Score: Raw -20872.097408 + Penalty 142.570227 = -20729.527181 nChanged 42 SP:Iteration 4Q (4.021300 sec): 3 clusters Score: Raw -20904.367976 + Penalty 143.234502 = -20761.133474 nChanged 20 SP:Iteration 5Q (4.023004 sec): 3 clusters Score: Raw -20924.190832 + Penalty 143.759539 = -20780.431293 nChanged 14 SP:Iteration 6Q (4.024733 sec): 3 clusters Score: Raw -20932.106037 + Penalty 143.121872 = -20788.984164 nChanged 10 SP:Iteration 7Q (4.026594 sec): 3 clusters Score: Raw -20937.563101 + Penalty 142.106222 = -20795.456879 nChanged 9 SP:Iteration 8Q (4.028416 sec): 3 clusters Score: Raw -20944.107174 + Penalty 143.450814 = -20800.656360 nChanged 8 SP:Iteration 9Q (4.030201 sec): 3 clusters Score: Raw -20946.817955 + Penalty 144.033797 = -20802.784159 nChanged 6 SP:Iteration 10F (4.032096 sec): 3 clusters Score: Raw -20948.831727 + Penalty 143.921999 = -20804.909728 nChanged 5 SP:Iteration 11Q (4.033849 sec): 3 clusters Score: Raw -20950.081235 + Penalty 144.384991 = -20805.696244 nChanged 4 SP:Iteration 12Q (4.035639 sec): 3 clusters Score: Raw -20951.564987 + Penalty 145.153804 = -20806.411182 nChanged 4 SP:Iteration 13Q (4.037413 sec): 3 clusters Score: Raw -20953.064947 + Penalty 145.597496 = -20807.467450 nChanged 5 SP:Iteration 14Q (4.039144 sec): 3 clusters Score: Raw -20954.236112 + Penalty 145.345743 = -20808.890369 nChanged 4 SP:Iteration 15Q (4.040874 sec): 3 clusters Score: Raw -20955.188887 + Penalty 145.191069 = -20809.997818 nChanged 8 SP:Iteration 16Q (4.042597 sec): 3 clusters Score: Raw -20957.440314 + Penalty 146.229498 = -20811.210816 nChanged 6 SP:Iteration 17Q (4.044314 sec): 3 clusters Score: Raw -20959.113983 + Penalty 146.756537 = -20812.357446 nChanged 4 SP:Iteration 18Q (4.046074 sec): 3 clusters Score: Raw -20959.908948 + Penalty 147.996117 = -20811.912831 nChanged 4 SP:Iteration 19F (4.048015 sec): 3 clusters Score: Raw -20960.460147 + Penalty 148.768771 = -20811.691377 nChanged 2 SP:Iteration 20F (4.050005 sec): 3 clusters Score: Raw -20960.714566 + Penalty 149.823771 = -20810.890794 nChanged 2 SP:Iteration 21F (4.052064 sec): 3 clusters Score: Raw -20961.339345 + Penalty 153.136037 = -20808.203308 nChanged 7 SP:Iteration 22F (4.054028 sec): 3 clusters Score: Raw -20963.901504 + Penalty 155.700214 = -20808.201290 nChanged 8 SP:Iteration 23F (4.055940 sec): 3 clusters Score: Raw -20967.935126 + Penalty 160.133307 = -20807.801819 nChanged 6 SP:Iteration 24F (4.057849 sec): 3 clusters Score: Raw -20969.963022 + Penalty 164.061507 = -20805.901515 nChanged 4 SP:Iteration 25F (4.059807 sec): 3 clusters Score: Raw -20972.704142 + Penalty 170.397799 = -20802.306342 nChanged 5 SP:Iteration 26F (4.061778 sec): 3 clusters Score: Raw -20975.591976 + Penalty 174.395043 = -20801.196933 nChanged 4 SP:Iteration 27F (4.063730 sec): 3 clusters Score: Raw -20977.200687 + Penalty 174.395043 = -20802.805643 nChanged 0 Memory request: 0.02 GB would take us to total of 0.09 GB. Trying to split cluster 4 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.072595 sec): 2 clusters Score: Raw -70016.777317 + Penalty 130.685051 = -69886.092266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.078057 sec): 3 clusters Score: Raw -68083.534688 + Penalty 264.076219 = -67819.458469 nChanged 1416 SP:Iteration 1F (4.083307 sec): 3 clusters Score: Raw -68886.064057 + Penalty 268.528475 = -68617.535582 nChanged 407 SP:Iteration 2F (4.088554 sec): 3 clusters Score: Raw -69150.329405 + Penalty 281.109603 = -68869.219802 nChanged 317 SP:Iteration 3F (4.093765 sec): 3 clusters Score: Raw -69435.484390 + Penalty 300.669745 = -69134.814645 nChanged 259 SP:Iteration 4F (4.098954 sec): 3 clusters Score: Raw -69715.607480 + Penalty 317.436173 = -69398.171307 nChanged 135 SP:Iteration 5Q (4.104263 sec): 3 clusters Score: Raw -69868.682777 + Penalty 329.426128 = -69539.256648 nChanged 69 SP:Iteration 6Q (4.109077 sec): 3 clusters Score: Raw -69958.167391 + Penalty 327.456663 = -69630.710728 nChanged 36 SP:Iteration 7Q (4.113452 sec): 3 clusters Score: Raw -69993.800973 + Penalty 328.573116 = -69665.227857 nChanged 18 SP:Iteration 8Q (4.117835 sec): 3 clusters Score: Raw -70005.241870 + Penalty 327.513699 = -69677.728171 nChanged 13 SP:Iteration 9Q (4.122019 sec): 3 clusters Score: Raw -70013.965009 + Penalty 326.422662 = -69687.542347 nChanged 11 SP:Iteration 10F (4.127243 sec): 3 clusters Score: Raw -70019.161549 + Penalty 328.202701 = -69690.958848 nChanged 6 SP:Iteration 11Q (4.131396 sec): 3 clusters Score: Raw -70022.046440 + Penalty 326.770665 = -69695.275775 nChanged 4 SP:Iteration 12Q (4.135529 sec): 3 clusters Score: Raw -70022.919081 + Penalty 325.680237 = -69697.238844 nChanged 4 SP:Iteration 13Q (4.139649 sec): 3 clusters Score: Raw -70023.737526 + Penalty 322.538750 = -69701.198776 nChanged 3 SP:Iteration 14Q (4.143762 sec): 3 clusters Score: Raw -70024.921120 + Penalty 330.751393 = -69694.169726 nChanged 6 SP:Iteration 15F (4.148991 sec): 3 clusters Score: Raw -70026.993264 + Penalty 323.061888 = -69703.931376 nChanged 4 SP:Iteration 16Q (4.153226 sec): 3 clusters Score: Raw -70028.669317 + Penalty 319.975014 = -69708.694303 nChanged 5 SP:Iteration 17Q (4.157488 sec): 3 clusters Score: Raw -70030.590030 + Penalty 313.271389 = -69717.318641 nChanged 3 SP:Iteration 18Q (4.161661 sec): 3 clusters Score: Raw -70033.652650 + Penalty 317.855849 = -69715.796801 nChanged 5 SP:Iteration 19F (4.167036 sec): 3 clusters Score: Raw -70036.301541 + Penalty 318.438599 = -69717.862942 nChanged 4 SP:Iteration 20F (4.172279 sec): 3 clusters Score: Raw -70037.909400 + Penalty 325.507628 = -69712.401772 nChanged 4 SP:Iteration 21F (4.177503 sec): 3 clusters Score: Raw -70040.430113 + Penalty 318.490693 = -69721.939419 nChanged 6 SP:Iteration 22Q (4.181608 sec): 3 clusters Score: Raw -70043.646788 + Penalty 320.328139 = -69723.318649 nChanged 1 SP:Iteration 23Q (4.185683 sec): 3 clusters Score: Raw -70044.168912 + Penalty 323.026927 = -69721.141985 nChanged 4 SP:Iteration 24F (4.190900 sec): 3 clusters Score: Raw -70047.959403 + Penalty 326.617350 = -69721.342053 nChanged 4 SP:Iteration 25Q (4.194959 sec): 3 clusters Score: Raw -70051.210248 + Penalty 326.504374 = -69724.705874 nChanged 1 SP:Iteration 26Q (4.199035 sec): 3 clusters Score: Raw -70051.901753 + Penalty 328.933986 = -69722.967767 nChanged 1 SP:Iteration 27F (4.204280 sec): 3 clusters Score: Raw -70052.607298 + Penalty 328.933986 = -69723.673312 nChanged 0 Memory request: 0.02 GB would take us to total of 0.09 GB. Trying to split cluster 5 (3337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.221047 sec): 2 clusters Score: Raw -72761.420933 + Penalty 176.388133 = -72585.032800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.227167 sec): 3 clusters Score: Raw -70612.300230 + Penalty 356.534336 = -70255.765894 nChanged 1511 SP:Iteration 1F (4.233254 sec): 3 clusters Score: Raw -71431.784963 + Penalty 388.204919 = -71043.580044 nChanged 586 SP:Iteration 2F (4.239236 sec): 3 clusters Score: Raw -72022.850404 + Penalty 423.073842 = -71599.776562 nChanged 340 SP:Iteration 3F (4.245195 sec): 3 clusters Score: Raw -72334.204736 + Penalty 458.916323 = -71875.288413 nChanged 240 SP:Iteration 4F (4.251258 sec): 3 clusters Score: Raw -72561.472700 + Penalty 499.932557 = -72061.540143 nChanged 149 SP:Iteration 5Q (4.257430 sec): 3 clusters Score: Raw -72707.335424 + Penalty 528.241586 = -72179.093838 nChanged 94 SP:Iteration 6Q (4.262996 sec): 3 clusters Score: Raw -72789.605845 + Penalty 565.507915 = -72224.097930 nChanged 71 SP:Iteration 7Q (4.268231 sec): 3 clusters Score: Raw -72854.488541 + Penalty 595.828220 = -72258.660321 nChanged 48 SP:Iteration 8Q (4.273325 sec): 3 clusters Score: Raw -72892.960945 + Penalty 615.273186 = -72277.687759 nChanged 26 SP:Iteration 9Q (4.278295 sec): 3 clusters Score: Raw -72908.066054 + Penalty 625.910979 = -72282.155075 nChanged 20 SP:Iteration 10F (4.284282 sec): 3 clusters Score: Raw -72916.848445 + Penalty 633.126341 = -72283.722104 nChanged 6 SP:Iteration 11Q (4.289579 sec): 3 clusters Score: Raw -72919.195663 + Penalty 635.278631 = -72283.917032 nChanged 5 SP:Iteration 12Q (4.295235 sec): 3 clusters Score: Raw -72921.358228 + Penalty 646.119415 = -72275.238813 nChanged 6 SP:Iteration 13F (4.301947 sec): 3 clusters Score: Raw -72923.687013 + Penalty 651.381755 = -72272.305258 nChanged 5 SP:Iteration 14F (4.308722 sec): 3 clusters Score: Raw -72924.834396 + Penalty 652.636020 = -72272.198376 nChanged 5 SP:Iteration 15F (4.315530 sec): 3 clusters Score: Raw -72926.725833 + Penalty 654.375739 = -72272.350095 nChanged 3 SP:Iteration 16Q (4.321283 sec): 3 clusters Score: Raw -72927.395576 + Penalty 654.726171 = -72272.669405 nChanged 1 SP:Iteration 17Q (4.327025 sec): 3 clusters Score: Raw -72927.572667 + Penalty 655.467240 = -72272.105427 nChanged 1 SP:Iteration 18F (4.333799 sec): 3 clusters Score: Raw -72927.617879 + Penalty 655.467240 = -72272.150639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 12 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.336605 sec): 2 clusters Score: Raw -2321.142857 + Penalty 86.685188 = -2234.457669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.337044 sec): 3 clusters Score: Raw -2286.977143 + Penalty 181.789446 = -2105.187697 nChanged 42 SP:Iteration 1F (4.337473 sec): 3 clusters Score: Raw -2370.802902 + Penalty 175.132185 = -2195.670717 nChanged 16 SP:Iteration 2F (4.337901 sec): 3 clusters Score: Raw -2430.258970 + Penalty 172.069921 = -2258.189049 nChanged 11 SP:Iteration 3F (4.338342 sec): 3 clusters Score: Raw -2516.905784 + Penalty 171.884560 = -2345.021224 nChanged 2 SP:Iteration 4Q (4.338722 sec): 3 clusters Score: Raw -2579.161647 + Penalty 171.884560 = -2407.277088 nChanged 0 SP:Iteration 5F (4.339156 sec): 3 clusters Score: Raw -2579.161647 + Penalty 171.884560 = -2407.277088 nChanged 0 Score: Raw -165542.929650 + Penalty 1272.478188 = -164270.451461 Splitting cluster 12 changes total score from -156846.217432 to -164270.451461 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.372604 sec): 2 clusters Score: Raw -6723.151895 + Penalty 298.767796 = -6424.384099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.373393 sec): 3 clusters Score: Raw -6590.258514 + Penalty 609.586078 = -5980.672436 nChanged 108 SP:Iteration 1F (4.374155 sec): 3 clusters Score: Raw -6694.913432 + Penalty 640.516716 = -6054.396716 nChanged 33 SP:Iteration 2F (4.374920 sec): 3 clusters Score: Raw -6731.145937 + Penalty 676.940445 = -6054.205493 nChanged 19 SP:Iteration 3F (4.375679 sec): 3 clusters Score: Raw -6755.033868 + Penalty 716.419153 = -6038.614715 nChanged 17 SP:Iteration 4F (4.376437 sec): 3 clusters Score: Raw -6785.626512 + Penalty 733.856883 = -6051.769629 nChanged 6 SP:Iteration 5Q (4.377174 sec): 3 clusters Score: Raw -6805.521272 + Penalty 765.495623 = -6040.025649 nChanged 10 SP:Iteration 6F (4.377931 sec): 3 clusters Score: Raw -6838.533219 + Penalty 780.263255 = -6058.269964 nChanged 5 SP:Iteration 7Q (4.378664 sec): 3 clusters Score: Raw -6855.190176 + Penalty 790.067372 = -6065.122804 nChanged 4 SP:Iteration 8Q (4.379348 sec): 3 clusters Score: Raw -6866.153841 + Penalty 791.935487 = -6074.218354 nChanged 1 SP:Iteration 9Q (4.380024 sec): 3 clusters Score: Raw -6868.604759 + Penalty 793.323309 = -6075.281450 nChanged 2 SP:Iteration 10F (4.380781 sec): 3 clusters Score: Raw -6870.828359 + Penalty 793.323309 = -6077.505051 nChanged 0 Iteration 99F (4.415748 sec): 8 clusters Score: Raw -158207.593619 + Penalty 1272.478188 = -156935.115431 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.07 GB. Compute initial score before splitting: Score: Raw -158207.593619 + Penalty 1272.478188 = -156935.115431Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.430324 sec): 2 clusters Score: Raw -1962.327598 + Penalty 26.492349 = -1935.835249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.430651 sec): 3 clusters Score: Raw -1916.158235 + Penalty 51.321652 = -1864.836583 nChanged 36 SP:Iteration 1F (4.430958 sec): 3 clusters Score: Raw -1954.003419 + Penalty 51.321652 = -1902.681767 nChanged 2 SP:Iteration 2Q (4.431256 sec): 3 clusters Score: Raw -1954.858940 + Penalty 51.347100 = -1903.511840 nChanged 1 SP:Iteration 3Q (4.431553 sec): 3 clusters Score: Raw -1955.055466 + Penalty 51.462723 = -1903.592743 nChanged 1 SP:Iteration 4Q (4.431850 sec): 3 clusters Score: Raw -1954.859258 + Penalty 51.462723 = -1903.396535 nChanged 0 SP:Iteration 5F (4.432155 sec): 3 clusters Score: Raw -1954.859258 + Penalty 51.462723 = -1903.396535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.08 GB. Trying to split cluster 2 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.437095 sec): 2 clusters Score: Raw -20940.365586 + Penalty 72.996466 = -20867.369119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.438892 sec): 3 clusters Score: Raw -20367.736239 + Penalty 144.308268 = -20223.427971 nChanged 413 SP:Iteration 1F (4.440644 sec): 3 clusters Score: Raw -20725.135739 + Penalty 144.371674 = -20580.764065 nChanged 70 SP:Iteration 2F (4.442395 sec): 3 clusters Score: Raw -20804.464396 + Penalty 144.024287 = -20660.440109 nChanged 39 SP:Iteration 3Q (4.444071 sec): 3 clusters Score: Raw -20826.398505 + Penalty 143.306366 = -20683.092139 nChanged 15 SP:Iteration 4Q (4.445726 sec): 3 clusters Score: Raw -20831.033258 + Penalty 142.858374 = -20688.174885 nChanged 8 SP:Iteration 5Q (4.447406 sec): 3 clusters Score: Raw -20834.272559 + Penalty 141.984720 = -20692.287839 nChanged 7 SP:Iteration 6Q (4.449074 sec): 3 clusters Score: Raw -20836.581708 + Penalty 142.013812 = -20694.567897 nChanged 3 SP:Iteration 7Q (4.450707 sec): 3 clusters Score: Raw -20836.832968 + Penalty 142.039151 = -20694.793817 nChanged 1 SP:Iteration 8Q (4.452340 sec): 3 clusters Score: Raw -20836.850979 + Penalty 142.078219 = -20694.772760 nChanged 1 SP:Iteration 9F (4.454085 sec): 3 clusters Score: Raw -20836.881309 + Penalty 142.078219 = -20694.803090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 3 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.454875 sec): 2 clusters Score: Raw -1233.389879 + Penalty 61.375328 = -1172.014551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.455204 sec): 3 clusters Score: Raw -1218.973296 + Penalty 121.576020 = -1097.397276 nChanged 17 SP:Iteration 1F (4.455520 sec): 3 clusters Score: Raw -1237.107402 + Penalty 126.402872 = -1110.704530 nChanged 10 SP:Iteration 2F (4.455833 sec): 3 clusters Score: Raw -1249.240580 + Penalty 129.973385 = -1119.267195 nChanged 2 SP:Iteration 3Q (4.456167 sec): 3 clusters Score: Raw -1253.198112 + Penalty 130.877465 = -1122.320647 nChanged 1 SP:Iteration 4Q (4.456512 sec): 3 clusters Score: Raw -1254.857283 + Penalty 130.877465 = -1123.979818 nChanged 0 SP:Iteration 5F (4.456824 sec): 3 clusters Score: Raw -1254.857283 + Penalty 130.877465 = -1123.979818 nChanged 0 Memory request: 0.02 GB would take us to total of 0.09 GB. Trying to split cluster 4 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.466448 sec): 2 clusters Score: Raw -70016.777317 + Penalty 130.685051 = -69886.092266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.472035 sec): 3 clusters Score: Raw -68110.505742 + Penalty 271.666408 = -67838.839334 nChanged 1376 SP:Iteration 1F (4.477519 sec): 3 clusters Score: Raw -69274.141244 + Penalty 278.897120 = -68995.244124 nChanged 292 SP:Iteration 2F (4.482962 sec): 3 clusters Score: Raw -69483.396038 + Penalty 284.172488 = -69199.223549 nChanged 154 SP:Iteration 3F (4.488556 sec): 3 clusters Score: Raw -69611.199738 + Penalty 288.996180 = -69322.203558 nChanged 91 SP:Iteration 4Q (4.494042 sec): 3 clusters Score: Raw -69668.696436 + Penalty 294.772372 = -69373.924064 nChanged 79 SP:Iteration 5Q (4.499295 sec): 3 clusters Score: Raw -69717.771782 + Penalty 301.775563 = -69415.996220 nChanged 83 SP:Iteration 6Q (4.504443 sec): 3 clusters Score: Raw -69768.102449 + Penalty 308.954053 = -69459.148396 nChanged 67 SP:Iteration 7Q (4.509538 sec): 3 clusters Score: Raw -69806.409774 + Penalty 318.293283 = -69488.116491 nChanged 73 SP:Iteration 8Q (4.514659 sec): 3 clusters Score: Raw -69850.959067 + Penalty 326.864751 = -69524.094316 nChanged 67 SP:Iteration 9Q (4.519668 sec): 3 clusters Score: Raw -69887.287425 + Penalty 332.037649 = -69555.249777 nChanged 45 SP:Iteration 10F (4.525215 sec): 3 clusters Score: Raw -69909.733402 + Penalty 336.373622 = -69573.359780 nChanged 35 SP:Iteration 11Q (4.530012 sec): 3 clusters Score: Raw -69923.632709 + Penalty 336.387486 = -69587.245223 nChanged 26 SP:Iteration 12Q (4.534722 sec): 3 clusters Score: Raw -69935.449127 + Penalty 341.130133 = -69594.318994 nChanged 26 SP:Iteration 13Q (4.539438 sec): 3 clusters Score: Raw -69947.341880 + Penalty 337.425479 = -69609.916401 nChanged 27 SP:Iteration 14Q (4.544078 sec): 3 clusters Score: Raw -69960.232703 + Penalty 339.556810 = -69620.675893 nChanged 16 SP:Iteration 15Q (4.548821 sec): 3 clusters Score: Raw -69970.793714 + Penalty 334.350356 = -69636.443358 nChanged 14 SP:Iteration 16Q (4.553417 sec): 3 clusters Score: Raw -69982.293220 + Penalty 332.858998 = -69649.434222 nChanged 15 SP:Iteration 17Q (4.558030 sec): 3 clusters Score: Raw -69990.880489 + Penalty 330.668857 = -69660.211631 nChanged 8 SP:Iteration 18Q (4.562772 sec): 3 clusters Score: Raw -69995.398551 + Penalty 332.577201 = -69662.821350 nChanged 4 SP:Iteration 19Q (4.567643 sec): 3 clusters Score: Raw -69997.291916 + Penalty 332.611795 = -69664.680122 nChanged 4 SP:Iteration 20F (4.573222 sec): 3 clusters Score: Raw -69997.666755 + Penalty 332.611795 = -69665.054961 nChanged 0 Memory request: 0.02 GB would take us to total of 0.09 GB. Trying to split cluster 5 (3337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.585945 sec): 2 clusters Score: Raw -72761.420933 + Penalty 176.388133 = -72585.032800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.592389 sec): 3 clusters Score: Raw -70634.588191 + Penalty 424.805706 = -70209.782485 nChanged 1536 SP:Iteration 1F (4.598502 sec): 3 clusters Score: Raw -72143.193029 + Penalty 499.023169 = -71644.169860 nChanged 425 SP:Iteration 2F (4.604521 sec): 3 clusters Score: Raw -72567.625797 + Penalty 547.846501 = -72019.779297 nChanged 178 SP:Iteration 3F (4.610501 sec): 3 clusters Score: Raw -72755.050762 + Penalty 579.138355 = -72175.912407 nChanged 106 SP:Iteration 4Q (4.616052 sec): 3 clusters Score: Raw -72850.173501 + Penalty 599.228215 = -72250.945286 nChanged 47 SP:Iteration 5Q (4.621219 sec): 3 clusters Score: Raw -72882.029855 + Penalty 617.004605 = -72265.025250 nChanged 28 SP:Iteration 6Q (4.626245 sec): 3 clusters Score: Raw -72898.714377 + Penalty 626.520113 = -72272.194264 nChanged 18 SP:Iteration 7Q (4.631246 sec): 3 clusters Score: Raw -72907.625483 + Penalty 630.584538 = -72277.040944 nChanged 12 SP:Iteration 8Q (4.636196 sec): 3 clusters Score: Raw -72913.254012 + Penalty 634.224278 = -72279.029735 nChanged 8 SP:Iteration 9Q (4.641110 sec): 3 clusters Score: Raw -72916.259025 + Penalty 636.697433 = -72279.561592 nChanged 2 SP:Iteration 10F (4.647127 sec): 3 clusters Score: Raw -72917.367822 + Penalty 638.061299 = -72279.306523 nChanged 2 SP:Iteration 11F (4.653218 sec): 3 clusters Score: Raw -72917.862432 + Penalty 642.623675 = -72275.238757 nChanged 2 SP:Iteration 12F (4.659367 sec): 3 clusters Score: Raw -72918.828750 + Penalty 647.176585 = -72271.652165 nChanged 2 SP:Iteration 13F (4.665595 sec): 3 clusters Score: Raw -72919.231520 + Penalty 651.824048 = -72267.407471 nChanged 3 SP:Iteration 14F (4.671831 sec): 3 clusters Score: Raw -72919.923505 + Penalty 652.311395 = -72267.612111 nChanged 4 SP:Iteration 15Q (4.676789 sec): 3 clusters Score: Raw -72920.592353 + Penalty 652.592123 = -72268.000230 nChanged 2 SP:Iteration 16Q (4.681658 sec): 3 clusters Score: Raw -72921.074360 + Penalty 657.683842 = -72263.390518 nChanged 2 SP:Iteration 17F (4.687739 sec): 3 clusters Score: Raw -72921.697654 + Penalty 658.538651 = -72263.159004 nChanged 2 SP:Iteration 18F (4.693808 sec): 3 clusters Score: Raw -72922.245678 + Penalty 658.285522 = -72263.960156 nChanged 1 SP:Iteration 19Q (4.698694 sec): 3 clusters Score: Raw -72922.396084 + Penalty 658.285522 = -72264.110562 nChanged 0 SP:Iteration 20F (4.704659 sec): 3 clusters Score: Raw -72922.396084 + Penalty 658.285522 = -72264.110562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 12 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.707239 sec): 2 clusters Score: Raw -1431.246485 + Penalty 86.085826 = -1345.160659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.707584 sec): 3 clusters Score: Raw -1403.863016 + Penalty 186.264390 = -1217.598626 nChanged 22 SP:Iteration 1F (4.707917 sec): 3 clusters Score: Raw -1431.617253 + Penalty 204.251677 = -1227.365577 nChanged 8 SP:Iteration 2F (4.708242 sec): 3 clusters Score: Raw -1442.407213 + Penalty 219.063040 = -1223.344173 nChanged 5 SP:Iteration 3F (4.708566 sec): 3 clusters Score: Raw -1452.840844 + Penalty 230.428098 = -1222.412746 nChanged 2 SP:Iteration 4F (4.708890 sec): 3 clusters Score: Raw -1461.182445 + Penalty 230.428098 = -1230.754347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.710847 sec): 2 clusters Score: Raw -6723.151895 + Penalty 298.767796 = -6424.384099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.711650 sec): 3 clusters Score: Raw -6600.444868 + Penalty 650.719707 = -5949.725160 nChanged 94 SP:Iteration 1F (4.712445 sec): 3 clusters Score: Raw -6702.191489 + Penalty 684.135372 = -6018.056116 nChanged 21 SP:Iteration 2F (4.713244 sec): 3 clusters Score: Raw -6731.748428 + Penalty 756.332375 = -5975.416053 nChanged 24 SP:Iteration 3F (4.714043 sec): 3 clusters Score: Raw -6781.377806 + Penalty 789.588256 = -5991.789550 nChanged 11 SP:Iteration 4Q (4.714823 sec): 3 clusters Score: Raw -6797.456246 + Penalty 823.944949 = -5973.511297 nChanged 9 SP:Iteration 5F (4.715621 sec): 3 clusters Score: Raw -6811.284197 + Penalty 844.125485 = -5967.158712 nChanged 5 SP:Iteration 6F (4.716419 sec): 3 clusters Score: Raw -6820.654879 + Penalty 866.510169 = -5954.144710 nChanged 5 SP:Iteration 7F (4.717218 sec): 3 clusters Score: Raw -6836.450078 + Penalty 890.629250 = -5945.820828 nChanged 3 SP:Iteration 8F (4.718022 sec): 3 clusters Score: Raw -6857.669580 + Penalty 899.321931 = -5958.347649 nChanged 1 SP:Iteration 9Q (4.718718 sec): 3 clusters Score: Raw -6861.591610 + Penalty 910.845856 = -5950.745754 nChanged 2 SP:Iteration 10F (4.719551 sec): 3 clusters Score: Raw -6867.316057 + Penalty 910.845856 = -5956.470202 nChanged 0 Time taken for this iteration:4.513977 seconds. 300->8 Clusters: Score -156935.115431, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 100 (time per iteration =47.287240 ms) Total iterations: 490 (time per iteration =9.650457 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 774228125.000000 (time per metric unit =6.107662ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 19355703125.000000 (time per metric unit=244.306496ps) That took 4.728724 seconds. FileBase PeterP-2014-02-27_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 0.03 and 0.04 GB of RAM. Memory request: 0.01 GB would take us to total of 0.01 GB. ---------------------------------------------------------- Loaded 2590 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 2590 points ------ Starting initial clusters from distinct float masks Not enough masks (59) to generate starting clusters (300), so starting with (60) clusters instead. Assigned 60 initial classes from 59 unique masks. Deleting Class 33 (1 points): Lose 21.107661 but Gain 1221.416645 Iteration 0F (0.141403 sec): 59 clusters Score: Raw -44414.991243 + Penalty 31539.248823 = -12875.742420 nChanged 235 Deleting Class 47 (3 points): Lose 78.907314 but Gain 1277.154638 Iteration 1F (0.200130 sec): 50 clusters Score: Raw -44526.669122 + Penalty 31375.555071 = -13151.114051 nChanged 103 Deleting Class 57 (1 points): Lose 7.989056 but Gain 1198.457162 Iteration 2Q (0.211781 sec): 48 clusters Score: Raw -44630.538831 + Penalty 30354.921859 = -14275.616972 nChanged 94 Deleting Class 41 (2 points): Lose 28.482323 but Gain 1168.200713 Iteration 3Q (0.222878 sec): 47 clusters Score: Raw -44712.678473 + Penalty 29313.360063 = -15399.318411 nChanged 113 Deleting Class 59 (3 points): Lose 27.236057 but Gain 1124.548727 Iteration 4Q (0.234071 sec): 46 clusters Score: Raw -44847.418813 + Penalty 28706.994949 = -16140.423864 nChanged 164 Deleting Class 45 (1 points): Lose 6.356289 but Gain 986.669562 Iteration 5F (0.287342 sec): 45 clusters Score: Raw -45050.111775 + Penalty 27974.080685 = -17076.031090 nChanged 110 Deleting Class 23 (1 points): Lose 11.783242 but Gain 966.148602 Iteration 6Q (0.297130 sec): 44 clusters Score: Raw -45137.693317 + Penalty 27501.353423 = -17636.339894 nChanged 81 Deleting Class 49 (2 points): Lose 24.740507 but Gain 960.593779 Iteration 7Q (0.306046 sec): 43 clusters Score: Raw -45181.391388 + Penalty 26700.067924 = -18481.323464 nChanged 71 Deleting Class 34 (2 points): Lose 28.043972 but Gain 952.513603 Iteration 8Q (0.314840 sec): 42 clusters Score: Raw -45219.618451 + Penalty 25057.418851 = -20162.199600 nChanged 50 Deleting Class 38 (1 points): Lose 1.005376 but Gain 908.015539 Iteration 9Q (0.322949 sec): 40 clusters Score: Raw -45276.252608 + Penalty 24332.996914 = -20943.255694 nChanged 44 Deleting Class 40 (5 points): Lose 50.440221 but Gain 936.419998 Iteration 10F (0.368732 sec): 39 clusters Score: Raw -45251.313261 + Penalty 23384.627673 = -21866.685588 nChanged 43 Deleting Class 22 (4 points): Lose 40.361743 but Gain 921.399584 Iteration 11Q (0.376281 sec): 38 clusters Score: Raw -45266.043661 + Penalty 22735.763087 = -22530.280573 nChanged 30 Deleting Class 14 (2 points): Lose 10.968922 but Gain 883.954815 Iteration 12Q (0.383981 sec): 37 clusters Score: Raw -45293.986562 + Penalty 21869.618261 = -23424.368301 nChanged 23 Deleting Class 48 (1 points): Lose 2.125128 but Gain 869.926126 Iteration 13Q (0.391311 sec): 36 clusters Score: Raw -45308.546540 + Penalty 21010.629235 = -24297.917305 nChanged 9 Deleting Class 44 (1 points): Lose 0.585861 but Gain 856.412199 Iteration 14Q (0.398221 sec): 35 clusters Score: Raw -45311.801503 + Penalty 20165.597798 = -25146.203705 nChanged 7 Deleting Class 55 (2 points): Lose 17.624485 but Gain 823.123486 Iteration 15Q (0.404920 sec): 34 clusters Score: Raw -45297.801708 + Penalty 19368.317268 = -25929.484439 nChanged 11 Deleting Class 24 (2 points): Lose 18.675702 but Gain 798.157985 Iteration 16Q (0.411665 sec): 33 clusters Score: Raw -45295.064746 + Penalty 18598.089790 = -26696.974956 nChanged 10 Deleting Class 37 (2 points): Lose 24.443764 but Gain 794.297261 Iteration 17Q (0.418372 sec): 32 clusters Score: Raw -45284.343294 + Penalty 17893.440049 = -27390.903245 nChanged 7 Deleting Class 28 (3 points): Lose 11.611867 but Gain 762.403810 Iteration 18Q (0.424935 sec): 31 clusters Score: Raw -45282.285643 + Penalty 17165.875102 = -28116.410541 nChanged 8 Deleting Class 21 (2 points): Lose 26.316577 but Gain 775.282290 Iteration 19Q (0.431804 sec): 30 clusters Score: Raw -45265.420101 + Penalty 16398.428430 = -28866.991671 nChanged 3 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -45265.420101 + Penalty 16398.428430 = -28866.991671Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.448611 sec): 2 clusters Score: Raw -20697.107955 + Penalty 160.000049 = -20537.107906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.450829 sec): 3 clusters Score: Raw -19970.809115 + Penalty 308.573111 = -19662.236003 nChanged 494 SP:Iteration 1F (0.453008 sec): 3 clusters Score: Raw -20384.649468 + Penalty 334.113411 = -20050.536057 nChanged 195 SP:Iteration 2F (0.455205 sec): 3 clusters Score: Raw -20624.370068 + Penalty 358.608150 = -20265.761917 nChanged 39 SP:Iteration 3Q (0.457366 sec): 3 clusters Score: Raw -20664.611926 + Penalty 386.037829 = -20278.574097 nChanged 22 SP:Iteration 4Q (0.459225 sec): 3 clusters Score: Raw -20684.266626 + Penalty 417.795546 = -20266.471080 nChanged 14 SP:Iteration 5F (0.461353 sec): 3 clusters Score: Raw -20697.326090 + Penalty 443.058213 = -20254.267877 nChanged 9 SP:Iteration 6F (0.463487 sec): 3 clusters Score: Raw -20705.622231 + Penalty 459.516377 = -20246.105854 nChanged 5 SP:Iteration 7F (0.465624 sec): 3 clusters Score: Raw -20709.908282 + Penalty 479.449319 = -20230.458963 nChanged 3 SP:Iteration 8F (0.467758 sec): 3 clusters Score: Raw -20712.283762 + Penalty 479.449319 = -20232.834443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 2 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.468318 sec): 2 clusters Score: Raw -101.672533 + Penalty 80.683803 = -20.988730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.468551 sec): 3 clusters Score: Raw -102.101926 + Penalty 158.033773 = 55.931847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 3 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.469058 sec): 2 clusters Score: Raw -541.200311 + Penalty 151.864454 = -389.335857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.469314 sec): 3 clusters Score: Raw -536.150445 + Penalty 303.402652 = -232.747793 nChanged 1 SP:Iteration 1Q (0.469568 sec): 3 clusters Score: Raw -536.808788 + Penalty 303.402652 = -233.406136 nChanged 0 SP:Iteration 2F (0.469819 sec): 3 clusters Score: Raw -536.808788 + Penalty 303.402652 = -233.406136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 4 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.472107 sec): 2 clusters Score: Raw -16800.000386 + Penalty 135.405369 = -16664.595017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.473632 sec): 3 clusters Score: Raw -16349.340149 + Penalty 279.220770 = -16070.119379 nChanged 325 SP:Iteration 1F (0.475202 sec): 3 clusters Score: Raw -16567.090722 + Penalty 292.313679 = -16274.777043 nChanged 99 SP:Iteration 2F (0.476702 sec): 3 clusters Score: Raw -16657.077626 + Penalty 309.620856 = -16347.456769 nChanged 76 SP:Iteration 3F (0.478203 sec): 3 clusters Score: Raw -16736.239928 + Penalty 336.011139 = -16400.228790 nChanged 44 SP:Iteration 4F (0.479758 sec): 3 clusters Score: Raw -16789.920026 + Penalty 354.169921 = -16435.750105 nChanged 20 SP:Iteration 5Q (0.481369 sec): 3 clusters Score: Raw -16832.909550 + Penalty 365.695087 = -16467.214463 nChanged 10 SP:Iteration 6Q (0.482782 sec): 3 clusters Score: Raw -16842.965479 + Penalty 372.583887 = -16470.381592 nChanged 4 SP:Iteration 7Q (0.484085 sec): 3 clusters Score: Raw -16842.862480 + Penalty 377.323990 = -16465.538490 nChanged 3 SP:Iteration 8F (0.485591 sec): 3 clusters Score: Raw -16842.785507 + Penalty 385.478328 = -16457.307179 nChanged 4 SP:Iteration 9F (0.487149 sec): 3 clusters Score: Raw -16844.401849 + Penalty 400.037236 = -16444.364613 nChanged 8 SP:Iteration 10F (0.488732 sec): 3 clusters Score: Raw -16848.447573 + Penalty 397.361095 = -16451.086479 nChanged 4 SP:Iteration 11Q (0.490018 sec): 3 clusters Score: Raw -16850.256417 + Penalty 403.835084 = -16446.421333 nChanged 2 SP:Iteration 12F (0.491521 sec): 3 clusters Score: Raw -16850.487907 + Penalty 407.746362 = -16442.741545 nChanged 2 SP:Iteration 13F (0.492989 sec): 3 clusters Score: Raw -16849.544241 + Penalty 408.030468 = -16441.513773 nChanged 1 SP:Iteration 14F (0.494462 sec): 3 clusters Score: Raw -16849.370310 + Penalty 408.030468 = -16441.339842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 5 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.495635 sec): 2 clusters Score: Raw -2997.947948 + Penalty 75.814791 = -2922.133157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.496144 sec): 3 clusters Score: Raw -2918.735952 + Penalty 156.344874 = -2762.391078 nChanged 67 SP:Iteration 1F (0.496627 sec): 3 clusters Score: Raw -3012.079689 + Penalty 156.470966 = -2855.608723 nChanged 13 SP:Iteration 2F (0.497110 sec): 3 clusters Score: Raw -3026.257556 + Penalty 157.388420 = -2868.869136 nChanged 2 SP:Iteration 3Q (0.497577 sec): 3 clusters Score: Raw -3027.115520 + Penalty 157.388420 = -2869.727101 nChanged 0 SP:Iteration 4F (0.498059 sec): 3 clusters Score: Raw -3027.115520 + Penalty 157.388420 = -2869.727101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 6 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.498621 sec): 2 clusters Score: Raw -980.006713 + Penalty 222.010898 = -757.995815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.498928 sec): 3 clusters Score: Raw -964.275926 + Penalty 480.555422 = -483.720504 nChanged 9 SP:Iteration 1F (0.499228 sec): 3 clusters Score: Raw -978.432344 + Penalty 489.566875 = -488.865469 nChanged 1 SP:Iteration 2Q (0.499520 sec): 3 clusters Score: Raw -979.234518 + Penalty 502.879832 = -476.354686 nChanged 1 SP:Iteration 3F (0.499811 sec): 3 clusters Score: Raw -982.602997 + Penalty 515.563982 = -467.039015 nChanged 1 SP:Iteration 4F (0.500103 sec): 3 clusters Score: Raw -984.686052 + Penalty 515.617654 = -469.068398 nChanged 1 SP:Iteration 5Q (0.500392 sec): 3 clusters Score: Raw -986.075372 + Penalty 515.617654 = -470.457718 nChanged 0 SP:Iteration 6F (0.500684 sec): 3 clusters Score: Raw -986.075372 + Penalty 515.617654 = -470.457718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 7 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.501149 sec): 2 clusters Score: Raw -279.139856 + Penalty 186.676395 = -92.463461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.501374 sec): 3 clusters Score: Raw -273.443778 + Penalty 392.352564 = 118.908786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 8 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.501852 sec): 2 clusters Score: Raw -98.332582 + Penalty 82.597350 = -15.735232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.502071 sec): 3 clusters Score: Raw -98.775269 + Penalty 165.494826 = 66.719557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 9 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.502550 sec): 2 clusters Score: Raw -391.812783 + Penalty 271.681034 = -120.131749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.502793 sec): 3 clusters Score: Raw -403.253063 + Penalty 548.553296 = 145.300233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 10 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.503575 sec): 2 clusters Score: Raw -2779.925232 + Penalty 88.180279 = -2691.744953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.504054 sec): 3 clusters Score: Raw -2700.026602 + Penalty 176.293535 = -2523.733067 nChanged 56 SP:Iteration 1F (0.504529 sec): 3 clusters Score: Raw -2723.662490 + Penalty 176.360558 = -2547.301932 nChanged 10 SP:Iteration 2F (0.504998 sec): 3 clusters Score: Raw -2728.791762 + Penalty 176.391091 = -2552.400671 nChanged 5 SP:Iteration 3Q (0.505468 sec): 3 clusters Score: Raw -2731.811382 + Penalty 176.347440 = -2555.463942 nChanged 2 SP:Iteration 4Q (0.505938 sec): 3 clusters Score: Raw -2733.092149 + Penalty 176.534754 = -2556.557396 nChanged 5 SP:Iteration 5Q (0.506408 sec): 3 clusters Score: Raw -2739.075650 + Penalty 176.527511 = -2562.548139 nChanged 2 SP:Iteration 6Q (0.506877 sec): 3 clusters Score: Raw -2740.421018 + Penalty 176.460657 = -2563.960361 nChanged 5 SP:Iteration 7Q (0.507347 sec): 3 clusters Score: Raw -2743.757012 + Penalty 176.222455 = -2567.534557 nChanged 6 SP:Iteration 8Q (0.507815 sec): 3 clusters Score: Raw -2747.433889 + Penalty 175.645743 = -2571.788146 nChanged 3 SP:Iteration 9Q (0.508284 sec): 3 clusters Score: Raw -2748.635200 + Penalty 175.365994 = -2573.269206 nChanged 2 SP:Iteration 10F (0.508753 sec): 3 clusters Score: Raw -2751.852696 + Penalty 175.209576 = -2576.643121 nChanged 1 SP:Iteration 11Q (0.509223 sec): 3 clusters Score: Raw -2753.652244 + Penalty 174.529312 = -2579.122932 nChanged 2 SP:Iteration 12Q (0.509692 sec): 3 clusters Score: Raw -2754.758080 + Penalty 174.087254 = -2580.670826 nChanged 4 SP:Iteration 13Q (0.510159 sec): 3 clusters Score: Raw -2756.879890 + Penalty 173.765274 = -2583.114616 nChanged 2 SP:Iteration 14Q (0.510625 sec): 3 clusters Score: Raw -2757.917991 + Penalty 173.676508 = -2584.241483 nChanged 1 SP:Iteration 15Q (0.511089 sec): 3 clusters Score: Raw -2758.267597 + Penalty 173.030081 = -2585.237517 nChanged 1 SP:Iteration 16Q (0.511554 sec): 3 clusters Score: Raw -2758.513916 + Penalty 173.030081 = -2585.483835 nChanged 0 SP:Iteration 17F (0.512020 sec): 3 clusters Score: Raw -2758.513916 + Penalty 173.030081 = -2585.483835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.512469 sec): 2 clusters Score: Raw -92.415726 + Penalty 105.252381 = 12.836655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.512687 sec): 3 clusters Score: Raw -91.158425 + Penalty 210.504762 = 119.346337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 12 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.513131 sec): 2 clusters Score: Raw -108.824884 + Penalty 135.485747 = 26.660863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.513329 sec): 2 clusters Score: Raw -108.824884 + Penalty 135.485747 = 26.660863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 13 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.513798 sec): 2 clusters Score: Raw -122.636859 + Penalty 138.431314 = 15.794455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.514011 sec): 3 clusters Score: Raw -120.171166 + Penalty 269.737402 = 149.566236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 16 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.514455 sec): 2 clusters Score: Raw -53.499911 + Penalty 64.742497 = 11.242586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.514650 sec): 2 clusters Score: Raw -53.499911 + Penalty 64.742497 = 11.242586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 17 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.515096 sec): 2 clusters Score: Raw -133.285199 + Penalty 141.583075 = 8.297877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.515312 sec): 3 clusters Score: Raw -126.929231 + Penalty 309.537369 = 182.608138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 18 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.516053 sec): 2 clusters Score: Raw -2720.619440 + Penalty 256.542159 = -2464.077281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.516485 sec): 3 clusters Score: Raw -2663.834021 + Penalty 520.595676 = -2143.238345 nChanged 27 SP:Iteration 1F (0.516910 sec): 3 clusters Score: Raw -2687.106891 + Penalty 535.583075 = -2151.523816 nChanged 13 SP:Iteration 2F (0.517334 sec): 3 clusters Score: Raw -2704.737568 + Penalty 551.849395 = -2152.888173 nChanged 5 SP:Iteration 3Q (0.517756 sec): 3 clusters Score: Raw -2709.810451 + Penalty 559.076977 = -2150.733474 nChanged 1 SP:Iteration 4F (0.518181 sec): 3 clusters Score: Raw -2711.659631 + Penalty 562.656610 = -2149.003021 nChanged 1 SP:Iteration 5F (0.518604 sec): 3 clusters Score: Raw -2713.896898 + Penalty 562.656610 = -2151.240287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 19 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.519330 sec): 2 clusters Score: Raw -2452.972606 + Penalty 217.742222 = -2235.230383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.519746 sec): 3 clusters Score: Raw -2397.259609 + Penalty 454.897416 = -1942.362193 nChanged 30 SP:Iteration 1F (0.520151 sec): 3 clusters Score: Raw -2440.268994 + Penalty 521.694915 = -1918.574078 nChanged 9 SP:Iteration 2F (0.520569 sec): 3 clusters Score: Raw -2454.154727 + Penalty 558.877141 = -1895.277585 nChanged 4 SP:Iteration 3F (0.520988 sec): 3 clusters Score: Raw -2457.730280 + Penalty 558.877141 = -1898.853138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 20 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.521422 sec): 2 clusters Score: Raw -21.876163 + Penalty 0.000000 = -21.876163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.521613 sec): 2 clusters Score: Raw -21.876163 + Penalty 0.000000 = -21.876163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.522051 sec): 2 clusters Score: Raw -50.881776 + Penalty 48.956553 = -1.925223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.522246 sec): 2 clusters Score: Raw -50.881776 + Penalty 48.956553 = -1.925223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 26 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.522693 sec): 2 clusters Score: Raw -126.155481 + Penalty 123.228764 = -2.926716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.522912 sec): 3 clusters Score: Raw -121.735763 + Penalty 254.752441 = 133.016678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.523382 sec): 2 clusters Score: Raw -152.013751 + Penalty 181.053461 = 29.039710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.523601 sec): 3 clusters Score: Raw -153.955858 + Penalty 354.033753 = 200.077895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 32 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.524044 sec): 2 clusters Score: Raw -71.337822 + Penalty 76.328884 = 4.991062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.524261 sec): 3 clusters Score: Raw -67.095838 + Penalty 145.587318 = 78.491480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.524705 sec): 2 clusters Score: Raw -108.208353 + Penalty 131.016409 = 22.808056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.524919 sec): 3 clusters Score: Raw -103.193930 + Penalty 262.032818 = 158.838888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 39 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.525359 sec): 2 clusters Score: Raw -51.952927 + Penalty 50.840660 = -1.112268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.525554 sec): 2 clusters Score: Raw -51.952927 + Penalty 50.840660 = -1.112268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.526001 sec): 2 clusters Score: Raw -129.172894 + Penalty 118.809065 = -10.363829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.526219 sec): 3 clusters Score: Raw -124.867731 + Penalty 233.619728 = 108.751997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.526658 sec): 2 clusters Score: Raw -47.115469 + Penalty 43.170041 = -3.945429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.526863 sec): 3 clusters Score: Raw -41.991927 + Penalty 86.340081 = 44.348154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.527302 sec): 2 clusters Score: Raw -50.290883 + Penalty 66.574205 = 16.283323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.527497 sec): 2 clusters Score: Raw -50.290883 + Penalty 66.574205 = 16.283323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.527935 sec): 2 clusters Score: Raw -43.190922 + Penalty 51.057081 = 7.866160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.528130 sec): 2 clusters Score: Raw -43.190922 + Penalty 51.057081 = 7.866160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.528564 sec): 2 clusters Score: Raw -20.686656 + Penalty 0.000000 = -20.686656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.528757 sec): 2 clusters Score: Raw -20.686656 + Penalty 0.000000 = -20.686656 nChanged 0 Deleting Class 31 (6 points): Lose 46.467801 but Gain 794.176884 Iteration 20F (0.564985 sec): 29 clusters Score: Raw -45235.614100 + Penalty 15622.173696 = -29613.440403 nChanged 6 Deleting Class 50 (2 points): Lose 11.900646 but Gain 754.867366 Iteration 21Q (0.571540 sec): 28 clusters Score: Raw -45241.930336 + Penalty 14867.434390 = -30374.495946 nChanged 2 Deleting Class 12 (4 points): Lose 26.682542 but Gain 768.118586 Iteration 22Q (0.578061 sec): 27 clusters Score: Raw -45222.997198 + Penalty 14119.396483 = -31103.600715 nChanged 4 Deleting Class 16 (2 points): Lose 3.107028 but Gain 734.098105 Iteration 23Q (0.584715 sec): 26 clusters Score: Raw -45229.819474 + Penalty 13397.891190 = -31831.928283 nChanged 6 Deleting Class 36 (4 points): Lose 15.922972 but Gain 742.780262 Iteration 24Q (0.591277 sec): 25 clusters Score: Raw -45220.147954 + Penalty 12667.200025 = -32552.947930 nChanged 7 Deleting Class 17 (5 points): Lose 31.559451 but Gain 691.396590 Iteration 25Q (0.597661 sec): 24 clusters Score: Raw -45195.365323 + Penalty 11986.443428 = -33208.921895 nChanged 10 Deleting Class 13 (5 points): Lose 31.428452 but Gain 676.005506 Iteration 26Q (0.604016 sec): 23 clusters Score: Raw -45177.263174 + Penalty 11430.057063 = -33747.206110 nChanged 8 Deleting Class 9 (20 points): Lose 142.759948 but Gain 759.245030 Iteration 27Q (0.610202 sec): 22 clusters Score: Raw -45057.288825 + Penalty 10228.848143 = -34828.440682 nChanged 25 Deleting Class 7 (9 points): Lose 58.721483 but Gain 667.147373 Iteration 28Q (0.616299 sec): 20 clusters Score: Raw -45073.932772 + Penalty 9567.723481 = -35506.209291 nChanged 18 Deleting Class 11 (4 points): Lose 17.898468 but Gain 596.714500 Iteration 29Q (0.622397 sec): 19 clusters Score: Raw -45094.243144 + Penalty 9025.848429 = -36068.394715 nChanged 15 Deleting Class 26 (5 points): Lose 23.508868 but Gain 601.766471 Iteration 30F (0.644923 sec): 18 clusters Score: Raw -45087.142593 + Penalty 8450.946580 = -36636.196013 nChanged 7 Deleting Class 42 (5 points): Lose 4.903696 but Gain 580.183631 Iteration 31Q (0.650755 sec): 17 clusters Score: Raw -45095.581309 + Penalty 7872.432944 = -37223.148365 nChanged 5 Deleting Class 39 (2 points): Lose 4.998410 but Gain 576.468839 Iteration 32Q (0.656464 sec): 16 clusters Score: Raw -45096.730979 + Penalty 7297.441993 = -37799.288986 nChanged 2 Deleting Class 53 (2 points): Lose 17.641374 but Gain 578.922784 Iteration 33Q (0.662075 sec): 15 clusters Score: Raw -45083.707242 + Penalty 6719.181118 = -38364.526124 nChanged 2 Deleting Class 6 (31 points): Lose 102.938486 but Gain 657.777144 Iteration 34Q (0.667566 sec): 14 clusters Score: Raw -44984.278280 + Penalty 6368.195064 = -38616.083216 nChanged 31 Deleting Class 8 (6 points): Lose 30.869368 but Gain 679.970799 Iteration 35Q (0.672981 sec): 13 clusters Score: Raw -45037.482599 + Penalty 5762.970989 = -39274.511610 nChanged 12 Deleting Class 43 (8 points): Lose 72.955987 but Gain 726.713117 Iteration 36Q (0.678270 sec): 12 clusters Score: Raw -44991.049820 + Penalty 5092.123195 = -39898.926625 nChanged 12 Deleting Class 25 (2 points): Lose 2.636107 but Gain 555.105447 Iteration 37Q (0.683609 sec): 11 clusters Score: Raw -45009.547239 + Penalty 4563.733934 = -40445.813305 nChanged 7 Deleting Class 32 (3 points): Lose 9.178345 but Gain 546.052725 Iteration 38Q (0.688862 sec): 10 clusters Score: Raw -45005.922879 + Penalty 4026.775143 = -40979.147736 nChanged 5 Deleting Class 3 (20 points): Lose 24.392799 but Gain 408.044336 Iteration 39Q (0.694134 sec): 9 clusters Score: Raw -44986.789846 + Penalty 3185.208820 = -41801.581026 nChanged 23 Deleting Class 2 (4 points): Lose 25.277558 but Gain 353.223469 Iteration 40F (0.704460 sec): 7 clusters Score: Raw -44984.765419 + Penalty 2836.000373 = -42148.765046 nChanged 5 Iteration 41Q (0.709517 sec): 7 clusters Score: Raw -44990.719817 + Penalty 2836.000373 = -42154.719444 nChanged 0 Iteration 42F (0.718983 sec): 7 clusters Score: Raw -44990.719817 + Penalty 2836.000373 = -42154.719444 nChanged 0 Writing temp clu file Memory request: 0.01 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -44990.719817 + Penalty 2836.000373 = -42154.719444Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 1 (1243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.730251 sec): 2 clusters Score: Raw -22400.937631 + Penalty 181.064847 = -22219.872784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.732845 sec): 3 clusters Score: Raw -21608.912855 + Penalty 362.744390 = -21246.168465 nChanged 511 SP:Iteration 1F (0.735433 sec): 3 clusters Score: Raw -21809.967896 + Penalty 371.716299 = -21438.251597 nChanged 198 SP:Iteration 2F (0.737860 sec): 3 clusters Score: Raw -22010.304046 + Penalty 393.138120 = -21617.165926 nChanged 170 SP:Iteration 3F (0.740245 sec): 3 clusters Score: Raw -22183.145219 + Penalty 419.379828 = -21763.765391 nChanged 90 SP:Iteration 4F (0.742612 sec): 3 clusters Score: Raw -22259.134422 + Penalty 448.736717 = -21810.397704 nChanged 59 SP:Iteration 5Q (0.744978 sec): 3 clusters Score: Raw -22320.809395 + Penalty 470.091761 = -21850.717634 nChanged 46 SP:Iteration 6Q (0.747160 sec): 3 clusters Score: Raw -22367.458786 + Penalty 481.529293 = -21885.929493 nChanged 29 SP:Iteration 7Q (0.749190 sec): 3 clusters Score: Raw -22390.022595 + Penalty 494.601248 = -21895.421347 nChanged 14 SP:Iteration 8Q (0.751156 sec): 3 clusters Score: Raw -22399.773901 + Penalty 501.710047 = -21898.063854 nChanged 10 SP:Iteration 9Q (0.753101 sec): 3 clusters Score: Raw -22407.371171 + Penalty 497.993115 = -21909.378056 nChanged 3 SP:Iteration 10F (0.755409 sec): 3 clusters Score: Raw -22408.066858 + Penalty 497.993115 = -21910.073743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.03 GB. Trying to split cluster 4 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.757940 sec): 2 clusters Score: Raw -16966.426294 + Penalty 142.091288 = -16824.335006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.759518 sec): 3 clusters Score: Raw -16525.260984 + Penalty 280.554204 = -16244.706780 nChanged 319 SP:Iteration 1F (0.761034 sec): 3 clusters Score: Raw -16748.401107 + Penalty 278.987367 = -16469.413740 nChanged 75 SP:Iteration 2F (0.762559 sec): 3 clusters Score: Raw -16805.290159 + Penalty 279.916080 = -16525.374079 nChanged 50 SP:Iteration 3F (0.764098 sec): 3 clusters Score: Raw -16820.707934 + Penalty 281.204408 = -16539.503526 nChanged 34 SP:Iteration 4Q (0.765595 sec): 3 clusters Score: Raw -16834.696230 + Penalty 283.308520 = -16551.387710 nChanged 25 SP:Iteration 5Q (0.767123 sec): 3 clusters Score: Raw -16841.343576 + Penalty 284.374079 = -16556.969497 nChanged 16 SP:Iteration 6Q (0.768633 sec): 3 clusters Score: Raw -16845.040085 + Penalty 286.211212 = -16558.828873 nChanged 16 SP:Iteration 7Q (0.770132 sec): 3 clusters Score: Raw -16850.118911 + Penalty 290.074322 = -16560.044590 nChanged 25 SP:Iteration 8Q (0.771621 sec): 3 clusters Score: Raw -16861.454873 + Penalty 295.521910 = -16565.932963 nChanged 29 SP:Iteration 9Q (0.773151 sec): 3 clusters Score: Raw -16875.698380 + Penalty 303.579730 = -16572.118650 nChanged 37 SP:Iteration 10F (0.774689 sec): 3 clusters Score: Raw -16899.562069 + Penalty 316.185659 = -16583.376410 nChanged 40 SP:Iteration 11F (0.776250 sec): 3 clusters Score: Raw -16927.919951 + Penalty 332.798479 = -16595.121472 nChanged 39 SP:Iteration 12F (0.777797 sec): 3 clusters Score: Raw -16956.757226 + Penalty 350.795648 = -16605.961578 nChanged 36 SP:Iteration 13Q (0.779455 sec): 3 clusters Score: Raw -16979.717660 + Penalty 361.160075 = -16618.557585 nChanged 21 SP:Iteration 14Q (0.781143 sec): 3 clusters Score: Raw -16992.488237 + Penalty 381.299684 = -16611.188553 nChanged 25 SP:Iteration 15F (0.782746 sec): 3 clusters Score: Raw -17017.170336 + Penalty 404.054001 = -16613.116335 nChanged 23 SP:Iteration 16Q (0.784209 sec): 3 clusters Score: Raw -17038.112865 + Penalty 422.189369 = -16615.923496 nChanged 10 SP:Iteration 17Q (0.785589 sec): 3 clusters Score: Raw -17040.903294 + Penalty 431.321339 = -16609.581954 nChanged 5 SP:Iteration 18F (0.787126 sec): 3 clusters Score: Raw -17042.345554 + Penalty 448.471276 = -16593.874278 nChanged 7 SP:Iteration 19F (0.788653 sec): 3 clusters Score: Raw -17042.778494 + Penalty 455.337629 = -16587.440865 nChanged 2 SP:Iteration 20F (0.790202 sec): 3 clusters Score: Raw -17043.166757 + Penalty 460.535105 = -16582.631652 nChanged 2 SP:Iteration 21F (0.791703 sec): 3 clusters Score: Raw -17042.864193 + Penalty 462.703064 = -16580.161128 nChanged 2 SP:Iteration 22F (0.793254 sec): 3 clusters Score: Raw -17042.166946 + Penalty 462.703064 = -16579.463881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 5 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.794491 sec): 2 clusters Score: Raw -3013.823787 + Penalty 77.525742 = -2936.298045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.794999 sec): 3 clusters Score: Raw -2924.190766 + Penalty 155.051485 = -2769.139282 nChanged 63 SP:Iteration 1F (0.795506 sec): 3 clusters Score: Raw -2991.820494 + Penalty 155.264236 = -2836.556258 nChanged 14 SP:Iteration 2F (0.796014 sec): 3 clusters Score: Raw -3005.440049 + Penalty 154.456210 = -2850.983839 nChanged 5 SP:Iteration 3Q (0.796502 sec): 3 clusters Score: Raw -3011.799420 + Penalty 154.489806 = -2857.309614 nChanged 1 SP:Iteration 4Q (0.796984 sec): 3 clusters Score: Raw -3012.001123 + Penalty 154.280084 = -2857.721039 nChanged 1 SP:Iteration 5Q (0.797463 sec): 3 clusters Score: Raw -3012.146958 + Penalty 154.141085 = -2858.005873 nChanged 1 SP:Iteration 6Q (0.797941 sec): 3 clusters Score: Raw -3012.324858 + Penalty 154.141085 = -2858.183773 nChanged 0 SP:Iteration 7F (0.798434 sec): 3 clusters Score: Raw -3012.324858 + Penalty 154.141085 = -2858.183773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 10 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.799254 sec): 2 clusters Score: Raw -2940.619393 + Penalty 109.132164 = -2831.487229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.799747 sec): 3 clusters Score: Raw -2865.474341 + Penalty 244.601741 = -2620.872600 nChanged 57 SP:Iteration 1F (0.800233 sec): 3 clusters Score: Raw -2918.546992 + Penalty 287.189163 = -2631.357829 nChanged 15 SP:Iteration 2F (0.800716 sec): 3 clusters Score: Raw -2935.916090 + Penalty 312.040159 = -2623.875931 nChanged 6 SP:Iteration 3F (0.801202 sec): 3 clusters Score: Raw -2946.066674 + Penalty 334.511309 = -2611.555365 nChanged 3 SP:Iteration 4F (0.801690 sec): 3 clusters Score: Raw -2957.906263 + Penalty 334.326397 = -2623.579866 nChanged 2 SP:Iteration 5Q (0.802131 sec): 3 clusters Score: Raw -2959.135922 + Penalty 334.326397 = -2624.809525 nChanged 0 SP:Iteration 6F (0.802614 sec): 3 clusters Score: Raw -2959.135922 + Penalty 334.326397 = -2624.809525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 18 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.803396 sec): 2 clusters Score: Raw -3032.066507 + Penalty 319.672640 = -2712.393867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.803862 sec): 3 clusters Score: Raw -2974.106304 + Penalty 644.449800 = -2329.656504 nChanged 33 SP:Iteration 1F (0.804321 sec): 3 clusters Score: Raw -2999.205216 + Penalty 663.265650 = -2335.939566 nChanged 19 SP:Iteration 2F (0.804780 sec): 3 clusters Score: Raw -3024.746113 + Penalty 689.605556 = -2335.140557 nChanged 11 SP:Iteration 3F (0.805238 sec): 3 clusters Score: Raw -3038.668302 + Penalty 729.160727 = -2309.507575 nChanged 9 SP:Iteration 4F (0.805695 sec): 3 clusters Score: Raw -3055.079203 + Penalty 753.362145 = -2301.717058 nChanged 5 SP:Iteration 5F (0.806152 sec): 3 clusters Score: Raw -3065.855220 + Penalty 791.920979 = -2273.934240 nChanged 5 SP:Iteration 6F (0.806609 sec): 3 clusters Score: Raw -3076.745750 + Penalty 797.586907 = -2279.158843 nChanged 1 SP:Iteration 7Q (0.807039 sec): 3 clusters Score: Raw -3079.116221 + Penalty 806.960228 = -2272.155993 nChanged 1 SP:Iteration 8F (0.807497 sec): 3 clusters Score: Raw -3082.452872 + Penalty 813.870012 = -2268.582860 nChanged 1 SP:Iteration 9F (0.807953 sec): 3 clusters Score: Raw -3082.955893 + Penalty 813.870012 = -2269.085882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.03 GB. Trying to split cluster 19 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.808756 sec): 2 clusters Score: Raw -2805.568879 + Penalty 241.945457 = -2563.623421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.809198 sec): 3 clusters Score: Raw -2736.650181 + Penalty 509.609632 = -2227.040549 nChanged 31 SP:Iteration 1F (0.809634 sec): 3 clusters Score: Raw -2776.515957 + Penalty 572.335468 = -2204.180489 nChanged 19 SP:Iteration 2F (0.810067 sec): 3 clusters Score: Raw -2805.831635 + Penalty 618.524406 = -2187.307229 nChanged 7 SP:Iteration 3F (0.810502 sec): 3 clusters Score: Raw -2819.106575 + Penalty 662.569346 = -2156.537229 nChanged 6 SP:Iteration 4F (0.810934 sec): 3 clusters Score: Raw -2833.314138 + Penalty 699.080920 = -2134.233218 nChanged 3 SP:Iteration 5F (0.811372 sec): 3 clusters Score: Raw -2840.215282 + Penalty 699.080920 = -2141.134361 nChanged 0 Time taken for this iteration:0.741966 seconds. 300->7 Clusters: Score -42154.719444, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 43 (time per iteration =18.969512 ms) Total iterations: 231 (time per iteration =3.531121 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 111822500.000000 (time per metric unit =7.294498ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 2795562500.000000 (time per metric unit=291.779919ps) That took 0.815689 seconds. FileBase PeterP-2014-02-27_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 0.12 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13130 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 13130 points ------ Starting initial clusters from distinct float masks Not enough masks (92) to generate starting clusters (300), so starting with (93) clusters instead. Assigned 93 initial classes from 92 unique masks. Deleting Class 20 (2 points): Lose 54.394965 but Gain 1540.931432 Iteration 0F (0.928254 sec): 92 clusters Score: Raw -332487.817033 + Penalty 68206.293885 = -264281.523148 nChanged 1123 Deleting Class 26 (1 points): Lose 9.154275 but Gain 1453.414015 Iteration 1F (1.426359 sec): 84 clusters Score: Raw -334568.858511 + Penalty 65046.712524 = -269522.145987 nChanged 380 Deleting Class 28 (1 points): Lose 6.205170 but Gain 1414.527884 Iteration 2Q (1.483150 sec): 81 clusters Score: Raw -334969.766450 + Penalty 64062.929934 = -270906.836516 nChanged 184 Deleting Class 92 (1 points): Lose 4.362935 but Gain 1395.768321 Iteration 3Q (1.530226 sec): 80 clusters Score: Raw -335125.519118 + Penalty 61798.160606 = -273327.358513 nChanged 158 Deleting Class 41 (2 points): Lose 38.591762 but Gain 1348.886316 Iteration 4Q (1.584397 sec): 78 clusters Score: Raw -335224.164939 + Penalty 60528.321636 = -274695.843304 nChanged 110 Deleting Class 85 (2 points): Lose 38.742084 but Gain 1304.181000 Iteration 5Q (1.630597 sec): 77 clusters Score: Raw -335252.337717 + Penalty 59277.381833 = -275974.955885 nChanged 78 Deleting Class 25 (7 points): Lose 73.628523 but Gain 1271.716256 Iteration 6Q (1.675347 sec): 76 clusters Score: Raw -335228.171091 + Penalty 57992.130005 = -277236.041085 nChanged 57 Deleting Class 52 (2 points): Lose 4.890216 but Gain 1189.140503 Iteration 7Q (1.718909 sec): 75 clusters Score: Raw -335278.214656 + Penalty 56839.667803 = -278438.546853 nChanged 43 Deleting Class 74 (1 points): Lose 3.416049 but Gain 1154.172166 Iteration 8Q (1.761879 sec): 74 clusters Score: Raw -335294.857430 + Penalty 55763.526248 = -279531.331182 nChanged 28 Deleting Class 34 (2 points): Lose 28.672542 but Gain 1149.222525 Iteration 9Q (1.806160 sec): 73 clusters Score: Raw -335278.697702 + Penalty 53798.129518 = -281480.568183 nChanged 20 Deleting Class 23 (10 points): Lose 61.234381 but Gain 1170.259862 Iteration 10F (2.259030 sec): 71 clusters Score: Raw -335273.303838 + Penalty 52698.049487 = -282575.254352 nChanged 42 Deleting Class 79 (1 points): Lose 10.130439 but Gain 1113.625932 Iteration 11Q (2.302897 sec): 70 clusters Score: Raw -335344.639957 + Penalty 51624.389020 = -283720.250938 nChanged 32 Deleting Class 63 (1 points): Lose 10.377508 but Gain 1110.059111 Iteration 12Q (2.344293 sec): 69 clusters Score: Raw -335365.766198 + Penalty 50549.528021 = -284816.238177 nChanged 22 Deleting Class 68 (1 points): Lose 13.577857 but Gain 1105.899288 Iteration 13Q (2.382968 sec): 68 clusters Score: Raw -335375.555834 + Penalty 49442.258591 = -285933.297243 nChanged 20 Deleting Class 31 (1 points): Lose 10.983642 but Gain 1083.920320 Iteration 14Q (2.421730 sec): 67 clusters Score: Raw -335377.953556 + Penalty 48352.306590 = -287025.646966 nChanged 17 Deleting Class 29 (5 points): Lose 18.730655 but Gain 1090.916164 Iteration 15Q (2.460398 sec): 66 clusters Score: Raw -335364.538580 + Penalty 47266.011782 = -288098.526798 nChanged 13 Deleting Class 36 (2 points): Lose 10.804404 but Gain 1081.033180 Iteration 16Q (2.499297 sec): 65 clusters Score: Raw -335364.646926 + Penalty 46073.764118 = -289290.882808 nChanged 11 Deleting Class 87 (1 points): Lose 2.926778 but Gain 1051.487808 Iteration 17Q (2.537744 sec): 64 clusters Score: Raw -335370.267380 + Penalty 45038.338188 = -290331.929192 nChanged 11 Deleting Class 46 (7 points): Lose 56.747522 but Gain 1100.515016 Iteration 18Q (2.575625 sec): 63 clusters Score: Raw -335319.976241 + Penalty 43974.013181 = -291345.963060 nChanged 14 Deleting Class 48 (4 points): Lose 40.820912 but Gain 1078.903569 Iteration 19Q (2.613417 sec): 62 clusters Score: Raw -335318.636193 + Penalty 42924.026478 = -292394.609714 nChanged 9 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 -335318.636193 + Penalty 42924.026478 = -292394.609714Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.676348 sec): 2 clusters Score: Raw -144860.041137 + Penalty 323.620143 = -144536.420993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.684063 sec): 3 clusters Score: Raw -142267.360414 + Penalty 648.198329 = -141619.162086 nChanged 1909 SP:Iteration 1F (2.691547 sec): 3 clusters Score: Raw -143421.147849 + Penalty 651.704924 = -142769.442925 nChanged 392 SP:Iteration 2F (2.698971 sec): 3 clusters Score: Raw -143657.791659 + Penalty 657.697431 = -143000.094227 nChanged 354 SP:Iteration 3F (2.706454 sec): 3 clusters Score: Raw -143872.987804 + Penalty 667.578832 = -143205.408972 nChanged 305 SP:Iteration 4F (2.714698 sec): 3 clusters Score: Raw -144046.589004 + Penalty 680.466844 = -143366.122160 nChanged 248 SP:Iteration 5F (2.722939 sec): 3 clusters Score: Raw -144184.537657 + Penalty 693.989735 = -143490.547922 nChanged 200 SP:Iteration 6Q (2.731440 sec): 3 clusters Score: Raw -144301.134539 + Penalty 706.194652 = -143594.939887 nChanged 181 SP:Iteration 7Q (2.740216 sec): 3 clusters Score: Raw -144409.380450 + Penalty 727.999202 = -143681.381248 nChanged 164 SP:Iteration 8Q (2.748934 sec): 3 clusters Score: Raw -144518.074446 + Penalty 750.498957 = -143767.575489 nChanged 159 SP:Iteration 9Q (2.757290 sec): 3 clusters Score: Raw -144637.065885 + Penalty 776.466816 = -143860.599069 nChanged 132 SP:Iteration 10F (2.765730 sec): 3 clusters Score: Raw -144726.160237 + Penalty 807.233571 = -143918.926667 nChanged 95 SP:Iteration 11Q (2.773855 sec): 3 clusters Score: Raw -144791.658595 + Penalty 840.508459 = -143951.150135 nChanged 66 SP:Iteration 12Q (2.781624 sec): 3 clusters Score: Raw -144833.189361 + Penalty 879.877233 = -143953.312128 nChanged 42 SP:Iteration 13Q (2.789013 sec): 3 clusters Score: Raw -144865.161181 + Penalty 892.229114 = -143972.932067 nChanged 21 SP:Iteration 14Q (2.795875 sec): 3 clusters Score: Raw -144878.399004 + Penalty 930.285261 = -143948.113743 nChanged 8 SP:Iteration 15F (2.803232 sec): 3 clusters Score: Raw -144880.464490 + Penalty 966.969756 = -143913.494735 nChanged 2 SP:Iteration 16F (2.810681 sec): 3 clusters Score: Raw -144882.087006 + Penalty 986.499382 = -143895.587625 nChanged 1 SP:Iteration 17F (2.818117 sec): 3 clusters Score: Raw -144881.009005 + Penalty 981.211843 = -143899.797161 nChanged 1 SP:Iteration 18Q (2.823864 sec): 3 clusters Score: Raw -144880.246219 + Penalty 961.434127 = -143918.812093 nChanged 1 SP:Iteration 19Q (2.829568 sec): 3 clusters Score: Raw -144879.930139 + Penalty 971.826455 = -143908.103684 nChanged 1 SP:Iteration 20F (2.837058 sec): 3 clusters Score: Raw -144879.220480 + Penalty 1018.445173 = -143860.775306 nChanged 1 SP:Iteration 21F (2.844490 sec): 3 clusters Score: Raw -144881.356254 + Penalty 1018.445173 = -143862.911080 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.865678 sec): 2 clusters Score: Raw -106884.554583 + Penalty 93.729362 = -106790.825221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.873766 sec): 3 clusters Score: Raw -104016.288854 + Penalty 217.452263 = -103798.836590 nChanged 2095 SP:Iteration 1F (2.881662 sec): 3 clusters Score: Raw -106553.400272 + Penalty 216.802445 = -106336.597827 nChanged 250 SP:Iteration 2F (2.889684 sec): 3 clusters Score: Raw -106811.922659 + Penalty 215.109661 = -106596.812998 nChanged 100 SP:Iteration 3Q (2.896639 sec): 3 clusters Score: Raw -106880.963007 + Penalty 211.027541 = -106669.935466 nChanged 65 SP:Iteration 4Q (2.903403 sec): 3 clusters Score: Raw -106929.502735 + Penalty 210.830303 = -106718.672432 nChanged 48 SP:Iteration 5Q (2.910066 sec): 3 clusters Score: Raw -106949.410375 + Penalty 209.176748 = -106740.233626 nChanged 21 SP:Iteration 6Q (2.916839 sec): 3 clusters Score: Raw -106955.521522 + Penalty 210.267502 = -106745.254020 nChanged 21 SP:Iteration 7Q (2.923385 sec): 3 clusters Score: Raw -106961.818005 + Penalty 209.410008 = -106752.407997 nChanged 19 SP:Iteration 8Q (2.930053 sec): 3 clusters Score: Raw -106967.347410 + Penalty 210.672481 = -106756.674929 nChanged 14 SP:Iteration 9Q (2.936618 sec): 3 clusters Score: Raw -106970.595398 + Penalty 211.720573 = -106758.874825 nChanged 10 SP:Iteration 10F (2.944628 sec): 3 clusters Score: Raw -106971.701846 + Penalty 211.623090 = -106760.078756 nChanged 5 SP:Iteration 11Q (2.951524 sec): 3 clusters Score: Raw -106972.118366 + Penalty 211.671120 = -106760.447246 nChanged 6 SP:Iteration 12Q (2.958001 sec): 3 clusters Score: Raw -106972.899993 + Penalty 212.126407 = -106760.773585 nChanged 7 SP:Iteration 13Q (2.964539 sec): 3 clusters Score: Raw -106973.547483 + Penalty 212.675187 = -106760.872295 nChanged 3 SP:Iteration 14Q (2.971065 sec): 3 clusters Score: Raw -106973.686804 + Penalty 212.587296 = -106761.099508 nChanged 1 SP:Iteration 15Q (2.977536 sec): 3 clusters Score: Raw -106973.754487 + Penalty 212.587296 = -106761.167191 nChanged 0 SP:Iteration 16F (2.985430 sec): 3 clusters Score: Raw -106973.754487 + Penalty 212.587296 = -106761.167191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.988393 sec): 2 clusters Score: Raw -2468.436042 + Penalty 301.172051 = -2167.263991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.988800 sec): 3 clusters Score: Raw -2433.968663 + Penalty 611.334756 = -1822.633907 nChanged 20 SP:Iteration 1F (2.989173 sec): 3 clusters Score: Raw -2447.268741 + Penalty 614.205135 = -1833.063606 nChanged 4 SP:Iteration 2Q (2.989546 sec): 3 clusters Score: Raw -2450.086121 + Penalty 616.744620 = -1833.341501 nChanged 3 SP:Iteration 3Q (2.989919 sec): 3 clusters Score: Raw -2452.709850 + Penalty 622.314093 = -1830.395757 nChanged 4 SP:Iteration 4F (2.990293 sec): 3 clusters Score: Raw -2456.286185 + Penalty 635.274138 = -1821.012047 nChanged 3 SP:Iteration 5F (2.990666 sec): 3 clusters Score: Raw -2460.411730 + Penalty 642.885677 = -1817.526053 nChanged 5 SP:Iteration 6F (2.991039 sec): 3 clusters Score: Raw -2468.294272 + Penalty 647.134623 = -1821.159648 nChanged 1 SP:Iteration 7Q (2.991410 sec): 3 clusters Score: Raw -2469.262949 + Penalty 652.766236 = -1816.496713 nChanged 1 SP:Iteration 8F (2.991783 sec): 3 clusters Score: Raw -2472.031745 + Penalty 652.766236 = -1819.265509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.998683 sec): 2 clusters Score: Raw -33334.755172 + Penalty 130.940265 = -33203.814908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.001258 sec): 3 clusters Score: Raw -32477.625739 + Penalty 259.749131 = -32217.876608 nChanged 587 SP:Iteration 1F (3.003787 sec): 3 clusters Score: Raw -32722.428392 + Penalty 253.411150 = -32469.017242 nChanged 157 SP:Iteration 2F (3.006321 sec): 3 clusters Score: Raw -32789.583674 + Penalty 247.188278 = -32542.395395 nChanged 93 SP:Iteration 3F (3.008845 sec): 3 clusters Score: Raw -32860.397351 + Penalty 244.217487 = -32616.179864 nChanged 103 SP:Iteration 4F (3.011368 sec): 3 clusters Score: Raw -32960.396950 + Penalty 245.585904 = -32714.811046 nChanged 120 SP:Iteration 5F (3.014015 sec): 3 clusters Score: Raw -33115.098319 + Penalty 244.795552 = -32870.302767 nChanged 61 SP:Iteration 6Q (3.016569 sec): 3 clusters Score: Raw -33173.898836 + Penalty 247.368538 = -32926.530299 nChanged 44 SP:Iteration 7Q (3.018784 sec): 3 clusters Score: Raw -33207.537336 + Penalty 246.282723 = -32961.254613 nChanged 43 SP:Iteration 8Q (3.020964 sec): 3 clusters Score: Raw -33243.176551 + Penalty 253.557491 = -32989.619061 nChanged 40 SP:Iteration 9Q (3.023099 sec): 3 clusters Score: Raw -33278.545751 + Penalty 260.738840 = -33017.806910 nChanged 25 SP:Iteration 10F (3.025619 sec): 3 clusters Score: Raw -33301.356905 + Penalty 267.491669 = -33033.865236 nChanged 13 SP:Iteration 11Q (3.027706 sec): 3 clusters Score: Raw -33311.831593 + Penalty 280.175604 = -33031.655989 nChanged 11 SP:Iteration 12F (3.030229 sec): 3 clusters Score: Raw -33319.461791 + Penalty 278.234465 = -33041.227326 nChanged 9 SP:Iteration 13Q (3.032284 sec): 3 clusters Score: Raw -33325.056922 + Penalty 280.081960 = -33044.974962 nChanged 9 SP:Iteration 14Q (3.034338 sec): 3 clusters Score: Raw -33332.503483 + Penalty 296.641227 = -33035.862256 nChanged 7 SP:Iteration 15F (3.036852 sec): 3 clusters Score: Raw -33338.840279 + Penalty 308.282762 = -33030.557517 nChanged 2 SP:Iteration 16F (3.039425 sec): 3 clusters Score: Raw -33339.441257 + Penalty 315.243445 = -33024.197812 nChanged 1 SP:Iteration 17F (3.042000 sec): 3 clusters Score: Raw -33340.443097 + Penalty 312.302339 = -33028.140758 nChanged 1 SP:Iteration 18Q (3.044051 sec): 3 clusters Score: Raw -33340.822972 + Penalty 312.302339 = -33028.520633 nChanged 0 SP:Iteration 19F (3.046622 sec): 3 clusters Score: Raw -33340.822972 + Penalty 312.302339 = -33028.520633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.051825 sec): 2 clusters Score: Raw -22504.361028 + Penalty 79.177387 = -22425.183640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.053735 sec): 3 clusters Score: Raw -21930.948185 + Penalty 173.057611 = -21757.890575 nChanged 423 SP:Iteration 1F (3.055582 sec): 3 clusters Score: Raw -22243.597139 + Penalty 179.307514 = -22064.289625 nChanged 95 SP:Iteration 2F (3.057433 sec): 3 clusters Score: Raw -22300.051359 + Penalty 184.104955 = -22115.946404 nChanged 44 SP:Iteration 3Q (3.059281 sec): 3 clusters Score: Raw -22334.656984 + Penalty 190.434666 = -22144.222318 nChanged 41 SP:Iteration 4Q (3.061164 sec): 3 clusters Score: Raw -22365.021259 + Penalty 199.997950 = -22165.023310 nChanged 40 SP:Iteration 5Q (3.063015 sec): 3 clusters Score: Raw -22396.561906 + Penalty 212.645750 = -22183.916156 nChanged 37 SP:Iteration 6Q (3.064827 sec): 3 clusters Score: Raw -22428.256646 + Penalty 227.869449 = -22200.387197 nChanged 33 SP:Iteration 7Q (3.066577 sec): 3 clusters Score: Raw -22466.235272 + Penalty 237.538193 = -22228.697079 nChanged 23 SP:Iteration 8Q (3.068302 sec): 3 clusters Score: Raw -22486.106615 + Penalty 247.963799 = -22238.142816 nChanged 19 SP:Iteration 9Q (3.069987 sec): 3 clusters Score: Raw -22502.529408 + Penalty 253.477014 = -22249.052394 nChanged 15 SP:Iteration 10F (3.071883 sec): 3 clusters Score: Raw -22519.053367 + Penalty 246.434754 = -22272.618612 nChanged 16 SP:Iteration 11Q (3.073494 sec): 3 clusters Score: Raw -22539.483840 + Penalty 237.092214 = -22302.391626 nChanged 22 SP:Iteration 12Q (3.075138 sec): 3 clusters Score: Raw -22563.181721 + Penalty 229.398654 = -22333.783067 nChanged 20 SP:Iteration 13Q (3.076769 sec): 3 clusters Score: Raw -22583.244294 + Penalty 226.597929 = -22356.646366 nChanged 17 SP:Iteration 14Q (3.078371 sec): 3 clusters Score: Raw -22593.161960 + Penalty 222.106905 = -22371.055056 nChanged 12 SP:Iteration 15Q (3.079977 sec): 3 clusters Score: Raw -22599.589519 + Penalty 217.685137 = -22381.904382 nChanged 11 SP:Iteration 16Q (3.081593 sec): 3 clusters Score: Raw -22603.943690 + Penalty 214.943880 = -22388.999810 nChanged 6 SP:Iteration 17Q (3.083204 sec): 3 clusters Score: Raw -22605.075121 + Penalty 212.856716 = -22392.218405 nChanged 5 SP:Iteration 18Q (3.084818 sec): 3 clusters Score: Raw -22606.511192 + Penalty 210.463766 = -22396.047425 nChanged 7 SP:Iteration 19Q (3.086431 sec): 3 clusters Score: Raw -22607.980384 + Penalty 209.623159 = -22398.357225 nChanged 3 SP:Iteration 20F (3.088311 sec): 3 clusters Score: Raw -22608.207284 + Penalty 209.327168 = -22398.880116 nChanged 1 SP:Iteration 21Q (3.089973 sec): 3 clusters Score: Raw -22608.257886 + Penalty 208.850596 = -22399.407290 nChanged 1 SP:Iteration 22Q (3.091632 sec): 3 clusters Score: Raw -22608.305354 + Penalty 208.378239 = -22399.927115 nChanged 1 SP:Iteration 23Q (3.093311 sec): 3 clusters Score: Raw -22608.323153 + Penalty 207.910047 = -22400.413106 nChanged 1 SP:Iteration 24Q (3.094969 sec): 3 clusters Score: Raw -22608.373047 + Penalty 207.445970 = -22400.927077 nChanged 1 SP:Iteration 25Q (3.096601 sec): 3 clusters Score: Raw -22608.473654 + Penalty 206.899778 = -22401.573875 nChanged 2 SP:Iteration 26Q (3.098236 sec): 3 clusters Score: Raw -22608.606228 + Penalty 206.899778 = -22401.706450 nChanged 0 SP:Iteration 27F (3.100074 sec): 3 clusters Score: Raw -22608.606228 + Penalty 206.899778 = -22401.706450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.100810 sec): 2 clusters Score: Raw -1329.520684 + Penalty 161.133219 = -1168.387465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.101111 sec): 3 clusters Score: Raw -1306.854402 + Penalty 331.616045 = -975.238357 nChanged 7 SP:Iteration 1F (3.101405 sec): 3 clusters Score: Raw -1317.309953 + Penalty 324.810830 = -992.499123 nChanged 4 SP:Iteration 2F (3.101696 sec): 3 clusters Score: Raw -1321.413514 + Penalty 324.810830 = -996.602684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.102302 sec): 2 clusters Score: Raw -1724.214898 + Penalty 245.771392 = -1478.443507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.102628 sec): 3 clusters Score: Raw -1723.463637 + Penalty 491.486938 = -1231.976698 nChanged 8 SP:Iteration 1F (3.102948 sec): 3 clusters Score: Raw -1732.626064 + Penalty 491.682373 = -1240.943690 nChanged 2 SP:Iteration 2Q (3.103262 sec): 3 clusters Score: Raw -1738.031923 + Penalty 491.060598 = -1246.971326 nChanged 1 SP:Iteration 3Q (3.103575 sec): 3 clusters Score: Raw -1739.865295 + Penalty 491.385140 = -1248.480155 nChanged 1 SP:Iteration 4Q (3.103888 sec): 3 clusters Score: Raw -1741.684291 + Penalty 491.385140 = -1250.299151 nChanged 0 SP:Iteration 5F (3.104207 sec): 3 clusters Score: Raw -1741.684291 + Penalty 491.385140 = -1250.299151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.104784 sec): 2 clusters Score: Raw -1549.048860 + Penalty 373.179233 = -1175.869627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.105109 sec): 3 clusters Score: Raw -1530.955250 + Penalty 746.661386 = -784.293864 nChanged 3 SP:Iteration 1F (3.105412 sec): 3 clusters Score: Raw -1541.490496 + Penalty 746.661386 = -794.829110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 9 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.107339 sec): 2 clusters Score: Raw -8173.200517 + Penalty 112.483198 = -8060.717319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.108145 sec): 3 clusters Score: Raw -7975.111413 + Penalty 226.663771 = -7748.447643 nChanged 141 SP:Iteration 1F (3.108925 sec): 3 clusters Score: Raw -8057.397060 + Penalty 231.445003 = -7825.952056 nChanged 35 SP:Iteration 2F (3.109704 sec): 3 clusters Score: Raw -8084.548642 + Penalty 233.057153 = -7851.491489 nChanged 19 SP:Iteration 3F (3.110481 sec): 3 clusters Score: Raw -8097.611162 + Penalty 233.221324 = -7864.389839 nChanged 19 SP:Iteration 4F (3.111277 sec): 3 clusters Score: Raw -8117.756437 + Penalty 226.628331 = -7891.128105 nChanged 13 SP:Iteration 5Q (3.112068 sec): 3 clusters Score: Raw -8133.490573 + Penalty 225.172223 = -7908.318350 nChanged 7 SP:Iteration 6Q (3.112830 sec): 3 clusters Score: Raw -8137.318089 + Penalty 228.062188 = -7909.255901 nChanged 7 SP:Iteration 7Q (3.113577 sec): 3 clusters Score: Raw -8140.407755 + Penalty 234.184249 = -7906.223506 nChanged 8 SP:Iteration 8F (3.114354 sec): 3 clusters Score: Raw -8143.816729 + Penalty 237.630403 = -7906.186326 nChanged 5 SP:Iteration 9F (3.115130 sec): 3 clusters Score: Raw -8146.506302 + Penalty 243.758641 = -7902.747661 nChanged 9 SP:Iteration 10F (3.115907 sec): 3 clusters Score: Raw -8154.200210 + Penalty 256.830854 = -7897.369355 nChanged 10 SP:Iteration 11F (3.116687 sec): 3 clusters Score: Raw -8162.148871 + Penalty 262.519446 = -7899.629424 nChanged 8 SP:Iteration 12Q (3.117409 sec): 3 clusters Score: Raw -8171.433938 + Penalty 277.081795 = -7894.352144 nChanged 6 SP:Iteration 13F (3.118187 sec): 3 clusters Score: Raw -8174.954108 + Penalty 280.938511 = -7894.015597 nChanged 3 SP:Iteration 14F (3.118967 sec): 3 clusters Score: Raw -8176.413958 + Penalty 283.152498 = -7893.261459 nChanged 4 SP:Iteration 15F (3.119742 sec): 3 clusters Score: Raw -8180.948287 + Penalty 283.152498 = -7897.795789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.122388 sec): 2 clusters Score: Raw -21403.991793 + Penalty 210.327838 = -21193.663955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.123992 sec): 3 clusters Score: Raw -20934.554065 + Penalty 415.376495 = -20519.177570 nChanged 347 SP:Iteration 1F (3.125585 sec): 3 clusters Score: Raw -21277.663704 + Penalty 407.487356 = -20870.176349 nChanged 87 SP:Iteration 2F (3.127203 sec): 3 clusters Score: Raw -21376.758488 + Penalty 391.280442 = -20985.478045 nChanged 45 SP:Iteration 3F (3.128791 sec): 3 clusters Score: Raw -21426.342834 + Penalty 381.247821 = -21045.095013 nChanged 24 SP:Iteration 4Q (3.130360 sec): 3 clusters Score: Raw -21449.918205 + Penalty 376.802407 = -21073.115798 nChanged 10 SP:Iteration 5Q (3.131855 sec): 3 clusters Score: Raw -21471.504358 + Penalty 371.792987 = -21099.711371 nChanged 7 SP:Iteration 6Q (3.133244 sec): 3 clusters Score: Raw -21479.584190 + Penalty 369.699267 = -21109.884923 nChanged 5 SP:Iteration 7Q (3.134600 sec): 3 clusters Score: Raw -21482.599941 + Penalty 369.659696 = -21112.940245 nChanged 1 SP:Iteration 8Q (3.135959 sec): 3 clusters Score: Raw -21482.800998 + Penalty 369.659696 = -21113.141302 nChanged 0 SP:Iteration 9F (3.137477 sec): 3 clusters Score: Raw -21482.800998 + Penalty 369.659696 = -21113.141302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.138467 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.138969 sec): 3 clusters Score: Raw -4568.451849 + Penalty 373.787915 = -4194.663935 nChanged 38 SP:Iteration 1F (3.139428 sec): 3 clusters Score: Raw -4604.571431 + Penalty 371.276841 = -4233.294590 nChanged 17 SP:Iteration 2F (3.139885 sec): 3 clusters Score: Raw -4625.452216 + Penalty 361.829364 = -4263.622852 nChanged 12 SP:Iteration 3F (3.140358 sec): 3 clusters Score: Raw -4637.482261 + Penalty 489.490544 = -4147.991716 nChanged 7 SP:Iteration 4F (3.140806 sec): 3 clusters Score: Raw -4642.644284 + Penalty 177.013920 = -4465.630363 nChanged 1 SP:Iteration 5Q (3.141185 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 SP:Iteration 6F (3.141570 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.142095 sec): 2 clusters Score: Raw -789.378605 + Penalty 356.742074 = -432.636531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.142353 sec): 3 clusters Score: Raw -816.186807 + Penalty 711.330230 = -104.856578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.142931 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.143235 sec): 3 clusters Score: Raw -1693.382432 + Penalty 250.204800 = -1443.177632 nChanged 10 SP:Iteration 1F (3.143541 sec): 3 clusters Score: Raw -1701.137020 + Penalty 252.059330 = -1449.077690 nChanged 4 SP:Iteration 2F (3.143843 sec): 3 clusters Score: Raw -1705.136308 + Penalty 249.175640 = -1455.960668 nChanged 4 SP:Iteration 3F (3.144129 sec): 3 clusters Score: Raw -1708.180334 + Penalty 242.064068 = -1466.116265 nChanged 5 SP:Iteration 4F (3.144411 sec): 3 clusters Score: Raw -1715.468599 + Penalty 226.870044 = -1488.598555 nChanged 7 SP:Iteration 5F (3.144692 sec): 3 clusters Score: Raw -1728.778761 + Penalty 124.791740 = -1603.987021 nChanged 1 SP:Iteration 6Q (3.144949 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 SP:Iteration 7F (3.145210 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.145785 sec): 2 clusters Score: Raw -1260.786705 + Penalty 226.440994 = -1034.345710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.146096 sec): 3 clusters Score: Raw -1258.325678 + Penalty 452.794156 = -805.531521 nChanged 3 SP:Iteration 1F (3.146399 sec): 3 clusters Score: Raw -1264.713047 + Penalty 453.887987 = -810.825060 nChanged 1 SP:Iteration 2Q (3.146697 sec): 3 clusters Score: Raw -1266.319446 + Penalty 453.887987 = -812.431459 nChanged 0 SP:Iteration 3F (3.146996 sec): 3 clusters Score: Raw -1266.319446 + Penalty 453.887987 = -812.431459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.147445 sec): 2 clusters Score: Raw -59.653320 + Penalty 61.952348 = 2.299028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.147653 sec): 3 clusters Score: Raw -54.713960 + Penalty 123.904695 = 69.190735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.148114 sec): 2 clusters Score: Raw -164.047441 + Penalty 109.841680 = -54.205761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.148331 sec): 3 clusters Score: Raw -165.546841 + Penalty 216.749970 = 51.203129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.149237 sec): 2 clusters Score: Raw -5191.857995 + Penalty 350.949998 = -4840.907997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.149747 sec): 3 clusters Score: Raw -5087.714115 + Penalty 713.747250 = -4373.966865 nChanged 45 SP:Iteration 1F (3.150248 sec): 3 clusters Score: Raw -5135.425105 + Penalty 724.315478 = -4411.109628 nChanged 12 SP:Iteration 2F (3.150757 sec): 3 clusters Score: Raw -5148.281909 + Penalty 731.035686 = -4417.246223 nChanged 8 SP:Iteration 3Q (3.151266 sec): 3 clusters Score: Raw -5157.812342 + Penalty 735.228920 = -4422.583422 nChanged 8 SP:Iteration 4Q (3.151757 sec): 3 clusters Score: Raw -5167.018053 + Penalty 755.191258 = -4411.826794 nChanged 9 SP:Iteration 5F (3.152266 sec): 3 clusters Score: Raw -5179.361419 + Penalty 785.347124 = -4394.014294 nChanged 5 SP:Iteration 6F (3.152787 sec): 3 clusters Score: Raw -5183.613509 + Penalty 814.890735 = -4368.722774 nChanged 2 SP:Iteration 7F (3.153310 sec): 3 clusters Score: Raw -5188.145385 + Penalty 852.275622 = -4335.869763 nChanged 3 SP:Iteration 8F (3.153831 sec): 3 clusters Score: Raw -5193.712848 + Penalty 879.845067 = -4313.867781 nChanged 2 SP:Iteration 9F (3.154351 sec): 3 clusters Score: Raw -5199.328835 + Penalty 879.845067 = -4319.483768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.154827 sec): 2 clusters Score: Raw -345.220624 + Penalty 250.965262 = -94.255362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.155058 sec): 3 clusters Score: Raw -351.017194 + Penalty 511.247697 = 160.230503 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 (3.155513 sec): 2 clusters Score: Raw -109.294335 + Penalty 111.994003 = 2.699668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.155724 sec): 3 clusters Score: Raw -100.067610 + Penalty 240.196826 = 140.129215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.156235 sec): 2 clusters Score: Raw -873.726100 + Penalty 353.610510 = -520.115590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.156489 sec): 3 clusters Score: Raw -891.977848 + Penalty 707.221019 = -184.756828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.157002 sec): 2 clusters Score: Raw -797.248449 + Penalty 243.326696 = -553.921754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.157264 sec): 3 clusters Score: Raw -797.759050 + Penalty 493.812811 = -303.946239 nChanged 2 SP:Iteration 1F (3.157522 sec): 3 clusters Score: Raw -800.889417 + Penalty 501.812788 = -299.076629 nChanged 1 SP:Iteration 2F (3.157778 sec): 3 clusters Score: Raw -802.326930 + Penalty 513.645083 = -288.681846 nChanged 2 SP:Iteration 3F (3.158033 sec): 3 clusters Score: Raw -807.287914 + Penalty 522.082620 = -285.205295 nChanged 1 SP:Iteration 4F (3.158289 sec): 3 clusters Score: Raw -808.504733 + Penalty 522.082620 = -286.422113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.158760 sec): 2 clusters Score: Raw -335.235566 + Penalty 172.946908 = -162.288658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.158988 sec): 3 clusters Score: Raw -337.122392 + Penalty 350.511671 = 13.389279 nChanged 1 SP:Iteration 1F (3.159212 sec): 3 clusters Score: Raw -342.310470 + Penalty 350.511671 = 8.201201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.160077 sec): 2 clusters Score: Raw -4086.364617 + Penalty 173.282044 = -3913.082573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.160578 sec): 3 clusters Score: Raw -4007.875799 + Penalty 352.797462 = -3655.078338 nChanged 42 SP:Iteration 1F (3.161078 sec): 3 clusters Score: Raw -4040.202024 + Penalty 351.237302 = -3688.964722 nChanged 19 SP:Iteration 2F (3.161578 sec): 3 clusters Score: Raw -4057.922104 + Penalty 347.940376 = -3709.981727 nChanged 16 SP:Iteration 3F (3.162071 sec): 3 clusters Score: Raw -4078.872578 + Penalty 345.713450 = -3733.159127 nChanged 10 SP:Iteration 4F (3.162563 sec): 3 clusters Score: Raw -4084.130313 + Penalty 345.702089 = -3738.428223 nChanged 2 SP:Iteration 5Q (3.163042 sec): 3 clusters Score: Raw -4085.119491 + Penalty 346.015813 = -3739.103678 nChanged 4 SP:Iteration 6Q (3.163523 sec): 3 clusters Score: Raw -4086.676234 + Penalty 346.564089 = -3740.112145 nChanged 2 SP:Iteration 7Q (3.164002 sec): 3 clusters Score: Raw -4088.329289 + Penalty 347.083650 = -3741.245639 nChanged 2 SP:Iteration 8Q (3.164481 sec): 3 clusters Score: Raw -4089.065356 + Penalty 348.405222 = -3740.660134 nChanged 3 SP:Iteration 9F (3.164973 sec): 3 clusters Score: Raw -4089.972071 + Penalty 350.074980 = -3739.897091 nChanged 4 SP:Iteration 10F (3.165465 sec): 3 clusters Score: Raw -4093.122777 + Penalty 352.806259 = -3740.316518 nChanged 6 SP:Iteration 11Q (3.165945 sec): 3 clusters Score: Raw -4097.821374 + Penalty 356.528818 = -3741.292556 nChanged 3 SP:Iteration 12Q (3.166428 sec): 3 clusters Score: Raw -4100.100372 + Penalty 356.565352 = -3743.535021 nChanged 1 SP:Iteration 13Q (3.166909 sec): 3 clusters Score: Raw -4100.449127 + Penalty 357.407214 = -3743.041913 nChanged 1 SP:Iteration 14F (3.167401 sec): 3 clusters Score: Raw -4100.737617 + Penalty 359.574437 = -3741.163180 nChanged 2 SP:Iteration 15F (3.167891 sec): 3 clusters Score: Raw -4101.511744 + Penalty 362.401871 = -3739.109873 nChanged 2 SP:Iteration 16F (3.168382 sec): 3 clusters Score: Raw -4102.404238 + Penalty 363.503957 = -3738.900281 nChanged 1 SP:Iteration 17F (3.168873 sec): 3 clusters Score: Raw -4102.633070 + Penalty 365.648813 = -3736.984258 nChanged 1 SP:Iteration 18F (3.169364 sec): 3 clusters Score: Raw -4102.795575 + Penalty 365.131425 = -3737.664150 nChanged 1 SP:Iteration 19Q (3.169846 sec): 3 clusters Score: Raw -4103.305101 + Penalty 369.383771 = -3733.921329 nChanged 3 SP:Iteration 20F (3.170337 sec): 3 clusters Score: Raw -4105.708413 + Penalty 371.020965 = -3734.687448 nChanged 2 SP:Iteration 21Q (3.170814 sec): 3 clusters Score: Raw -4107.805422 + Penalty 372.890935 = -3734.914487 nChanged 2 SP:Iteration 22Q (3.171288 sec): 3 clusters Score: Raw -4109.124324 + Penalty 374.467317 = -3734.657007 nChanged 1 SP:Iteration 23F (3.171779 sec): 3 clusters Score: Raw -4109.342271 + Penalty 374.467317 = -3734.874954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172239 sec): 2 clusters Score: Raw -129.690209 + Penalty 103.446969 = -26.243239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.172450 sec): 3 clusters Score: Raw -126.624065 + Penalty 192.531871 = 65.907806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172909 sec): 2 clusters Score: Raw -158.677402 + Penalty 117.961635 = -40.715766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.173134 sec): 3 clusters Score: Raw -153.734729 + Penalty 238.687825 = 84.953097 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 (3.173645 sec): 2 clusters Score: Raw -473.363408 + Penalty 249.715054 = -223.648354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.173890 sec): 3 clusters Score: Raw -515.558429 + Penalty 499.430108 = -16.128322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.174345 sec): 2 clusters Score: Raw -120.060923 + Penalty 80.099569 = -39.961354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.174560 sec): 3 clusters Score: Raw -120.479980 + Penalty 160.199138 = 39.719159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.175004 sec): 2 clusters Score: Raw -30.140890 + Penalty 0.000000 = -30.140890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.175194 sec): 2 clusters Score: Raw -30.140890 + Penalty 0.000000 = -30.140890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.175657 sec): 2 clusters Score: Raw -230.623211 + Penalty 171.970835 = -58.652376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.175879 sec): 3 clusters Score: Raw -228.696332 + Penalty 343.720017 = 115.023685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.176340 sec): 2 clusters Score: Raw -157.111845 + Penalty 133.560353 = -23.551493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.176557 sec): 3 clusters Score: Raw -155.498458 + Penalty 269.909876 = 114.411418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177000 sec): 2 clusters Score: Raw -29.751105 + Penalty 0.000000 = -29.751105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.177189 sec): 2 clusters Score: Raw -29.751105 + Penalty 0.000000 = -29.751105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177642 sec): 2 clusters Score: Raw -134.931863 + Penalty 112.063761 = -22.868101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.177853 sec): 3 clusters Score: Raw -128.121350 + Penalty 112.063761 = -16.057589 nChanged 1 SP:Iteration 1F (3.178047 sec): 2 clusters Score: Raw -134.931863 + Penalty 112.063761 = -22.868101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.178499 sec): 2 clusters Score: Raw -133.082662 + Penalty 133.125700 = 0.043039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.178714 sec): 3 clusters Score: Raw -128.964112 + Penalty 266.251401 = 137.287289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.179156 sec): 2 clusters Score: Raw -28.900293 + Penalty 0.000000 = -28.900293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.179347 sec): 2 clusters Score: Raw -28.900293 + Penalty 0.000000 = -28.900293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.179810 sec): 2 clusters Score: Raw -199.047384 + Penalty 172.702459 = -26.344926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.180027 sec): 3 clusters Score: Raw -204.357205 + Penalty 315.243048 = 110.885843 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 (3.180493 sec): 2 clusters Score: Raw -62.752869 + Penalty 51.678968 = -11.073901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.180688 sec): 2 clusters Score: Raw -62.752869 + Penalty 51.678968 = -11.073901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.181140 sec): 2 clusters Score: Raw -141.715361 + Penalty 128.003742 = -13.711619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.181353 sec): 3 clusters Score: Raw -132.073224 + Penalty 256.007483 = 123.934259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.181815 sec): 2 clusters Score: Raw -172.107651 + Penalty 139.060678 = -33.046973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.182033 sec): 3 clusters Score: Raw -176.964411 + Penalty 286.049661 = 109.085250 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 (3.182490 sec): 2 clusters Score: Raw -184.169458 + Penalty 156.624846 = -27.544612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.182708 sec): 3 clusters Score: Raw -182.631578 + Penalty 331.822509 = 149.190932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.183154 sec): 2 clusters Score: Raw -56.824495 + Penalty 37.841985 = -18.982510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.183348 sec): 2 clusters Score: Raw -56.824495 + Penalty 37.841985 = -18.982510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.183811 sec): 2 clusters Score: Raw -235.076424 + Penalty 198.536856 = -36.539568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.184036 sec): 3 clusters Score: Raw -252.251645 + Penalty 401.113149 = 148.861504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.184483 sec): 2 clusters Score: Raw -63.192463 + Penalty 48.897894 = -14.294569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.184692 sec): 3 clusters Score: Raw -56.658440 + Penalty 97.795788 = 41.137347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.185153 sec): 2 clusters Score: Raw -206.424393 + Penalty 168.812006 = -37.612386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.185377 sec): 3 clusters Score: Raw -212.713319 + Penalty 322.944682 = 110.231363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.185820 sec): 2 clusters Score: Raw -30.351253 + Penalty 0.000000 = -30.351253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.186017 sec): 2 clusters Score: Raw -30.351253 + Penalty 0.000000 = -30.351253 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 (3.186459 sec): 2 clusters Score: Raw -28.652978 + Penalty 0.000000 = -28.652978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.186649 sec): 2 clusters Score: Raw -28.652978 + Penalty 0.000000 = -28.652978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.187138 sec): 2 clusters Score: Raw -290.299029 + Penalty 143.394481 = -146.904548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.187370 sec): 3 clusters Score: Raw -304.535163 + Penalty 274.744141 = -29.791022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.187841 sec): 2 clusters Score: Raw -347.612313 + Penalty 249.772314 = -97.839999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.188069 sec): 3 clusters Score: Raw -363.833395 + Penalty 499.544629 = 135.711234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.188532 sec): 2 clusters Score: Raw -224.591149 + Penalty 147.533660 = -77.057488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.188755 sec): 3 clusters Score: Raw -231.505067 + Penalty 291.141182 = 59.636114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.189202 sec): 2 clusters Score: Raw -62.674779 + Penalty 51.743645 = -10.931135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.189396 sec): 2 clusters Score: Raw -62.674779 + Penalty 51.743645 = -10.931135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.189841 sec): 2 clusters Score: Raw -61.442647 + Penalty 55.564004 = -5.878643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.190048 sec): 3 clusters Score: Raw -54.972248 + Penalty 111.128007 = 56.155759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.190492 sec): 2 clusters Score: Raw -29.740376 + Penalty 0.000000 = -29.740376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.190683 sec): 2 clusters Score: Raw -29.740376 + Penalty 0.000000 = -29.740376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191123 sec): 2 clusters Score: Raw -30.960619 + Penalty 0.000000 = -30.960619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.191314 sec): 2 clusters Score: Raw -30.960619 + Penalty 0.000000 = -30.960619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191769 sec): 2 clusters Score: Raw -153.703070 + Penalty 98.005748 = -55.697322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.191983 sec): 3 clusters Score: Raw -151.719560 + Penalty 189.518030 = 37.798469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.192420 sec): 2 clusters Score: Raw -28.305785 + Penalty 0.000000 = -28.305785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.192608 sec): 2 clusters Score: Raw -28.305785 + Penalty 0.000000 = -28.305785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.193055 sec): 2 clusters Score: Raw -63.181586 + Penalty 62.085798 = -1.095788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193249 sec): 2 clusters Score: Raw -63.181586 + Penalty 62.085798 = -1.095788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.193716 sec): 2 clusters Score: Raw -102.318388 + Penalty 94.496996 = -7.821393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193913 sec): 2 clusters Score: Raw -102.318388 + Penalty 94.496996 = -7.821393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.194362 sec): 2 clusters Score: Raw -62.150286 + Penalty 67.831858 = 5.681573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.194555 sec): 2 clusters Score: Raw -62.150286 + Penalty 67.831858 = 5.681573 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 (3.195001 sec): 2 clusters Score: Raw -64.324964 + Penalty 58.394848 = -5.930116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.195210 sec): 3 clusters Score: Raw -57.819793 + Penalty 116.789697 = 58.969904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.195667 sec): 2 clusters Score: Raw -158.399767 + Penalty 119.571628 = -38.828138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.195884 sec): 3 clusters Score: Raw -153.232831 + Penalty 241.881437 = 88.648606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.196336 sec): 2 clusters Score: Raw -62.838206 + Penalty 49.418688 = -13.419519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.196540 sec): 3 clusters Score: Raw -56.535965 + Penalty 98.837375 = 42.301410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.196987 sec): 2 clusters Score: Raw -61.262714 + Penalty 62.238555 = 0.975841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.197182 sec): 2 clusters Score: Raw -61.262714 + Penalty 62.238555 = 0.975841 nChanged 0 Deleting Class 70 (1 points): Lose 10.969410 but Gain 1039.695444 Iteration 20F (3.579205 sec): 61 clusters Score: Raw -335321.036425 + Penalty 41893.232789 = -293427.803636 nChanged 9 Deleting Class 42 (1 points): Lose 6.569090 but Gain 990.140319 Iteration 21Q (3.616486 sec): 60 clusters Score: Raw -335320.228980 + Penalty 40906.045539 = -294414.183441 nChanged 9 Deleting Class 64 (10 points): Lose 50.253938 but Gain 1028.628512 Iteration 22Q (3.653821 sec): 59 clusters Score: Raw -335277.997923 + Penalty 39914.541673 = -295363.456250 nChanged 17 Deleting Class 69 (1 points): Lose 4.030432 but Gain 973.746210 Iteration 23Q (3.691254 sec): 58 clusters Score: Raw -335313.836744 + Penalty 38976.482155 = -296337.354590 nChanged 10 Deleting Class 18 (10 points): Lose 90.267619 but Gain 1033.541388 Iteration 24Q (3.728400 sec): 57 clusters Score: Raw -335231.835134 + Penalty 39544.875906 = -295686.959228 nChanged 19 Deleting Class 19 (3 points): Lose 25.459838 but Gain 966.674506 Iteration 25F (4.076357 sec): 56 clusters Score: Raw -335242.497441 + Penalty 38585.083029 = -296657.414412 nChanged 15 Deleting Class 21 (25 points): Lose 128.699866 but Gain 1069.477677 Iteration 26Q (4.112904 sec): 55 clusters Score: Raw -335127.962749 + Penalty 37543.194193 = -297584.768557 nChanged 32 Deleting Class 12 (28 points): Lose 157.961557 but Gain 1078.636673 Iteration 27Q (4.150703 sec): 54 clusters Score: Raw -335041.982468 + Penalty 35933.856931 = -299108.125537 nChanged 43 Deleting Class 89 (3 points): Lose 32.794948 but Gain 970.443849 Iteration 28Q (4.188455 sec): 52 clusters Score: Raw -335124.444552 + Penalty 34982.551716 = -300141.892837 nChanged 20 Deleting Class 60 (1 points): Lose 9.595768 but Gain 929.272463 Iteration 29Q (4.224505 sec): 51 clusters Score: Raw -335138.017225 + Penalty 34055.064969 = -301082.952256 nChanged 15 Deleting Class 80 (2 points): Lose 10.781820 but Gain 927.979118 Iteration 30F (4.529879 sec): 50 clusters Score: Raw -335136.118242 + Penalty 33146.116623 = -301990.001620 nChanged 17 Deleting Class 47 (1 points): Lose 5.384503 but Gain 890.755640 Iteration 31Q (4.566564 sec): 49 clusters Score: Raw -335139.814450 + Penalty 32271.420531 = -302868.393919 nChanged 17 Deleting Class 45 (4 points): Lose 26.553409 but Gain 910.618350 Iteration 32Q (4.604362 sec): 48 clusters Score: Raw -335122.224126 + Penalty 31368.092205 = -303754.131921 nChanged 11 Deleting Class 57 (8 points): Lose 29.165637 but Gain 905.366402 Iteration 33Q (4.640841 sec): 47 clusters Score: Raw -335103.244500 + Penalty 30486.268405 = -304616.976095 nChanged 14 Deleting Class 37 (1 points): Lose 0.719902 but Gain 864.169377 Iteration 34Q (4.676451 sec): 46 clusters Score: Raw -335115.961130 + Penalty 29626.018473 = -305489.942657 nChanged 6 Deleting Class 49 (6 points): Lose 57.567363 but Gain 914.005398 Iteration 35Q (4.712484 sec): 45 clusters Score: Raw -335061.806940 + Penalty 28727.218029 = -306334.588910 nChanged 11 Deleting Class 51 (4 points): Lose 19.567489 but Gain 875.582669 Iteration 36Q (4.748169 sec): 44 clusters Score: Raw -335058.843125 + Penalty 27869.873665 = -307188.969460 nChanged 13 Deleting Class 15 (2 points): Lose 6.655245 but Gain 847.544005 Iteration 37Q (4.784009 sec): 43 clusters Score: Raw -335056.395430 + Penalty 27027.020515 = -308029.374916 nChanged 9 Deleting Class 76 (2 points): Lose 27.645747 but Gain 849.369681 Iteration 38Q (4.819363 sec): 42 clusters Score: Raw -335033.205248 + Penalty 26204.894772 = -308828.310476 nChanged 8 Deleting Class 38 (9 points): Lose 48.606995 but Gain 845.889351 Iteration 39Q (4.855392 sec): 41 clusters Score: Raw -334996.417786 + Penalty 25383.920895 = -309612.496892 nChanged 15 Deleting Class 78 (3 points): Lose 20.214490 but Gain 815.649356 Iteration 40F (5.106422 sec): 40 clusters Score: Raw -334997.955104 + Penalty 24573.320678 = -310424.634426 nChanged 9 Deleting Class 55 (6 points): Lose 38.152415 but Gain 828.916718 Iteration 41Q (5.141049 sec): 39 clusters Score: Raw -334965.526096 + Penalty 23779.960133 = -311185.565963 nChanged 14 Deleting Class 82 (2 points): Lose 14.271471 but Gain 798.875355 Iteration 42Q (5.176141 sec): 38 clusters Score: Raw -334969.738728 + Penalty 23007.361087 = -311962.377641 nChanged 12 Deleting Class 59 (7 points): Lose 53.365270 but Gain 822.641278 Iteration 43Q (5.210539 sec): 37 clusters Score: Raw -334922.203731 + Penalty 22232.818821 = -312689.384910 nChanged 19 Deleting Class 22 (29 points): Lose 106.278685 but Gain 862.941052 Iteration 44Q (5.244199 sec): 36 clusters Score: Raw -334839.341356 + Penalty 21449.462926 = -313389.878430 nChanged 36 Deleting Class 43 (4 points): Lose 17.294084 but Gain 766.548586 Iteration 45Q (5.278173 sec): 35 clusters Score: Raw -334880.578680 + Penalty 20693.927945 = -314186.650735 nChanged 21 Deleting Class 67 (2 points): Lose 12.951564 but Gain 760.147757 Iteration 46Q (5.312301 sec): 34 clusters Score: Raw -334889.046637 + Penalty 19970.506229 = -314918.540407 nChanged 19 Deleting Class 39 (5 points): Lose 45.581789 but Gain 786.924883 Iteration 47Q (5.345206 sec): 33 clusters Score: Raw -334866.542761 + Penalty 19205.960503 = -315660.582258 nChanged 23 Deleting Class 33 (21 points): Lose 93.879241 but Gain 827.673327 Iteration 48Q (5.378001 sec): 32 clusters Score: Raw -334792.271342 + Penalty 18430.468076 = -316361.803266 nChanged 39 Deleting Class 73 (1 points): Lose 1.253383 but Gain 729.320342 Iteration 49Q (5.411523 sec): 31 clusters Score: Raw -334858.760733 + Penalty 17681.726590 = -317177.034143 nChanged 18 Deleting Class 83 (6 points): Lose 20.470465 but Gain 723.778281 Iteration 50F (5.603558 sec): 30 clusters Score: Raw -334848.682277 + Penalty 16962.321305 = -317886.360971 nChanged 19 Deleting Class 54 (6 points): Lose 35.880833 but Gain 735.960631 Iteration 51Q (5.635975 sec): 29 clusters Score: Raw -334827.913285 + Penalty 16227.930140 = -318599.983145 nChanged 20 Deleting Class 66 (2 points): Lose 10.110848 but Gain 707.883033 Iteration 52Q (5.668101 sec): 28 clusters Score: Raw -334837.099987 + Penalty 15524.923750 = -319312.176237 nChanged 11 Deleting Class 32 (6 points): Lose 16.251466 but Gain 708.566139 Iteration 53Q (5.699877 sec): 27 clusters Score: Raw -334826.382514 + Penalty 14825.168891 = -320001.213623 nChanged 12 Deleting Class 50 (2 points): Lose 18.307777 but Gain 706.998217 Iteration 54Q (5.731234 sec): 26 clusters Score: Raw -334817.250718 + Penalty 14122.547298 = -320694.703420 nChanged 8 Deleting Class 30 (4 points): Lose 25.982023 but Gain 707.607233 Iteration 55Q (5.762314 sec): 25 clusters Score: Raw -334797.963471 + Penalty 13415.300959 = -321382.662512 nChanged 6 Deleting Class 86 (2 points): Lose 3.169249 but Gain 676.076273 Iteration 56Q (5.794021 sec): 24 clusters Score: Raw -334806.006921 + Penalty 12740.823708 = -322065.183213 nChanged 5 Deleting Class 58 (2 points): Lose 14.936055 but Gain 668.951513 Iteration 57Q (5.824243 sec): 23 clusters Score: Raw -334794.705508 + Penalty 12075.798181 = -322718.907327 nChanged 8 Deleting Class 65 (9 points): Lose 41.540161 but Gain 671.727653 Iteration 58Q (5.854038 sec): 22 clusters Score: Raw -334759.127235 + Penalty 11411.349038 = -323347.778197 nChanged 16 Deleting Class 24 (18 points): Lose 45.910827 but Gain 658.766661 Iteration 59Q (5.884324 sec): 21 clusters Score: Raw -334738.389135 + Penalty 10744.316631 = -323994.072504 nChanged 24 Deleting Class 16 (7 points): Lose 33.971827 but Gain 601.592539 Iteration 60F (6.015009 sec): 20 clusters Score: Raw -334731.097910 + Penalty 10131.018069 = -324600.079841 nChanged 19 Deleting Class 71 (5 points): Lose 25.194797 but Gain 577.440539 Iteration 61Q (6.044697 sec): 19 clusters Score: Raw -334724.528960 + Penalty 9572.132447 = -325152.396513 nChanged 18 Deleting Class 35 (5 points): Lose 36.642805 but Gain 580.561707 Iteration 62Q (6.073650 sec): 18 clusters Score: Raw -334701.020175 + Penalty 8978.984035 = -325722.036141 nChanged 23 Deleting Class 56 (2 points): Lose 20.094857 but Gain 517.700271 Iteration 63Q (6.101987 sec): 17 clusters Score: Raw -334706.122794 + Penalty 6928.671988 = -327777.450806 nChanged 22 Deleting Class 62 (19 points): Lose 84.914616 but Gain 560.389747 Iteration 64Q (6.130316 sec): 16 clusters Score: Raw -334642.903162 + Penalty 6385.640252 = -328257.262910 nChanged 36 Deleting Class 7 (65 points): Lose 147.393628 but Gain 581.383967 Iteration 65Q (6.159665 sec): 15 clusters Score: Raw -334555.200904 + Penalty 5805.294444 = -328749.906460 nChanged 89 Deleting Class 6 (66 points): Lose 111.530541 but Gain 464.015056 Iteration 66Q (6.187903 sec): 14 clusters Score: Raw -334553.167232 + Penalty 5350.116797 = -329203.050435 nChanged 77 Deleting Class 14 (62 points): Lose 284.704707 but Gain 588.946865 Iteration 67Q (6.215387 sec): 13 clusters Score: Raw -334351.275157 + Penalty 4776.148680 = -329575.126477 nChanged 81 Deleting Class 13 (52 points): Lose 66.541257 but Gain 291.699910 Iteration 68Q (6.243030 sec): 12 clusters Score: Raw -334397.507628 + Penalty 4491.666757 = -329905.840870 nChanged 67 Deleting Class 8 (68 points): Lose 741.079176 but Gain 930.530630 Iteration 69Q (6.269950 sec): 11 clusters Score: Raw -333724.126125 + Penalty 5046.601984 = -328677.524141 nChanged 90 Deleting Class 9 (79 points): Lose 139.033610 but Gain 261.787872 Iteration 70F (6.342171 sec): 10 clusters Score: Raw -333862.926407 + Penalty 3403.246602 = -330459.679805 nChanged 120 Deleting Class 11 (149 points): Lose 234.669826 but Gain 341.587508 Iteration 71Q (6.369058 sec): 9 clusters Score: Raw -333877.547215 + Penalty 3078.566961 = -330798.980255 nChanged 184 Iteration 72Q (6.394504 sec): 9 clusters Score: Raw -334112.246033 + Penalty 3075.464722 = -331036.781312 nChanged 31 Iteration 73Q (6.419311 sec): 9 clusters Score: Raw -334152.165909 + Penalty 3083.725765 = -331068.440144 nChanged 13 Iteration 74Q (6.444224 sec): 9 clusters Score: Raw -334166.530738 + Penalty 3086.429538 = -331080.101200 nChanged 6 Iteration 75Q (6.469594 sec): 9 clusters Score: Raw -334170.533825 + Penalty 3087.322366 = -331083.211459 nChanged 2 Iteration 76Q (6.494506 sec): 9 clusters Score: Raw -334170.458871 + Penalty 3087.322366 = -331083.136505 nChanged 0 Iteration 77F (6.556380 sec): 9 clusters Score: Raw -334175.589922 + Penalty 3087.612528 = -331087.977394 nChanged 3 Iteration 78Q (6.581688 sec): 9 clusters Score: Raw -334181.062746 + Penalty 3088.479080 = -331092.583666 nChanged 4 Iteration 79Q (6.606599 sec): 9 clusters Score: Raw -334183.770334 + Penalty 3085.778833 = -331097.991501 nChanged 1 Iteration 80F (6.668174 sec): 9 clusters Score: Raw -334184.964234 + Penalty 3085.778833 = -331099.185401 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 -334184.964234 + Penalty 3085.778833 = -331099.185401Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.708956 sec): 2 clusters Score: Raw -145293.261367 + Penalty 323.970320 = -144969.291047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.716552 sec): 3 clusters Score: Raw -142751.856674 + Penalty 648.211056 = -142103.645619 nChanged 1841 SP:Iteration 1F (6.724204 sec): 3 clusters Score: Raw -143797.611330 + Penalty 648.625851 = -143148.985479 nChanged 314 SP:Iteration 2F (6.731923 sec): 3 clusters Score: Raw -143963.112205 + Penalty 649.259485 = -143313.852721 nChanged 287 SP:Iteration 3F (6.739735 sec): 3 clusters Score: Raw -144105.087546 + Penalty 650.139305 = -143454.948241 nChanged 267 SP:Iteration 4F (6.747379 sec): 3 clusters Score: Raw -144219.205223 + Penalty 651.258960 = -143567.946263 nChanged 229 SP:Iteration 5F (6.754821 sec): 3 clusters Score: Raw -144322.434459 + Penalty 652.825794 = -143669.608665 nChanged 180 SP:Iteration 6Q (6.762395 sec): 3 clusters Score: Raw -144413.030052 + Penalty 654.329550 = -143758.700502 nChanged 190 SP:Iteration 7Q (6.769898 sec): 3 clusters Score: Raw -144506.563699 + Penalty 655.269737 = -143851.293962 nChanged 147 SP:Iteration 8Q (6.777376 sec): 3 clusters Score: Raw -144573.700267 + Penalty 657.336562 = -143916.363705 nChanged 126 SP:Iteration 9Q (6.784701 sec): 3 clusters Score: Raw -144622.286285 + Penalty 657.893053 = -143964.393233 nChanged 102 SP:Iteration 10F (6.792137 sec): 3 clusters Score: Raw -144662.056216 + Penalty 660.747717 = -144001.308499 nChanged 104 SP:Iteration 11Q (6.799683 sec): 3 clusters Score: Raw -144702.045792 + Penalty 662.904177 = -144039.141614 nChanged 129 SP:Iteration 12Q (6.807164 sec): 3 clusters Score: Raw -144754.801726 + Penalty 664.791994 = -144090.009732 nChanged 125 SP:Iteration 13Q (6.814405 sec): 3 clusters Score: Raw -144808.322394 + Penalty 666.677502 = -144141.644892 nChanged 128 SP:Iteration 14Q (6.821543 sec): 3 clusters Score: Raw -144873.470017 + Penalty 670.997238 = -144202.472779 nChanged 124 SP:Iteration 15Q (6.828527 sec): 3 clusters Score: Raw -144935.998009 + Penalty 677.875342 = -144258.122667 nChanged 116 SP:Iteration 16Q (6.835684 sec): 3 clusters Score: Raw -144997.511836 + Penalty 684.281278 = -144313.230558 nChanged 110 SP:Iteration 17Q (6.843025 sec): 3 clusters Score: Raw -145050.508452 + Penalty 692.864485 = -144357.643967 nChanged 94 SP:Iteration 18Q (6.849843 sec): 3 clusters Score: Raw -145094.488500 + Penalty 704.503955 = -144389.984545 nChanged 94 SP:Iteration 19Q (6.856527 sec): 3 clusters Score: Raw -145138.782762 + Penalty 712.862459 = -144425.920303 nChanged 81 SP:Iteration 20F (6.863912 sec): 3 clusters Score: Raw -145183.431777 + Penalty 727.354116 = -144456.077660 nChanged 85 SP:Iteration 21Q (6.870400 sec): 3 clusters Score: Raw -145244.969642 + Penalty 746.986703 = -144497.982939 nChanged 53 SP:Iteration 22Q (6.876585 sec): 3 clusters Score: Raw -145276.169703 + Penalty 777.088539 = -144499.081164 nChanged 24 SP:Iteration 23Q (6.882513 sec): 3 clusters Score: Raw -145286.087285 + Penalty 852.089419 = -144433.997866 nChanged 17 SP:Iteration 24F (6.889957 sec): 3 clusters Score: Raw -145299.333363 + Penalty 877.954694 = -144421.378669 nChanged 9 SP:Iteration 25F (6.897446 sec): 3 clusters Score: Raw -145302.303369 + Penalty 879.830894 = -144422.472476 nChanged 2 SP:Iteration 26Q (6.903228 sec): 3 clusters Score: Raw -145304.550380 + Penalty 879.830894 = -144424.719486 nChanged 0 SP:Iteration 27F (6.910597 sec): 3 clusters Score: Raw -145304.550380 + Penalty 879.830894 = -144424.719486 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932517 sec): 2 clusters Score: Raw -108408.035439 + Penalty 100.176497 = -108307.858942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941398 sec): 3 clusters Score: Raw -105432.127427 + Penalty 210.443285 = -105221.684143 nChanged 2146 SP:Iteration 1F (6.949675 sec): 3 clusters Score: Raw -107304.302636 + Penalty 209.247929 = -107095.054707 nChanged 444 SP:Iteration 2F (6.958022 sec): 3 clusters Score: Raw -107682.354729 + Penalty 207.972437 = -107474.382292 nChanged 210 SP:Iteration 3Q (6.966219 sec): 3 clusters Score: Raw -107800.541314 + Penalty 208.955402 = -107591.585911 nChanged 120 SP:Iteration 4Q (6.974222 sec): 3 clusters Score: Raw -107852.426404 + Penalty 210.675400 = -107641.751004 nChanged 94 SP:Iteration 5Q (6.982231 sec): 3 clusters Score: Raw -107887.538630 + Penalty 213.224913 = -107674.313718 nChanged 84 SP:Iteration 6Q (6.990091 sec): 3 clusters Score: Raw -107916.138076 + Penalty 217.297807 = -107698.840268 nChanged 92 SP:Iteration 7Q (6.997949 sec): 3 clusters Score: Raw -107958.989008 + Penalty 221.153557 = -107737.835451 nChanged 108 SP:Iteration 8Q (7.005738 sec): 3 clusters Score: Raw -108016.945229 + Penalty 226.836209 = -107790.109020 nChanged 134 SP:Iteration 9Q (7.013453 sec): 3 clusters Score: Raw -108097.823701 + Penalty 237.756780 = -107860.066921 nChanged 139 SP:Iteration 10F (7.021659 sec): 3 clusters Score: Raw -108207.401503 + Penalty 246.520160 = -107960.881344 nChanged 102 SP:Iteration 11Q (7.029217 sec): 3 clusters Score: Raw -108333.102407 + Penalty 250.318297 = -108082.784110 nChanged 74 SP:Iteration 12Q (7.036547 sec): 3 clusters Score: Raw -108442.871473 + Penalty 251.866975 = -108191.004498 nChanged 40 SP:Iteration 13Q (7.044033 sec): 3 clusters Score: Raw -108475.597400 + Penalty 252.585036 = -108223.012363 nChanged 33 SP:Iteration 14Q (7.051046 sec): 3 clusters Score: Raw -108491.573903 + Penalty 248.125852 = -108243.448050 nChanged 22 SP:Iteration 15Q (7.057936 sec): 3 clusters Score: Raw -108500.554906 + Penalty 244.760945 = -108255.793961 nChanged 15 SP:Iteration 16Q (7.064808 sec): 3 clusters Score: Raw -108506.051749 + Penalty 243.731428 = -108262.320321 nChanged 10 SP:Iteration 17Q (7.071639 sec): 3 clusters Score: Raw -108507.688966 + Penalty 243.892924 = -108263.796041 nChanged 9 SP:Iteration 18Q (7.078641 sec): 3 clusters Score: Raw -108508.868170 + Penalty 244.870769 = -108263.997401 nChanged 6 SP:Iteration 19Q (7.085650 sec): 3 clusters Score: Raw -108509.328835 + Penalty 245.576477 = -108263.752358 nChanged 5 SP:Iteration 20F (7.093958 sec): 3 clusters Score: Raw -108509.587694 + Penalty 246.058928 = -108263.528767 nChanged 3 SP:Iteration 21F (7.102367 sec): 3 clusters Score: Raw -108509.660668 + Penalty 246.058928 = -108263.601741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.106165 sec): 2 clusters Score: Raw -4737.636954 + Penalty 434.998787 = -4302.638167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.106737 sec): 3 clusters Score: Raw -4670.612001 + Penalty 869.946042 = -3800.665958 nChanged 46 SP:Iteration 1F (7.107298 sec): 3 clusters Score: Raw -4710.928979 + Penalty 871.148173 = -3839.780805 nChanged 13 SP:Iteration 2F (7.107860 sec): 3 clusters Score: Raw -4731.287573 + Penalty 873.730650 = -3857.556923 nChanged 11 SP:Iteration 3F (7.108448 sec): 3 clusters Score: Raw -4739.743270 + Penalty 874.896604 = -3864.846666 nChanged 3 SP:Iteration 4Q (7.108996 sec): 3 clusters Score: Raw -4741.361034 + Penalty 876.167432 = -3865.193603 nChanged 3 SP:Iteration 5Q (7.109543 sec): 3 clusters Score: Raw -4743.713560 + Penalty 876.947762 = -3866.765798 nChanged 4 SP:Iteration 6Q (7.110090 sec): 3 clusters Score: Raw -4745.762198 + Penalty 879.523996 = -3866.238201 nChanged 4 SP:Iteration 7F (7.110650 sec): 3 clusters Score: Raw -4749.489205 + Penalty 881.795802 = -3867.693402 nChanged 4 SP:Iteration 8Q (7.111196 sec): 3 clusters Score: Raw -4753.800609 + Penalty 888.001463 = -3865.799147 nChanged 8 SP:Iteration 9F (7.111751 sec): 3 clusters Score: Raw -4763.259454 + Penalty 891.740454 = -3871.518999 nChanged 4 SP:Iteration 10F (7.112305 sec): 3 clusters Score: Raw -4767.657398 + Penalty 896.900979 = -3870.756419 nChanged 2 SP:Iteration 11F (7.112861 sec): 3 clusters Score: Raw -4769.738501 + Penalty 900.882548 = -3868.855954 nChanged 3 SP:Iteration 12F (7.113417 sec): 3 clusters Score: Raw -4773.278606 + Penalty 902.101654 = -3871.176952 nChanged 6 SP:Iteration 13Q (7.113955 sec): 3 clusters Score: Raw -4781.004193 + Penalty 905.556983 = -3875.447210 nChanged 5 SP:Iteration 14Q (7.114488 sec): 3 clusters Score: Raw -4784.882795 + Penalty 902.320371 = -3882.562424 nChanged 2 SP:Iteration 15Q (7.115019 sec): 3 clusters Score: Raw -4787.167926 + Penalty 902.475335 = -3884.692590 nChanged 2 SP:Iteration 16Q (7.115551 sec): 3 clusters Score: Raw -4788.764771 + Penalty 904.423826 = -3884.340945 nChanged 2 SP:Iteration 17F (7.116105 sec): 3 clusters Score: Raw -4790.829460 + Penalty 899.760538 = -3891.068922 nChanged 4 SP:Iteration 18Q (7.116635 sec): 3 clusters Score: Raw -4795.505015 + Penalty 899.760538 = -3895.744477 nChanged 0 SP:Iteration 19F (7.117189 sec): 3 clusters Score: Raw -4795.505015 + Penalty 899.760538 = -3895.744477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.126646 sec): 2 clusters Score: Raw -44806.443452 + Penalty 157.206755 = -44649.236696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.130154 sec): 3 clusters Score: Raw -43624.116736 + Penalty 343.475162 = -43280.641574 nChanged 851 SP:Iteration 1F (7.133532 sec): 3 clusters Score: Raw -44299.697314 + Penalty 380.192686 = -43919.504628 nChanged 259 SP:Iteration 2F (7.136892 sec): 3 clusters Score: Raw -44542.748157 + Penalty 397.111073 = -44145.637084 nChanged 110 SP:Iteration 3F (7.140289 sec): 3 clusters Score: Raw -44645.747651 + Penalty 406.647827 = -44239.099824 nChanged 81 SP:Iteration 4Q (7.143628 sec): 3 clusters Score: Raw -44720.011531 + Penalty 403.365139 = -44316.646392 nChanged 49 SP:Iteration 5Q (7.146982 sec): 3 clusters Score: Raw -44762.466223 + Penalty 390.791597 = -44371.674626 nChanged 30 SP:Iteration 6Q (7.150013 sec): 3 clusters Score: Raw -44787.518161 + Penalty 394.366488 = -44393.151673 nChanged 19 SP:Iteration 7Q (7.153041 sec): 3 clusters Score: Raw -44802.640293 + Penalty 441.816454 = -44360.823839 nChanged 14 SP:Iteration 8F (7.156537 sec): 3 clusters Score: Raw -44814.194138 + Penalty 455.758460 = -44358.435677 nChanged 6 SP:Iteration 9F (7.160011 sec): 3 clusters Score: Raw -44817.665018 + Penalty 453.646478 = -44364.018540 nChanged 2 SP:Iteration 10F (7.163473 sec): 3 clusters Score: Raw -44819.361505 + Penalty 453.646478 = -44365.715027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.169790 sec): 2 clusters Score: Raw -20701.556186 + Penalty 62.691470 = -20638.864715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.171507 sec): 3 clusters Score: Raw -20150.961559 + Penalty 126.621478 = -20024.340080 nChanged 411 SP:Iteration 1F (7.173275 sec): 3 clusters Score: Raw -20618.037223 + Penalty 129.141925 = -20488.895298 nChanged 73 SP:Iteration 2F (7.175113 sec): 3 clusters Score: Raw -20682.070154 + Penalty 131.253556 = -20550.816598 nChanged 49 SP:Iteration 3F (7.176912 sec): 3 clusters Score: Raw -20711.078266 + Penalty 132.278099 = -20578.800167 nChanged 24 SP:Iteration 4Q (7.178510 sec): 3 clusters Score: Raw -20723.349394 + Penalty 133.092058 = -20590.257336 nChanged 15 SP:Iteration 5Q (7.180055 sec): 3 clusters Score: Raw -20729.055120 + Penalty 134.353178 = -20594.701943 nChanged 11 SP:Iteration 6Q (7.181600 sec): 3 clusters Score: Raw -20734.785412 + Penalty 134.965238 = -20599.820174 nChanged 9 SP:Iteration 7Q (7.183137 sec): 3 clusters Score: Raw -20736.597131 + Penalty 135.774381 = -20600.822751 nChanged 7 SP:Iteration 8Q (7.184718 sec): 3 clusters Score: Raw -20738.839088 + Penalty 136.742345 = -20602.096743 nChanged 9 SP:Iteration 9Q (7.186282 sec): 3 clusters Score: Raw -20743.064739 + Penalty 138.089467 = -20604.975272 nChanged 16 SP:Iteration 10F (7.187954 sec): 3 clusters Score: Raw -20753.215665 + Penalty 139.744706 = -20613.470959 nChanged 11 SP:Iteration 11Q (7.189498 sec): 3 clusters Score: Raw -20758.817529 + Penalty 141.594657 = -20617.222871 nChanged 11 SP:Iteration 12Q (7.191045 sec): 3 clusters Score: Raw -20763.960369 + Penalty 142.901165 = -20621.059204 nChanged 9 SP:Iteration 13Q (7.192630 sec): 3 clusters Score: Raw -20766.883880 + Penalty 144.775271 = -20622.108609 nChanged 12 SP:Iteration 14Q (7.194198 sec): 3 clusters Score: Raw -20771.449956 + Penalty 147.358355 = -20624.091601 nChanged 13 SP:Iteration 15Q (7.195747 sec): 3 clusters Score: Raw -20776.154591 + Penalty 149.917232 = -20626.237359 nChanged 11 SP:Iteration 16Q (7.197276 sec): 3 clusters Score: Raw -20783.948077 + Penalty 152.249423 = -20631.698654 nChanged 14 SP:Iteration 17Q (7.198829 sec): 3 clusters Score: Raw -20792.534014 + Penalty 154.497171 = -20638.036843 nChanged 11 SP:Iteration 18Q (7.200357 sec): 3 clusters Score: Raw -20798.288949 + Penalty 155.751695 = -20642.537254 nChanged 7 SP:Iteration 19Q (7.201863 sec): 3 clusters Score: Raw -20800.153361 + Penalty 155.593842 = -20644.559520 nChanged 2 SP:Iteration 20F (7.203551 sec): 3 clusters Score: Raw -20800.438345 + Penalty 155.770438 = -20644.667906 nChanged 1 SP:Iteration 21Q (7.205032 sec): 3 clusters Score: Raw -20800.500187 + Penalty 155.772729 = -20644.727458 nChanged 2 SP:Iteration 22Q (7.206550 sec): 3 clusters Score: Raw -20800.686196 + Penalty 155.911542 = -20644.774655 nChanged 1 SP:Iteration 23Q (7.208046 sec): 3 clusters Score: Raw -20800.715737 + Penalty 156.258702 = -20644.457035 nChanged 1 SP:Iteration 24F (7.209725 sec): 3 clusters Score: Raw -20800.746699 + Penalty 156.258702 = -20644.487997 nChanged 0 Score: Raw -343557.504728 + Penalty 3216.733495 = -340340.771233 Splitting cluster 5 changes total score from -331099.185401 to -340340.771233 So it's getting split into cluster 6. Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.282668 sec): 2 clusters Score: Raw -28233.779833 + Penalty 228.331121 = -28005.448713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.284669 sec): 3 clusters Score: Raw -27602.009001 + Penalty 459.897347 = -27142.111654 nChanged 442 SP:Iteration 1F (7.286625 sec): 3 clusters Score: Raw -27859.554245 + Penalty 469.538951 = -27390.015294 nChanged 154 SP:Iteration 2F (7.288584 sec): 3 clusters Score: Raw -27990.334253 + Penalty 478.880678 = -27511.453574 nChanged 99 SP:Iteration 3F (7.290535 sec): 3 clusters Score: Raw -28071.520890 + Penalty 488.598388 = -27582.922503 nChanged 73 SP:Iteration 4F (7.292489 sec): 3 clusters Score: Raw -28128.773143 + Penalty 494.054541 = -27634.718602 nChanged 40 SP:Iteration 5Q (7.294411 sec): 3 clusters Score: Raw -28154.091081 + Penalty 502.380323 = -27651.710758 nChanged 41 SP:Iteration 6Q (7.296311 sec): 3 clusters Score: Raw -28182.338973 + Penalty 510.538002 = -27671.800971 nChanged 34 SP:Iteration 7Q (7.298242 sec): 3 clusters Score: Raw -28205.768966 + Penalty 520.419374 = -27685.349592 nChanged 34 SP:Iteration 8Q (7.300135 sec): 3 clusters Score: Raw -28235.214097 + Penalty 531.561184 = -27703.652913 nChanged 19 SP:Iteration 9Q (7.302003 sec): 3 clusters Score: Raw -28252.863488 + Penalty 525.947489 = -27726.915999 nChanged 14 SP:Iteration 10F (7.304078 sec): 3 clusters Score: Raw -28267.965704 + Penalty 532.246514 = -27735.719190 nChanged 4 SP:Iteration 11Q (7.305939 sec): 3 clusters Score: Raw -28269.115982 + Penalty 531.002977 = -27738.113005 nChanged 1 SP:Iteration 12Q (7.307769 sec): 3 clusters Score: Raw -28269.032460 + Penalty 532.635803 = -27736.396657 nChanged 2 SP:Iteration 13F (7.309821 sec): 3 clusters Score: Raw -28269.283201 + Penalty 534.866531 = -27734.416670 nChanged 2 SP:Iteration 14F (7.311852 sec): 3 clusters Score: Raw -28269.428850 + Penalty 534.866531 = -27734.562319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.313624 sec): 2 clusters Score: Raw -7705.480306 + Penalty 481.973551 = -7223.506756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.314298 sec): 3 clusters Score: Raw -7555.336257 + Penalty 967.772291 = -6587.563966 nChanged 60 SP:Iteration 1F (7.314958 sec): 3 clusters Score: Raw -7624.070891 + Penalty 977.878038 = -6646.192852 nChanged 22 SP:Iteration 2F (7.315618 sec): 3 clusters Score: Raw -7679.271045 + Penalty 991.653738 = -6687.617306 nChanged 18 SP:Iteration 3F (7.316276 sec): 3 clusters Score: Raw -7716.465865 + Penalty 1002.751657 = -6713.714208 nChanged 10 SP:Iteration 4Q (7.316908 sec): 3 clusters Score: Raw -7738.949779 + Penalty 1011.719301 = -6727.230478 nChanged 9 SP:Iteration 5Q (7.317534 sec): 3 clusters Score: Raw -7756.869778 + Penalty 1016.336741 = -6740.533037 nChanged 5 SP:Iteration 6Q (7.318150 sec): 3 clusters Score: Raw -7765.417183 + Penalty 1019.581720 = -6745.835463 nChanged 3 SP:Iteration 7Q (7.318762 sec): 3 clusters Score: Raw -7775.290904 + Penalty 1026.599584 = -6748.691320 nChanged 4 SP:Iteration 8Q (7.319370 sec): 3 clusters Score: Raw -7790.124220 + Penalty 1029.974901 = -6760.149319 nChanged 2 SP:Iteration 9Q (7.319974 sec): 3 clusters Score: Raw -7792.353883 + Penalty 1035.705497 = -6756.648386 nChanged 2 SP:Iteration 10F (7.320632 sec): 3 clusters Score: Raw -7796.094054 + Penalty 1037.901621 = -6758.192433 nChanged 1 SP:Iteration 11Q (7.321284 sec): 3 clusters Score: Raw -7795.851295 + Penalty 1040.736940 = -6755.114355 nChanged 1 SP:Iteration 12F (7.321998 sec): 3 clusters Score: Raw -7797.191160 + Penalty 1043.027347 = -6754.163813 nChanged 1 SP:Iteration 13F (7.322703 sec): 3 clusters Score: Raw -7797.826134 + Penalty 1043.027347 = -6754.798787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.323761 sec): 2 clusters Score: Raw -4479.072933 + Penalty 226.265709 = -4252.807224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.324295 sec): 3 clusters Score: Raw -4396.713262 + Penalty 458.960679 = -3937.752582 nChanged 60 SP:Iteration 1F (7.324817 sec): 3 clusters Score: Raw -4435.414662 + Penalty 469.623355 = -3965.791306 nChanged 15 SP:Iteration 2F (7.325363 sec): 3 clusters Score: Raw -4451.453929 + Penalty 495.012748 = -3956.441181 nChanged 14 SP:Iteration 3F (7.325885 sec): 3 clusters Score: Raw -4476.572496 + Penalty 539.434007 = -3937.138489 nChanged 13 SP:Iteration 4F (7.326404 sec): 3 clusters Score: Raw -4493.739644 + Penalty 540.786557 = -3952.953087 nChanged 5 SP:Iteration 5Q (7.326915 sec): 3 clusters Score: Raw -4500.658394 + Penalty 543.275322 = -3957.383072 nChanged 1 SP:Iteration 6Q (7.327417 sec): 3 clusters Score: Raw -4501.723519 + Penalty 548.896643 = -3952.826877 nChanged 1 SP:Iteration 7F (7.327968 sec): 3 clusters Score: Raw -4504.679389 + Penalty 561.042682 = -3943.636707 nChanged 2 SP:Iteration 8F (7.328488 sec): 3 clusters Score: Raw -4509.279019 + Penalty 565.700389 = -3943.578630 nChanged 1 SP:Iteration 9F (7.329009 sec): 3 clusters Score: Raw -4509.952321 + Penalty 565.700389 = -3944.251932 nChanged 0 Iteration 81F (7.404842 sec): 10 clusters Score: Raw -334307.320579 + Penalty 3229.479094 = -331077.841485 nChanged 40 Iteration 82F (7.471480 sec): 10 clusters Score: Raw -334320.727503 + Penalty 3244.908647 = -331075.818856 nChanged 22 Iteration 83F (7.538266 sec): 10 clusters Score: Raw -334329.761216 + Penalty 3252.828867 = -331076.932350 nChanged 16 Iteration 84Q (7.563313 sec): 10 clusters Score: Raw -334333.246835 + Penalty 3253.977844 = -331079.268991 nChanged 15 Iteration 85Q (7.588500 sec): 10 clusters Score: Raw -334336.770459 + Penalty 3254.334534 = -331082.435925 nChanged 11 Iteration 86Q (7.613197 sec): 10 clusters Score: Raw -334338.249228 + Penalty 3255.052331 = -331083.196897 nChanged 8 Iteration 87Q (7.637730 sec): 10 clusters Score: Raw -334338.906347 + Penalty 3257.021095 = -331081.885252 nChanged 5 Iteration 88F (7.705175 sec): 10 clusters Score: Raw -334339.435737 + Penalty 3256.572669 = -331082.863069 nChanged 4 Iteration 89Q (7.729685 sec): 10 clusters Score: Raw -334340.107036 + Penalty 3256.666788 = -331083.440247 nChanged 3 Iteration 90F (7.797845 sec): 10 clusters Score: Raw -334340.554847 + Penalty 3257.680125 = -331082.874723 nChanged 4 Iteration 91F (7.866708 sec): 10 clusters Score: Raw -334340.925186 + Penalty 3258.363390 = -331082.561796 nChanged 2 Iteration 92F (7.936414 sec): 10 clusters Score: Raw -334341.050006 + Penalty 3258.853578 = -331082.196427 nChanged 1 Iteration 93F (8.005129 sec): 10 clusters Score: Raw -334341.110427 + Penalty 3259.986553 = -331081.123874 nChanged 2 Iteration 94F (8.073102 sec): 10 clusters Score: Raw -334341.253228 + Penalty 3258.663408 = -331082.589820 nChanged 1 Iteration 95Q (8.098958 sec): 10 clusters Score: Raw -334341.521617 + Penalty 3259.492793 = -331082.028824 nChanged 1 Iteration 96F (8.166841 sec): 10 clusters Score: Raw -334341.558889 + Penalty 3259.492793 = -331082.066096 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 -334341.558889 + Penalty 3259.492793 = -331082.066096Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.209039 sec): 2 clusters Score: Raw -145293.261367 + Penalty 323.970320 = -144969.291047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.216761 sec): 3 clusters Score: Raw -142630.917561 + Penalty 648.060078 = -141982.857483 nChanged 1877 SP:Iteration 1F (8.224444 sec): 3 clusters Score: Raw -143726.938385 + Penalty 648.935406 = -143078.002979 nChanged 361 SP:Iteration 2F (8.231898 sec): 3 clusters Score: Raw -143940.671871 + Penalty 650.328510 = -143290.343360 nChanged 327 SP:Iteration 3F (8.239337 sec): 3 clusters Score: Raw -144208.492371 + Penalty 651.145373 = -143557.346998 nChanged 307 SP:Iteration 4F (8.246908 sec): 3 clusters Score: Raw -144443.644445 + Penalty 651.403304 = -143792.241140 nChanged 237 SP:Iteration 5F (8.254591 sec): 3 clusters Score: Raw -144572.633702 + Penalty 652.546826 = -143920.086876 nChanged 150 SP:Iteration 6Q (8.261860 sec): 3 clusters Score: Raw -144637.613912 + Penalty 652.922775 = -143984.691136 nChanged 107 SP:Iteration 7Q (8.269242 sec): 3 clusters Score: Raw -144678.276084 + Penalty 654.069042 = -144024.207042 nChanged 82 SP:Iteration 8Q (8.276898 sec): 3 clusters Score: Raw -144707.027091 + Penalty 655.052418 = -144051.974674 nChanged 68 SP:Iteration 9Q (8.284069 sec): 3 clusters Score: Raw -144728.768003 + Penalty 655.766923 = -144073.001081 nChanged 71 SP:Iteration 10F (8.291571 sec): 3 clusters Score: Raw -144757.615464 + Penalty 657.057647 = -144100.557817 nChanged 69 SP:Iteration 11Q (8.298818 sec): 3 clusters Score: Raw -144780.988108 + Penalty 658.739295 = -144122.248813 nChanged 73 SP:Iteration 12Q (8.306027 sec): 3 clusters Score: Raw -144806.176568 + Penalty 659.938354 = -144146.238214 nChanged 62 SP:Iteration 13Q (8.313102 sec): 3 clusters Score: Raw -144826.755785 + Penalty 662.486681 = -144164.269104 nChanged 74 SP:Iteration 14Q (8.320317 sec): 3 clusters Score: Raw -144857.482613 + Penalty 664.965048 = -144192.517565 nChanged 80 SP:Iteration 15Q (8.327313 sec): 3 clusters Score: Raw -144899.755156 + Penalty 667.173910 = -144232.581246 nChanged 85 SP:Iteration 16Q (8.334293 sec): 3 clusters Score: Raw -144941.492870 + Penalty 670.379617 = -144271.113253 nChanged 74 SP:Iteration 17Q (8.341219 sec): 3 clusters Score: Raw -144976.752776 + Penalty 673.672311 = -144303.080464 nChanged 76 SP:Iteration 18Q (8.348251 sec): 3 clusters Score: Raw -145013.946347 + Penalty 677.061196 = -144336.885150 nChanged 82 SP:Iteration 19Q (8.355095 sec): 3 clusters Score: Raw -145049.159720 + Penalty 679.357595 = -144369.802125 nChanged 82 SP:Iteration 20F (8.362608 sec): 3 clusters Score: Raw -145075.710492 + Penalty 680.656090 = -144395.054402 nChanged 59 SP:Iteration 21Q (8.369693 sec): 3 clusters Score: Raw -145092.809473 + Penalty 684.325946 = -144408.483527 nChanged 53 SP:Iteration 22Q (8.376874 sec): 3 clusters Score: Raw -145112.528953 + Penalty 687.464804 = -144425.064149 nChanged 55 SP:Iteration 23Q (8.383573 sec): 3 clusters Score: Raw -145130.424588 + Penalty 690.337621 = -144440.086967 nChanged 47 SP:Iteration 24Q (8.390248 sec): 3 clusters Score: Raw -145145.811862 + Penalty 692.708701 = -144453.103162 nChanged 43 SP:Iteration 25Q (8.397075 sec): 3 clusters Score: Raw -145155.118758 + Penalty 696.291847 = -144458.826910 nChanged 36 SP:Iteration 26Q (8.403755 sec): 3 clusters Score: Raw -145163.869120 + Penalty 698.746359 = -144465.122761 nChanged 37 SP:Iteration 27Q (8.410708 sec): 3 clusters Score: Raw -145173.981449 + Penalty 702.199361 = -144471.782088 nChanged 48 SP:Iteration 28Q (8.417305 sec): 3 clusters Score: Raw -145187.783991 + Penalty 703.549049 = -144484.234942 nChanged 31 SP:Iteration 29Q (8.423885 sec): 3 clusters Score: Raw -145192.450522 + Penalty 707.428446 = -144485.022075 nChanged 31 SP:Iteration 30F (8.431666 sec): 3 clusters Score: Raw -145197.389309 + Penalty 708.600801 = -144488.788508 nChanged 25 SP:Iteration 31Q (8.438068 sec): 3 clusters Score: Raw -145200.596339 + Penalty 712.858948 = -144487.737390 nChanged 25 SP:Iteration 32F (8.445709 sec): 3 clusters Score: Raw -145206.474234 + Penalty 715.028836 = -144491.445398 nChanged 21 SP:Iteration 33Q (8.452069 sec): 3 clusters Score: Raw -145208.177775 + Penalty 718.045172 = -144490.132603 nChanged 27 SP:Iteration 34F (8.459609 sec): 3 clusters Score: Raw -145211.891488 + Penalty 722.029444 = -144489.862043 nChanged 26 SP:Iteration 35F (8.467097 sec): 3 clusters Score: Raw -145215.789033 + Penalty 728.083850 = -144487.705183 nChanged 27 SP:Iteration 36F (8.474719 sec): 3 clusters Score: Raw -145215.315671 + Penalty 732.488002 = -144482.827668 nChanged 26 SP:Iteration 37F (8.482646 sec): 3 clusters Score: Raw -145217.278775 + Penalty 739.852864 = -144477.425911 nChanged 31 SP:Iteration 38F (8.490193 sec): 3 clusters Score: Raw -145225.550651 + Penalty 746.651208 = -144478.899443 nChanged 34 SP:Iteration 39Q (8.496750 sec): 3 clusters Score: Raw -145231.784415 + Penalty 753.900292 = -144477.884122 nChanged 27 SP:Iteration 40F (8.504364 sec): 3 clusters Score: Raw -145238.030991 + Penalty 760.891489 = -144477.139501 nChanged 30 SP:Iteration 41F (8.511982 sec): 3 clusters Score: Raw -145246.187426 + Penalty 768.837341 = -144477.350085 nChanged 27 SP:Iteration 42Q (8.518174 sec): 3 clusters Score: Raw -145250.415187 + Penalty 778.962574 = -144471.452613 nChanged 24 SP:Iteration 43F (8.525788 sec): 3 clusters Score: Raw -145257.080541 + Penalty 789.914953 = -144467.165588 nChanged 34 SP:Iteration 44F (8.533208 sec): 3 clusters Score: Raw -145262.721992 + Penalty 798.109179 = -144464.612813 nChanged 27 SP:Iteration 45F (8.540644 sec): 3 clusters Score: Raw -145267.344963 + Penalty 814.613434 = -144452.731529 nChanged 25 SP:Iteration 46F (8.548189 sec): 3 clusters Score: Raw -145272.528870 + Penalty 832.299447 = -144440.229423 nChanged 19 SP:Iteration 47F (8.555583 sec): 3 clusters Score: Raw -145273.936672 + Penalty 852.865583 = -144421.071088 nChanged 19 SP:Iteration 48F (8.563008 sec): 3 clusters Score: Raw -145274.610396 + Penalty 873.956990 = -144400.653406 nChanged 21 SP:Iteration 49F (8.570710 sec): 3 clusters Score: Raw -145277.948052 + Penalty 897.295627 = -144380.652425 nChanged 22 SP:Iteration 50F (8.578518 sec): 3 clusters Score: Raw -145287.091416 + Penalty 941.573347 = -144345.518069 nChanged 21 SP:Iteration 51F (8.586055 sec): 3 clusters Score: Raw -145295.171310 + Penalty 995.510139 = -144299.661172 nChanged 15 SP:Iteration 52F (8.593835 sec): 3 clusters Score: Raw -145299.318207 + Penalty 1011.233463 = -144288.084744 nChanged 11 SP:Iteration 53F (8.601410 sec): 3 clusters Score: Raw -145304.360662 + Penalty 1097.327297 = -144207.033364 nChanged 7 SP:Iteration 54F (8.608962 sec): 3 clusters Score: Raw -145307.660638 + Penalty 1130.099191 = -144177.561447 nChanged 4 SP:Iteration 55F (8.616545 sec): 3 clusters Score: Raw -145311.056289 + Penalty 1140.650860 = -144170.405429 nChanged 2 SP:Iteration 56F (8.624240 sec): 3 clusters Score: Raw -145311.672950 + Penalty 1167.748983 = -144143.923967 nChanged 1 SP:Iteration 57F (8.631621 sec): 3 clusters Score: Raw -145312.579686 + Penalty 1167.748983 = -144144.830702 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.653142 sec): 2 clusters Score: Raw -108408.035439 + Penalty 100.176497 = -108307.858942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.661477 sec): 3 clusters Score: Raw -105465.338543 + Penalty 204.249401 = -105261.089142 nChanged 2156 SP:Iteration 1F (8.669462 sec): 3 clusters Score: Raw -107561.425459 + Penalty 206.808397 = -107354.617062 nChanged 424 SP:Iteration 2F (8.677635 sec): 3 clusters Score: Raw -107818.238833 + Penalty 207.518443 = -107610.720389 nChanged 196 SP:Iteration 3Q (8.685850 sec): 3 clusters Score: Raw -107948.923020 + Penalty 206.900762 = -107742.022258 nChanged 162 SP:Iteration 4Q (8.693552 sec): 3 clusters Score: Raw -108031.623504 + Penalty 206.964875 = -107824.658628 nChanged 115 SP:Iteration 5Q (8.701394 sec): 3 clusters Score: Raw -108076.980809 + Penalty 207.185114 = -107869.795694 nChanged 91 SP:Iteration 6Q (8.708977 sec): 3 clusters Score: Raw -108112.758694 + Penalty 206.995472 = -107905.763222 nChanged 90 SP:Iteration 7Q (8.716526 sec): 3 clusters Score: Raw -108139.551788 + Penalty 207.069783 = -107932.482005 nChanged 63 SP:Iteration 8Q (8.724262 sec): 3 clusters Score: Raw -108157.272155 + Penalty 207.514226 = -107949.757929 nChanged 64 SP:Iteration 9Q (8.731824 sec): 3 clusters Score: Raw -108176.953563 + Penalty 207.637970 = -107969.315593 nChanged 58 SP:Iteration 10F (8.739796 sec): 3 clusters Score: Raw -108189.590319 + Penalty 207.870413 = -107981.719906 nChanged 40 SP:Iteration 11Q (8.747270 sec): 3 clusters Score: Raw -108198.796712 + Penalty 207.885358 = -107990.911355 nChanged 30 SP:Iteration 12Q (8.754758 sec): 3 clusters Score: Raw -108202.961762 + Penalty 207.768761 = -107995.193000 nChanged 25 SP:Iteration 13Q (8.762211 sec): 3 clusters Score: Raw -108206.059952 + Penalty 208.000898 = -107998.059054 nChanged 24 SP:Iteration 14Q (8.769721 sec): 3 clusters Score: Raw -108209.089940 + Penalty 208.476430 = -108000.613510 nChanged 27 SP:Iteration 15Q (8.777257 sec): 3 clusters Score: Raw -108212.153078 + Penalty 208.965347 = -108003.187731 nChanged 24 SP:Iteration 16Q (8.785112 sec): 3 clusters Score: Raw -108214.405543 + Penalty 209.495302 = -108004.910241 nChanged 20 SP:Iteration 17Q (8.792825 sec): 3 clusters Score: Raw -108216.119366 + Penalty 209.915238 = -108006.204128 nChanged 15 SP:Iteration 18Q (8.800408 sec): 3 clusters Score: Raw -108217.488227 + Penalty 210.440550 = -108007.047678 nChanged 19 SP:Iteration 19Q (8.807902 sec): 3 clusters Score: Raw -108219.427014 + Penalty 210.514191 = -108008.912823 nChanged 21 SP:Iteration 20F (8.815877 sec): 3 clusters Score: Raw -108222.349841 + Penalty 211.104842 = -108011.244999 nChanged 33 SP:Iteration 21Q (8.823293 sec): 3 clusters Score: Raw -108227.331735 + Penalty 211.530468 = -108015.801266 nChanged 25 SP:Iteration 22Q (8.830950 sec): 3 clusters Score: Raw -108230.952830 + Penalty 211.757980 = -108019.194850 nChanged 31 SP:Iteration 23Q (8.838809 sec): 3 clusters Score: Raw -108235.755941 + Penalty 212.662163 = -108023.093779 nChanged 42 SP:Iteration 24Q (8.846365 sec): 3 clusters Score: Raw -108243.569102 + Penalty 212.569303 = -108030.999799 nChanged 40 SP:Iteration 25Q (8.853714 sec): 3 clusters Score: Raw -108253.039365 + Penalty 213.629415 = -108039.409949 nChanged 42 SP:Iteration 26Q (8.861102 sec): 3 clusters Score: Raw -108262.131354 + Penalty 214.476077 = -108047.655276 nChanged 41 SP:Iteration 27Q (8.868366 sec): 3 clusters Score: Raw -108270.327868 + Penalty 214.709679 = -108055.618189 nChanged 40 SP:Iteration 28Q (8.875663 sec): 3 clusters Score: Raw -108276.948383 + Penalty 215.363751 = -108061.584631 nChanged 41 SP:Iteration 29Q (8.883107 sec): 3 clusters Score: Raw -108284.315587 + Penalty 216.580706 = -108067.734881 nChanged 40 SP:Iteration 30F (8.891372 sec): 3 clusters Score: Raw -108292.002100 + Penalty 216.769912 = -108075.232188 nChanged 39 SP:Iteration 31Q (8.898521 sec): 3 clusters Score: Raw -108299.070003 + Penalty 217.111542 = -108081.958462 nChanged 34 SP:Iteration 32Q (8.905882 sec): 3 clusters Score: Raw -108308.385020 + Penalty 218.285883 = -108090.099137 nChanged 33 SP:Iteration 33Q (8.913123 sec): 3 clusters Score: Raw -108318.972190 + Penalty 219.152584 = -108099.819606 nChanged 41 SP:Iteration 34Q (8.920308 sec): 3 clusters Score: Raw -108331.457995 + Penalty 218.487031 = -108112.970964 nChanged 39 SP:Iteration 35Q (8.928043 sec): 3 clusters Score: Raw -108346.599842 + Penalty 218.176279 = -108128.423563 nChanged 39 SP:Iteration 36Q (8.935162 sec): 3 clusters Score: Raw -108365.494803 + Penalty 216.342259 = -108149.152544 nChanged 40 SP:Iteration 37Q (8.942210 sec): 3 clusters Score: Raw -108383.915951 + Penalty 215.237994 = -108168.677957 nChanged 39 SP:Iteration 38Q (8.949202 sec): 3 clusters Score: Raw -108397.160359 + Penalty 214.624159 = -108182.536200 nChanged 33 SP:Iteration 39Q (8.956283 sec): 3 clusters Score: Raw -108409.814509 + Penalty 213.417929 = -108196.396580 nChanged 36 SP:Iteration 40F (8.964309 sec): 3 clusters Score: Raw -108423.598902 + Penalty 212.614781 = -108210.984121 nChanged 24 SP:Iteration 41Q (8.971501 sec): 3 clusters Score: Raw -108431.503445 + Penalty 211.211933 = -108220.291512 nChanged 29 SP:Iteration 42Q (8.978688 sec): 3 clusters Score: Raw -108439.135664 + Penalty 210.489001 = -108228.646663 nChanged 25 SP:Iteration 43Q (8.985777 sec): 3 clusters Score: Raw -108443.621047 + Penalty 210.669199 = -108232.951848 nChanged 20 SP:Iteration 44Q (8.992895 sec): 3 clusters Score: Raw -108448.203001 + Penalty 209.267298 = -108238.935704 nChanged 21 SP:Iteration 45Q (9.000290 sec): 3 clusters Score: Raw -108454.982537 + Penalty 208.932501 = -108246.050036 nChanged 19 SP:Iteration 46Q (9.007294 sec): 3 clusters Score: Raw -108460.766890 + Penalty 209.575714 = -108251.191176 nChanged 14 SP:Iteration 47Q (9.014148 sec): 3 clusters Score: Raw -108462.903013 + Penalty 209.911655 = -108252.991358 nChanged 17 SP:Iteration 48Q (9.020935 sec): 3 clusters Score: Raw -108465.433248 + Penalty 210.726322 = -108254.706926 nChanged 11 SP:Iteration 49Q (9.027874 sec): 3 clusters Score: Raw -108466.624682 + Penalty 211.529836 = -108255.094846 nChanged 13 SP:Iteration 50F (9.035955 sec): 3 clusters Score: Raw -108469.160808 + Penalty 212.360623 = -108256.800185 nChanged 19 SP:Iteration 51Q (9.042752 sec): 3 clusters Score: Raw -108473.084428 + Penalty 214.493469 = -108258.590958 nChanged 17 SP:Iteration 52Q (9.049655 sec): 3 clusters Score: Raw -108476.541845 + Penalty 215.859221 = -108260.682623 nChanged 15 SP:Iteration 53Q (9.056506 sec): 3 clusters Score: Raw -108479.662644 + Penalty 217.144663 = -108262.517981 nChanged 21 SP:Iteration 54Q (9.063188 sec): 3 clusters Score: Raw -108484.696306 + Penalty 219.046600 = -108265.649706 nChanged 16 SP:Iteration 55Q (9.069850 sec): 3 clusters Score: Raw -108488.029674 + Penalty 222.016811 = -108266.012864 nChanged 21 SP:Iteration 56Q (9.076468 sec): 3 clusters Score: Raw -108492.871526 + Penalty 224.520430 = -108268.351096 nChanged 14 SP:Iteration 57Q (9.083284 sec): 3 clusters Score: Raw -108495.416988 + Penalty 226.601206 = -108268.815782 nChanged 15 SP:Iteration 58Q (9.090085 sec): 3 clusters Score: Raw -108498.302911 + Penalty 229.447788 = -108268.855123 nChanged 16 SP:Iteration 59Q (9.096657 sec): 3 clusters Score: Raw -108502.503582 + Penalty 234.443727 = -108268.059855 nChanged 21 SP:Iteration 60F (9.104749 sec): 3 clusters Score: Raw -108507.223246 + Penalty 236.685921 = -108270.537324 nChanged 12 SP:Iteration 61Q (9.111335 sec): 3 clusters Score: Raw -108509.512276 + Penalty 236.759074 = -108272.753202 nChanged 9 SP:Iteration 62Q (9.117842 sec): 3 clusters Score: Raw -108510.390272 + Penalty 238.808162 = -108271.582111 nChanged 8 SP:Iteration 63F (9.125924 sec): 3 clusters Score: Raw -108511.154813 + Penalty 240.481238 = -108270.673575 nChanged 4 SP:Iteration 64F (9.134357 sec): 3 clusters Score: Raw -108511.522376 + Penalty 241.640184 = -108269.882192 nChanged 3 SP:Iteration 65F (9.142311 sec): 3 clusters Score: Raw -108511.748981 + Penalty 243.265891 = -108268.483090 nChanged 4 SP:Iteration 66F (9.150276 sec): 3 clusters Score: Raw -108512.183920 + Penalty 245.582468 = -108266.601452 nChanged 5 SP:Iteration 67F (9.158393 sec): 3 clusters Score: Raw -108512.595604 + Penalty 247.360661 = -108265.234943 nChanged 4 SP:Iteration 68F (9.166396 sec): 3 clusters Score: Raw -108513.020052 + Penalty 247.358121 = -108265.661931 nChanged 3 SP:Iteration 69Q (9.172898 sec): 3 clusters Score: Raw -108513.417576 + Penalty 249.081166 = -108264.336410 nChanged 5 SP:Iteration 70F (9.181182 sec): 3 clusters Score: Raw -108513.847314 + Penalty 251.142098 = -108262.705216 nChanged 4 SP:Iteration 71F (9.189189 sec): 3 clusters Score: Raw -108514.231162 + Penalty 253.079468 = -108261.151694 nChanged 5 SP:Iteration 72F (9.197524 sec): 3 clusters Score: Raw -108515.218832 + Penalty 253.652689 = -108261.566143 nChanged 7 SP:Iteration 73Q (9.204060 sec): 3 clusters Score: Raw -108516.246906 + Penalty 256.088186 = -108260.158721 nChanged 6 SP:Iteration 74F (9.212131 sec): 3 clusters Score: Raw -108516.914096 + Penalty 258.736340 = -108258.177756 nChanged 5 SP:Iteration 75F (9.220094 sec): 3 clusters Score: Raw -108517.376901 + Penalty 257.893526 = -108259.483376 nChanged 4 SP:Iteration 76Q (9.226501 sec): 3 clusters Score: Raw -108518.365060 + Penalty 258.873399 = -108259.491661 nChanged 3 SP:Iteration 77Q (9.233117 sec): 3 clusters Score: Raw -108518.731610 + Penalty 259.507700 = -108259.223909 nChanged 3 SP:Iteration 78F (9.241075 sec): 3 clusters Score: Raw -108519.043586 + Penalty 260.701483 = -108258.342103 nChanged 3 SP:Iteration 79F (9.249024 sec): 3 clusters Score: Raw -108519.365992 + Penalty 262.053253 = -108257.312738 nChanged 3 SP:Iteration 80F (9.257024 sec): 3 clusters Score: Raw -108519.833598 + Penalty 263.809968 = -108256.023630 nChanged 3 SP:Iteration 81F (9.264976 sec): 3 clusters Score: Raw -108519.977085 + Penalty 264.581760 = -108255.395325 nChanged 1 SP:Iteration 82F (9.272928 sec): 3 clusters Score: Raw -108520.006334 + Penalty 265.363552 = -108254.642782 nChanged 1 SP:Iteration 83F (9.280912 sec): 3 clusters Score: Raw -108520.054473 + Penalty 266.155537 = -108253.898936 nChanged 1 SP:Iteration 84F (9.288988 sec): 3 clusters Score: Raw -108520.151133 + Penalty 266.155537 = -108253.995596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.293298 sec): 2 clusters Score: Raw -4561.559851 + Penalty 436.012965 = -4125.546885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.293872 sec): 3 clusters Score: Raw -4497.762870 + Penalty 876.751822 = -3621.011048 nChanged 45 SP:Iteration 1F (9.294440 sec): 3 clusters Score: Raw -4547.590742 + Penalty 878.399716 = -3669.191026 nChanged 11 SP:Iteration 2F (9.295019 sec): 3 clusters Score: Raw -4559.394457 + Penalty 880.225342 = -3679.169116 nChanged 5 SP:Iteration 3Q (9.295595 sec): 3 clusters Score: Raw -4570.047306 + Penalty 879.029546 = -3691.017760 nChanged 5 SP:Iteration 4Q (9.296170 sec): 3 clusters Score: Raw -4575.337217 + Penalty 878.779366 = -3696.557851 nChanged 6 SP:Iteration 5Q (9.296726 sec): 3 clusters Score: Raw -4585.424752 + Penalty 878.398492 = -3707.026260 nChanged 4 SP:Iteration 6Q (9.297279 sec): 3 clusters Score: Raw -4592.511447 + Penalty 878.488953 = -3714.022493 nChanged 4 SP:Iteration 7Q (9.297827 sec): 3 clusters Score: Raw -4599.205672 + Penalty 878.008489 = -3721.197183 nChanged 7 SP:Iteration 8Q (9.298374 sec): 3 clusters Score: Raw -4610.943215 + Penalty 877.120774 = -3733.822442 nChanged 2 SP:Iteration 9Q (9.298913 sec): 3 clusters Score: Raw -4614.922464 + Penalty 876.453375 = -3738.469089 nChanged 1 SP:Iteration 10F (9.299459 sec): 3 clusters Score: Raw -4615.683905 + Penalty 876.453375 = -3739.230530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.309581 sec): 2 clusters Score: Raw -46821.079964 + Penalty 154.258967 = -46666.820996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.313189 sec): 3 clusters Score: Raw -45583.622754 + Penalty 342.337388 = -45241.285366 nChanged 851 SP:Iteration 1F (9.316716 sec): 3 clusters Score: Raw -46234.700457 + Penalty 358.343196 = -45876.357261 nChanged 231 SP:Iteration 2F (9.320236 sec): 3 clusters Score: Raw -46454.330040 + Penalty 391.636727 = -46062.693313 nChanged 179 SP:Iteration 3F (9.323748 sec): 3 clusters Score: Raw -46660.171973 + Penalty 468.411982 = -46191.759992 nChanged 110 SP:Iteration 4F (9.327270 sec): 3 clusters Score: Raw -46789.846170 + Penalty 522.803543 = -46267.042627 nChanged 36 SP:Iteration 5Q (9.330365 sec): 3 clusters Score: Raw -46829.139639 + Penalty 535.023675 = -46294.115963 nChanged 10 SP:Iteration 6Q (9.333311 sec): 3 clusters Score: Raw -46840.688301 + Penalty 523.993635 = -46316.694666 nChanged 3 SP:Iteration 7Q (9.336217 sec): 3 clusters Score: Raw -46845.572121 + Penalty 513.199014 = -46332.373107 nChanged 4 SP:Iteration 8Q (9.339070 sec): 3 clusters Score: Raw -46848.299890 + Penalty 509.944986 = -46338.354904 nChanged 2 SP:Iteration 9Q (9.341918 sec): 3 clusters Score: Raw -46852.469776 + Penalty 504.953884 = -46347.515892 nChanged 1 SP:Iteration 10F (9.345421 sec): 3 clusters Score: Raw -46852.727272 + Penalty 504.953884 = -46347.773388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.351179 sec): 2 clusters Score: Raw -15519.612092 + Penalty 47.261929 = -15472.350163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.352601 sec): 3 clusters Score: Raw -15129.742769 + Penalty 94.468751 = -15035.274018 nChanged 278 SP:Iteration 1F (9.353918 sec): 3 clusters Score: Raw -15291.744707 + Penalty 94.472124 = -15197.272583 nChanged 47 SP:Iteration 2F (9.355231 sec): 3 clusters Score: Raw -15340.942641 + Penalty 94.396973 = -15246.545668 nChanged 54 SP:Iteration 3F (9.356571 sec): 3 clusters Score: Raw -15423.336357 + Penalty 94.609289 = -15328.727069 nChanged 37 SP:Iteration 4F (9.357934 sec): 3 clusters Score: Raw -15449.923856 + Penalty 94.559697 = -15355.364158 nChanged 13 SP:Iteration 5Q (9.359278 sec): 3 clusters Score: Raw -15459.268374 + Penalty 94.548770 = -15364.719604 nChanged 16 SP:Iteration 6Q (9.360645 sec): 3 clusters Score: Raw -15462.950809 + Penalty 94.518753 = -15368.432055 nChanged 9 SP:Iteration 7Q (9.361922 sec): 3 clusters Score: Raw -15465.363852 + Penalty 94.499419 = -15370.864433 nChanged 10 SP:Iteration 8Q (9.363182 sec): 3 clusters Score: Raw -15468.715139 + Penalty 94.496733 = -15374.218406 nChanged 8 SP:Iteration 9Q (9.364436 sec): 3 clusters Score: Raw -15470.891789 + Penalty 94.534270 = -15376.357519 nChanged 8 SP:Iteration 10F (9.365722 sec): 3 clusters Score: Raw -15473.960753 + Penalty 94.583167 = -15379.377586 nChanged 5 SP:Iteration 11Q (9.366961 sec): 3 clusters Score: Raw -15476.134438 + Penalty 94.615951 = -15381.518487 nChanged 5 SP:Iteration 12Q (9.368234 sec): 3 clusters Score: Raw -15478.828421 + Penalty 94.688681 = -15384.139741 nChanged 5 SP:Iteration 13Q (9.369481 sec): 3 clusters Score: Raw -15480.692068 + Penalty 94.776660 = -15385.915409 nChanged 5 SP:Iteration 14Q (9.370781 sec): 3 clusters Score: Raw -15481.943775 + Penalty 94.778174 = -15387.165601 nChanged 3 SP:Iteration 15Q (9.372138 sec): 3 clusters Score: Raw -15482.485759 + Penalty 94.797579 = -15387.688180 nChanged 4 SP:Iteration 16Q (9.373467 sec): 3 clusters Score: Raw -15482.989028 + Penalty 94.840889 = -15388.148139 nChanged 2 SP:Iteration 17Q (9.374822 sec): 3 clusters Score: Raw -15483.502176 + Penalty 94.886772 = -15388.615404 nChanged 2 SP:Iteration 18Q (9.376164 sec): 3 clusters Score: Raw -15483.898566 + Penalty 95.012372 = -15388.886195 nChanged 5 SP:Iteration 19Q (9.377491 sec): 3 clusters Score: Raw -15484.765697 + Penalty 94.957572 = -15389.808124 nChanged 2 SP:Iteration 20F (9.378890 sec): 3 clusters Score: Raw -15484.935030 + Penalty 94.969701 = -15389.965329 nChanged 2 SP:Iteration 21Q (9.380264 sec): 3 clusters Score: Raw -15485.049248 + Penalty 94.997067 = -15390.052181 nChanged 1 SP:Iteration 22Q (9.381609 sec): 3 clusters Score: Raw -15485.095021 + Penalty 94.997067 = -15390.097954 nChanged 0 SP:Iteration 23F (9.383013 sec): 3 clusters Score: Raw -15485.095021 + Penalty 94.997067 = -15390.097954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.383986 sec): 2 clusters Score: Raw -3804.003870 + Penalty 100.335553 = -3703.668316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.384467 sec): 3 clusters Score: Raw -3724.583824 + Penalty 202.548603 = -3522.035221 nChanged 49 SP:Iteration 1F (9.384937 sec): 3 clusters Score: Raw -3763.489566 + Penalty 203.707754 = -3559.781812 nChanged 8 SP:Iteration 2F (9.385408 sec): 3 clusters Score: Raw -3774.162390 + Penalty 204.374374 = -3569.788016 nChanged 5 SP:Iteration 3Q (9.385874 sec): 3 clusters Score: Raw -3780.627136 + Penalty 205.608634 = -3575.018502 nChanged 3 SP:Iteration 4Q (9.386336 sec): 3 clusters Score: Raw -3783.786091 + Penalty 205.269413 = -3578.516677 nChanged 2 SP:Iteration 5Q (9.386797 sec): 3 clusters Score: Raw -3784.210094 + Penalty 205.269413 = -3578.940680 nChanged 0 SP:Iteration 6F (9.387265 sec): 3 clusters Score: Raw -3784.210094 + Penalty 205.269413 = -3578.940680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.391071 sec): 2 clusters Score: Raw -28233.779833 + Penalty 228.331121 = -28005.448713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393136 sec): 3 clusters Score: Raw -27590.039481 + Penalty 453.534868 = -27136.504613 nChanged 430 SP:Iteration 1F (9.395121 sec): 3 clusters Score: Raw -27999.518962 + Penalty 429.195611 = -27570.323352 nChanged 140 SP:Iteration 2F (9.397239 sec): 3 clusters Score: Raw -28129.640349 + Penalty 411.235745 = -27718.404604 nChanged 63 SP:Iteration 3F (9.399361 sec): 3 clusters Score: Raw -28191.964472 + Penalty 399.610942 = -27792.353530 nChanged 60 SP:Iteration 4F (9.401405 sec): 3 clusters Score: Raw -28248.548803 + Penalty 393.405601 = -27855.143201 nChanged 40 SP:Iteration 5Q (9.403283 sec): 3 clusters Score: Raw -28282.635245 + Penalty 393.620426 = -27889.014820 nChanged 28 SP:Iteration 6Q (9.405108 sec): 3 clusters Score: Raw -28305.991829 + Penalty 394.142497 = -27911.849332 nChanged 16 SP:Iteration 7Q (9.406896 sec): 3 clusters Score: Raw -28321.082575 + Penalty 396.666221 = -27924.416353 nChanged 8 SP:Iteration 8Q (9.408684 sec): 3 clusters Score: Raw -28325.144910 + Penalty 398.065823 = -27927.079088 nChanged 4 SP:Iteration 9Q (9.410421 sec): 3 clusters Score: Raw -28328.526583 + Penalty 398.144717 = -27930.381865 nChanged 3 SP:Iteration 10F (9.412385 sec): 3 clusters Score: Raw -28329.328968 + Penalty 397.900406 = -27931.428562 nChanged 3 SP:Iteration 11Q (9.414058 sec): 3 clusters Score: Raw -28330.969751 + Penalty 397.900406 = -27933.069344 nChanged 0 SP:Iteration 12F (9.416000 sec): 3 clusters Score: Raw -28330.969751 + Penalty 397.900406 = -27933.069344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.418266 sec): 2 clusters Score: Raw -7705.480306 + Penalty 481.973551 = -7223.506756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.418946 sec): 3 clusters Score: Raw -7580.043861 + Penalty 980.727893 = -6599.315968 nChanged 60 SP:Iteration 1F (9.419640 sec): 3 clusters Score: Raw -7660.573599 + Penalty 1013.172546 = -6647.401053 nChanged 27 SP:Iteration 2F (9.420306 sec): 3 clusters Score: Raw -7732.784465 + Penalty 1040.970487 = -6691.813978 nChanged 17 SP:Iteration 3F (9.420973 sec): 3 clusters Score: Raw -7787.437102 + Penalty 1056.475625 = -6730.961477 nChanged 10 SP:Iteration 4Q (9.421595 sec): 3 clusters Score: Raw -7808.977198 + Penalty 1057.552039 = -6751.425159 nChanged 3 SP:Iteration 5Q (9.422198 sec): 3 clusters Score: Raw -7814.583976 + Penalty 1056.959955 = -6757.624021 nChanged 1 SP:Iteration 6Q (9.422797 sec): 3 clusters Score: Raw -7818.258556 + Penalty 1056.959955 = -6761.298601 nChanged 0 SP:Iteration 7F (9.423462 sec): 3 clusters Score: Raw -7818.258556 + Penalty 1056.959955 = -6761.298601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.424384 sec): 2 clusters Score: Raw -4479.072933 + Penalty 226.265709 = -4252.807224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.424918 sec): 3 clusters Score: Raw -4402.867222 + Penalty 452.644811 = -3950.222412 nChanged 50 SP:Iteration 1F (9.425440 sec): 3 clusters Score: Raw -4434.901323 + Penalty 454.120415 = -3980.780908 nChanged 12 SP:Iteration 2F (9.425961 sec): 3 clusters Score: Raw -4441.067379 + Penalty 458.839870 = -3982.227509 nChanged 9 SP:Iteration 3Q (9.426477 sec): 3 clusters Score: Raw -4450.858451 + Penalty 472.861311 = -3977.997140 nChanged 14 SP:Iteration 4F (9.426998 sec): 3 clusters Score: Raw -4472.327369 + Penalty 500.254498 = -3972.072871 nChanged 16 SP:Iteration 5F (9.427520 sec): 3 clusters Score: Raw -4493.619314 + Penalty 539.609485 = -3954.009829 nChanged 14 SP:Iteration 6F (9.428041 sec): 3 clusters Score: Raw -4519.035457 + Penalty 564.599061 = -3954.436397 nChanged 8 SP:Iteration 7Q (9.428547 sec): 3 clusters Score: Raw -4530.477659 + Penalty 569.038906 = -3961.438753 nChanged 3 SP:Iteration 8Q (9.429038 sec): 3 clusters Score: Raw -4549.247758 + Penalty 573.872515 = -3975.375243 nChanged 2 SP:Iteration 9Q (9.429522 sec): 3 clusters Score: Raw -4560.147168 + Penalty 573.872515 = -3986.274653 nChanged 0 SP:Iteration 10F (9.430072 sec): 3 clusters Score: Raw -4560.147168 + Penalty 573.872515 = -3986.274653 nChanged 0 Time taken for this iteration:9.080635 seconds. 300->10 Clusters: Score -331082.066096, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 97 (time per iteration =97.392979 ms) Total iterations: 786 (time per iteration =12.019235 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1577728750.000000 (time per metric unit =5.987797ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 39443218750.000000 (time per metric unit=239.511868ps) That took 9.447119 seconds. FileBase PeterP-2014-02-27_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 0.06 and 0.09 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 5805 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 5805 points ------ Starting initial clusters from distinct float masks Not enough masks (53) to generate starting clusters (300), so starting with (54) clusters instead. Assigned 54 initial classes from 53 unique masks. Deleting Class 31 (3 points): Lose 73.803897 but Gain 1408.302170 Iteration 0F (0.291566 sec): 53 clusters Score: Raw -118224.687148 + Penalty 22575.119284 = -95649.567863 nChanged 449 Deleting Class 24 (1 points): Lose 9.019006 but Gain 1007.458679 Iteration 1F (0.411069 sec): 47 clusters Score: Raw -118851.499848 + Penalty 21763.886616 = -97087.613232 nChanged 130 Deleting Class 47 (2 points): Lose 27.207755 but Gain 966.870131 Iteration 2Q (0.431258 sec): 46 clusters Score: Raw -119178.781795 + Penalty 20815.037896 = -98363.743899 nChanged 128 Deleting Class 30 (2 points): Lose 43.551739 but Gain 970.301167 Iteration 3Q (0.450998 sec): 45 clusters Score: Raw -119518.547578 + Penalty 20110.751878 = -99407.795700 nChanged 137 Deleting Class 39 (2 points): Lose 45.539169 but Gain 1111.818467 Iteration 4Q (0.470341 sec): 44 clusters Score: Raw -119725.980567 + Penalty 18981.944055 = -100744.036512 nChanged 128 Deleting Class 44 (1 points): Lose 6.446709 but Gain 923.601276 Iteration 5Q (0.488821 sec): 43 clusters Score: Raw -119857.109974 + Penalty 18034.731819 = -101822.378156 nChanged 108 Deleting Class 50 (1 points): Lose 1.952847 but Gain 774.624676 Iteration 6Q (0.508693 sec): 42 clusters Score: Raw -119938.170193 + Penalty 17238.995252 = -102699.174941 nChanged 96 Deleting Class 34 (3 points): Lose 36.882959 but Gain 757.297060 Iteration 7Q (0.525340 sec): 41 clusters Score: Raw -119957.295995 + Penalty 16506.851839 = -103450.444157 nChanged 92 Deleting Class 13 (2 points): Lose 10.504797 but Gain 692.144442 Iteration 8Q (0.542050 sec): 40 clusters Score: Raw -120024.809960 + Penalty 15857.326371 = -104167.483589 nChanged 88 Deleting Class 32 (4 points): Lose 41.239921 but Gain 684.170051 Iteration 9Q (0.558215 sec): 39 clusters Score: Raw -120061.903565 + Penalty 15227.971624 = -104833.931940 nChanged 92 Deleting Class 26 (4 points): Lose 41.103340 but Gain 642.297685 Iteration 10F (0.656951 sec): 38 clusters Score: Raw -120150.479024 + Penalty 14592.926050 = -105557.552975 nChanged 86 Deleting Class 38 (2 points): Lose 15.585482 but Gain 589.169232 Iteration 11Q (0.673751 sec): 37 clusters Score: Raw -120273.874860 + Penalty 14011.009575 = -106262.865284 nChanged 77 Deleting Class 42 (8 points): Lose 71.704683 but Gain 641.460395 Iteration 12Q (0.690048 sec): 36 clusters Score: Raw -120396.308347 + Penalty 13367.476394 = -107028.831953 nChanged 68 Deleting Class 29 (2 points): Lose 6.399300 but Gain 541.923974 Iteration 13Q (0.706104 sec): 35 clusters Score: Raw -120492.973286 + Penalty 12808.867065 = -107684.106221 nChanged 52 Deleting Class 12 (7 points): Lose 44.793911 but Gain 573.384941 Iteration 14Q (0.722080 sec): 34 clusters Score: Raw -120478.974186 + Penalty 12242.636724 = -108236.337462 nChanged 45 Deleting Class 48 (3 points): Lose 13.949126 but Gain 533.802459 Iteration 15Q (0.737493 sec): 33 clusters Score: Raw -120509.733539 + Penalty 11720.528684 = -108789.204855 nChanged 37 Deleting Class 21 (5 points): Lose 41.541378 but Gain 558.485916 Iteration 16Q (0.752941 sec): 32 clusters Score: Raw -120515.725149 + Penalty 11171.518958 = -109344.206191 nChanged 41 Deleting Class 8 (3 points): Lose 23.975540 but Gain 540.383642 Iteration 17Q (0.768171 sec): 31 clusters Score: Raw -120533.283793 + Penalty 10627.298218 = -109905.985575 nChanged 30 Deleting Class 46 (5 points): Lose 33.012406 but Gain 532.344097 Iteration 18Q (0.783203 sec): 30 clusters Score: Raw -120525.874750 + Penalty 10007.830530 = -110518.044220 nChanged 20 Deleting Class 37 (1 points): Lose 9.501550 but Gain 495.889355 Iteration 19Q (0.797708 sec): 29 clusters Score: Raw -120543.542435 + Penalty 9538.795495 = -111004.746940 nChanged 10 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -120543.542435 + Penalty 9538.795495 = -111004.746940Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.825313 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.827482 sec): 3 clusters Score: Raw -26408.275421 + Penalty 134.350524 = -26273.924897 nChanged 530 SP:Iteration 1F (0.829608 sec): 3 clusters Score: Raw -26846.700908 + Penalty 133.725675 = -26712.975232 nChanged 55 SP:Iteration 2Q (0.831692 sec): 3 clusters Score: Raw -26875.624632 + Penalty 132.672678 = -26742.951954 nChanged 38 SP:Iteration 3Q (0.833765 sec): 3 clusters Score: Raw -26893.740168 + Penalty 131.963987 = -26761.776181 nChanged 35 SP:Iteration 4Q (0.835830 sec): 3 clusters Score: Raw -26911.735186 + Penalty 131.404545 = -26780.330641 nChanged 42 SP:Iteration 5Q (0.837884 sec): 3 clusters Score: Raw -26936.240284 + Penalty 130.598789 = -26805.641495 nChanged 44 SP:Iteration 6Q (0.839957 sec): 3 clusters Score: Raw -26954.131569 + Penalty 130.442122 = -26823.689447 nChanged 37 SP:Iteration 7Q (0.841997 sec): 3 clusters Score: Raw -26965.136632 + Penalty 129.802239 = -26835.334393 nChanged 19 SP:Iteration 8Q (0.844032 sec): 3 clusters Score: Raw -26970.034216 + Penalty 129.350876 = -26840.683340 nChanged 22 SP:Iteration 9Q (0.846079 sec): 3 clusters Score: Raw -26976.143336 + Penalty 128.508653 = -26847.634683 nChanged 24 SP:Iteration 10F (0.848250 sec): 3 clusters Score: Raw -26986.321019 + Penalty 127.573873 = -26858.747146 nChanged 22 SP:Iteration 11Q (0.850296 sec): 3 clusters Score: Raw -26993.347443 + Penalty 127.159679 = -26866.187764 nChanged 16 SP:Iteration 12Q (0.852311 sec): 3 clusters Score: Raw -26997.548842 + Penalty 126.545170 = -26871.003672 nChanged 18 SP:Iteration 13Q (0.854319 sec): 3 clusters Score: Raw -27000.971775 + Penalty 125.702635 = -26875.269140 nChanged 13 SP:Iteration 14Q (0.856325 sec): 3 clusters Score: Raw -27003.396783 + Penalty 125.494208 = -26877.902575 nChanged 8 SP:Iteration 15Q (0.858329 sec): 3 clusters Score: Raw -27004.833816 + Penalty 125.256231 = -26879.577585 nChanged 14 SP:Iteration 16Q (0.860467 sec): 3 clusters Score: Raw -27007.446414 + Penalty 125.331541 = -26882.114873 nChanged 13 SP:Iteration 17Q (0.862814 sec): 3 clusters Score: Raw -27009.320706 + Penalty 125.046539 = -26884.274167 nChanged 10 SP:Iteration 18Q (0.865188 sec): 3 clusters Score: Raw -27011.214937 + Penalty 124.552409 = -26886.662528 nChanged 12 SP:Iteration 19Q (0.867528 sec): 3 clusters Score: Raw -27013.678589 + Penalty 123.820278 = -26889.858311 nChanged 15 SP:Iteration 20F (0.869907 sec): 3 clusters Score: Raw -27017.799043 + Penalty 123.381375 = -26894.417669 nChanged 13 SP:Iteration 21Q (0.872126 sec): 3 clusters Score: Raw -27020.597849 + Penalty 122.882577 = -26897.715272 nChanged 16 SP:Iteration 22Q (0.874332 sec): 3 clusters Score: Raw -27024.789922 + Penalty 122.568045 = -26902.221877 nChanged 12 SP:Iteration 23Q (0.876500 sec): 3 clusters Score: Raw -27027.633347 + Penalty 122.425382 = -26905.207965 nChanged 11 SP:Iteration 24Q (0.878685 sec): 3 clusters Score: Raw -27029.917480 + Penalty 122.310556 = -26907.606925 nChanged 9 SP:Iteration 25Q (0.880885 sec): 3 clusters Score: Raw -27031.916327 + Penalty 121.157823 = -26910.758504 nChanged 8 SP:Iteration 26Q (0.883052 sec): 3 clusters Score: Raw -27033.353627 + Penalty 121.009318 = -26912.344309 nChanged 7 SP:Iteration 27Q (0.885186 sec): 3 clusters Score: Raw -27034.244014 + Penalty 120.363586 = -26913.880428 nChanged 8 SP:Iteration 28Q (0.887317 sec): 3 clusters Score: Raw -27036.196315 + Penalty 120.109103 = -26916.087211 nChanged 10 SP:Iteration 29Q (0.889637 sec): 3 clusters Score: Raw -27038.232412 + Penalty 119.009014 = -26919.223398 nChanged 14 SP:Iteration 30F (0.892293 sec): 3 clusters Score: Raw -27043.135738 + Penalty 118.903225 = -26924.232513 nChanged 12 SP:Iteration 31Q (0.894593 sec): 3 clusters Score: Raw -27045.774287 + Penalty 118.774378 = -26926.999909 nChanged 7 SP:Iteration 32Q (0.896912 sec): 3 clusters Score: Raw -27046.904705 + Penalty 118.689002 = -26928.215702 nChanged 10 SP:Iteration 33Q (0.899302 sec): 3 clusters Score: Raw -27049.377537 + Penalty 118.334149 = -26931.043388 nChanged 12 SP:Iteration 34Q (0.901633 sec): 3 clusters Score: Raw -27051.955905 + Penalty 117.925195 = -26934.030710 nChanged 10 SP:Iteration 35Q (0.903812 sec): 3 clusters Score: Raw -27054.606734 + Penalty 117.092751 = -26937.513983 nChanged 12 SP:Iteration 36Q (0.906028 sec): 3 clusters Score: Raw -27058.113347 + Penalty 116.631580 = -26941.481766 nChanged 10 SP:Iteration 37Q (0.908203 sec): 3 clusters Score: Raw -27060.741053 + Penalty 116.390582 = -26944.350471 nChanged 10 SP:Iteration 38Q (0.910208 sec): 3 clusters Score: Raw -27063.484375 + Penalty 115.975422 = -26947.508953 nChanged 8 SP:Iteration 39Q (0.912258 sec): 3 clusters Score: Raw -27065.822527 + Penalty 116.031520 = -26949.791008 nChanged 8 SP:Iteration 40F (0.914636 sec): 3 clusters Score: Raw -27067.710147 + Penalty 115.881486 = -26951.828661 nChanged 9 SP:Iteration 41Q (0.916705 sec): 3 clusters Score: Raw -27070.257897 + Penalty 115.781595 = -26954.476301 nChanged 9 SP:Iteration 42Q (0.918644 sec): 3 clusters Score: Raw -27072.669479 + Penalty 115.352998 = -26957.316481 nChanged 8 SP:Iteration 43Q (0.920547 sec): 3 clusters Score: Raw -27075.581430 + Penalty 114.671970 = -26960.909459 nChanged 11 SP:Iteration 44Q (0.922445 sec): 3 clusters Score: Raw -27079.893343 + Penalty 114.723401 = -26965.169942 nChanged 6 SP:Iteration 45Q (0.924328 sec): 3 clusters Score: Raw -27082.586525 + Penalty 114.405866 = -26968.180659 nChanged 9 SP:Iteration 46Q (0.926205 sec): 3 clusters Score: Raw -27086.686257 + Penalty 114.690288 = -26971.995969 nChanged 6 SP:Iteration 47Q (0.928071 sec): 3 clusters Score: Raw -27090.105576 + Penalty 115.078806 = -26975.026771 nChanged 8 SP:Iteration 48Q (0.929937 sec): 3 clusters Score: Raw -27094.941284 + Penalty 115.749962 = -26979.191323 nChanged 7 SP:Iteration 49Q (0.931787 sec): 3 clusters Score: Raw -27097.626860 + Penalty 115.578733 = -26982.048127 nChanged 3 SP:Iteration 50F (0.933969 sec): 3 clusters Score: Raw -27098.355625 + Penalty 116.031832 = -26982.323792 nChanged 3 SP:Iteration 51Q (0.935739 sec): 3 clusters Score: Raw -27099.133183 + Penalty 116.263799 = -26982.869385 nChanged 4 SP:Iteration 52Q (0.937564 sec): 3 clusters Score: Raw -27100.232913 + Penalty 116.745645 = -26983.487268 nChanged 5 SP:Iteration 53Q (0.939369 sec): 3 clusters Score: Raw -27101.269490 + Penalty 115.375222 = -26985.894268 nChanged 4 SP:Iteration 54Q (0.941178 sec): 3 clusters Score: Raw -27102.022004 + Penalty 116.217647 = -26985.804357 nChanged 6 SP:Iteration 55F (0.943335 sec): 3 clusters Score: Raw -27103.384170 + Penalty 114.907847 = -26988.476322 nChanged 4 SP:Iteration 56Q (0.945109 sec): 3 clusters Score: Raw -27104.762488 + Penalty 114.122071 = -26990.640417 nChanged 6 SP:Iteration 57Q (0.946876 sec): 3 clusters Score: Raw -27107.257130 + Penalty 114.356951 = -26992.900180 nChanged 3 SP:Iteration 58Q (0.948638 sec): 3 clusters Score: Raw -27107.934663 + Penalty 114.632445 = -26993.302218 nChanged 5 SP:Iteration 59Q (0.950369 sec): 3 clusters Score: Raw -27109.162723 + Penalty 117.276183 = -26991.886540 nChanged 7 SP:Iteration 60F (0.952475 sec): 3 clusters Score: Raw -27112.133409 + Penalty 110.187630 = -27001.945779 nChanged 8 SP:Iteration 61Q (0.954211 sec): 3 clusters Score: Raw -27116.282945 + Penalty 108.352037 = -27007.930908 nChanged 5 SP:Iteration 62Q (0.955912 sec): 3 clusters Score: Raw -27117.244784 + Penalty 110.400007 = -27006.844777 nChanged 5 SP:Iteration 63F (0.957858 sec): 3 clusters Score: Raw -27120.194874 + Penalty 67.615811 = -27052.579063 nChanged 7 SP:Iteration 64Q (0.959483 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 SP:Iteration 65F (0.961151 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 2 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.964161 sec): 2 clusters Score: Raw -25252.576884 + Penalty 85.669437 = -25166.907447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.966121 sec): 3 clusters Score: Raw -24625.510909 + Penalty 170.864071 = -24454.646839 nChanged 482 SP:Iteration 1F (0.968060 sec): 3 clusters Score: Raw -24931.623975 + Penalty 171.423861 = -24760.200114 nChanged 88 SP:Iteration 2F (0.970008 sec): 3 clusters Score: Raw -24973.403429 + Penalty 171.581942 = -24801.821486 nChanged 49 SP:Iteration 3Q (0.971906 sec): 3 clusters Score: Raw -24991.201172 + Penalty 171.478432 = -24819.722740 nChanged 45 SP:Iteration 4Q (0.973797 sec): 3 clusters Score: Raw -25009.221188 + Penalty 171.189607 = -24838.031580 nChanged 61 SP:Iteration 5F (0.975719 sec): 3 clusters Score: Raw -25049.335061 + Penalty 171.487050 = -24877.848011 nChanged 84 SP:Iteration 6F (0.977638 sec): 3 clusters Score: Raw -25123.859309 + Penalty 172.297895 = -24951.561414 nChanged 79 SP:Iteration 7F (0.979559 sec): 3 clusters Score: Raw -25172.540872 + Penalty 173.281005 = -24999.259867 nChanged 56 SP:Iteration 8F (0.981476 sec): 3 clusters Score: Raw -25196.729821 + Penalty 174.030463 = -25022.699358 nChanged 44 SP:Iteration 9Q (0.983350 sec): 3 clusters Score: Raw -25217.643959 + Penalty 174.377605 = -25043.266354 nChanged 36 SP:Iteration 10F (0.985267 sec): 3 clusters Score: Raw -25235.049421 + Penalty 174.503941 = -25060.545480 nChanged 31 SP:Iteration 11Q (0.987128 sec): 3 clusters Score: Raw -25245.592362 + Penalty 174.636449 = -25070.955913 nChanged 21 SP:Iteration 12Q (0.988991 sec): 3 clusters Score: Raw -25254.312524 + Penalty 172.356335 = -25081.956189 nChanged 22 SP:Iteration 13Q (0.990815 sec): 3 clusters Score: Raw -25263.562357 + Penalty 172.361876 = -25091.200480 nChanged 18 SP:Iteration 14Q (0.992685 sec): 3 clusters Score: Raw -25268.751863 + Penalty 172.275627 = -25096.476237 nChanged 12 SP:Iteration 15Q (0.994506 sec): 3 clusters Score: Raw -25272.701909 + Penalty 172.241415 = -25100.460494 nChanged 13 SP:Iteration 16Q (0.996295 sec): 3 clusters Score: Raw -25281.601278 + Penalty 170.690353 = -25110.910925 nChanged 13 SP:Iteration 17Q (0.998050 sec): 3 clusters Score: Raw -25291.317001 + Penalty 169.020555 = -25122.296446 nChanged 16 SP:Iteration 18Q (0.999789 sec): 3 clusters Score: Raw -25304.441818 + Penalty 168.265695 = -25136.176123 nChanged 8 SP:Iteration 19Q (1.001496 sec): 3 clusters Score: Raw -25307.205235 + Penalty 166.924719 = -25140.280516 nChanged 9 SP:Iteration 20F (1.003410 sec): 3 clusters Score: Raw -25312.091292 + Penalty 165.488482 = -25146.602810 nChanged 9 SP:Iteration 21Q (1.005131 sec): 3 clusters Score: Raw -25318.367917 + Penalty 163.059994 = -25155.307923 nChanged 10 SP:Iteration 22Q (1.006805 sec): 3 clusters Score: Raw -25325.343047 + Penalty 160.951450 = -25164.391597 nChanged 8 SP:Iteration 23Q (1.008458 sec): 3 clusters Score: Raw -25332.398729 + Penalty 160.491499 = -25171.907231 nChanged 7 SP:Iteration 24Q (1.010142 sec): 3 clusters Score: Raw -25335.106512 + Penalty 159.385893 = -25175.720620 nChanged 4 SP:Iteration 25Q (1.011795 sec): 3 clusters Score: Raw -25336.802436 + Penalty 159.500815 = -25177.301620 nChanged 3 SP:Iteration 26Q (1.013568 sec): 3 clusters Score: Raw -25338.395210 + Penalty 158.377730 = -25180.017480 nChanged 5 SP:Iteration 27Q (1.015356 sec): 3 clusters Score: Raw -25340.416045 + Penalty 158.359284 = -25182.056761 nChanged 4 SP:Iteration 28Q (1.017076 sec): 3 clusters Score: Raw -25342.682876 + Penalty 157.485165 = -25185.197711 nChanged 6 SP:Iteration 29Q (1.018735 sec): 3 clusters Score: Raw -25346.305728 + Penalty 157.598258 = -25188.707470 nChanged 4 SP:Iteration 30F (1.020763 sec): 3 clusters Score: Raw -25348.383099 + Penalty 158.430717 = -25189.952382 nChanged 5 SP:Iteration 31Q (1.022474 sec): 3 clusters Score: Raw -25350.570384 + Penalty 159.213504 = -25191.356880 nChanged 3 SP:Iteration 32Q (1.024112 sec): 3 clusters Score: Raw -25351.269894 + Penalty 159.213504 = -25192.056390 nChanged 0 SP:Iteration 33F (1.026050 sec): 3 clusters Score: Raw -25351.269894 + Penalty 159.213504 = -25192.056390 nChanged 0 Score: Raw -126002.400602 + Penalty 9630.878604 = -116371.521998 Splitting cluster 2 changes total score from -111004.746940 to -116371.521998 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.103786 sec): 2 clusters Score: Raw -11818.221119 + Penalty 118.800196 = -11699.420923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.104813 sec): 3 clusters Score: Raw -11538.176427 + Penalty 252.187035 = -11285.989392 nChanged 191 SP:Iteration 1F (1.105818 sec): 3 clusters Score: Raw -11701.291177 + Penalty 259.733463 = -11441.557713 nChanged 46 SP:Iteration 2F (1.106837 sec): 3 clusters Score: Raw -11734.476176 + Penalty 263.576916 = -11470.899260 nChanged 24 SP:Iteration 3F (1.107850 sec): 3 clusters Score: Raw -11751.476274 + Penalty 268.431635 = -11483.044639 nChanged 19 SP:Iteration 4Q (1.108887 sec): 3 clusters Score: Raw -11770.598625 + Penalty 267.661198 = -11502.937427 nChanged 10 SP:Iteration 5Q (1.109897 sec): 3 clusters Score: Raw -11785.001979 + Penalty 266.208412 = -11518.793567 nChanged 11 SP:Iteration 6Q (1.110903 sec): 3 clusters Score: Raw -11795.509281 + Penalty 265.015249 = -11530.494032 nChanged 7 SP:Iteration 7Q (1.111858 sec): 3 clusters Score: Raw -11798.247521 + Penalty 262.359769 = -11535.887753 nChanged 4 SP:Iteration 8Q (1.112845 sec): 3 clusters Score: Raw -11799.692094 + Penalty 263.231963 = -11536.460131 nChanged 4 SP:Iteration 9Q (1.113790 sec): 3 clusters Score: Raw -11801.257522 + Penalty 259.798526 = -11541.458997 nChanged 3 SP:Iteration 10F (1.114875 sec): 3 clusters Score: Raw -11802.746766 + Penalty 260.671475 = -11542.075291 nChanged 1 SP:Iteration 11Q (1.115835 sec): 3 clusters Score: Raw -11804.329315 + Penalty 259.604062 = -11544.725254 nChanged 1 SP:Iteration 12Q (1.116803 sec): 3 clusters Score: Raw -11804.632295 + Penalty 260.179492 = -11544.452803 nChanged 2 SP:Iteration 13F (1.117865 sec): 3 clusters Score: Raw -11805.601652 + Penalty 251.201705 = -11554.399947 nChanged 2 SP:Iteration 14Q (1.118853 sec): 3 clusters Score: Raw -11808.941450 + Penalty 251.201705 = -11557.739745 nChanged 0 SP:Iteration 15F (1.119920 sec): 3 clusters Score: Raw -11808.941450 + Penalty 251.201705 = -11557.739745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 4 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.121115 sec): 2 clusters Score: Raw -3756.778747 + Penalty 91.924873 = -3664.853874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.121620 sec): 3 clusters Score: Raw -3681.336890 + Penalty 199.615501 = -3481.721389 nChanged 53 SP:Iteration 1F (1.122114 sec): 3 clusters Score: Raw -3738.057422 + Penalty 212.409939 = -3525.647483 nChanged 12 SP:Iteration 2F (1.122607 sec): 3 clusters Score: Raw -3750.826554 + Penalty 226.942119 = -3523.884435 nChanged 5 SP:Iteration 3F (1.123101 sec): 3 clusters Score: Raw -3755.986994 + Penalty 234.217218 = -3521.769777 nChanged 2 SP:Iteration 4F (1.123586 sec): 3 clusters Score: Raw -3757.053878 + Penalty 239.829902 = -3517.223976 nChanged 2 SP:Iteration 5F (1.124069 sec): 3 clusters Score: Raw -3757.971041 + Penalty 242.866246 = -3515.104795 nChanged 1 SP:Iteration 6F (1.124551 sec): 3 clusters Score: Raw -3758.402707 + Penalty 251.079560 = -3507.323147 nChanged 2 SP:Iteration 7F (1.125031 sec): 3 clusters Score: Raw -3759.265454 + Penalty 260.461142 = -3498.804311 nChanged 2 SP:Iteration 8F (1.125513 sec): 3 clusters Score: Raw -3761.795115 + Penalty 276.984028 = -3484.811087 nChanged 4 SP:Iteration 9F (1.125993 sec): 3 clusters Score: Raw -3768.248265 + Penalty 282.217795 = -3486.030470 nChanged 1 SP:Iteration 10F (1.126475 sec): 3 clusters Score: Raw -3768.431914 + Penalty 282.217795 = -3486.214119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 5 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.127166 sec): 2 clusters Score: Raw -1319.118794 + Penalty 54.494508 = -1264.624286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.127479 sec): 3 clusters Score: Raw -1300.849685 + Penalty 110.683449 = -1190.166236 nChanged 20 SP:Iteration 1F (1.127794 sec): 3 clusters Score: Raw -1317.862727 + Penalty 109.402503 = -1208.460224 nChanged 6 SP:Iteration 2F (1.128112 sec): 3 clusters Score: Raw -1322.520214 + Penalty 110.647782 = -1211.872432 nChanged 1 SP:Iteration 3Q (1.128421 sec): 3 clusters Score: Raw -1322.640491 + Penalty 110.647782 = -1211.992708 nChanged 0 SP:Iteration 4F (1.128736 sec): 3 clusters Score: Raw -1322.640491 + Penalty 110.647782 = -1211.992708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.129880 sec): 2 clusters Score: Raw -6611.472934 + Penalty 39.958621 = -6571.514313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.130609 sec): 3 clusters Score: Raw -6438.372273 + Penalty 78.202012 = -6360.170261 nChanged 127 SP:Iteration 1F (1.131332 sec): 3 clusters Score: Raw -6554.247695 + Penalty 79.129908 = -6475.117787 nChanged 27 SP:Iteration 2F (1.132022 sec): 3 clusters Score: Raw -6580.583727 + Penalty 79.080805 = -6501.502922 nChanged 10 SP:Iteration 3Q (1.132684 sec): 3 clusters Score: Raw -6584.034126 + Penalty 79.122714 = -6504.911412 nChanged 7 SP:Iteration 4Q (1.133343 sec): 3 clusters Score: Raw -6586.043649 + Penalty 79.028121 = -6507.015528 nChanged 4 SP:Iteration 5Q (1.134001 sec): 3 clusters Score: Raw -6587.765810 + Penalty 79.632928 = -6508.132882 nChanged 2 SP:Iteration 6Q (1.134657 sec): 3 clusters Score: Raw -6588.640744 + Penalty 79.632928 = -6509.007816 nChanged 0 SP:Iteration 7F (1.135343 sec): 3 clusters Score: Raw -6588.640744 + Penalty 79.632928 = -6509.007816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 7 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.135918 sec): 2 clusters Score: Raw -1193.680247 + Penalty 154.465973 = -1039.214274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.136221 sec): 3 clusters Score: Raw -1183.592210 + Penalty 309.569056 = -874.023154 nChanged 9 SP:Iteration 1F (1.136522 sec): 3 clusters Score: Raw -1197.572941 + Penalty 309.217311 = -888.355630 nChanged 1 SP:Iteration 2Q (1.136843 sec): 3 clusters Score: Raw -1200.401159 + Penalty 309.217311 = -891.183848 nChanged 0 SP:Iteration 3F (1.137139 sec): 3 clusters Score: Raw -1200.401159 + Penalty 309.217311 = -891.183848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 9 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.142252 sec): 2 clusters Score: Raw -26832.634658 + Penalty 92.819130 = -26739.815527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.144410 sec): 3 clusters Score: Raw -26104.467201 + Penalty 192.567995 = -25911.899206 nChanged 533 SP:Iteration 1F (1.146616 sec): 3 clusters Score: Raw -26540.917918 + Penalty 203.491906 = -26337.426012 nChanged 119 SP:Iteration 2F (1.148837 sec): 3 clusters Score: Raw -26663.723496 + Penalty 219.788918 = -26443.934578 nChanged 73 SP:Iteration 3F (1.151062 sec): 3 clusters Score: Raw -26789.006622 + Penalty 227.931698 = -26561.074924 nChanged 18 SP:Iteration 4Q (1.153089 sec): 3 clusters Score: Raw -26803.886715 + Penalty 230.314590 = -26573.572125 nChanged 11 SP:Iteration 5Q (1.154982 sec): 3 clusters Score: Raw -26810.773724 + Penalty 236.962242 = -26573.811483 nChanged 11 SP:Iteration 6Q (1.156865 sec): 3 clusters Score: Raw -26815.337350 + Penalty 244.950908 = -26570.386443 nChanged 9 SP:Iteration 7F (1.159065 sec): 3 clusters Score: Raw -26819.481872 + Penalty 254.288777 = -26565.193094 nChanged 6 SP:Iteration 8F (1.161242 sec): 3 clusters Score: Raw -26822.263938 + Penalty 265.310022 = -26556.953916 nChanged 6 SP:Iteration 9F (1.163420 sec): 3 clusters Score: Raw -26825.432173 + Penalty 278.101465 = -26547.330708 nChanged 6 SP:Iteration 10F (1.165581 sec): 3 clusters Score: Raw -26828.163741 + Penalty 284.904151 = -26543.259590 nChanged 2 SP:Iteration 11F (1.167698 sec): 3 clusters Score: Raw -26828.549645 + Penalty 280.821524 = -26547.728121 nChanged 2 SP:Iteration 12Q (1.169443 sec): 3 clusters Score: Raw -26829.025061 + Penalty 277.031420 = -26551.993640 nChanged 1 SP:Iteration 13Q (1.171183 sec): 3 clusters Score: Raw -26829.234418 + Penalty 277.031420 = -26552.202998 nChanged 0 SP:Iteration 14F (1.173298 sec): 3 clusters Score: Raw -26829.234418 + Penalty 277.031420 = -26552.202998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 10 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.176723 sec): 2 clusters Score: Raw -25587.617093 + Penalty 139.843970 = -25447.773122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.178860 sec): 3 clusters Score: Raw -24887.775877 + Penalty 284.816326 = -24602.959550 nChanged 473 SP:Iteration 1F (1.180952 sec): 3 clusters Score: Raw -25114.209558 + Penalty 308.069734 = -24806.139824 nChanged 207 SP:Iteration 2F (1.183061 sec): 3 clusters Score: Raw -25349.784173 + Penalty 339.319382 = -25010.464791 nChanged 122 SP:Iteration 3F (1.185150 sec): 3 clusters Score: Raw -25485.240379 + Penalty 355.535780 = -25129.704600 nChanged 53 SP:Iteration 4Q (1.187240 sec): 3 clusters Score: Raw -25538.749066 + Penalty 369.766624 = -25168.982442 nChanged 24 SP:Iteration 5Q (1.189174 sec): 3 clusters Score: Raw -25557.230168 + Penalty 373.582167 = -25183.648001 nChanged 16 SP:Iteration 6Q (1.191051 sec): 3 clusters Score: Raw -25568.364593 + Penalty 373.862560 = -25194.502033 nChanged 8 SP:Iteration 7Q (1.192873 sec): 3 clusters Score: Raw -25572.732818 + Penalty 374.504093 = -25198.228726 nChanged 9 SP:Iteration 8Q (1.194702 sec): 3 clusters Score: Raw -25576.962301 + Penalty 367.144269 = -25209.818032 nChanged 8 SP:Iteration 9Q (1.196579 sec): 3 clusters Score: Raw -25581.549120 + Penalty 371.108179 = -25210.440941 nChanged 4 SP:Iteration 10F (1.198675 sec): 3 clusters Score: Raw -25583.155587 + Penalty 372.143490 = -25211.012098 nChanged 6 SP:Iteration 11Q (1.200427 sec): 3 clusters Score: Raw -25585.102352 + Penalty 379.394314 = -25205.708038 nChanged 6 SP:Iteration 12F (1.202577 sec): 3 clusters Score: Raw -25587.900657 + Penalty 391.452346 = -25196.448312 nChanged 5 SP:Iteration 13F (1.204705 sec): 3 clusters Score: Raw -25590.625669 + Penalty 399.823776 = -25190.801892 nChanged 3 SP:Iteration 14F (1.206791 sec): 3 clusters Score: Raw -25591.564139 + Penalty 399.787902 = -25191.776237 nChanged 1 SP:Iteration 15Q (1.208532 sec): 3 clusters Score: Raw -25591.751827 + Penalty 399.787902 = -25191.963926 nChanged 0 SP:Iteration 16F (1.210660 sec): 3 clusters Score: Raw -25591.751827 + Penalty 399.787902 = -25191.963926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 11 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.211487 sec): 2 clusters Score: Raw -1697.926419 + Penalty 211.881330 = -1486.045089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.211848 sec): 3 clusters Score: Raw -1695.371080 + Penalty 457.214116 = -1238.156964 nChanged 9 SP:Iteration 1F (1.212183 sec): 3 clusters Score: Raw -1711.789775 + Penalty 466.427630 = -1245.362146 nChanged 2 SP:Iteration 2Q (1.212507 sec): 3 clusters Score: Raw -1716.433485 + Penalty 475.022101 = -1241.411384 nChanged 1 SP:Iteration 3F (1.212837 sec): 3 clusters Score: Raw -1717.427079 + Penalty 475.022101 = -1242.404979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.213285 sec): 2 clusters Score: Raw -91.109423 + Penalty 58.706466 = -32.402957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.213479 sec): 2 clusters Score: Raw -91.109423 + Penalty 58.706466 = -32.402957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.213920 sec): 2 clusters Score: Raw -52.302410 + Penalty 29.864600 = -22.437809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.214112 sec): 2 clusters Score: Raw -52.302410 + Penalty 29.864600 = -22.437809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 16 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.214568 sec): 2 clusters Score: Raw -217.483656 + Penalty 129.876860 = -87.606796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.214787 sec): 3 clusters Score: Raw -223.516744 + Penalty 259.753720 = 36.236977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 17 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.215547 sec): 2 clusters Score: Raw -2493.143245 + Penalty 184.176561 = -2308.966685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.215982 sec): 3 clusters Score: Raw -2452.507345 + Penalty 379.721021 = -2072.786324 nChanged 29 SP:Iteration 1F (1.216403 sec): 3 clusters Score: Raw -2498.283343 + Penalty 419.683527 = -2078.599816 nChanged 17 SP:Iteration 2F (1.216823 sec): 3 clusters Score: Raw -2533.840830 + Penalty 469.045008 = -2064.795823 nChanged 7 SP:Iteration 3F (1.217242 sec): 3 clusters Score: Raw -2551.600799 + Penalty 501.385197 = -2050.215602 nChanged 2 SP:Iteration 4F (1.217660 sec): 3 clusters Score: Raw -2558.184725 + Penalty 513.719970 = -2044.464754 nChanged 1 SP:Iteration 5F (1.218079 sec): 3 clusters Score: Raw -2562.581563 + Penalty 533.934433 = -2028.647129 nChanged 1 SP:Iteration 6F (1.218501 sec): 3 clusters Score: Raw -2565.174907 + Penalty 533.934433 = -2031.240473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 18 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.218992 sec): 2 clusters Score: Raw -537.018342 + Penalty 210.915482 = -326.102860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.219239 sec): 3 clusters Score: Raw -564.616968 + Penalty 420.321580 = -144.295388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 19 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.219739 sec): 2 clusters Score: Raw -404.471497 + Penalty 161.239261 = -243.232236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.219976 sec): 3 clusters Score: Raw -410.550829 + Penalty 329.973736 = -80.577093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 20 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.220705 sec): 2 clusters Score: Raw -2218.694004 + Penalty 166.511360 = -2052.182645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.221117 sec): 3 clusters Score: Raw -2189.884239 + Penalty 325.623152 = -1864.261087 nChanged 25 SP:Iteration 1F (1.221525 sec): 3 clusters Score: Raw -2223.575060 + Penalty 317.001463 = -1906.573597 nChanged 7 SP:Iteration 2F (1.221922 sec): 3 clusters Score: Raw -2232.963403 + Penalty 314.641636 = -1918.321768 nChanged 3 SP:Iteration 3Q (1.222316 sec): 3 clusters Score: Raw -2241.586833 + Penalty 316.273688 = -1925.313145 nChanged 2 SP:Iteration 4Q (1.222706 sec): 3 clusters Score: Raw -2243.487107 + Penalty 316.273688 = -1927.213419 nChanged 0 SP:Iteration 5F (1.223106 sec): 3 clusters Score: Raw -2243.487107 + Penalty 316.273688 = -1927.213419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.223567 sec): 2 clusters Score: Raw -82.438347 + Penalty 62.706347 = -19.732000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.223782 sec): 3 clusters Score: Raw -80.255189 + Penalty 128.953417 = 48.698228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 23 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.224225 sec): 2 clusters Score: Raw -114.865421 + Penalty 61.639342 = -53.226079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.224431 sec): 3 clusters Score: Raw -112.336317 + Penalty 123.278684 = 10.942367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.224881 sec): 2 clusters Score: Raw -158.899022 + Penalty 70.150110 = -88.748912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.225095 sec): 3 clusters Score: Raw -164.122543 + Penalty 145.864578 = -18.257965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.225535 sec): 2 clusters Score: Raw -85.365941 + Penalty 50.384979 = -34.980962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.225729 sec): 2 clusters Score: Raw -85.365941 + Penalty 50.384979 = -34.980962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.226165 sec): 2 clusters Score: Raw -54.252432 + Penalty 23.823177 = -30.429255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.226361 sec): 3 clusters Score: Raw -49.588571 + Penalty 47.646354 = -1.942217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.226789 sec): 2 clusters Score: Raw -27.498196 + Penalty 0.000000 = -27.498196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.226970 sec): 2 clusters Score: Raw -27.498196 + Penalty 0.000000 = -27.498196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 40 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.227405 sec): 2 clusters Score: Raw -59.235123 + Penalty 36.154386 = -23.080737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.227610 sec): 2 clusters Score: Raw -59.235123 + Penalty 36.154386 = -23.080737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.228045 sec): 2 clusters Score: Raw -58.089115 + Penalty 36.031576 = -22.057539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.228245 sec): 3 clusters Score: Raw -52.115808 + Penalty 72.063151 = 19.947343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.228692 sec): 2 clusters Score: Raw -110.529377 + Penalty 80.774036 = -29.755341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.228899 sec): 3 clusters Score: Raw -108.732555 + Penalty 134.735233 = 26.002678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.229340 sec): 2 clusters Score: Raw -77.524373 + Penalty 26.212483 = -51.311890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.229538 sec): 3 clusters Score: Raw -74.760808 + Penalty 55.986668 = -18.774141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 53 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.229970 sec): 2 clusters Score: Raw -26.909200 + Penalty 0.000000 = -26.909200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.230157 sec): 2 clusters Score: Raw -26.909200 + Penalty 0.000000 = -26.909200 nChanged 0 Deleting Class 16 (8 points): Lose 50.524946 but Gain 541.286940 Iteration 20F (1.311202 sec): 29 clusters Score: Raw -120613.826142 + Penalty 9103.879518 = -111509.946624 nChanged 31 Deleting Class 18 (21 points): Lose 114.115193 but Gain 600.387670 Iteration 21Q (1.326542 sec): 28 clusters Score: Raw -120530.618274 + Penalty 8801.273607 = -111729.344667 nChanged 43 Deleting Class 53 (1 points): Lose 3.606325 but Gain 488.848479 Iteration 22Q (1.341262 sec): 27 clusters Score: Raw -120575.070913 + Penalty 8329.899930 = -112245.170982 nChanged 18 Deleting Class 43 (4 points): Lose 22.255708 but Gain 504.962129 Iteration 23Q (1.355976 sec): 26 clusters Score: Raw -120563.352581 + Penalty 7846.893397 = -112716.459184 nChanged 18 Deleting Class 22 (3 points): Lose 27.150043 but Gain 494.663120 Iteration 24Q (1.370275 sec): 25 clusters Score: Raw -120556.551570 + Penalty 7357.998068 = -113198.553503 nChanged 15 Deleting Class 14 (3 points): Lose 6.796333 but Gain 463.109796 Iteration 25Q (1.384516 sec): 24 clusters Score: Raw -120562.777926 + Penalty 6896.565197 = -113666.212729 nChanged 12 Deleting Class 41 (2 points): Lose 5.350701 but Gain 450.505686 Iteration 26Q (1.398624 sec): 23 clusters Score: Raw -120564.466564 + Penalty 6445.162870 = -114119.303694 nChanged 8 Deleting Class 19 (15 points): Lose 64.244897 but Gain 506.958058 Iteration 27Q (1.412683 sec): 22 clusters Score: Raw -120504.655569 + Penalty 5954.050235 = -114550.605333 nChanged 18 Deleting Class 40 (2 points): Lose 21.349613 but Gain 452.041197 Iteration 28Q (1.427092 sec): 21 clusters Score: Raw -120506.272737 + Penalty 5272.737197 = -115233.535540 nChanged 12 Deleting Class 36 (1 points): Lose 6.412156 but Gain 394.324608 Iteration 29Q (1.440776 sec): 20 clusters Score: Raw -120517.227227 + Penalty 4888.824769 = -115628.402458 nChanged 10 Deleting Class 28 (3 points): Lose 31.738394 but Gain 397.465202 Iteration 30F (1.493370 sec): 19 clusters Score: Raw -120500.465917 + Penalty 4505.323438 = -115995.142479 nChanged 12 Deleting Class 23 (5 points): Lose 25.493118 but Gain 387.137580 Iteration 31Q (1.507328 sec): 18 clusters Score: Raw -120485.447591 + Penalty 4121.181691 = -116364.265900 nChanged 11 Deleting Class 15 (2 points): Lose 22.616854 but Gain 373.399498 Iteration 32Q (1.521460 sec): 17 clusters Score: Raw -120474.617587 + Penalty 3757.194514 = -116717.423073 nChanged 9 Deleting Class 7 (39 points): Lose 89.491078 but Gain 420.610221 Iteration 33Q (1.535377 sec): 16 clusters Score: Raw -120396.697653 + Penalty 3362.677121 = -117034.020532 nChanged 43 Deleting Class 27 (6 points): Lose 25.169704 but Gain 339.305680 Iteration 34Q (1.548942 sec): 15 clusters Score: Raw -120431.249994 + Penalty 3024.499561 = -117406.750432 nChanged 14 Deleting Class 35 (2 points): Lose 4.826472 but Gain 297.863096 Iteration 35Q (1.562226 sec): 14 clusters Score: Raw -120440.306669 + Penalty 2723.481580 = -117716.825089 nChanged 11 Deleting Class 11 (68 points): Lose 204.251033 but Gain 464.347781 Iteration 36Q (1.575362 sec): 13 clusters Score: Raw -120245.169906 + Penalty 2312.394637 = -117932.775269 nChanged 77 Deleting Class 49 (3 points): Lose 26.034764 but Gain 206.778887 Iteration 37Q (1.588314 sec): 12 clusters Score: Raw -120338.605841 + Penalty 2105.274218 = -118233.331624 nChanged 15 Iteration 38Q (1.601176 sec): 12 clusters Score: Raw -120347.723201 + Penalty 2107.959407 = -118239.763794 nChanged 9 Iteration 39Q (1.614150 sec): 12 clusters Score: Raw -120350.626879 + Penalty 2107.900962 = -118242.725917 nChanged 1 Iteration 40F (1.648328 sec): 12 clusters Score: Raw -120350.686404 + Penalty 2107.900962 = -118242.785442 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -120350.686404 + Penalty 2107.900962 = -118242.785442Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.662468 sec): 2 clusters Score: Raw -26996.816591 + Penalty 67.350066 = -26929.466525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.664637 sec): 3 clusters Score: Raw -26311.375309 + Penalty 140.169326 = -26171.205984 nChanged 535 SP:Iteration 1F (1.666740 sec): 3 clusters Score: Raw -26692.481213 + Penalty 146.882705 = -26545.598508 nChanged 93 SP:Iteration 2F (1.668837 sec): 3 clusters Score: Raw -26764.049643 + Penalty 154.448602 = -26609.601041 nChanged 78 SP:Iteration 3F (1.670946 sec): 3 clusters Score: Raw -26852.393298 + Penalty 164.416008 = -26687.977291 nChanged 62 SP:Iteration 4F (1.673041 sec): 3 clusters Score: Raw -26971.662757 + Penalty 168.878941 = -26802.783816 nChanged 21 SP:Iteration 5Q (1.675114 sec): 3 clusters Score: Raw -26993.462067 + Penalty 171.570523 = -26821.891544 nChanged 14 SP:Iteration 6Q (1.677058 sec): 3 clusters Score: Raw -27002.431359 + Penalty 173.923113 = -26828.508246 nChanged 16 SP:Iteration 7Q (1.678963 sec): 3 clusters Score: Raw -27010.353829 + Penalty 174.487570 = -26835.866259 nChanged 8 SP:Iteration 8Q (1.680851 sec): 3 clusters Score: Raw -27012.046085 + Penalty 175.766058 = -26836.280027 nChanged 4 SP:Iteration 9Q (1.682725 sec): 3 clusters Score: Raw -27012.965924 + Penalty 177.381965 = -26835.583960 nChanged 5 SP:Iteration 10F (1.684819 sec): 3 clusters Score: Raw -27013.708311 + Penalty 178.501059 = -26835.207253 nChanged 5 SP:Iteration 11F (1.686910 sec): 3 clusters Score: Raw -27014.616804 + Penalty 179.894766 = -26834.722038 nChanged 5 SP:Iteration 12F (1.689000 sec): 3 clusters Score: Raw -27015.498826 + Penalty 182.076776 = -26833.422050 nChanged 6 SP:Iteration 13F (1.691095 sec): 3 clusters Score: Raw -27016.453788 + Penalty 183.537512 = -26832.916275 nChanged 4 SP:Iteration 14F (1.693188 sec): 3 clusters Score: Raw -27016.947291 + Penalty 185.502181 = -26831.445110 nChanged 6 SP:Iteration 15F (1.695279 sec): 3 clusters Score: Raw -27018.078795 + Penalty 187.035026 = -26831.043768 nChanged 5 SP:Iteration 16F (1.697373 sec): 3 clusters Score: Raw -27019.418684 + Penalty 188.457457 = -26830.961227 nChanged 5 SP:Iteration 17F (1.699492 sec): 3 clusters Score: Raw -27020.978630 + Penalty 189.600068 = -26831.378562 nChanged 8 SP:Iteration 18Q (1.701322 sec): 3 clusters Score: Raw -27023.901020 + Penalty 195.067569 = -26828.833451 nChanged 10 SP:Iteration 19F (1.703541 sec): 3 clusters Score: Raw -27028.064842 + Penalty 199.076472 = -26828.988370 nChanged 7 SP:Iteration 20F (1.705673 sec): 3 clusters Score: Raw -27030.562176 + Penalty 202.412134 = -26828.150042 nChanged 5 SP:Iteration 21F (1.707764 sec): 3 clusters Score: Raw -27031.857208 + Penalty 204.624236 = -26827.232972 nChanged 7 SP:Iteration 22F (1.709866 sec): 3 clusters Score: Raw -27033.996739 + Penalty 206.615715 = -26827.381025 nChanged 4 SP:Iteration 23Q (1.711653 sec): 3 clusters Score: Raw -27035.546915 + Penalty 209.623215 = -26825.923701 nChanged 6 SP:Iteration 24F (1.713799 sec): 3 clusters Score: Raw -27037.057320 + Penalty 209.114273 = -26827.943047 nChanged 4 SP:Iteration 25Q (1.715595 sec): 3 clusters Score: Raw -27037.956495 + Penalty 209.376675 = -26828.579820 nChanged 2 SP:Iteration 26Q (1.717357 sec): 3 clusters Score: Raw -27038.475427 + Penalty 210.505837 = -26827.969590 nChanged 2 SP:Iteration 27F (1.719571 sec): 3 clusters Score: Raw -27039.379924 + Penalty 211.525793 = -26827.854131 nChanged 1 SP:Iteration 28F (1.721701 sec): 3 clusters Score: Raw -27039.408784 + Penalty 211.525793 = -26827.882991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 2 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.722548 sec): 2 clusters Score: Raw -3356.113048 + Penalty 66.289369 = -3289.823679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.722987 sec): 3 clusters Score: Raw -3283.570243 + Penalty 132.644315 = -3150.925928 nChanged 51 SP:Iteration 1F (1.723418 sec): 3 clusters Score: Raw -3313.893687 + Penalty 134.038247 = -3179.855441 nChanged 15 SP:Iteration 2F (1.723866 sec): 3 clusters Score: Raw -3325.520861 + Penalty 134.035331 = -3191.485530 nChanged 6 SP:Iteration 3Q (1.724305 sec): 3 clusters Score: Raw -3330.974799 + Penalty 131.593579 = -3199.381220 nChanged 3 SP:Iteration 4Q (1.724743 sec): 3 clusters Score: Raw -3334.647450 + Penalty 130.390731 = -3204.256720 nChanged 3 SP:Iteration 5Q (1.725179 sec): 3 clusters Score: Raw -3338.726625 + Penalty 131.687835 = -3207.038790 nChanged 5 SP:Iteration 6Q (1.725615 sec): 3 clusters Score: Raw -3347.443220 + Penalty 133.161528 = -3214.281692 nChanged 3 SP:Iteration 7Q (1.726049 sec): 3 clusters Score: Raw -3352.405237 + Penalty 133.459781 = -3218.945456 nChanged 1 SP:Iteration 8Q (1.726477 sec): 3 clusters Score: Raw -3353.370812 + Penalty 133.459781 = -3219.911031 nChanged 0 SP:Iteration 9F (1.726912 sec): 3 clusters Score: Raw -3353.370812 + Penalty 133.459781 = -3219.911031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.729563 sec): 2 clusters Score: Raw -11906.813048 + Penalty 122.866914 = -11783.946134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.730621 sec): 3 clusters Score: Raw -11633.915484 + Penalty 245.683014 = -11388.232470 nChanged 204 SP:Iteration 1F (1.731723 sec): 3 clusters Score: Raw -11750.993379 + Penalty 245.743319 = -11505.250061 nChanged 39 SP:Iteration 2F (1.732802 sec): 3 clusters Score: Raw -11785.519593 + Penalty 245.086124 = -11540.433469 nChanged 23 SP:Iteration 3Q (1.733858 sec): 3 clusters Score: Raw -11806.394014 + Penalty 244.537819 = -11561.856194 nChanged 18 SP:Iteration 4Q (1.734875 sec): 3 clusters Score: Raw -11820.354588 + Penalty 244.003108 = -11576.351480 nChanged 10 SP:Iteration 5Q (1.735884 sec): 3 clusters Score: Raw -11824.534754 + Penalty 243.628890 = -11580.905864 nChanged 5 SP:Iteration 6Q (1.736892 sec): 3 clusters Score: Raw -11825.331167 + Penalty 243.420730 = -11581.910436 nChanged 4 SP:Iteration 7Q (1.737898 sec): 3 clusters Score: Raw -11826.264958 + Penalty 243.220326 = -11583.044632 nChanged 6 SP:Iteration 8Q (1.738905 sec): 3 clusters Score: Raw -11827.430940 + Penalty 242.975925 = -11584.455015 nChanged 7 SP:Iteration 9Q (1.739913 sec): 3 clusters Score: Raw -11828.778633 + Penalty 242.843393 = -11585.935239 nChanged 6 SP:Iteration 10F (1.741040 sec): 3 clusters Score: Raw -11829.816477 + Penalty 242.607456 = -11587.209021 nChanged 6 SP:Iteration 11Q (1.742044 sec): 3 clusters Score: Raw -11830.747596 + Penalty 242.599802 = -11588.147793 nChanged 5 SP:Iteration 12Q (1.743050 sec): 3 clusters Score: Raw -11831.585437 + Penalty 242.810757 = -11588.774680 nChanged 5 SP:Iteration 13Q (1.744053 sec): 3 clusters Score: Raw -11832.314722 + Penalty 243.033124 = -11589.281598 nChanged 5 SP:Iteration 14Q (1.745056 sec): 3 clusters Score: Raw -11833.166698 + Penalty 242.914705 = -11590.251993 nChanged 7 SP:Iteration 15Q (1.746059 sec): 3 clusters Score: Raw -11834.863766 + Penalty 243.430670 = -11591.433096 nChanged 10 SP:Iteration 16Q (1.747082 sec): 3 clusters Score: Raw -11837.411025 + Penalty 243.698144 = -11593.712882 nChanged 11 SP:Iteration 17Q (1.748087 sec): 3 clusters Score: Raw -11839.974589 + Penalty 244.990965 = -11594.983624 nChanged 7 SP:Iteration 18Q (1.749095 sec): 3 clusters Score: Raw -11842.035830 + Penalty 245.828792 = -11596.207038 nChanged 12 SP:Iteration 19Q (1.750101 sec): 3 clusters Score: Raw -11846.812183 + Penalty 249.126587 = -11597.685597 nChanged 13 SP:Iteration 20F (1.751130 sec): 3 clusters Score: Raw -11853.779532 + Penalty 254.849850 = -11598.929682 nChanged 17 SP:Iteration 21Q (1.752126 sec): 3 clusters Score: Raw -11862.519545 + Penalty 258.165490 = -11604.354055 nChanged 12 SP:Iteration 22Q (1.753121 sec): 3 clusters Score: Raw -11868.918921 + Penalty 263.165469 = -11605.753453 nChanged 17 SP:Iteration 23Q (1.754110 sec): 3 clusters Score: Raw -11883.780514 + Penalty 271.375175 = -11612.405340 nChanged 18 SP:Iteration 24Q (1.755095 sec): 3 clusters Score: Raw -11899.645408 + Penalty 288.945570 = -11610.699839 nChanged 13 SP:Iteration 25F (1.756122 sec): 3 clusters Score: Raw -11911.661467 + Penalty 298.577683 = -11613.083783 nChanged 11 SP:Iteration 26Q (1.757069 sec): 3 clusters Score: Raw -11920.251735 + Penalty 304.653058 = -11615.598677 nChanged 6 SP:Iteration 27Q (1.758003 sec): 3 clusters Score: Raw -11924.197121 + Penalty 312.469971 = -11611.727150 nChanged 3 SP:Iteration 28F (1.759030 sec): 3 clusters Score: Raw -11926.377619 + Penalty 319.417832 = -11606.959786 nChanged 4 SP:Iteration 29F (1.760081 sec): 3 clusters Score: Raw -11933.731641 + Penalty 319.417832 = -11614.313808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 4 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.760902 sec): 2 clusters Score: Raw -3401.732560 + Penalty 107.097459 = -3294.635101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.761372 sec): 3 clusters Score: Raw -3323.793887 + Penalty 234.200368 = -3089.593519 nChanged 46 SP:Iteration 1F (1.761836 sec): 3 clusters Score: Raw -3362.469702 + Penalty 260.243678 = -3102.226025 nChanged 22 SP:Iteration 2F (1.762299 sec): 3 clusters Score: Raw -3383.116015 + Penalty 279.928341 = -3103.187675 nChanged 7 SP:Iteration 3Q (1.762763 sec): 3 clusters Score: Raw -3395.288604 + Penalty 309.517652 = -3085.770952 nChanged 8 SP:Iteration 4F (1.763225 sec): 3 clusters Score: Raw -3413.586461 + Penalty 319.124559 = -3094.461902 nChanged 2 SP:Iteration 5Q (1.763685 sec): 3 clusters Score: Raw -3417.076395 + Penalty 319.124559 = -3097.951837 nChanged 0 SP:Iteration 6F (1.764148 sec): 3 clusters Score: Raw -3417.076395 + Penalty 319.124559 = -3097.951837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 5 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.764732 sec): 2 clusters Score: Raw -1326.093655 + Penalty 53.306904 = -1272.786751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.765047 sec): 3 clusters Score: Raw -1300.838621 + Penalty 145.050995 = -1155.787626 nChanged 18 SP:Iteration 1F (1.765364 sec): 3 clusters Score: Raw -1323.185977 + Penalty 166.116313 = -1157.069664 nChanged 7 SP:Iteration 2F (1.765698 sec): 3 clusters Score: Raw -1335.028477 + Penalty 159.271144 = -1175.757332 nChanged 1 SP:Iteration 3Q (1.766018 sec): 3 clusters Score: Raw -1336.629774 + Penalty 159.271144 = -1177.358630 nChanged 0 SP:Iteration 4F (1.766324 sec): 3 clusters Score: Raw -1336.629774 + Penalty 159.271144 = -1177.358630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.767577 sec): 2 clusters Score: Raw -6569.933061 + Penalty 40.426988 = -6529.506073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.768306 sec): 3 clusters Score: Raw -6418.820267 + Penalty 80.672420 = -6338.147847 nChanged 126 SP:Iteration 1F (1.769023 sec): 3 clusters Score: Raw -6510.422546 + Penalty 80.679451 = -6429.743095 nChanged 15 SP:Iteration 2F (1.769718 sec): 3 clusters Score: Raw -6524.240790 + Penalty 80.736981 = -6443.503809 nChanged 12 SP:Iteration 3Q (1.770401 sec): 3 clusters Score: Raw -6535.024591 + Penalty 80.742248 = -6454.282342 nChanged 10 SP:Iteration 4Q (1.771102 sec): 3 clusters Score: Raw -6544.073134 + Penalty 80.522211 = -6463.550923 nChanged 5 SP:Iteration 5Q (1.771781 sec): 3 clusters Score: Raw -6551.886371 + Penalty 80.668670 = -6471.217701 nChanged 6 SP:Iteration 6Q (1.772451 sec): 3 clusters Score: Raw -6554.622494 + Penalty 80.844977 = -6473.777517 nChanged 5 SP:Iteration 7Q (1.773115 sec): 3 clusters Score: Raw -6556.361921 + Penalty 81.214854 = -6475.147067 nChanged 6 SP:Iteration 8Q (1.773775 sec): 3 clusters Score: Raw -6558.190429 + Penalty 81.422827 = -6476.767601 nChanged 3 SP:Iteration 9Q (1.774433 sec): 3 clusters Score: Raw -6559.534952 + Penalty 81.597619 = -6477.937333 nChanged 2 SP:Iteration 10F (1.775122 sec): 3 clusters Score: Raw -6560.479354 + Penalty 81.574831 = -6478.904523 nChanged 1 SP:Iteration 11Q (1.775781 sec): 3 clusters Score: Raw -6560.588776 + Penalty 81.669267 = -6478.919509 nChanged 1 SP:Iteration 12Q (1.776439 sec): 3 clusters Score: Raw -6560.657431 + Penalty 81.669267 = -6478.988164 nChanged 0 SP:Iteration 13F (1.777126 sec): 3 clusters Score: Raw -6560.657431 + Penalty 81.669267 = -6478.988164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 8 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.779787 sec): 2 clusters Score: Raw -22784.135519 + Penalty 85.235530 = -22698.899989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.781586 sec): 3 clusters Score: Raw -22213.772887 + Penalty 175.175134 = -22038.597753 nChanged 421 SP:Iteration 1F (1.783359 sec): 3 clusters Score: Raw -22558.956205 + Penalty 175.442769 = -22383.513436 nChanged 75 SP:Iteration 2F (1.785124 sec): 3 clusters Score: Raw -22628.986033 + Penalty 178.831903 = -22450.154130 nChanged 44 SP:Iteration 3Q (1.786857 sec): 3 clusters Score: Raw -22672.558305 + Penalty 179.667797 = -22492.890508 nChanged 33 SP:Iteration 4Q (1.788592 sec): 3 clusters Score: Raw -22721.903974 + Penalty 181.659211 = -22540.244763 nChanged 13 SP:Iteration 5Q (1.790181 sec): 3 clusters Score: Raw -22745.002632 + Penalty 185.727109 = -22559.275524 nChanged 9 SP:Iteration 6Q (1.791675 sec): 3 clusters Score: Raw -22756.556838 + Penalty 188.025672 = -22568.531166 nChanged 11 SP:Iteration 7Q (1.793144 sec): 3 clusters Score: Raw -22762.139568 + Penalty 187.418079 = -22574.721489 nChanged 3 SP:Iteration 8Q (1.794600 sec): 3 clusters Score: Raw -22763.399686 + Penalty 188.168099 = -22575.231588 nChanged 1 SP:Iteration 9Q (1.796117 sec): 3 clusters Score: Raw -22763.645842 + Penalty 189.787561 = -22573.858281 nChanged 4 SP:Iteration 10F (1.797903 sec): 3 clusters Score: Raw -22764.828013 + Penalty 192.858752 = -22571.969261 nChanged 4 SP:Iteration 11F (1.799668 sec): 3 clusters Score: Raw -22766.537139 + Penalty 196.093159 = -22570.443980 nChanged 4 SP:Iteration 12F (1.801398 sec): 3 clusters Score: Raw -22769.052744 + Penalty 206.523116 = -22562.529628 nChanged 9 SP:Iteration 13F (1.803160 sec): 3 clusters Score: Raw -22775.383581 + Penalty 204.799086 = -22570.584495 nChanged 6 SP:Iteration 14Q (1.804596 sec): 3 clusters Score: Raw -22780.180652 + Penalty 212.629777 = -22567.550875 nChanged 5 SP:Iteration 15F (1.806323 sec): 3 clusters Score: Raw -22784.044217 + Penalty 220.087523 = -22563.956694 nChanged 5 SP:Iteration 16F (1.808049 sec): 3 clusters Score: Raw -22787.030943 + Penalty 224.420672 = -22562.610271 nChanged 4 SP:Iteration 17F (1.809780 sec): 3 clusters Score: Raw -22790.321612 + Penalty 239.080608 = -22551.241004 nChanged 6 SP:Iteration 18F (1.811507 sec): 3 clusters Score: Raw -22796.637556 + Penalty 281.787972 = -22514.849584 nChanged 7 SP:Iteration 19F (1.813332 sec): 3 clusters Score: Raw -22804.236286 + Penalty 304.523482 = -22499.712804 nChanged 2 SP:Iteration 20F (1.815150 sec): 3 clusters Score: Raw -22806.238242 + Penalty 317.473240 = -22488.765001 nChanged 1 SP:Iteration 21F (1.816926 sec): 3 clusters Score: Raw -22806.467640 + Penalty 317.473240 = -22488.994399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 9 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.820224 sec): 2 clusters Score: Raw -26466.125297 + Penalty 90.093955 = -26376.031342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.822427 sec): 3 clusters Score: Raw -25741.864348 + Penalty 219.320459 = -25522.543889 nChanged 509 SP:Iteration 1F (1.824644 sec): 3 clusters Score: Raw -26311.138004 + Penalty 240.495891 = -26070.642113 nChanged 129 SP:Iteration 2F (1.826743 sec): 3 clusters Score: Raw -26465.617688 + Penalty 243.626716 = -26221.990972 nChanged 40 SP:Iteration 3Q (1.828779 sec): 3 clusters Score: Raw -26509.852604 + Penalty 241.315722 = -26268.536882 nChanged 15 SP:Iteration 4Q (1.830740 sec): 3 clusters Score: Raw -26512.605812 + Penalty 241.594832 = -26271.010981 nChanged 3 SP:Iteration 5Q (1.832641 sec): 3 clusters Score: Raw -26512.772451 + Penalty 241.594832 = -26271.177620 nChanged 0 SP:Iteration 6F (1.834900 sec): 3 clusters Score: Raw -26512.772451 + Penalty 241.594832 = -26271.177620 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 10 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.840688 sec): 2 clusters Score: Raw -26455.738004 + Penalty 141.044602 = -26314.693402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.842913 sec): 3 clusters Score: Raw -25735.000381 + Penalty 281.607907 = -25453.392474 nChanged 494 SP:Iteration 1F (1.845139 sec): 3 clusters Score: Raw -26071.604906 + Penalty 304.450791 = -25767.154115 nChanged 180 SP:Iteration 2F (1.847378 sec): 3 clusters Score: Raw -26245.274711 + Penalty 360.524544 = -25884.750167 nChanged 112 SP:Iteration 3F (1.849602 sec): 3 clusters Score: Raw -26388.677730 + Penalty 431.550182 = -25957.127548 nChanged 48 SP:Iteration 4Q (1.851776 sec): 3 clusters Score: Raw -26464.943722 + Penalty 443.989668 = -26020.954053 nChanged 10 SP:Iteration 5Q (1.853597 sec): 3 clusters Score: Raw -26479.320097 + Penalty 453.615249 = -26025.704847 nChanged 2 SP:Iteration 6Q (1.855369 sec): 3 clusters Score: Raw -26483.752551 + Penalty 460.351883 = -26023.400668 nChanged 3 SP:Iteration 7F (1.857540 sec): 3 clusters Score: Raw -26486.482647 + Penalty 460.351883 = -26026.130764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 17 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.858611 sec): 2 clusters Score: Raw -3732.640345 + Penalty 230.423206 = -3502.217139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.859139 sec): 3 clusters Score: Raw -3675.656312 + Penalty 461.308028 = -3214.348283 nChanged 51 SP:Iteration 1F (1.859664 sec): 3 clusters Score: Raw -3745.776394 + Penalty 461.384014 = -3284.392380 nChanged 17 SP:Iteration 2F (1.860183 sec): 3 clusters Score: Raw -3780.853703 + Penalty 462.841687 = -3318.012016 nChanged 8 SP:Iteration 3Q (1.860716 sec): 3 clusters Score: Raw -3789.851660 + Penalty 463.364405 = -3326.487255 nChanged 4 SP:Iteration 4Q (1.861219 sec): 3 clusters Score: Raw -3798.314377 + Penalty 465.182976 = -3333.131402 nChanged 4 SP:Iteration 5Q (1.861722 sec): 3 clusters Score: Raw -3801.538190 + Penalty 464.422430 = -3337.115760 nChanged 2 SP:Iteration 6Q (1.862226 sec): 3 clusters Score: Raw -3802.831495 + Penalty 464.632838 = -3338.198658 nChanged 1 SP:Iteration 7Q (1.862728 sec): 3 clusters Score: Raw -3803.163369 + Penalty 464.632838 = -3338.530532 nChanged 0 SP:Iteration 8F (1.863258 sec): 3 clusters Score: Raw -3803.163369 + Penalty 464.632838 = -3338.530532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 20 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.864255 sec): 2 clusters Score: Raw -4495.907225 + Penalty 222.152797 = -4273.754428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.864861 sec): 3 clusters Score: Raw -4417.587741 + Penalty 451.648397 = -3965.939344 nChanged 59 SP:Iteration 1F (1.865451 sec): 3 clusters Score: Raw -4498.708038 + Penalty 451.549608 = -4047.158430 nChanged 19 SP:Iteration 2F (1.866030 sec): 3 clusters Score: Raw -4525.175996 + Penalty 453.254374 = -4071.921622 nChanged 7 SP:Iteration 3Q (1.866597 sec): 3 clusters Score: Raw -4530.915561 + Penalty 454.544624 = -4076.370937 nChanged 1 SP:Iteration 4Q (1.867160 sec): 3 clusters Score: Raw -4531.613124 + Penalty 455.284739 = -4076.328385 nChanged 2 SP:Iteration 5F (1.867739 sec): 3 clusters Score: Raw -4533.092378 + Penalty 455.934932 = -4077.157446 nChanged 2 SP:Iteration 6Q (1.868300 sec): 3 clusters Score: Raw -4536.519707 + Penalty 455.934932 = -4080.584775 nChanged 0 SP:Iteration 7F (1.868879 sec): 3 clusters Score: Raw -4536.519707 + Penalty 455.934932 = -4080.584775 nChanged 0 Time taken for this iteration:1.714310 seconds. 300->12 Clusters: Score -118242.785442, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 41 (time per iteration =45.775195 ms) Total iterations: 438 (time per iteration =4.284893 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 314344375.000000 (time per metric unit =5.970468ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7858609375.000000 (time per metric unit=238.818716ps) That took 1.876783 seconds. FileBase PeterP-2014-02-27_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 0.03 and 0.05 GB of RAM. Memory request: 0.02 GB would take us to total of 0.02 GB. ---------------------------------------------------------- Loaded 3054 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 3054 points ------ Starting initial clusters from distinct float masks Not enough masks (56) to generate starting clusters (300), so starting with (57) clusters instead. Assigned 57 initial classes from 56 unique masks. Deleting Class 28 (3 points): Lose 92.665745 but Gain 1303.933716 Iteration 0F (0.162619 sec): 56 clusters Score: Raw -54197.625027 + Penalty 27689.541899 = -26508.083128 nChanged 441 Deleting Class 49 (1 points): Lose 11.948102 but Gain 1177.533729 Iteration 1F (0.230120 sec): 49 clusters Score: Raw -54939.600855 + Penalty 26073.924305 = -28865.676550 nChanged 182 Deleting Class 48 (1 points): Lose 10.853875 but Gain 1129.860908 Iteration 2F (0.295089 sec): 47 clusters Score: Raw -55259.342139 + Penalty 25284.786633 = -29974.555506 nChanged 187 Deleting Class 54 (1 points): Lose 7.885017 but Gain 1065.112910 Iteration 3F (0.358187 sec): 46 clusters Score: Raw -55529.510104 + Penalty 24386.107773 = -31143.402331 nChanged 163 Deleting Class 55 (2 points): Lose 39.501229 but Gain 1057.726040 Iteration 4F (0.420687 sec): 45 clusters Score: Raw -55652.333374 + Penalty 23668.104688 = -31984.228687 nChanged 132 Deleting Class 56 (2 points): Lose 26.732507 but Gain 980.101927 Iteration 5Q (0.432464 sec): 44 clusters Score: Raw -55771.126856 + Penalty 22881.292693 = -32889.834163 nChanged 116 Deleting Class 22 (2 points): Lose 13.406372 but Gain 918.595674 Iteration 6Q (0.443520 sec): 43 clusters Score: Raw -55878.695236 + Penalty 22020.111902 = -33858.583334 nChanged 124 Deleting Class 37 (1 points): Lose 9.494325 but Gain 760.141930 Iteration 7Q (0.454421 sec): 42 clusters Score: Raw -55964.057228 + Penalty 21329.233396 = -34634.823832 nChanged 114 Deleting Class 43 (1 points): Lose 4.876258 but Gain 722.265027 Iteration 8Q (0.464754 sec): 41 clusters Score: Raw -56051.843531 + Penalty 20689.795301 = -35362.048230 nChanged 98 Deleting Class 11 (4 points): Lose 33.297648 but Gain 744.134546 Iteration 9Q (0.474730 sec): 40 clusters Score: Raw -56082.095497 + Penalty 19972.236245 = -36109.859252 nChanged 69 Deleting Class 46 (2 points): Lose 15.023796 but Gain 704.408200 Iteration 10F (0.529685 sec): 39 clusters Score: Raw -56111.619714 + Penalty 19304.412183 = -36807.207532 nChanged 61 Deleting Class 26 (2 points): Lose 2.987552 but Gain 681.109519 Iteration 11Q (0.538714 sec): 38 clusters Score: Raw -56152.704591 + Penalty 18663.244847 = -37489.459745 nChanged 53 Deleting Class 25 (7 points): Lose 56.821255 but Gain 726.396098 Iteration 12Q (0.547252 sec): 37 clusters Score: Raw -56144.903977 + Penalty 18072.410312 = -38072.493665 nChanged 64 Deleting Class 44 (4 points): Lose 23.007125 but Gain 701.193047 Iteration 13Q (0.556054 sec): 36 clusters Score: Raw -56205.945253 + Penalty 17410.156821 = -38795.788433 nChanged 55 Deleting Class 16 (10 points): Lose 65.018051 but Gain 728.512944 Iteration 14Q (0.564652 sec): 35 clusters Score: Raw -56190.678650 + Penalty 16759.741141 = -39430.937509 nChanged 39 Deleting Class 32 (1 points): Lose 1.751522 but Gain 637.120400 Iteration 15Q (0.572686 sec): 34 clusters Score: Raw -56237.548402 + Penalty 16190.526342 = -40047.022060 nChanged 17 Deleting Class 24 (5 points): Lose 32.438657 but Gain 644.691114 Iteration 16Q (0.580661 sec): 33 clusters Score: Raw -56215.573832 + Penalty 15554.165887 = -40661.407945 nChanged 11 Deleting Class 20 (7 points): Lose 40.943480 but Gain 641.642040 Iteration 17Q (0.587981 sec): 32 clusters Score: Raw -56189.106544 + Penalty 14979.151306 = -41209.955238 nChanged 14 Deleting Class 18 (2 points): Lose 11.080490 but Gain 597.872818 Iteration 18Q (0.595600 sec): 31 clusters Score: Raw -56203.098040 + Penalty 14379.433320 = -41823.664720 nChanged 11 Deleting Class 40 (1 points): Lose 1.800012 but Gain 583.136245 Iteration 19Q (0.602890 sec): 30 clusters Score: Raw -56208.445684 + Penalty 13804.135365 = -42404.310320 nChanged 6 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -56208.445684 + Penalty 13804.135365 = -42404.310320Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 1 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.616257 sec): 2 clusters Score: Raw -353.846345 + Penalty 106.526982 = -247.319363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.616516 sec): 3 clusters Score: Raw -353.588066 + Penalty 207.348153 = -146.239913 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 2 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.621843 sec): 2 clusters Score: Raw -22965.333452 + Penalty 262.823751 = -22702.509700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.623916 sec): 3 clusters Score: Raw -22350.597852 + Penalty 528.329916 = -21822.267936 nChanged 428 SP:Iteration 1F (0.625939 sec): 3 clusters Score: Raw -22585.020371 + Penalty 534.443428 = -22050.576944 nChanged 132 SP:Iteration 2F (0.627914 sec): 3 clusters Score: Raw -22680.503978 + Penalty 549.136605 = -22131.367373 nChanged 104 SP:Iteration 3F (0.629892 sec): 3 clusters Score: Raw -22777.625419 + Penalty 578.080282 = -22199.545137 nChanged 93 SP:Iteration 4F (0.631869 sec): 3 clusters Score: Raw -22873.426202 + Penalty 619.637858 = -22253.788344 nChanged 50 SP:Iteration 5Q (0.633857 sec): 3 clusters Score: Raw -22931.437820 + Penalty 657.044742 = -22274.393079 nChanged 28 SP:Iteration 6Q (0.635844 sec): 3 clusters Score: Raw -22962.332528 + Penalty 699.267964 = -22263.064564 nChanged 14 SP:Iteration 7F (0.637820 sec): 3 clusters Score: Raw -22979.813269 + Penalty 712.178850 = -22267.634419 nChanged 5 SP:Iteration 8Q (0.639641 sec): 3 clusters Score: Raw -22983.691818 + Penalty 726.932158 = -22256.759660 nChanged 4 SP:Iteration 9F (0.641618 sec): 3 clusters Score: Raw -22988.259043 + Penalty 736.759396 = -22251.499648 nChanged 2 SP:Iteration 10F (0.643594 sec): 3 clusters Score: Raw -22990.867607 + Penalty 761.257005 = -22229.610602 nChanged 3 SP:Iteration 11F (0.645573 sec): 3 clusters Score: Raw -22994.829418 + Penalty 774.980115 = -22219.849304 nChanged 3 SP:Iteration 12F (0.647549 sec): 3 clusters Score: Raw -22999.520782 + Penalty 789.112498 = -22210.408284 nChanged 2 SP:Iteration 13F (0.649608 sec): 3 clusters Score: Raw -23003.170588 + Penalty 804.125222 = -22199.045366 nChanged 1 SP:Iteration 14F (0.651639 sec): 3 clusters Score: Raw -23006.342387 + Penalty 823.151707 = -22183.190681 nChanged 2 SP:Iteration 15F (0.653615 sec): 3 clusters Score: Raw -23016.601445 + Penalty 820.948741 = -22195.652704 nChanged 2 SP:Iteration 16Q (0.655220 sec): 3 clusters Score: Raw -23022.947445 + Penalty 831.383483 = -22191.563962 nChanged 1 SP:Iteration 17F (0.657235 sec): 3 clusters Score: Raw -23026.650781 + Penalty 836.127352 = -22190.523429 nChanged 1 SP:Iteration 18F (0.659211 sec): 3 clusters Score: Raw -23029.232729 + Penalty 836.127352 = -22193.105377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 3 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.659791 sec): 2 clusters Score: Raw -793.222582 + Penalty 144.606253 = -648.616329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.660079 sec): 3 clusters Score: Raw -782.291805 + Penalty 293.770252 = -488.521553 nChanged 5 SP:Iteration 1F (0.660359 sec): 3 clusters Score: Raw -788.647049 + Penalty 303.740081 = -484.906968 nChanged 3 SP:Iteration 2F (0.660632 sec): 3 clusters Score: Raw -797.509582 + Penalty 302.403085 = -495.106497 nChanged 1 SP:Iteration 3Q (0.660901 sec): 3 clusters Score: Raw -799.507320 + Penalty 302.403085 = -497.104235 nChanged 0 SP:Iteration 4F (0.661173 sec): 3 clusters Score: Raw -799.507320 + Penalty 302.403085 = -497.104235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.661643 sec): 2 clusters Score: Raw -335.080190 + Penalty 199.975770 = -135.104420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.661879 sec): 3 clusters Score: Raw -349.531735 + Penalty 405.334317 = 55.802581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.662562 sec): 2 clusters Score: Raw -1310.003416 + Penalty 174.038836 = -1135.964580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.662877 sec): 3 clusters Score: Raw -1304.487157 + Penalty 348.148742 = -956.338415 nChanged 14 SP:Iteration 1F (0.663187 sec): 3 clusters Score: Raw -1327.220597 + Penalty 346.016013 = -981.204584 nChanged 4 SP:Iteration 2F (0.663496 sec): 3 clusters Score: Raw -1333.409041 + Penalty 346.016013 = -987.393028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.664948 sec): 2 clusters Score: Raw -4219.681200 + Penalty 53.491889 = -4166.189312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.665530 sec): 3 clusters Score: Raw -4107.755854 + Penalty 109.195540 = -3998.560315 nChanged 82 SP:Iteration 1F (0.666099 sec): 3 clusters Score: Raw -4179.872379 + Penalty 108.134301 = -4071.738078 nChanged 16 SP:Iteration 2F (0.666686 sec): 3 clusters Score: Raw -4196.788196 + Penalty 111.796767 = -4084.991429 nChanged 9 SP:Iteration 3Q (0.667249 sec): 3 clusters Score: Raw -4209.880234 + Penalty 104.424428 = -4105.455806 nChanged 6 SP:Iteration 4Q (0.667790 sec): 3 clusters Score: Raw -4216.829129 + Penalty 104.326739 = -4112.502390 nChanged 1 SP:Iteration 5Q (0.668294 sec): 3 clusters Score: Raw -4217.044367 + Penalty 104.367298 = -4112.677069 nChanged 2 SP:Iteration 6Q (0.668795 sec): 3 clusters Score: Raw -4218.044295 + Penalty 95.304345 = -4122.739950 nChanged 1 SP:Iteration 7Q (0.669281 sec): 3 clusters Score: Raw -4219.194188 + Penalty 93.003041 = -4126.191147 nChanged 1 SP:Iteration 8Q (0.669766 sec): 3 clusters Score: Raw -4221.327303 + Penalty 93.003041 = -4128.324262 nChanged 0 SP:Iteration 9F (0.670292 sec): 3 clusters Score: Raw -4221.327303 + Penalty 93.003041 = -4128.324262 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 7 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.676878 sec): 2 clusters Score: Raw -25899.039104 + Penalty 107.180949 = -25791.858155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.679365 sec): 3 clusters Score: Raw -25062.871128 + Penalty 211.153964 = -24851.717164 nChanged 563 SP:Iteration 1F (0.681803 sec): 3 clusters Score: Raw -25353.425449 + Penalty 211.642829 = -25141.782620 nChanged 228 SP:Iteration 2F (0.684273 sec): 3 clusters Score: Raw -25607.988417 + Penalty 206.866703 = -25401.121714 nChanged 155 SP:Iteration 3F (0.686751 sec): 3 clusters Score: Raw -25790.852738 + Penalty 182.013399 = -25608.839339 nChanged 75 SP:Iteration 4F (0.689289 sec): 3 clusters Score: Raw -25887.636786 + Penalty 196.619757 = -25691.017030 nChanged 12 SP:Iteration 5Q (0.691475 sec): 3 clusters Score: Raw -25907.676600 + Penalty 196.619757 = -25711.056843 nChanged 0 SP:Iteration 6F (0.694181 sec): 3 clusters Score: Raw -25907.676600 + Penalty 196.619757 = -25711.056843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.695060 sec): 2 clusters Score: Raw -3940.222197 + Penalty 239.708496 = -3700.513700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.695571 sec): 3 clusters Score: Raw -3870.743696 + Penalty 479.845573 = -3390.898123 nChanged 48 SP:Iteration 1F (0.696071 sec): 3 clusters Score: Raw -3908.560999 + Penalty 480.183598 = -3428.377401 nChanged 12 SP:Iteration 2F (0.696571 sec): 3 clusters Score: Raw -3920.431055 + Penalty 480.321049 = -3440.110005 nChanged 7 SP:Iteration 3Q (0.697067 sec): 3 clusters Score: Raw -3927.572932 + Penalty 481.087754 = -3446.485178 nChanged 4 SP:Iteration 4Q (0.697561 sec): 3 clusters Score: Raw -3931.361169 + Penalty 482.244031 = -3449.117138 nChanged 4 SP:Iteration 5Q (0.698054 sec): 3 clusters Score: Raw -3936.178867 + Penalty 482.075350 = -3454.103517 nChanged 2 SP:Iteration 6Q (0.698546 sec): 3 clusters Score: Raw -3939.124773 + Penalty 481.710305 = -3457.414468 nChanged 1 SP:Iteration 7Q (0.699037 sec): 3 clusters Score: Raw -3940.015505 + Penalty 480.537662 = -3459.477843 nChanged 1 SP:Iteration 8Q (0.699527 sec): 3 clusters Score: Raw -3940.949118 + Penalty 480.537662 = -3460.411456 nChanged 0 SP:Iteration 9F (0.700024 sec): 3 clusters Score: Raw -3940.949118 + Penalty 480.537662 = -3460.411456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.700485 sec): 2 clusters Score: Raw -171.516852 + Penalty 81.153749 = -90.363102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.700707 sec): 3 clusters Score: Raw -172.960772 + Penalty 165.575089 = -7.385683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.701450 sec): 2 clusters Score: Raw -1377.859220 + Penalty 131.167665 = -1246.691555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.701788 sec): 3 clusters Score: Raw -1354.793062 + Penalty 271.419218 = -1083.373844 nChanged 17 SP:Iteration 1F (0.702119 sec): 3 clusters Score: Raw -1373.625703 + Penalty 274.862919 = -1098.762784 nChanged 4 SP:Iteration 2F (0.702448 sec): 3 clusters Score: Raw -1376.057449 + Penalty 277.315289 = -1098.742160 nChanged 1 SP:Iteration 3F (0.702775 sec): 3 clusters Score: Raw -1376.467357 + Penalty 277.315289 = -1099.152068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.703274 sec): 2 clusters Score: Raw -579.098732 + Penalty 240.077629 = -339.021103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.703526 sec): 3 clusters Score: Raw -597.382837 + Penalty 480.046618 = -117.336219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 13 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.703996 sec): 2 clusters Score: Raw -326.376978 + Penalty 179.346106 = -147.030872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.704232 sec): 3 clusters Score: Raw -338.731189 + Penalty 352.625144 = 13.893955 nChanged 1 SP:Iteration 1F (0.704489 sec): 3 clusters Score: Raw -341.593069 + Penalty 352.625144 = 11.032074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.704935 sec): 2 clusters Score: Raw -104.196216 + Penalty 73.389277 = -30.806939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.705146 sec): 3 clusters Score: Raw -99.075945 + Penalty 146.778553 = 47.702608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 15 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.705603 sec): 2 clusters Score: Raw -253.048233 + Penalty 166.814537 = -86.233696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.705827 sec): 3 clusters Score: Raw -261.991055 + Penalty 329.463669 = 67.472614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 17 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.706269 sec): 2 clusters Score: Raw -103.895569 + Penalty 90.764843 = -13.130725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.706477 sec): 3 clusters Score: Raw -102.476348 + Penalty 181.529686 = 79.053338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 19 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.706928 sec): 2 clusters Score: Raw -190.042170 + Penalty 142.864591 = -47.177579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.707143 sec): 3 clusters Score: Raw -186.931176 + Penalty 262.158422 = 75.227246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 21 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.707575 sec): 2 clusters Score: Raw -23.209406 + Penalty 0.000000 = -23.209406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.707764 sec): 2 clusters Score: Raw -23.209406 + Penalty 0.000000 = -23.209406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 23 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.708205 sec): 2 clusters Score: Raw -101.074462 + Penalty 87.561702 = -13.512760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.708417 sec): 3 clusters Score: Raw -99.442108 + Penalty 176.013928 = 76.571820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.708859 sec): 2 clusters Score: Raw -108.626173 + Penalty 99.335468 = -9.290705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.709072 sec): 3 clusters Score: Raw -104.704970 + Penalty 198.670936 = 93.965967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.709535 sec): 2 clusters Score: Raw -298.189230 + Penalty 134.706433 = -163.482796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.709769 sec): 3 clusters Score: Raw -308.261127 + Penalty 268.258199 = -40.002928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.710208 sec): 2 clusters Score: Raw -86.019104 + Penalty 80.240133 = -5.778971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.710414 sec): 3 clusters Score: Raw -79.707505 + Penalty 162.981206 = 83.273701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 33 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.710864 sec): 2 clusters Score: Raw -166.892589 + Penalty 17.397043 = -149.495545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.711085 sec): 3 clusters Score: Raw -162.463438 + Penalty 32.872137 = -129.591302 nChanged 1 SP:Iteration 1F (0.711289 sec): 3 clusters Score: Raw -164.987381 + Penalty 34.794086 = -130.193295 nChanged 1 SP:Iteration 2F (0.711501 sec): 3 clusters Score: Raw -169.443660 + Penalty 34.794086 = -134.649574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.711950 sec): 2 clusters Score: Raw -147.116278 + Penalty 75.179428 = -71.936850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.712160 sec): 3 clusters Score: Raw -143.800152 + Penalty 137.178970 = -6.621181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 36 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.712612 sec): 2 clusters Score: Raw -175.565765 + Penalty 145.414391 = -30.151374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.712831 sec): 3 clusters Score: Raw -179.632078 + Penalty 290.047539 = 110.415460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 38 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.713286 sec): 2 clusters Score: Raw -224.780692 + Penalty 155.341290 = -69.439402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.713508 sec): 3 clusters Score: Raw -229.401033 + Penalty 311.290628 = 81.889595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 39 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.713944 sec): 2 clusters Score: Raw -50.824528 + Penalty 43.844834 = -6.979693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.714136 sec): 2 clusters Score: Raw -50.824528 + Penalty 43.844834 = -6.979693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.714572 sec): 2 clusters Score: Raw -76.300571 + Penalty 55.291367 = -21.009204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.714775 sec): 3 clusters Score: Raw -70.470256 + Penalty 103.744139 = 33.273882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.715231 sec): 2 clusters Score: Raw -140.749488 + Penalty 115.852846 = -24.896642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.715444 sec): 3 clusters Score: Raw -137.344802 + Penalty 234.983465 = 97.638664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 47 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.715876 sec): 2 clusters Score: Raw -24.856728 + Penalty 0.000000 = -24.856728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.716063 sec): 2 clusters Score: Raw -24.856728 + Penalty 0.000000 = -24.856728 nChanged 0 Deleting Class 30 (3 points): Lose 10.826704 but Gain 586.069793 Iteration 20F (0.761096 sec): 29 clusters Score: Raw -56202.879949 + Penalty 13213.310064 = -42989.569885 nChanged 5 Deleting Class 15 (9 points): Lose 38.133814 but Gain 609.202387 Iteration 21Q (0.769986 sec): 28 clusters Score: Raw -56170.931946 + Penalty 12634.713040 = -43536.218906 nChanged 11 Deleting Class 4 (15 points): Lose 52.703817 but Gain 622.969715 Iteration 22Q (0.777875 sec): 27 clusters Score: Raw -56138.681649 + Penalty 12044.908051 = -44093.773598 nChanged 15 Deleting Class 19 (7 points): Lose 21.602268 but Gain 589.120274 Iteration 23Q (0.785521 sec): 26 clusters Score: Raw -56143.806142 + Penalty 11457.628371 = -44686.177772 nChanged 7 Deleting Class 27 (4 points): Lose 11.997309 but Gain 574.977746 Iteration 24Q (0.793039 sec): 25 clusters Score: Raw -56140.527470 + Penalty 10896.283161 = -45244.244308 nChanged 4 Deleting Class 36 (7 points): Lose 47.809617 but Gain 599.634698 Iteration 25Q (0.800634 sec): 24 clusters Score: Raw -56099.977064 + Penalty 10367.494893 = -45732.482171 nChanged 9 Deleting Class 45 (5 points): Lose 32.008992 but Gain 577.609902 Iteration 26Q (0.807810 sec): 23 clusters Score: Raw -56088.405142 + Penalty 9799.353608 = -46289.051534 nChanged 8 Deleting Class 12 (24 points): Lose 92.609558 but Gain 632.177220 Iteration 27Q (0.814873 sec): 22 clusters Score: Raw -56007.405329 + Penalty 9260.609701 = -46746.795629 nChanged 26 Deleting Class 47 (1 points): Lose 0.344087 but Gain 521.854505 Iteration 28Q (0.821641 sec): 21 clusters Score: Raw -56057.302690 + Penalty 8775.191789 = -47282.110901 nChanged 5 Deleting Class 38 (9 points): Lose 48.953845 but Gain 567.302386 Iteration 29Q (0.828513 sec): 20 clusters Score: Raw -56018.627731 + Penalty 8262.669581 = -47755.958150 nChanged 13 Deleting Class 17 (4 points): Lose 16.464597 but Gain 525.368893 Iteration 30F (0.857779 sec): 19 clusters Score: Raw -56035.180133 + Penalty 7753.127970 = -48282.052163 nChanged 6 Deleting Class 21 (1 points): Lose 7.702956 but Gain 510.302477 Iteration 31Q (0.864673 sec): 18 clusters Score: Raw -56035.925291 + Penalty 7243.115776 = -48792.809515 nChanged 1 Deleting Class 23 (4 points): Lose 8.005691 but Gain 506.828335 Iteration 32Q (0.871590 sec): 17 clusters Score: Raw -56030.116374 + Penalty 6739.347018 = -49290.769355 nChanged 4 Deleting Class 13 (13 points): Lose 66.025225 but Gain 561.266850 Iteration 33Q (0.878426 sec): 16 clusters Score: Raw -55969.882575 + Penalty 6221.841476 = -49748.041099 nChanged 13 Deleting Class 39 (2 points): Lose 22.919190 but Gain 507.569036 Iteration 34Q (0.885530 sec): 15 clusters Score: Raw -55981.215884 + Penalty 5717.084368 = -50264.131516 nChanged 3 Deleting Class 14 (4 points): Lose 18.723224 but Gain 424.794905 Iteration 35Q (0.892092 sec): 14 clusters Score: Raw -55966.581681 + Penalty 5301.719034 = -50664.862646 nChanged 6 Deleting Class 42 (3 points): Lose 13.198386 but Gain 403.845291 Iteration 36Q (0.898454 sec): 13 clusters Score: Raw -55960.493176 + Penalty 4899.848460 = -51060.644716 nChanged 6 Deleting Class 29 (13 points): Lose 38.697500 but Gain 421.416652 Iteration 37Q (0.905109 sec): 12 clusters Score: Raw -55928.306575 + Penalty 4494.618760 = -51433.687815 nChanged 14 Deleting Class 9 (9 points): Lose 30.812501 but Gain 360.830025 Iteration 38Q (0.911338 sec): 11 clusters Score: Raw -55919.878034 + Penalty 4145.442536 = -51774.435498 nChanged 11 Deleting Class 1 (19 points): Lose 104.816853 but Gain 431.231412 Iteration 39Q (0.917718 sec): 10 clusters Score: Raw -55831.092143 + Penalty 3727.184131 = -52103.908012 nChanged 22 Deleting Class 35 (6 points): Lose 19.974643 but Gain 336.683209 Iteration 40F (0.933596 sec): 9 clusters Score: Raw -55856.775111 + Penalty 3394.503493 = -52462.271618 nChanged 12 Deleting Class 3 (48 points): Lose 176.143783 but Gain 409.088095 Iteration 41Q (0.939672 sec): 8 clusters Score: Raw -55693.707945 + Penalty 2443.237962 = -53250.469983 nChanged 49 Deleting Class 10 (84 points): Lose 355.373259 but Gain 360.527086 Iteration 42Q (0.945967 sec): 7 clusters Score: Raw -55419.034402 + Penalty 2095.538290 = -53323.496112 nChanged 84 Iteration 43Q (0.951808 sec): 7 clusters Score: Raw -55632.792262 + Penalty 2095.461945 = -53537.330317 nChanged 2 Iteration 44Q (0.957456 sec): 7 clusters Score: Raw -55632.856456 + Penalty 2095.461945 = -53537.394512 nChanged 0 Iteration 45F (0.968963 sec): 7 clusters Score: Raw -55632.856456 + Penalty 2095.461945 = -53537.394512 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.03 GB. Compute initial score before splitting: Score: Raw -55632.856456 + Penalty 2095.461945 = -53537.394512Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 2 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.978561 sec): 2 clusters Score: Raw -24346.214442 + Penalty 283.781040 = -24062.433402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.981131 sec): 3 clusters Score: Raw -23711.934964 + Penalty 618.826175 = -23093.108789 nChanged 473 SP:Iteration 1F (0.983615 sec): 3 clusters Score: Raw -24215.272908 + Penalty 683.417752 = -23531.855156 nChanged 142 SP:Iteration 2F (0.986063 sec): 3 clusters Score: Raw -24359.008014 + Penalty 708.377070 = -23650.630944 nChanged 45 SP:Iteration 3Q (0.988348 sec): 3 clusters Score: Raw -24400.547878 + Penalty 724.961194 = -23675.586684 nChanged 23 SP:Iteration 4Q (0.990552 sec): 3 clusters Score: Raw -24425.868157 + Penalty 742.305479 = -23683.562678 nChanged 15 SP:Iteration 5Q (0.992720 sec): 3 clusters Score: Raw -24438.583753 + Penalty 757.017836 = -23681.565917 nChanged 11 SP:Iteration 6F (0.995058 sec): 3 clusters Score: Raw -24446.196862 + Penalty 768.413690 = -23677.783172 nChanged 7 SP:Iteration 7F (0.997316 sec): 3 clusters Score: Raw -24450.297883 + Penalty 778.001392 = -23672.296490 nChanged 6 SP:Iteration 8F (0.999528 sec): 3 clusters Score: Raw -24453.479545 + Penalty 784.029395 = -23669.450149 nChanged 4 SP:Iteration 9F (1.001734 sec): 3 clusters Score: Raw -24455.198315 + Penalty 791.279776 = -23663.918539 nChanged 3 SP:Iteration 10F (1.003930 sec): 3 clusters Score: Raw -24458.090491 + Penalty 794.988609 = -23663.101882 nChanged 2 SP:Iteration 11F (1.006131 sec): 3 clusters Score: Raw -24459.403266 + Penalty 802.277858 = -23657.125408 nChanged 3 SP:Iteration 12F (1.008330 sec): 3 clusters Score: Raw -24460.684461 + Penalty 806.619622 = -23654.064839 nChanged 3 SP:Iteration 13F (1.010516 sec): 3 clusters Score: Raw -24462.715195 + Penalty 810.481100 = -23652.234095 nChanged 4 SP:Iteration 14F (1.012710 sec): 3 clusters Score: Raw -24466.099880 + Penalty 810.422238 = -23655.677642 nChanged 1 SP:Iteration 15Q (1.014587 sec): 3 clusters Score: Raw -24467.845402 + Penalty 810.422238 = -23657.423164 nChanged 0 SP:Iteration 16F (1.016904 sec): 3 clusters Score: Raw -24467.845402 + Penalty 810.422238 = -23657.423164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.017538 sec): 2 clusters Score: Raw -1329.540505 + Penalty 176.064858 = -1153.475646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.017863 sec): 3 clusters Score: Raw -1317.837005 + Penalty 353.048298 = -964.788707 nChanged 14 SP:Iteration 1F (1.018193 sec): 3 clusters Score: Raw -1334.226135 + Penalty 352.129717 = -982.096418 nChanged 5 SP:Iteration 2F (1.018524 sec): 3 clusters Score: Raw -1342.977980 + Penalty 354.227329 = -988.750651 nChanged 2 SP:Iteration 3Q (1.018845 sec): 3 clusters Score: Raw -1346.237053 + Penalty 354.227329 = -992.009724 nChanged 0 SP:Iteration 4F (1.019162 sec): 3 clusters Score: Raw -1346.237053 + Penalty 354.227329 = -992.009724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.020181 sec): 2 clusters Score: Raw -4203.424612 + Penalty 54.179189 = -4149.245423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.020781 sec): 3 clusters Score: Raw -4102.711972 + Penalty 110.107517 = -3992.604454 nChanged 74 SP:Iteration 1F (1.021375 sec): 3 clusters Score: Raw -4161.693939 + Penalty 111.186556 = -4050.507383 nChanged 17 SP:Iteration 2F (1.021963 sec): 3 clusters Score: Raw -4182.827630 + Penalty 111.152638 = -4071.674992 nChanged 14 SP:Iteration 3F (1.022542 sec): 3 clusters Score: Raw -4201.298466 + Penalty 110.971959 = -4090.326507 nChanged 8 SP:Iteration 4Q (1.023129 sec): 3 clusters Score: Raw -4205.957631 + Penalty 110.569802 = -4095.387829 nChanged 4 SP:Iteration 5Q (1.023701 sec): 3 clusters Score: Raw -4206.613290 + Penalty 110.569802 = -4096.043488 nChanged 0 SP:Iteration 6F (1.024287 sec): 3 clusters Score: Raw -4206.613290 + Penalty 110.569802 = -4096.043488 nChanged 0 Memory request: 0.01 GB would take us to total of 0.04 GB. Trying to split cluster 7 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.031824 sec): 2 clusters Score: Raw -28542.544734 + Penalty 131.598148 = -28410.946586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.034881 sec): 3 clusters Score: Raw -27637.268471 + Penalty 311.555014 = -27325.713456 nChanged 685 SP:Iteration 1F (1.037882 sec): 3 clusters Score: Raw -28466.651552 + Penalty 361.301137 = -28105.350415 nChanged 121 SP:Iteration 2F (1.040879 sec): 3 clusters Score: Raw -28617.256298 + Penalty 393.223671 = -28224.032627 nChanged 35 SP:Iteration 3Q (1.043792 sec): 3 clusters Score: Raw -28656.310224 + Penalty 403.632098 = -28252.678126 nChanged 15 SP:Iteration 4Q (1.046298 sec): 3 clusters Score: Raw -28672.218828 + Penalty 414.091871 = -28258.126956 nChanged 8 SP:Iteration 5Q (1.048728 sec): 3 clusters Score: Raw -28680.199005 + Penalty 416.561094 = -28263.637911 nChanged 1 SP:Iteration 6Q (1.051220 sec): 3 clusters Score: Raw -28681.840855 + Penalty 416.668351 = -28265.172503 nChanged 1 SP:Iteration 7Q (1.053729 sec): 3 clusters Score: Raw -28682.326132 + Penalty 419.047580 = -28263.278552 nChanged 1 SP:Iteration 8F (1.056637 sec): 3 clusters Score: Raw -28682.801373 + Penalty 419.047580 = -28263.753793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.057719 sec): 2 clusters Score: Raw -4018.832231 + Penalty 243.861461 = -3774.970770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.058242 sec): 3 clusters Score: Raw -3947.846576 + Penalty 486.599778 = -3461.246798 nChanged 43 SP:Iteration 1F (1.058763 sec): 3 clusters Score: Raw -3986.656597 + Penalty 486.526379 = -3500.130218 nChanged 9 SP:Iteration 2F (1.059280 sec): 3 clusters Score: Raw -3994.924658 + Penalty 485.428077 = -3509.496581 nChanged 8 SP:Iteration 3Q (1.059792 sec): 3 clusters Score: Raw -4005.661599 + Penalty 484.932009 = -3520.729590 nChanged 6 SP:Iteration 4Q (1.060297 sec): 3 clusters Score: Raw -4012.625917 + Penalty 484.640323 = -3527.985594 nChanged 1 SP:Iteration 5Q (1.060797 sec): 3 clusters Score: Raw -4012.989119 + Penalty 484.640323 = -3528.348795 nChanged 0 SP:Iteration 6F (1.061312 sec): 3 clusters Score: Raw -4012.989119 + Penalty 484.640323 = -3528.348795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 33 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.061780 sec): 2 clusters Score: Raw -166.892589 + Penalty 17.397043 = -149.495545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.061994 sec): 3 clusters Score: Raw -161.850501 + Penalty 33.757368 = -128.093133 nChanged 2 SP:Iteration 1F (1.062204 sec): 3 clusters Score: Raw -163.942141 + Penalty 33.757368 = -130.184773 nChanged 0 Time taken for this iteration:0.979300 seconds. 300->7 Clusters: Score -53537.394512, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 46 (time per iteration =23.198609 ms) Total iterations: 211 (time per iteration =5.057517 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 134715000.000000 (time per metric unit =7.921434ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3367875000.000000 (time per metric unit=316.857366ps) That took 1.067136 seconds. FileBase PeterP-2014-02-27_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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10920 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 10920 points ------ Starting initial clusters from distinct float masks Not enough masks (202) to generate starting clusters (300), so starting with (203) clusters instead. Assigned 203 initial classes from 202 unique masks. Deleting Class 89 (2 points): Lose 5.362946 but Gain 1489.168312 Iteration 0F (1.308828 sec): 202 clusters Score: Raw -367928.911587 + Penalty 199898.500578 = -168030.411009 nChanged 2510 Deleting Class 167 (1 points): Lose 10.320950 but Gain 1464.432492 Iteration 1F (2.259765 sec): 189 clusters Score: Raw -372168.442178 + Penalty 194607.235312 = -177561.206866 nChanged 1106 Deleting Class 86 (2 points): Lose 30.420486 but Gain 1469.325920 Iteration 2F (3.175406 sec): 184 clusters Score: Raw -373973.582152 + Penalty 193476.634087 = -180496.948064 nChanged 849 Deleting Class 184 (1 points): Lose 1.703070 but Gain 1409.224129 Iteration 3F (4.066888 sec): 183 clusters Score: Raw -375135.618549 + Penalty 191229.142897 = -183906.475652 nChanged 578 Deleting Class 200 (1 points): Lose 1.145978 but Gain 1390.715957 Iteration 4F (4.950823 sec): 181 clusters Score: Raw -375747.134858 + Penalty 188620.272244 = -187126.862615 nChanged 356 Deleting Class 149 (1 points): Lose 16.395452 but Gain 1396.975172 Iteration 5Q (5.039294 sec): 179 clusters Score: Raw -376023.720994 + Penalty 187195.926513 = -188827.794481 nChanged 222 Deleting Class 103 (7 points): Lose 69.816934 but Gain 1420.575908 Iteration 6Q (5.115595 sec): 178 clusters Score: Raw -376159.062058 + Penalty 185906.432994 = -190252.629064 nChanged 180 Deleting Class 112 (1 points): Lose 13.540600 but Gain 1363.179314 Iteration 7Q (5.187754 sec): 177 clusters Score: Raw -376289.807629 + Penalty 184575.563668 = -191714.243961 nChanged 144 Deleting Class 119 (1 points): Lose 2.784455 but Gain 1345.973363 Iteration 8Q (5.255976 sec): 176 clusters Score: Raw -376413.071577 + Penalty 183240.587897 = -193172.483680 nChanged 105 Deleting Class 182 (1 points): Lose 4.529292 but Gain 1346.583373 Iteration 9Q (5.321534 sec): 175 clusters Score: Raw -376508.221271 + Penalty 181913.107192 = -194595.114079 nChanged 98 Deleting Class 66 (4 points): Lose 43.854980 but Gain 1381.091386 Iteration 10F (6.178784 sec): 174 clusters Score: Raw -376528.108244 + Penalty 180620.518123 = -195907.590121 nChanged 84 Deleting Class 137 (2 points): Lose 31.266085 but Gain 1367.123081 Iteration 11Q (6.242545 sec): 173 clusters Score: Raw -376598.725867 + Penalty 179451.605766 = -197147.120102 nChanged 62 Deleting Class 193 (3 points): Lose 22.418490 but Gain 1352.868646 Iteration 12Q (6.303849 sec): 172 clusters Score: Raw -376659.406219 + Penalty 178133.629436 = -198525.776783 nChanged 60 Deleting Class 92 (7 points): Lose 61.924041 but Gain 1378.145275 Iteration 13Q (6.364318 sec): 171 clusters Score: Raw -376642.208832 + Penalty 176785.882928 = -199856.325904 nChanged 57 Deleting Class 43 (11 points): Lose 129.041082 but Gain 1440.860469 Iteration 14Q (6.424992 sec): 170 clusters Score: Raw -376573.125669 + Penalty 175402.193650 = -201170.932019 nChanged 51 Deleting Class 185 (1 points): Lose 0.083420 but Gain 1310.413823 Iteration 15Q (6.484601 sec): 169 clusters Score: Raw -376634.379660 + Penalty 174101.486893 = -202532.892767 nChanged 27 Deleting Class 123 (7 points): Lose 78.755821 but Gain 1379.083505 Iteration 16Q (6.542443 sec): 168 clusters Score: Raw -376575.118820 + Penalty 172761.841119 = -203813.277700 nChanged 20 Deleting Class 154 (2 points): Lose 12.511562 but Gain 1308.743780 Iteration 17Q (6.599819 sec): 167 clusters Score: Raw -376592.067018 + Penalty 171477.410451 = -205114.656567 nChanged 12 Deleting Class 106 (4 points): Lose 27.745817 but Gain 1322.663935 Iteration 18Q (6.656361 sec): 166 clusters Score: Raw -376579.485411 + Penalty 170207.418559 = -206372.066852 nChanged 17 Deleting Class 120 (7 points): Lose 60.251473 but Gain 1353.953307 Iteration 19Q (6.713650 sec): 165 clusters Score: Raw -376553.099927 + Penalty 168877.221065 = -207675.878862 nChanged 19 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 -376553.099927 + Penalty 168877.221065 = -207675.878862Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.770946 sec): 2 clusters Score: Raw -120964.392721 + Penalty 215.487075 = -120748.905646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.777538 sec): 3 clusters Score: Raw -118623.683541 + Penalty 420.190772 = -118203.492769 nChanged 1611 SP:Iteration 1F (6.783903 sec): 3 clusters Score: Raw -119643.155656 + Penalty 406.369696 = -119236.785960 nChanged 520 SP:Iteration 2F (6.790275 sec): 3 clusters Score: Raw -120125.085243 + Penalty 405.686344 = -119719.398900 nChanged 239 SP:Iteration 3F (6.796620 sec): 3 clusters Score: Raw -120322.763321 + Penalty 415.417594 = -119907.345728 nChanged 190 SP:Iteration 4F (6.803072 sec): 3 clusters Score: Raw -120493.424255 + Penalty 431.145211 = -120062.279044 nChanged 164 SP:Iteration 5Q (6.809133 sec): 3 clusters Score: Raw -120656.668618 + Penalty 444.954905 = -120211.713713 nChanged 124 SP:Iteration 6Q (6.814854 sec): 3 clusters Score: Raw -120775.111303 + Penalty 450.361346 = -120324.749958 nChanged 83 SP:Iteration 7Q (6.820463 sec): 3 clusters Score: Raw -120836.316191 + Penalty 457.719602 = -120378.596588 nChanged 53 SP:Iteration 8Q (6.825740 sec): 3 clusters Score: Raw -120864.316475 + Penalty 458.544045 = -120405.772431 nChanged 43 SP:Iteration 9Q (6.830941 sec): 3 clusters Score: Raw -120883.968966 + Penalty 469.692304 = -120414.276662 nChanged 25 SP:Iteration 10F (6.837402 sec): 3 clusters Score: Raw -120898.557408 + Penalty 473.129601 = -120425.427807 nChanged 20 SP:Iteration 11Q (6.842554 sec): 3 clusters Score: Raw -120908.046386 + Penalty 474.795493 = -120433.250893 nChanged 19 SP:Iteration 12Q (6.847671 sec): 3 clusters Score: Raw -120918.582606 + Penalty 477.217668 = -120441.364939 nChanged 19 SP:Iteration 13Q (6.852895 sec): 3 clusters Score: Raw -120928.037633 + Penalty 474.612483 = -120453.425150 nChanged 17 SP:Iteration 14Q (6.858090 sec): 3 clusters Score: Raw -120936.378716 + Penalty 474.637656 = -120461.741061 nChanged 19 SP:Iteration 15Q (6.863311 sec): 3 clusters Score: Raw -120945.490856 + Penalty 464.117736 = -120481.373120 nChanged 15 SP:Iteration 16Q (6.868358 sec): 3 clusters Score: Raw -120953.642651 + Penalty 454.474728 = -120499.167922 nChanged 17 SP:Iteration 17Q (6.873418 sec): 3 clusters Score: Raw -120965.163465 + Penalty 463.972544 = -120501.190921 nChanged 13 SP:Iteration 18Q (6.878422 sec): 3 clusters Score: Raw -120972.860606 + Penalty 475.258705 = -120497.601902 nChanged 9 SP:Iteration 19F (6.884772 sec): 3 clusters Score: Raw -120976.817399 + Penalty 477.807943 = -120499.009456 nChanged 4 SP:Iteration 20F (6.891346 sec): 3 clusters Score: Raw -120978.106096 + Penalty 477.446454 = -120500.659642 nChanged 4 SP:Iteration 21Q (6.896307 sec): 3 clusters Score: Raw -120979.860643 + Penalty 484.039859 = -120495.820784 nChanged 2 SP:Iteration 22F (6.902609 sec): 3 clusters Score: Raw -120982.263845 + Penalty 484.039859 = -120498.223985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.905490 sec): 2 clusters Score: Raw -12746.411089 + Penalty 728.925570 = -12017.485519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.906278 sec): 3 clusters Score: Raw -12682.713391 + Penalty 1459.490424 = -11223.222967 nChanged 60 SP:Iteration 1F (6.907049 sec): 3 clusters Score: Raw -12767.993623 + Penalty 1460.310169 = -11307.683454 nChanged 17 SP:Iteration 2F (6.907817 sec): 3 clusters Score: Raw -12795.186778 + Penalty 1461.401628 = -11333.785150 nChanged 7 SP:Iteration 3Q (6.908572 sec): 3 clusters Score: Raw -12805.535855 + Penalty 1461.104668 = -11344.431187 nChanged 3 SP:Iteration 4Q (6.909324 sec): 3 clusters Score: Raw -12809.660322 + Penalty 1461.028049 = -11348.632273 nChanged 3 SP:Iteration 5Q (6.910074 sec): 3 clusters Score: Raw -12811.820442 + Penalty 1461.323730 = -11350.496713 nChanged 2 SP:Iteration 6Q (6.910824 sec): 3 clusters Score: Raw -12814.510933 + Penalty 1461.282709 = -11353.228224 nChanged 1 SP:Iteration 7Q (6.911574 sec): 3 clusters Score: Raw -12818.489272 + Penalty 1461.282709 = -11357.206564 nChanged 0 SP:Iteration 8F (6.912360 sec): 3 clusters Score: Raw -12818.489272 + Penalty 1461.282709 = -11357.206564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.913655 sec): 2 clusters Score: Raw -5032.682797 + Penalty 509.401744 = -4523.281053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.914066 sec): 3 clusters Score: Raw -5001.352276 + Penalty 1009.642987 = -3991.709288 nChanged 17 SP:Iteration 1F (6.914470 sec): 3 clusters Score: Raw -5024.940068 + Penalty 1015.017225 = -4009.922844 nChanged 10 SP:Iteration 2F (6.914873 sec): 3 clusters Score: Raw -5036.595275 + Penalty 1015.017225 = -4021.578050 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 4 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.922735 sec): 2 clusters Score: Raw -57724.891400 + Penalty 561.336924 = -57163.554476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.925550 sec): 3 clusters Score: Raw -56813.746450 + Penalty 1116.454491 = -55697.291959 nChanged 561 SP:Iteration 1F (6.928307 sec): 3 clusters Score: Raw -57110.350689 + Penalty 1105.235670 = -56005.115019 nChanged 269 SP:Iteration 2F (6.931044 sec): 3 clusters Score: Raw -57393.188935 + Penalty 1101.766297 = -56291.422639 nChanged 176 SP:Iteration 3F (6.933775 sec): 3 clusters Score: Raw -57553.159446 + Penalty 1086.134148 = -56467.025299 nChanged 77 SP:Iteration 4F (6.936506 sec): 3 clusters Score: Raw -57621.631567 + Penalty 1075.005817 = -56546.625750 nChanged 52 SP:Iteration 5Q (6.939350 sec): 3 clusters Score: Raw -57677.814820 + Penalty 1061.157449 = -56616.657371 nChanged 27 SP:Iteration 6Q (6.942092 sec): 3 clusters Score: Raw -57712.979815 + Penalty 1058.512514 = -56654.467301 nChanged 11 SP:Iteration 7Q (6.944644 sec): 3 clusters Score: Raw -57730.003815 + Penalty 1043.616483 = -56686.387332 nChanged 5 SP:Iteration 8Q (6.947022 sec): 3 clusters Score: Raw -57743.143544 + Penalty 1039.993941 = -56703.149602 nChanged 4 SP:Iteration 9Q (6.949317 sec): 3 clusters Score: Raw -57753.230607 + Penalty 1033.224344 = -56720.006262 nChanged 1 SP:Iteration 10F (6.952042 sec): 3 clusters Score: Raw -57755.581290 + Penalty 1035.062872 = -56720.518418 nChanged 2 SP:Iteration 11Q (6.954305 sec): 3 clusters Score: Raw -57756.110538 + Penalty 1033.665574 = -56722.444963 nChanged 1 SP:Iteration 12Q (6.956539 sec): 3 clusters Score: Raw -57756.669671 + Penalty 1032.145551 = -56724.524120 nChanged 2 SP:Iteration 13Q (6.958838 sec): 3 clusters Score: Raw -57758.142402 + Penalty 1032.145551 = -56725.996851 nChanged 0 SP:Iteration 14F (6.961615 sec): 3 clusters Score: Raw -57758.142402 + Penalty 1032.145551 = -56725.996851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965774 sec): 2 clusters Score: Raw -28720.519068 + Penalty 65.409835 = -28655.109233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967476 sec): 3 clusters Score: Raw -28213.413458 + Penalty 125.931477 = -28087.481981 nChanged 374 SP:Iteration 1F (6.969102 sec): 3 clusters Score: Raw -28559.142717 + Penalty 127.069085 = -28432.073632 nChanged 49 SP:Iteration 2F (6.970720 sec): 3 clusters Score: Raw -28603.629779 + Penalty 134.114071 = -28469.515708 nChanged 46 SP:Iteration 3F (6.972336 sec): 3 clusters Score: Raw -28648.218282 + Penalty 147.903161 = -28500.315122 nChanged 35 SP:Iteration 4Q (6.973906 sec): 3 clusters Score: Raw -28685.907869 + Penalty 140.275803 = -28545.632066 nChanged 23 SP:Iteration 5Q (6.975461 sec): 3 clusters Score: Raw -28713.996087 + Penalty 137.338340 = -28576.657747 nChanged 9 SP:Iteration 6Q (6.976938 sec): 3 clusters Score: Raw -28724.289649 + Penalty 144.974851 = -28579.314798 nChanged 1 SP:Iteration 7Q (6.978376 sec): 3 clusters Score: Raw -28724.842460 + Penalty 144.974851 = -28579.867609 nChanged 0 SP:Iteration 8F (6.979972 sec): 3 clusters Score: Raw -28724.842460 + Penalty 144.974851 = -28579.867609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.981798 sec): 2 clusters Score: Raw -178.865170 + Penalty 80.000244 = -98.864926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.982019 sec): 3 clusters Score: Raw -178.841819 + Penalty 170.477749 = -8.364071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982790 sec): 2 clusters Score: Raw -228.540781 + Penalty 149.090788 = -79.449993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983011 sec): 3 clusters Score: Raw -228.239661 + Penalty 298.181577 = 69.941916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.984135 sec): 2 clusters Score: Raw -4991.844406 + Penalty 749.225524 = -4242.618882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.984574 sec): 3 clusters Score: Raw -5113.273445 + Penalty 1497.184631 = -3616.088814 nChanged 10 SP:Iteration 1F (6.985003 sec): 3 clusters Score: Raw -5155.365344 + Penalty 1496.884491 = -3658.480853 nChanged 1 SP:Iteration 2Q (6.985405 sec): 3 clusters Score: Raw -5163.816743 + Penalty 1496.884491 = -3666.932252 nChanged 0 SP:Iteration 3F (6.985832 sec): 3 clusters Score: Raw -5163.816743 + Penalty 1496.884491 = -3666.932252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986683 sec): 2 clusters Score: Raw -124.780903 + Penalty 93.754426 = -31.026477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986894 sec): 3 clusters Score: Raw -118.156546 + Penalty 188.731207 = 70.574662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.987648 sec): 2 clusters Score: Raw -261.065204 + Penalty 172.435739 = -88.629465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.987894 sec): 3 clusters Score: Raw -265.216301 + Penalty 345.466931 = 80.250630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988858 sec): 2 clusters Score: Raw -2538.260278 + Penalty 441.176239 = -2097.084039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.989199 sec): 3 clusters Score: Raw -2583.996448 + Penalty 882.290262 = -1701.706187 nChanged 2 SP:Iteration 1Q (6.989522 sec): 3 clusters Score: Raw -2591.108270 + Penalty 882.290262 = -1708.818008 nChanged 0 SP:Iteration 2F (6.989855 sec): 3 clusters Score: Raw -2591.108270 + Penalty 882.290262 = -1708.818008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.991828 sec): 2 clusters Score: Raw -12151.635995 + Penalty 813.410742 = -11338.225254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.992627 sec): 3 clusters Score: Raw -12141.774892 + Penalty 1625.868161 = -10515.906731 nChanged 54 SP:Iteration 1F (6.993421 sec): 3 clusters Score: Raw -12221.599541 + Penalty 1626.369822 = -10595.229719 nChanged 10 SP:Iteration 2Q (6.994188 sec): 3 clusters Score: Raw -12238.718913 + Penalty 1626.486779 = -10612.232134 nChanged 3 SP:Iteration 3Q (6.994957 sec): 3 clusters Score: Raw -12244.494587 + Penalty 1626.329414 = -10618.165174 nChanged 1 SP:Iteration 4Q (6.995717 sec): 3 clusters Score: Raw -12246.542997 + Penalty 1626.329414 = -10620.213583 nChanged 0 SP:Iteration 5F (6.996507 sec): 3 clusters Score: Raw -12246.542997 + Penalty 1626.329414 = -10620.213583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.000729 sec): 2 clusters Score: Raw -23229.196018 + Penalty 1037.368741 = -22191.827277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.002222 sec): 3 clusters Score: Raw -23112.683500 + Penalty 2074.823125 = -21037.860375 nChanged 143 SP:Iteration 1F (7.003689 sec): 3 clusters Score: Raw -23274.580343 + Penalty 2074.834573 = -21199.745770 nChanged 29 SP:Iteration 2Q (7.005106 sec): 3 clusters Score: Raw -23313.248007 + Penalty 2074.815304 = -21238.432702 nChanged 16 SP:Iteration 3Q (7.006490 sec): 3 clusters Score: Raw -23335.389987 + Penalty 2074.824143 = -21260.565843 nChanged 8 SP:Iteration 4Q (7.007855 sec): 3 clusters Score: Raw -23344.931995 + Penalty 2074.824615 = -21270.107380 nChanged 4 SP:Iteration 5Q (7.009215 sec): 3 clusters Score: Raw -23349.282139 + Penalty 2074.824143 = -21274.457995 nChanged 2 SP:Iteration 6Q (7.010579 sec): 3 clusters Score: Raw -23353.686105 + Penalty 2074.824534 = -21278.861570 nChanged 3 SP:Iteration 7Q (7.012007 sec): 3 clusters Score: Raw -23355.995691 + Penalty 2074.824615 = -21281.171076 nChanged 1 SP:Iteration 8Q (7.013427 sec): 3 clusters Score: Raw -23357.340167 + Penalty 2074.824615 = -21282.515552 nChanged 0 SP:Iteration 9F (7.014878 sec): 3 clusters Score: Raw -23357.340167 + Penalty 2074.824615 = -21282.515552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.017673 sec): 2 clusters Score: Raw -13808.150315 + Penalty 69.810728 = -13738.339587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.018754 sec): 3 clusters Score: Raw -13597.982491 + Penalty 157.749778 = -13440.232713 nChanged 179 SP:Iteration 1F (7.019826 sec): 3 clusters Score: Raw -13754.560558 + Penalty 162.565959 = -13591.994599 nChanged 27 SP:Iteration 2F (7.020897 sec): 3 clusters Score: Raw -13796.097164 + Penalty 167.026092 = -13629.071072 nChanged 12 SP:Iteration 3Q (7.021959 sec): 3 clusters Score: Raw -13811.117252 + Penalty 173.046580 = -13638.070671 nChanged 11 SP:Iteration 4Q (7.023009 sec): 3 clusters Score: Raw -13817.384757 + Penalty 177.739334 = -13639.645422 nChanged 5 SP:Iteration 5Q (7.023966 sec): 3 clusters Score: Raw -13818.785214 + Penalty 177.299712 = -13641.485502 nChanged 2 SP:Iteration 6Q (7.024905 sec): 3 clusters Score: Raw -13819.378135 + Penalty 177.385521 = -13641.992613 nChanged 1 SP:Iteration 7Q (7.025884 sec): 3 clusters Score: Raw -13819.775950 + Penalty 177.475226 = -13642.300723 nChanged 1 SP:Iteration 8Q (7.026835 sec): 3 clusters Score: Raw -13820.046304 + Penalty 177.475226 = -13642.571078 nChanged 0 SP:Iteration 9F (7.027864 sec): 3 clusters Score: Raw -13820.046304 + Penalty 177.475226 = -13642.571078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.029488 sec): 2 clusters Score: Raw -4207.013044 + Penalty 672.010068 = -3535.002976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.029903 sec): 3 clusters Score: Raw -4282.980302 + Penalty 1344.020136 = -2938.960166 nChanged 4 SP:Iteration 1Q (7.030294 sec): 3 clusters Score: Raw -4300.753338 + Penalty 1344.020136 = -2956.733202 nChanged 0 SP:Iteration 2F (7.030696 sec): 3 clusters Score: Raw -4300.753338 + Penalty 1344.020136 = -2956.733202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.031664 sec): 2 clusters Score: Raw -615.965518 + Penalty 311.729681 = -304.235837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.031904 sec): 3 clusters Score: Raw -616.070063 + Penalty 621.661852 = 5.591789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.034734 sec): 2 clusters Score: Raw -24289.288349 + Penalty 636.861931 = -23652.426418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.036167 sec): 3 clusters Score: Raw -24010.728938 + Penalty 1271.649265 = -22739.079672 nChanged 182 SP:Iteration 1F (7.037588 sec): 3 clusters Score: Raw -24134.473789 + Penalty 1270.491673 = -22863.982116 nChanged 52 SP:Iteration 2F (7.038990 sec): 3 clusters Score: Raw -24180.974771 + Penalty 1268.045148 = -22912.929623 nChanged 37 SP:Iteration 3F (7.040398 sec): 3 clusters Score: Raw -24212.413597 + Penalty 1269.825937 = -22942.587660 nChanged 28 SP:Iteration 4Q (7.041788 sec): 3 clusters Score: Raw -24237.000671 + Penalty 1276.595425 = -22960.405247 nChanged 29 SP:Iteration 5Q (7.043143 sec): 3 clusters Score: Raw -24268.279031 + Penalty 1287.776851 = -22980.502180 nChanged 20 SP:Iteration 6Q (7.044476 sec): 3 clusters Score: Raw -24286.989033 + Penalty 1293.848307 = -22993.140726 nChanged 10 SP:Iteration 7Q (7.045793 sec): 3 clusters Score: Raw -24296.962260 + Penalty 1291.826880 = -23005.135380 nChanged 7 SP:Iteration 8Q (7.047107 sec): 3 clusters Score: Raw -24303.552847 + Penalty 1288.392843 = -23015.160004 nChanged 5 SP:Iteration 9Q (7.048418 sec): 3 clusters Score: Raw -24308.553035 + Penalty 1288.229071 = -23020.323964 nChanged 4 SP:Iteration 10F (7.049739 sec): 3 clusters Score: Raw -24312.315763 + Penalty 1291.216989 = -23021.098775 nChanged 3 SP:Iteration 11Q (7.051048 sec): 3 clusters Score: Raw -24317.833099 + Penalty 1296.803041 = -23021.030058 nChanged 2 SP:Iteration 12F (7.052369 sec): 3 clusters Score: Raw -24320.316883 + Penalty 1303.336388 = -23016.980495 nChanged 3 SP:Iteration 13F (7.053692 sec): 3 clusters Score: Raw -24323.388502 + Penalty 1304.213595 = -23019.174907 nChanged 1 SP:Iteration 14Q (7.054986 sec): 3 clusters Score: Raw -24324.287474 + Penalty 1304.420497 = -23019.866977 nChanged 1 SP:Iteration 15Q (7.056341 sec): 3 clusters Score: Raw -24324.728704 + Penalty 1303.158787 = -23021.569916 nChanged 2 SP:Iteration 16Q (7.057679 sec): 3 clusters Score: Raw -24326.308940 + Penalty 1303.089671 = -23023.219269 nChanged 1 SP:Iteration 17Q (7.059040 sec): 3 clusters Score: Raw -24326.839294 + Penalty 1305.084476 = -23021.754818 nChanged 1 SP:Iteration 18F (7.060430 sec): 3 clusters Score: Raw -24327.869113 + Penalty 1305.084476 = -23022.784636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.061748 sec): 2 clusters Score: Raw -298.899870 + Penalty 246.739328 = -52.160542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.061976 sec): 3 clusters Score: Raw -289.430392 + Penalty 491.734158 = 202.303766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.063076 sec): 2 clusters Score: Raw -2214.316663 + Penalty 162.961978 = -2051.354684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.063433 sec): 3 clusters Score: Raw -2188.754100 + Penalty 324.180698 = -1864.573402 nChanged 17 SP:Iteration 1F (7.063785 sec): 3 clusters Score: Raw -2216.250988 + Penalty 315.537650 = -1900.713337 nChanged 10 SP:Iteration 2F (7.064137 sec): 3 clusters Score: Raw -2237.441355 + Penalty 317.895437 = -1919.545918 nChanged 3 SP:Iteration 3Q (7.064483 sec): 3 clusters Score: Raw -2244.572405 + Penalty 314.355241 = -1930.217163 nChanged 1 SP:Iteration 4Q (7.064827 sec): 3 clusters Score: Raw -2247.739605 + Penalty 314.355241 = -1933.384364 nChanged 0 SP:Iteration 5F (7.065178 sec): 3 clusters Score: Raw -2247.739605 + Penalty 314.355241 = -1933.384364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.066238 sec): 2 clusters Score: Raw -1045.078086 + Penalty 225.489677 = -819.588409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.066505 sec): 3 clusters Score: Raw -1048.753274 + Penalty 457.688015 = -591.065259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.067652 sec): 2 clusters Score: Raw -4033.455915 + Penalty 702.068227 = -3331.387688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.068061 sec): 3 clusters Score: Raw -4161.946432 + Penalty 1404.280304 = -2757.666128 nChanged 3 SP:Iteration 1Q (7.068439 sec): 3 clusters Score: Raw -4180.217001 + Penalty 1404.125593 = -2776.091408 nChanged 1 SP:Iteration 2Q (7.068815 sec): 3 clusters Score: Raw -4187.139777 + Penalty 1404.125593 = -2783.014184 nChanged 0 SP:Iteration 3F (7.069219 sec): 3 clusters Score: Raw -4187.139777 + Penalty 1404.125593 = -2783.014184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.070209 sec): 2 clusters Score: Raw -759.632355 + Penalty 281.238353 = -478.394002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.070467 sec): 3 clusters Score: Raw -772.214694 + Penalty 568.482149 = -203.732546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.071436 sec): 2 clusters Score: Raw -341.733815 + Penalty 196.239358 = -145.494457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.071659 sec): 3 clusters Score: Raw -338.625827 + Penalty 392.478715 = 53.852889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.072566 sec): 2 clusters Score: Raw -1348.511578 + Penalty 336.384565 = -1012.127013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.072837 sec): 3 clusters Score: Raw -1364.820362 + Penalty 665.906253 = -698.914109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.073873 sec): 2 clusters Score: Raw -770.099434 + Penalty 279.046742 = -491.052692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.074118 sec): 3 clusters Score: Raw -783.201288 + Penalty 554.700596 = -228.500692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.074856 sec): 2 clusters Score: Raw -186.498490 + Penalty 171.785942 = -14.712548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.075070 sec): 3 clusters Score: Raw -176.907113 + Penalty 343.571884 = 166.664771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.076667 sec): 2 clusters Score: Raw -12986.975703 + Penalty 680.564761 = -12306.410942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.077412 sec): 3 clusters Score: Raw -12890.901894 + Penalty 1360.403245 = -11530.498649 nChanged 60 SP:Iteration 1F (7.078129 sec): 3 clusters Score: Raw -12969.803298 + Penalty 1360.197834 = -11609.605464 nChanged 21 SP:Iteration 2F (7.078846 sec): 3 clusters Score: Raw -13004.339656 + Penalty 1359.476162 = -11644.863494 nChanged 8 SP:Iteration 3Q (7.079555 sec): 3 clusters Score: Raw -13013.941472 + Penalty 1359.552413 = -11654.389059 nChanged 3 SP:Iteration 4Q (7.080293 sec): 3 clusters Score: Raw -13015.464441 + Penalty 1359.552413 = -11655.912029 nChanged 0 SP:Iteration 5F (7.081040 sec): 3 clusters Score: Raw -13015.464441 + Penalty 1359.552413 = -11655.912029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.082068 sec): 2 clusters Score: Raw -722.890224 + Penalty 383.076294 = -339.813930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.082302 sec): 3 clusters Score: Raw -731.792476 + Penalty 762.677238 = 30.884762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.083197 sec): 2 clusters Score: Raw -2174.510253 + Penalty 579.856245 = -1594.654008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.083509 sec): 3 clusters Score: Raw -2282.995943 + Penalty 1160.430871 = -1122.565073 nChanged 1 SP:Iteration 1Q (7.083797 sec): 3 clusters Score: Raw -2290.382382 + Penalty 1160.430871 = -1129.951511 nChanged 0 SP:Iteration 2F (7.084102 sec): 3 clusters Score: Raw -2290.382382 + Penalty 1160.430871 = -1129.951511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.084857 sec): 2 clusters Score: Raw -275.934583 + Penalty 230.622437 = -45.312146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.085076 sec): 3 clusters Score: Raw -273.023929 + Penalty 461.196950 = 188.173021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.086815 sec): 2 clusters Score: Raw -15148.017712 + Penalty 919.630565 = -14228.387147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.087631 sec): 3 clusters Score: Raw -15097.811310 + Penalty 1839.991106 = -13257.820203 nChanged 52 SP:Iteration 1F (7.088415 sec): 3 clusters Score: Raw -15183.573962 + Penalty 1840.693950 = -13342.880013 nChanged 13 SP:Iteration 2Q (7.089190 sec): 3 clusters Score: Raw -15219.083185 + Penalty 1840.771711 = -13378.311474 nChanged 11 SP:Iteration 3Q (7.089959 sec): 3 clusters Score: Raw -15243.616321 + Penalty 1840.924343 = -13402.691978 nChanged 3 SP:Iteration 4Q (7.090925 sec): 3 clusters Score: Raw -15254.486022 + Penalty 1840.910756 = -13413.575265 nChanged 1 SP:Iteration 5Q (7.091681 sec): 3 clusters Score: Raw -15255.671988 + Penalty 1840.893573 = -13414.778415 nChanged 1 SP:Iteration 6Q (7.092433 sec): 3 clusters Score: Raw -15256.596461 + Penalty 1840.893573 = -13415.702889 nChanged 0 SP:Iteration 7F (7.093216 sec): 3 clusters Score: Raw -15256.596461 + Penalty 1840.893573 = -13415.702889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.094377 sec): 2 clusters Score: Raw -323.394941 + Penalty 203.790752 = -119.604189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.094607 sec): 3 clusters Score: Raw -328.497071 + Penalty 395.329712 = 66.832641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.095516 sec): 2 clusters Score: Raw -2763.833264 + Penalty 466.791435 = -2297.041829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.095846 sec): 3 clusters Score: Raw -2782.432173 + Penalty 934.032167 = -1848.400006 nChanged 4 SP:Iteration 1F (7.096170 sec): 3 clusters Score: Raw -2788.358287 + Penalty 934.032167 = -1854.326120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.097011 sec): 2 clusters Score: Raw -1446.595014 + Penalty 191.102351 = -1255.492663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.097295 sec): 3 clusters Score: Raw -1454.017363 + Penalty 373.439884 = -1080.577478 nChanged 6 SP:Iteration 1F (7.097570 sec): 3 clusters Score: Raw -1467.280520 + Penalty 373.675925 = -1093.604595 nChanged 3 SP:Iteration 2F (7.097846 sec): 3 clusters Score: Raw -1472.988301 + Penalty 377.306267 = -1095.682034 nChanged 1 SP:Iteration 3Q (7.098117 sec): 3 clusters Score: Raw -1475.260653 + Penalty 387.826053 = -1087.434600 nChanged 2 SP:Iteration 4F (7.098394 sec): 3 clusters Score: Raw -1480.042967 + Penalty 387.826053 = -1092.216914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.099196 sec): 2 clusters Score: Raw -961.274000 + Penalty 162.486595 = -798.787404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.099463 sec): 3 clusters Score: Raw -968.686510 + Penalty 321.139191 = -647.547320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.100322 sec): 2 clusters Score: Raw -1793.494632 + Penalty 303.212736 = -1490.281896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.100627 sec): 3 clusters Score: Raw -1810.647497 + Penalty 606.713256 = -1203.934241 nChanged 1 SP:Iteration 1Q (7.100922 sec): 3 clusters Score: Raw -1812.878919 + Penalty 607.954563 = -1204.924356 nChanged 1 SP:Iteration 2Q (7.101218 sec): 3 clusters Score: Raw -1813.638572 + Penalty 607.954563 = -1205.684009 nChanged 0 SP:Iteration 3F (7.101516 sec): 3 clusters Score: Raw -1813.638572 + Penalty 607.954563 = -1205.684009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.102279 sec): 2 clusters Score: Raw -575.640410 + Penalty 303.232102 = -272.408307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.102511 sec): 3 clusters Score: Raw -594.217754 + Penalty 610.679467 = 16.461713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.103262 sec): 2 clusters Score: Raw -213.191476 + Penalty 159.419729 = -53.771747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.103477 sec): 3 clusters Score: Raw -209.119096 + Penalty 300.947750 = 91.828654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.104203 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.104399 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.105132 sec): 2 clusters Score: Raw -246.333767 + Penalty 139.221106 = -107.112661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.105351 sec): 3 clusters Score: Raw -249.325102 + Penalty 296.392692 = 47.067590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.106105 sec): 2 clusters Score: Raw -645.425257 + Penalty 299.199641 = -346.225616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.106342 sec): 3 clusters Score: Raw -659.756850 + Penalty 584.150684 = -75.606166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.107073 sec): 2 clusters Score: Raw -224.418428 + Penalty 172.381483 = -52.036945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.107271 sec): 2 clusters Score: Raw -224.418428 + Penalty 172.381483 = -52.036945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.108019 sec): 2 clusters Score: Raw -585.373586 + Penalty 286.899085 = -298.474501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.108251 sec): 3 clusters Score: Raw -593.125062 + Penalty 572.560669 = -20.564393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.109514 sec): 2 clusters Score: Raw -8311.297643 + Penalty 719.624562 = -7591.673081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.110053 sec): 3 clusters Score: Raw -8314.341379 + Penalty 1439.311224 = -6875.030155 nChanged 23 SP:Iteration 1F (7.110581 sec): 3 clusters Score: Raw -8361.425473 + Penalty 1439.250518 = -6922.174955 nChanged 4 SP:Iteration 2Q (7.111098 sec): 3 clusters Score: Raw -8368.500888 + Penalty 1439.250518 = -6929.250371 nChanged 0 SP:Iteration 3F (7.111658 sec): 3 clusters Score: Raw -8368.500888 + Penalty 1439.250518 = -6929.250371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.112575 sec): 2 clusters Score: Raw -949.584790 + Penalty 431.204826 = -518.379964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.112820 sec): 3 clusters Score: Raw -979.247071 + Penalty 849.072812 = -130.174258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.113622 sec): 2 clusters Score: Raw -1398.677622 + Penalty 508.039487 = -890.638135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.113889 sec): 3 clusters Score: Raw -1482.445823 + Penalty 1017.024110 = -465.421713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.114706 sec): 2 clusters Score: Raw -1814.371497 + Penalty 575.769296 = -1238.602201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.115006 sec): 3 clusters Score: Raw -1926.796745 + Penalty 1151.287363 = -775.509381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.115740 sec): 2 clusters Score: Raw -88.793436 + Penalty 78.338736 = -10.454701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.115933 sec): 2 clusters Score: Raw -88.793436 + Penalty 78.338736 = -10.454701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.116730 sec): 2 clusters Score: Raw -1317.775773 + Penalty 451.259581 = -866.516193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.116995 sec): 3 clusters Score: Raw -1398.461885 + Penalty 901.953488 = -496.508397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.117798 sec): 2 clusters Score: Raw -1477.802169 + Penalty 451.187267 = -1026.614903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.118071 sec): 3 clusters Score: Raw -1533.531019 + Penalty 899.540160 = -633.990859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.118887 sec): 2 clusters Score: Raw -1530.865187 + Penalty 372.744347 = -1158.120841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.119160 sec): 3 clusters Score: Raw -1537.208988 + Penalty 747.495913 = -789.713075 nChanged 1 SP:Iteration 1Q (7.119424 sec): 3 clusters Score: Raw -1540.053630 + Penalty 750.971975 = -789.081655 nChanged 1 SP:Iteration 2F (7.119690 sec): 3 clusters Score: Raw -1540.659951 + Penalty 750.971975 = -789.687976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.120503 sec): 2 clusters Score: Raw -1688.666055 + Penalty 526.754998 = -1161.911057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.120779 sec): 3 clusters Score: Raw -1750.935640 + Penalty 1052.547564 = -698.388077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.121531 sec): 2 clusters Score: Raw -547.531871 + Penalty 312.720240 = -234.811631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.121760 sec): 3 clusters Score: Raw -558.838948 + Penalty 601.173958 = 42.335010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.122500 sec): 2 clusters Score: Raw -461.928703 + Penalty 304.352154 = -157.576549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.122724 sec): 3 clusters Score: Raw -448.601147 + Penalty 599.743923 = 151.142776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.123513 sec): 2 clusters Score: Raw -915.803072 + Penalty 368.141265 = -547.661807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.123767 sec): 3 clusters Score: Raw -952.734903 + Penalty 739.090775 = -213.644127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.124520 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.124731 sec): 3 clusters Score: Raw -110.084200 + Penalty 148.502640 = 38.418440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.125515 sec): 2 clusters Score: Raw -498.803753 + Penalty 289.451118 = -209.352635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.125751 sec): 3 clusters Score: Raw -520.396292 + Penalty 579.858036 = 59.461744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.126521 sec): 2 clusters Score: Raw -726.247506 + Penalty 329.859446 = -396.388060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.126758 sec): 3 clusters Score: Raw -745.883410 + Penalty 661.109402 = -84.774007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.127503 sec): 2 clusters Score: Raw -484.675154 + Penalty 249.770825 = -234.904329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.127733 sec): 3 clusters Score: Raw -501.507337 + Penalty 506.923024 = 5.415686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.128468 sec): 2 clusters Score: Raw -410.438429 + Penalty 278.869407 = -131.569022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.128690 sec): 3 clusters Score: Raw -397.927131 + Penalty 560.851276 = 162.924145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.129421 sec): 2 clusters Score: Raw -255.793922 + Penalty 193.292101 = -62.501821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.129639 sec): 3 clusters Score: Raw -254.481346 + Penalty 386.584201 = 132.102856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.130379 sec): 2 clusters Score: Raw -435.698065 + Penalty 223.951265 = -211.746799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.130605 sec): 3 clusters Score: Raw -435.794983 + Penalty 449.734187 = 13.939204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.131332 sec): 2 clusters Score: Raw -254.018286 + Penalty 219.654910 = -34.363377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.131547 sec): 3 clusters Score: Raw -239.810473 + Penalty 466.131476 = 226.321003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.132284 sec): 2 clusters Score: Raw -365.225649 + Penalty 228.135440 = -137.090209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.132504 sec): 3 clusters Score: Raw -366.618627 + Penalty 488.767802 = 122.149175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.133258 sec): 2 clusters Score: Raw -677.017828 + Penalty 310.699614 = -366.318214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.133495 sec): 3 clusters Score: Raw -695.321381 + Penalty 615.133318 = -80.188063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.134258 sec): 2 clusters Score: Raw -856.651734 + Penalty 362.689151 = -493.962582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.134501 sec): 3 clusters Score: Raw -879.453095 + Penalty 725.214586 = -154.238508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 69 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.135325 sec): 2 clusters Score: Raw -1589.117350 + Penalty 464.295551 = -1124.821799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.135600 sec): 3 clusters Score: Raw -1638.666840 + Penalty 928.574558 = -710.092282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.136354 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.136572 sec): 3 clusters Score: Raw -203.686084 + Penalty 250.731676 = 47.045592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.137337 sec): 2 clusters Score: Raw -857.044276 + Penalty 390.479909 = -466.564367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.137582 sec): 3 clusters Score: Raw -890.433555 + Penalty 781.361597 = -109.071958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.138403 sec): 2 clusters Score: Raw -1124.856432 + Penalty 379.818173 = -745.038259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.138662 sec): 3 clusters Score: Raw -1163.455359 + Penalty 760.863447 = -402.591912 nChanged 1 SP:Iteration 1Q (7.138905 sec): 3 clusters Score: Raw -1172.734657 + Penalty 760.379366 = -412.355291 nChanged 1 SP:Iteration 2Q (7.139148 sec): 3 clusters Score: Raw -1177.049284 + Penalty 760.379366 = -416.669917 nChanged 0 SP:Iteration 3F (7.139402 sec): 3 clusters Score: Raw -1177.049284 + Penalty 760.379366 = -416.669917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.140144 sec): 2 clusters Score: Raw -259.497547 + Penalty 189.961724 = -69.535823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.140360 sec): 3 clusters Score: Raw -256.698403 + Penalty 352.965501 = 96.267097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.141097 sec): 2 clusters Score: Raw -298.424048 + Penalty 244.948247 = -53.475801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.141315 sec): 3 clusters Score: Raw -287.207912 + Penalty 502.287973 = 215.080062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.142103 sec): 2 clusters Score: Raw -1101.547969 + Penalty 416.089778 = -685.458192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.142358 sec): 3 clusters Score: Raw -1140.782940 + Penalty 830.470541 = -310.312399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.143111 sec): 2 clusters Score: Raw -475.096342 + Penalty 197.700597 = -277.395745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.143343 sec): 3 clusters Score: Raw -480.082883 + Penalty 395.339734 = -84.743149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.144069 sec): 2 clusters Score: Raw -177.122961 + Penalty 140.659955 = -36.463006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.144283 sec): 3 clusters Score: Raw -169.825549 + Penalty 281.319910 = 111.494361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.145067 sec): 2 clusters Score: Raw -668.046272 + Penalty 280.390418 = -387.655853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.145309 sec): 3 clusters Score: Raw -676.676006 + Penalty 541.050968 = -135.625037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.146065 sec): 2 clusters Score: Raw -625.658024 + Penalty 252.012374 = -373.645650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.146299 sec): 3 clusters Score: Raw -625.160356 + Penalty 463.995430 = -161.164926 nChanged 1 SP:Iteration 1F (7.146528 sec): 3 clusters Score: Raw -626.307294 + Penalty 463.995430 = -162.311863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.147275 sec): 2 clusters Score: Raw -571.586640 + Penalty 293.554018 = -278.032621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.147508 sec): 3 clusters Score: Raw -578.307220 + Penalty 586.993266 = 8.686046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.148309 sec): 2 clusters Score: Raw -1434.216483 + Penalty 407.594533 = -1026.621949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.148579 sec): 3 clusters Score: Raw -1473.456980 + Penalty 810.073099 = -663.383881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.149324 sec): 2 clusters Score: Raw -285.994877 + Penalty 132.378976 = -153.615901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.149547 sec): 3 clusters Score: Raw -294.299665 + Penalty 262.545329 = -31.754335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.150276 sec): 2 clusters Score: Raw -207.879486 + Penalty 145.364512 = -62.514974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.150490 sec): 3 clusters Score: Raw -202.256699 + Penalty 312.923282 = 110.666583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.151252 sec): 2 clusters Score: Raw -802.558836 + Penalty 346.256800 = -456.302036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.151492 sec): 3 clusters Score: Raw -828.145161 + Penalty 693.852354 = -134.292806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.152226 sec): 2 clusters Score: Raw -207.713342 + Penalty 122.016927 = -85.696415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.152442 sec): 3 clusters Score: Raw -203.055202 + Penalty 233.103425 = 30.048223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 88 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.153230 sec): 2 clusters Score: Raw -1375.417013 + Penalty 472.362988 = -903.054025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.153493 sec): 3 clusters Score: Raw -1426.897444 + Penalty 940.602613 = -486.294831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.154212 sec): 2 clusters Score: Raw -41.721575 + Penalty 0.000000 = -41.721575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.154419 sec): 2 clusters Score: Raw -41.721575 + Penalty 0.000000 = -41.721575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.155200 sec): 2 clusters Score: Raw -1229.650003 + Penalty 481.106802 = -748.543202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.155454 sec): 3 clusters Score: Raw -1281.940072 + Penalty 962.951799 = -318.988272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.156195 sec): 2 clusters Score: Raw -215.956483 + Penalty 58.350375 = -157.606107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.156418 sec): 3 clusters Score: Raw -220.672712 + Penalty 118.173531 = -102.499181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.157144 sec): 2 clusters Score: Raw -158.319355 + Penalty 81.966774 = -76.352580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.157357 sec): 3 clusters Score: Raw -154.716174 + Penalty 163.933549 = 9.217375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.158075 sec): 2 clusters Score: Raw -83.960014 + Penalty 63.541774 = -20.418240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.158269 sec): 2 clusters Score: Raw -83.960014 + Penalty 63.541774 = -20.418240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.159005 sec): 2 clusters Score: Raw -215.126030 + Penalty 173.463021 = -41.663010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.159219 sec): 3 clusters Score: Raw -211.286175 + Penalty 328.386958 = 117.100783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.159947 sec): 2 clusters Score: Raw -111.486915 + Penalty 86.284422 = -25.202493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.160158 sec): 3 clusters Score: Raw -110.223090 + Penalty 178.845782 = 68.622692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.160896 sec): 2 clusters Score: Raw -403.960362 + Penalty 285.956199 = -118.004164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.161117 sec): 3 clusters Score: Raw -396.552322 + Penalty 571.912397 = 175.360076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.161854 sec): 2 clusters Score: Raw -382.715629 + Penalty 237.984353 = -144.731276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.162077 sec): 3 clusters Score: Raw -387.769223 + Penalty 477.150723 = 89.381500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.162808 sec): 2 clusters Score: Raw -296.872844 + Penalty 232.041269 = -64.831575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.163028 sec): 3 clusters Score: Raw -287.429969 + Penalty 464.082538 = 176.652569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.163753 sec): 2 clusters Score: Raw -210.094110 + Penalty 125.342984 = -84.751126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.163984 sec): 3 clusters Score: Raw -204.546898 + Penalty 253.371194 = 48.824297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.164729 sec): 2 clusters Score: Raw -564.012058 + Penalty 340.635249 = -223.376810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.164958 sec): 3 clusters Score: Raw -557.911130 + Penalty 686.572650 = 128.661520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.165705 sec): 2 clusters Score: Raw -535.554816 + Penalty 272.592278 = -262.962538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.165936 sec): 3 clusters Score: Raw -547.008923 + Penalty 539.657856 = -7.351068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.166662 sec): 2 clusters Score: Raw -91.227421 + Penalty 84.227321 = -7.000100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.166856 sec): 2 clusters Score: Raw -91.227421 + Penalty 84.227321 = -7.000100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.167569 sec): 2 clusters Score: Raw -37.265833 + Penalty 0.000000 = -37.265833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.167759 sec): 2 clusters Score: Raw -37.265833 + Penalty 0.000000 = -37.265833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.168475 sec): 2 clusters Score: Raw -88.728203 + Penalty 88.724931 = -0.003272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.168668 sec): 2 clusters Score: Raw -88.728203 + Penalty 88.724931 = -0.003272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.169422 sec): 2 clusters Score: Raw -745.270257 + Penalty 331.262961 = -414.007296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.169664 sec): 3 clusters Score: Raw -774.720679 + Penalty 653.211511 = -121.509168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.170420 sec): 2 clusters Score: Raw -451.860303 + Penalty 310.572222 = -141.288081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.170644 sec): 3 clusters Score: Raw -449.117028 + Penalty 622.384327 = 173.267298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.171371 sec): 2 clusters Score: Raw -166.352460 + Penalty 121.251873 = -45.100587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.171584 sec): 3 clusters Score: Raw -161.828201 + Penalty 242.503747 = 80.675546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.172315 sec): 2 clusters Score: Raw -257.668195 + Penalty 169.951036 = -87.717159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.172533 sec): 3 clusters Score: Raw -255.271868 + Penalty 339.902072 = 84.630203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.173247 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.173453 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.174196 sec): 2 clusters Score: Raw -523.055812 + Penalty 321.110384 = -201.945428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.174428 sec): 3 clusters Score: Raw -516.762241 + Penalty 642.220767 = 125.458526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.175203 sec): 2 clusters Score: Raw -344.045461 + Penalty 253.460248 = -90.585213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.175423 sec): 3 clusters Score: Raw -337.332880 + Penalty 497.118039 = 159.785159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.176168 sec): 2 clusters Score: Raw -399.834249 + Penalty 290.429930 = -109.404319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.176389 sec): 3 clusters Score: Raw -394.011187 + Penalty 587.086701 = 193.075514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.177130 sec): 2 clusters Score: Raw -403.179543 + Penalty 250.204959 = -152.974584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.177354 sec): 3 clusters Score: Raw -406.163601 + Penalty 500.977297 = 94.813695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.178091 sec): 2 clusters Score: Raw -399.693812 + Penalty 240.462260 = -159.231552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.178315 sec): 3 clusters Score: Raw -403.437245 + Penalty 478.919366 = 75.482121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.179045 sec): 2 clusters Score: Raw -201.044847 + Penalty 173.642200 = -27.402647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.179258 sec): 3 clusters Score: Raw -201.350129 + Penalty 340.079586 = 138.729457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.179986 sec): 2 clusters Score: Raw -215.560017 + Penalty 167.209305 = -48.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.180201 sec): 3 clusters Score: Raw -213.996205 + Penalty 334.363645 = 120.367441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.180940 sec): 2 clusters Score: Raw -233.746052 + Penalty 175.446409 = -58.299644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.181154 sec): 3 clusters Score: Raw -223.913358 + Penalty 366.966246 = 143.052888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.181874 sec): 2 clusters Score: Raw -128.738564 + Penalty 103.455603 = -25.282961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.182084 sec): 3 clusters Score: Raw -123.148417 + Penalty 201.450631 = 78.302214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.182805 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.183021 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.183744 sec): 2 clusters Score: Raw -132.298010 + Penalty 121.915200 = -10.382810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.183956 sec): 3 clusters Score: Raw -123.495243 + Penalty 241.568354 = 118.073111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.184679 sec): 2 clusters Score: Raw -93.045894 + Penalty 95.023593 = 1.977699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.184886 sec): 3 clusters Score: Raw -82.998657 + Penalty 190.047186 = 107.048530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.185603 sec): 2 clusters Score: Raw -88.784339 + Penalty 69.881201 = -18.903138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.185810 sec): 3 clusters Score: Raw -79.052345 + Penalty 139.762402 = 60.710058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.186535 sec): 2 clusters Score: Raw -131.525200 + Penalty 104.454192 = -27.071007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.186746 sec): 3 clusters Score: Raw -124.424371 + Penalty 189.831599 = 65.407228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.187478 sec): 2 clusters Score: Raw -307.618082 + Penalty 215.886785 = -91.731297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.187699 sec): 3 clusters Score: Raw -308.103129 + Penalty 431.047227 = 122.944098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.188436 sec): 2 clusters Score: Raw -313.022348 + Penalty 214.159468 = -98.862880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.188657 sec): 3 clusters Score: Raw -313.485785 + Penalty 427.063759 = 113.577974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.189380 sec): 2 clusters Score: Raw -184.908062 + Penalty 186.684671 = 1.776609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.189593 sec): 3 clusters Score: Raw -181.235185 + Penalty 356.595747 = 175.360561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.190320 sec): 2 clusters Score: Raw -220.730847 + Penalty 144.524556 = -76.206291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.190537 sec): 3 clusters Score: Raw -214.696051 + Penalty 295.503239 = 80.807189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.191263 sec): 2 clusters Score: Raw -248.471969 + Penalty 192.628642 = -55.843327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.191479 sec): 3 clusters Score: Raw -235.590957 + Penalty 384.771028 = 149.180070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.192205 sec): 2 clusters Score: Raw -143.641911 + Penalty 139.098493 = -4.543418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.192417 sec): 2 clusters Score: Raw -143.641911 + Penalty 139.098493 = -4.543418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.193149 sec): 2 clusters Score: Raw -303.770643 + Penalty 237.146156 = -66.624487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.193368 sec): 3 clusters Score: Raw -289.487700 + Penalty 468.052796 = 178.565096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.194086 sec): 2 clusters Score: Raw -86.852228 + Penalty 82.187975 = -4.664253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.194278 sec): 2 clusters Score: Raw -86.852228 + Penalty 82.187975 = -4.664253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.194999 sec): 2 clusters Score: Raw -138.208943 + Penalty 138.224539 = 0.015595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.195208 sec): 3 clusters Score: Raw -128.689549 + Penalty 276.083767 = 147.394217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.195921 sec): 2 clusters Score: Raw -41.044472 + Penalty 0.000000 = -41.044472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.196116 sec): 2 clusters Score: Raw -41.044472 + Penalty 0.000000 = -41.044472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.196831 sec): 2 clusters Score: Raw -90.794557 + Penalty 80.255658 = -10.538898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.197038 sec): 3 clusters Score: Raw -80.732659 + Penalty 160.511317 = 79.778658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.197771 sec): 2 clusters Score: Raw -425.991100 + Penalty 296.496575 = -129.494525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.197993 sec): 3 clusters Score: Raw -410.693228 + Penalty 596.198413 = 185.505184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.198712 sec): 2 clusters Score: Raw -92.394940 + Penalty 87.590952 = -4.803988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.198906 sec): 2 clusters Score: Raw -92.394940 + Penalty 87.590952 = -4.803988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.199615 sec): 2 clusters Score: Raw -40.754461 + Penalty 0.000000 = -40.754461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.199806 sec): 2 clusters Score: Raw -40.754461 + Penalty 0.000000 = -40.754461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.200518 sec): 2 clusters Score: Raw -41.252964 + Penalty 0.000000 = -41.252964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.200708 sec): 2 clusters Score: Raw -41.252964 + Penalty 0.000000 = -41.252964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.201423 sec): 2 clusters Score: Raw -82.465245 + Penalty 65.619166 = -16.846079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.201644 sec): 3 clusters Score: Raw -76.311453 + Penalty 131.238332 = 54.926880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 156 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.202377 sec): 2 clusters Score: Raw -264.222912 + Penalty 178.468293 = -85.754619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.202596 sec): 3 clusters Score: Raw -262.170021 + Penalty 356.936586 = 94.766565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.203325 sec): 2 clusters Score: Raw -235.774058 + Penalty 203.089826 = -32.684232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.203539 sec): 3 clusters Score: Raw -227.605726 + Penalty 440.110837 = 212.505112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.204262 sec): 2 clusters Score: Raw -135.457587 + Penalty 144.139473 = 8.681886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.204472 sec): 3 clusters Score: Raw -129.323107 + Penalty 277.168502 = 147.845395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.205192 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.205388 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 161 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.206121 sec): 2 clusters Score: Raw -359.218250 + Penalty 266.639591 = -92.578659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.206342 sec): 3 clusters Score: Raw -349.263281 + Penalty 523.017404 = 173.754123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.207064 sec): 2 clusters Score: Raw -187.046462 + Penalty 174.808986 = -12.237476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.207278 sec): 3 clusters Score: Raw -177.774414 + Penalty 342.703799 = 164.929385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.207996 sec): 2 clusters Score: Raw -94.328301 + Penalty 93.084832 = -1.243469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.208203 sec): 3 clusters Score: Raw -83.288118 + Penalty 186.169664 = 102.881546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.208927 sec): 2 clusters Score: Raw -93.109177 + Penalty 91.880189 = -1.228988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.209120 sec): 2 clusters Score: Raw -93.109177 + Penalty 91.880189 = -1.228988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.209836 sec): 2 clusters Score: Raw -41.969199 + Penalty 0.000000 = -41.969199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.210025 sec): 2 clusters Score: Raw -41.969199 + Penalty 0.000000 = -41.969199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.210742 sec): 2 clusters Score: Raw -86.415064 + Penalty 82.477560 = -3.937504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.210964 sec): 3 clusters Score: Raw -78.372678 + Penalty 164.955121 = 86.582442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.211687 sec): 2 clusters Score: Raw -141.410187 + Penalty 143.304948 = 1.894761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.211897 sec): 3 clusters Score: Raw -129.484072 + Penalty 304.219670 = 174.735598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.212619 sec): 2 clusters Score: Raw -139.858969 + Penalty 135.800587 = -4.058382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.212829 sec): 3 clusters Score: Raw -129.413933 + Penalty 268.982367 = 139.568434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.213543 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.213733 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.214452 sec): 2 clusters Score: Raw -137.476416 + Penalty 120.619552 = -16.856864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.214661 sec): 3 clusters Score: Raw -127.375942 + Penalty 241.782706 = 114.406764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.215395 sec): 2 clusters Score: Raw -403.735755 + Penalty 283.493406 = -120.242349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.215617 sec): 3 clusters Score: Raw -397.167596 + Penalty 568.287887 = 171.120291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.216343 sec): 2 clusters Score: Raw -130.608159 + Penalty 104.178372 = -26.429788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.216553 sec): 3 clusters Score: Raw -122.324792 + Penalty 219.450757 = 97.125965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.217269 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.217462 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.218175 sec): 2 clusters Score: Raw -94.641509 + Penalty 96.709643 = 2.068134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.218368 sec): 2 clusters Score: Raw -94.641509 + Penalty 96.709643 = 2.068134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.219084 sec): 2 clusters Score: Raw -94.520322 + Penalty 91.825116 = -2.695206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.219276 sec): 2 clusters Score: Raw -94.520322 + Penalty 91.825116 = -2.695206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.219990 sec): 2 clusters Score: Raw -40.365497 + Penalty 0.000000 = -40.365497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.220195 sec): 2 clusters Score: Raw -40.365497 + Penalty 0.000000 = -40.365497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.220911 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.221100 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.221813 sec): 2 clusters Score: Raw -41.670662 + Penalty 0.000000 = -41.670662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.222003 sec): 2 clusters Score: Raw -41.670662 + Penalty 0.000000 = -41.670662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.222713 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.222904 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.223621 sec): 2 clusters Score: Raw -89.383402 + Penalty 86.365641 = -3.017761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.223814 sec): 2 clusters Score: Raw -89.383402 + Penalty 86.365641 = -3.017761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.224532 sec): 2 clusters Score: Raw -88.226294 + Penalty 75.893355 = -12.332939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.224726 sec): 2 clusters Score: Raw -88.226294 + Penalty 75.893355 = -12.332939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.225459 sec): 2 clusters Score: Raw -40.880426 + Penalty 0.000000 = -40.880426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.225652 sec): 2 clusters Score: Raw -40.880426 + Penalty 0.000000 = -40.880426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.226374 sec): 2 clusters Score: Raw -42.004717 + Penalty 0.000000 = -42.004717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.226564 sec): 2 clusters Score: Raw -42.004717 + Penalty 0.000000 = -42.004717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.227285 sec): 2 clusters Score: Raw -87.209741 + Penalty 81.481563 = -5.728179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.227477 sec): 2 clusters Score: Raw -87.209741 + Penalty 81.481563 = -5.728179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.228195 sec): 2 clusters Score: Raw -40.642753 + Penalty 0.000000 = -40.642753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.228386 sec): 2 clusters Score: Raw -40.642753 + Penalty 0.000000 = -40.642753 nChanged 0 Deleting Class 179 (2 points): Lose 11.045074 but Gain 1297.329414 Iteration 20F (8.034295 sec): 164 clusters Score: Raw -376580.369269 + Penalty 167592.031225 = -208988.338044 nChanged 10 Deleting Class 48 (37 points): Lose 221.971483 but Gain 1482.643827 Iteration 21Q (8.090754 sec): 163 clusters Score: Raw -376371.420781 + Penalty 166179.451207 = -210191.969574 nChanged 44 Deleting Class 166 (1 points): Lose 7.354371 but Gain 1265.297965 Iteration 22Q (8.149061 sec): 162 clusters Score: Raw -376462.770984 + Penalty 164960.210584 = -211502.560400 nChanged 8 Deleting Class 195 (1 points): Lose 1.039039 but Gain 1254.869771 Iteration 23Q (8.204434 sec): 161 clusters Score: Raw -376480.777609 + Penalty 163716.920308 = -212763.857301 nChanged 9 Deleting Class 163 (2 points): Lose 6.667190 but Gain 1248.703718 Iteration 24Q (8.260240 sec): 160 clusters Score: Raw -376484.554385 + Penalty 162435.968462 = -214048.585923 nChanged 8 Deleting Class 131 (2 points): Lose 32.849269 but Gain 1274.711593 Iteration 25Q (8.315320 sec): 159 clusters Score: Raw -376474.118680 + Penalty 161053.101802 = -215421.016878 nChanged 10 Deleting Class 64 (5 points): Lose 27.165902 but Gain 1269.032182 Iteration 26Q (8.371328 sec): 158 clusters Score: Raw -376477.649490 + Penalty 159972.397848 = -216505.251641 nChanged 22 Deleting Class 148 (8 points): Lose 86.300413 but Gain 1325.802744 Iteration 27Q (8.427780 sec): 157 clusters Score: Raw -376420.447076 + Penalty 158728.856449 = -217691.590627 nChanged 24 Deleting Class 91 (25 points): Lose 152.999543 but Gain 1389.770924 Iteration 28Q (8.483499 sec): 156 clusters Score: Raw -376328.663320 + Penalty 157390.135125 = -218938.528196 nChanged 38 Deleting Class 102 (11 points): Lose 90.763459 but Gain 1324.974137 Iteration 29Q (8.539646 sec): 155 clusters Score: Raw -376313.613943 + Penalty 156098.570931 = -220215.043012 nChanged 28 Deleting Class 110 (9 points): Lose 79.980288 but Gain 1314.298794 Iteration 30F (9.292165 sec): 154 clusters Score: Raw -376278.902728 + Penalty 154845.368713 = -221433.534015 nChanged 30 Deleting Class 161 (7 points): Lose 40.502781 but Gain 1274.112566 Iteration 31Q (9.348869 sec): 153 clusters Score: Raw -376289.242206 + Penalty 153599.878939 = -222689.363267 nChanged 20 Deleting Class 55 (9 points): Lose 59.872492 but Gain 1287.976321 Iteration 32Q (9.404483 sec): 152 clusters Score: Raw -376257.455918 + Penalty 152329.065224 = -223928.390694 nChanged 24 Deleting Class 165 (2 points): Lose 5.154916 but Gain 1232.543808 Iteration 33Q (9.459229 sec): 151 clusters Score: Raw -376275.609269 + Penalty 151095.876534 = -225179.732735 nChanged 14 Deleting Class 180 (2 points): Lose 7.909736 but Gain 1231.805025 Iteration 34Q (9.513953 sec): 150 clusters Score: Raw -376277.940633 + Penalty 149864.967173 = -226412.973460 nChanged 7 Deleting Class 18 (6 points): Lose 57.722357 but Gain 1280.455873 Iteration 35Q (9.567613 sec): 149 clusters Score: Raw -376229.636812 + Penalty 148606.102114 = -227623.534697 nChanged 10 Deleting Class 153 (1 points): Lose 6.367896 but Gain 1227.516390 Iteration 36Q (9.622038 sec): 148 clusters Score: Raw -376245.397806 + Penalty 147397.035443 = -228848.362363 nChanged 2 Deleting Class 116 (10 points): Lose 77.016094 but Gain 1296.715220 Iteration 37Q (9.674834 sec): 147 clusters Score: Raw -376173.384442 + Penalty 146105.914020 = -230067.470422 nChanged 13 Deleting Class 46 (19 points): Lose 145.510285 but Gain 1361.717447 Iteration 38Q (9.729687 sec): 146 clusters Score: Raw -376043.163458 + Penalty 144792.572580 = -231250.590878 nChanged 24 Deleting Class 74 (6 points): Lose 56.998424 but Gain 1271.161044 Iteration 39Q (9.784715 sec): 145 clusters Score: Raw -376026.527589 + Penalty 143553.017531 = -232473.510057 nChanged 12 Deleting Class 28 (15 points): Lose 150.636900 but Gain 1359.847788 Iteration 40F (10.487282 sec): 144 clusters Score: Raw -375899.836310 + Penalty 142303.459912 = -233596.376398 nChanged 22 Deleting Class 118 (9 points): Lose 91.127467 but Gain 1298.501538 Iteration 41Q (10.541604 sec): 143 clusters Score: Raw -375884.229527 + Penalty 141032.023319 = -234852.206208 nChanged 12 Deleting Class 90 (1 points): Lose 5.979646 but Gain 1208.438147 Iteration 42Q (10.595682 sec): 142 clusters Score: Raw -375898.308126 + Penalty 139857.864613 = -236040.443513 nChanged 6 Deleting Class 47 (33 points): Lose 179.826042 but Gain 1381.410475 Iteration 43Q (10.648842 sec): 141 clusters Score: Raw -375732.633605 + Penalty 138557.342179 = -237175.291426 nChanged 33 Deleting Class 98 (8 points): Lose 77.940936 but Gain 1278.670799 Iteration 44Q (10.703754 sec): 140 clusters Score: Raw -375736.966676 + Penalty 137293.076738 = -238443.889938 nChanged 19 Deleting Class 138 (4 points): Lose 53.888437 but Gain 1252.158047 Iteration 45Q (10.757475 sec): 139 clusters Score: Raw -375728.418646 + Penalty 136080.079160 = -239648.339486 nChanged 12 Deleting Class 61 (8 points): Lose 57.857390 but Gain 1246.981771 Iteration 46Q (10.810485 sec): 138 clusters Score: Raw -375706.685657 + Penalty 134867.578141 = -240839.107516 nChanged 14 Deleting Class 159 (3 points): Lose 33.029035 but Gain 1219.956721 Iteration 47Q (10.862973 sec): 137 clusters Score: Raw -375701.260820 + Penalty 133697.416071 = -242003.844749 nChanged 8 Deleting Class 108 (2 points): Lose 13.775633 but Gain 1190.217016 Iteration 48Q (10.915517 sec): 136 clusters Score: Raw -375717.568145 + Penalty 132523.227702 = -243194.340444 nChanged 7 Deleting Class 169 (3 points): Lose 36.603614 but Gain 1212.893532 Iteration 49Q (10.968214 sec): 135 clusters Score: Raw -375699.834843 + Penalty 131374.254275 = -244325.580568 nChanged 7 Deleting Class 173 (9 points): Lose 118.101404 but Gain 1289.756677 Iteration 50F (11.620957 sec): 134 clusters Score: Raw -375600.310549 + Penalty 130172.796456 = -245427.514093 nChanged 14 Deleting Class 143 (7 points): Lose 80.263014 but Gain 1251.721150 Iteration 51Q (11.673526 sec): 133 clusters Score: Raw -375574.298420 + Penalty 128970.018567 = -246604.279853 nChanged 14 Deleting Class 100 (6 points): Lose 33.517034 but Gain 1204.180172 Iteration 52Q (11.725820 sec): 132 clusters Score: Raw -375578.301886 + Penalty 127775.654244 = -247802.647642 nChanged 13 Deleting Class 29 (52 points): Lose 197.610165 but Gain 1366.172300 Iteration 53Q (11.778195 sec): 131 clusters Score: Raw -375398.611588 + Penalty 126504.397545 = -248894.214043 nChanged 56 Deleting Class 146 (1 points): Lose 1.697048 but Gain 1164.497930 Iteration 54Q (11.832385 sec): 130 clusters Score: Raw -375518.026191 + Penalty 125365.949425 = -250152.076765 nChanged 17 Deleting Class 186 (1 points): Lose 7.527726 but Gain 1170.059796 Iteration 55Q (11.884215 sec): 129 clusters Score: Raw -375546.008557 + Penalty 124305.723027 = -251240.285529 nChanged 11 Deleting Class 141 (3 points): Lose 17.400779 but Gain 1177.291262 Iteration 56Q (11.935122 sec): 128 clusters Score: Raw -375557.029563 + Penalty 123113.167500 = -252443.862062 nChanged 21 Deleting Class 30 (6 points): Lose 38.196106 but Gain 1196.817129 Iteration 57Q (11.986238 sec): 127 clusters Score: Raw -375568.491305 + Penalty 121938.324114 = -253630.167191 nChanged 21 Deleting Class 150 (2 points): Lose 17.803048 but Gain 1175.005045 Iteration 58Q (12.037455 sec): 126 clusters Score: Raw -375585.442824 + Penalty 120823.896365 = -254761.546459 nChanged 14 Deleting Class 190 (2 points): Lose 4.534843 but Gain 1158.567892 Iteration 59Q (12.087426 sec): 125 clusters Score: Raw -375608.172900 + Penalty 119482.253430 = -256125.919470 nChanged 13 Deleting Class 117 (7 points): Lose 57.829192 but Gain 1211.136299 Iteration 60F (12.695302 sec): 124 clusters Score: Raw -375559.263621 + Penalty 118284.215700 = -257275.047921 nChanged 12 Deleting Class 158 (6 points): Lose 52.745049 but Gain 1205.803678 Iteration 61Q (12.746188 sec): 123 clusters Score: Raw -375533.365526 + Penalty 117124.686418 = -258408.679108 nChanged 10 Deleting Class 53 (38 points): Lose 222.669608 but Gain 1374.026337 Iteration 62Q (12.797157 sec): 122 clusters Score: Raw -375337.139858 + Penalty 115951.695058 = -259385.444801 nChanged 43 Deleting Class 145 (3 points): Lose 19.133808 but Gain 1169.894353 Iteration 63Q (12.849082 sec): 121 clusters Score: Raw -375437.328249 + Penalty 114800.693585 = -260636.634664 nChanged 17 Deleting Class 88 (29 points): Lose 158.252579 but Gain 1306.917393 Iteration 64Q (12.899981 sec): 120 clusters Score: Raw -375295.123776 + Penalty 113615.463522 = -261679.660254 nChanged 35 Deleting Class 71 (18 points): Lose 90.576704 but Gain 1237.272526 Iteration 65Q (12.950962 sec): 119 clusters Score: Raw -375288.907942 + Penalty 112472.583835 = -262816.324107 nChanged 25 Deleting Class 26 (5 points): Lose 36.146631 but Gain 1174.742853 Iteration 66Q (13.000692 sec): 118 clusters Score: Raw -375312.350064 + Penalty 111300.470147 = -264011.879916 nChanged 19 Deleting Class 170 (3 points): Lose 12.119652 but Gain 1149.378695 Iteration 67Q (13.050288 sec): 117 clusters Score: Raw -375320.752670 + Penalty 110190.354860 = -265130.397810 nChanged 11 Deleting Class 162 (7 points): Lose 69.461784 but Gain 1198.332493 Iteration 68Q (13.099278 sec): 116 clusters Score: Raw -375269.350031 + Penalty 109171.474223 = -266097.875808 nChanged 15 Deleting Class 105 (2 points): Lose 13.206336 but Gain 1129.883003 Iteration 69Q (13.148247 sec): 115 clusters Score: Raw -375303.871178 + Penalty 108044.522451 = -267259.348727 nChanged 7 Deleting Class 37 (19 points): Lose 94.516851 but Gain 1195.914537 Iteration 70F (13.709683 sec): 114 clusters Score: Raw -375216.680399 + Penalty 106861.558479 = -268355.121920 nChanged 24 Deleting Class 75 (21 points): Lose 127.644410 but Gain 1221.557809 Iteration 71Q (13.759077 sec): 113 clusters Score: Raw -375139.501193 + Penalty 105681.992516 = -269457.508677 nChanged 33 Deleting Class 16 (14 points): Lose 45.593031 but Gain 1138.139010 Iteration 72Q (13.809898 sec): 112 clusters Score: Raw -375144.143164 + Penalty 104558.759239 = -270585.383925 nChanged 23 Deleting Class 144 (2 points): Lose 16.900312 but Gain 1102.525811 Iteration 73Q (13.859045 sec): 111 clusters Score: Raw -375156.261048 + Penalty 103455.228884 = -271701.032164 nChanged 15 Deleting Class 54 (12 points): Lose 84.980934 but Gain 1170.177814 Iteration 74Q (13.907397 sec): 110 clusters Score: Raw -375086.983628 + Penalty 102332.096112 = -272754.887516 nChanged 19 Deleting Class 201 (1 points): Lose 6.175841 but Gain 1089.803212 Iteration 75Q (13.955326 sec): 109 clusters Score: Raw -375121.077543 + Penalty 101289.237852 = -273831.839691 nChanged 7 Deleting Class 168 (2 points): Lose 27.415911 but Gain 1106.410510 Iteration 76Q (14.003011 sec): 108 clusters Score: Raw -375108.990454 + Penalty 100188.192022 = -274920.798431 nChanged 4 Deleting Class 194 (2 points): Lose 15.042536 but Gain 1093.464349 Iteration 77Q (14.050103 sec): 107 clusters Score: Raw -375109.896866 + Penalty 99097.283461 = -276012.613405 nChanged 6 Deleting Class 51 (26 points): Lose 141.351862 but Gain 1218.618170 Iteration 78Q (14.097474 sec): 106 clusters Score: Raw -374974.678224 + Penalty 97978.545175 = -276996.133048 nChanged 32 Deleting Class 15 (97 points): Lose 305.349165 but Gain 1380.725905 Iteration 79Q (14.145137 sec): 105 clusters Score: Raw -374743.270054 + Penalty 96657.173280 = -278086.096774 nChanged 105 Deleting Class 8 (118 points): Lose 394.334911 but Gain 1470.874862 Iteration 80F (14.658904 sec): 104 clusters Score: Raw -374517.667094 + Penalty 95323.295255 = -279194.371839 nChanged 133 Deleting Class 147 (3 points): Lose 30.638516 but Gain 1164.515946 Iteration 81Q (14.711967 sec): 103 clusters Score: Raw -374712.437593 + Penalty 94170.752573 = -280541.685020 nChanged 19 Deleting Class 197 (2 points): Lose 22.723013 but Gain 1093.049516 Iteration 82Q (14.759033 sec): 102 clusters Score: Raw -374704.041126 + Penalty 93090.545520 = -281613.495606 nChanged 12 Deleting Class 69 (36 points): Lose 154.044262 but Gain 1217.705379 Iteration 83Q (14.806757 sec): 101 clusters Score: Raw -374563.402213 + Penalty 91940.317889 = -282623.084324 nChanged 44 Deleting Class 140 (5 points): Lose 49.888436 but Gain 1112.890877 Iteration 84Q (14.855450 sec): 100 clusters Score: Raw -374596.445511 + Penalty 90852.165403 = -283744.280108 nChanged 21 Deleting Class 50 (35 points): Lose 160.317533 but Gain 1221.799565 Iteration 85Q (14.902251 sec): 99 clusters Score: Raw -374468.232371 + Penalty 89706.723034 = -284761.509337 nChanged 42 Deleting Class 96 (7 points): Lose 53.941442 but Gain 1113.573748 Iteration 86Q (14.949442 sec): 98 clusters Score: Raw -374487.175338 + Penalty 88616.057199 = -285871.118140 nChanged 20 Deleting Class 68 (28 points): Lose 113.121488 but Gain 1164.959088 Iteration 87Q (14.995600 sec): 97 clusters Score: Raw -374398.859033 + Penalty 87480.656323 = -286918.202709 nChanged 41 Deleting Class 121 (11 points): Lose 67.872468 but Gain 1118.656358 Iteration 88Q (15.042756 sec): 96 clusters Score: Raw -374389.058584 + Penalty 86472.087236 = -287916.971349 nChanged 25 Deleting Class 49 (2 points): Lose 3.904759 but Gain 1050.889479 Iteration 89Q (15.089046 sec): 95 clusters Score: Raw -374422.706415 + Penalty 85428.510636 = -288994.195779 nChanged 17 Deleting Class 21 (99 points): Lose 385.696875 but Gain 1434.317518 Iteration 90F (15.548982 sec): 94 clusters Score: Raw -374048.924868 + Penalty 84033.849262 = -290015.075606 nChanged 114 Deleting Class 133 (2 points): Lose 18.897407 but Gain 1063.774314 Iteration 91Q (15.598935 sec): 93 clusters Score: Raw -374210.910116 + Penalty 82984.210603 = -291226.699513 nChanged 25 Deleting Class 85 (18 points): Lose 74.088120 but Gain 1113.911157 Iteration 92Q (15.644640 sec): 92 clusters Score: Raw -374162.094783 + Penalty 81885.167509 = -292276.927275 nChanged 32 Deleting Class 151 (1 points): Lose 0.517151 but Gain 1040.333610 Iteration 93Q (15.689974 sec): 91 clusters Score: Raw -374200.242612 + Penalty 80853.327999 = -293346.914613 nChanged 14 Deleting Class 59 (17 points): Lose 78.261759 but Gain 1106.207146 Iteration 94Q (15.734962 sec): 90 clusters Score: Raw -374132.328109 + Penalty 79751.584245 = -294380.743864 nChanged 25 Deleting Class 135 (11 points): Lose 68.312368 but Gain 1095.337724 Iteration 95Q (15.779564 sec): 89 clusters Score: Raw -374100.046667 + Penalty 78675.489882 = -295424.556785 nChanged 23 Deleting Class 109 (16 points): Lose 67.548547 but Gain 1092.591481 Iteration 96Q (15.824653 sec): 88 clusters Score: Raw -374060.610186 + Penalty 77604.611830 = -296455.998356 nChanged 22 Deleting Class 95 (4 points): Lose 32.446553 but Gain 1053.029145 Iteration 97Q (15.870112 sec): 87 clusters Score: Raw -374062.272543 + Penalty 76592.737778 = -297469.534765 nChanged 12 Deleting Class 134 (9 points): Lose 61.590263 but Gain 1093.003680 Iteration 98Q (15.914014 sec): 86 clusters Score: Raw -374020.464504 + Penalty 75607.893134 = -298412.571370 nChanged 14 Deleting Class 56 (27 points): Lose 105.556050 but Gain 1123.010850 Iteration 99Q (15.957851 sec): 85 clusters Score: Raw -373944.068205 + Penalty 74616.050843 = -299328.017362 nChanged 32 Deleting Class 172 (3 points): Lose 7.590512 but Gain 1020.890603 Iteration 100F (16.373726 sec): 84 clusters Score: Raw -373989.400817 + Penalty 73596.754466 = -300392.646351 nChanged 11 Deleting Class 81 (14 points): Lose 56.420510 but Gain 1067.829103 Iteration 101Q (16.417553 sec): 83 clusters Score: Raw -373940.332538 + Penalty 72542.094904 = -301398.237634 nChanged 20 Deleting Class 129 (3 points): Lose 20.622756 but Gain 1031.856614 Iteration 102Q (16.462563 sec): 82 clusters Score: Raw -373943.044381 + Penalty 71514.581459 = -302428.462922 nChanged 8 Deleting Class 67 (17 points): Lose 93.163392 but Gain 1099.423018 Iteration 103Q (16.506600 sec): 81 clusters Score: Raw -373859.421073 + Penalty 70419.188152 = -303440.232921 nChanged 20 Deleting Class 42 (6 points): Lose 33.179115 but Gain 1038.807405 Iteration 104Q (16.550432 sec): 80 clusters Score: Raw -373858.890956 + Penalty 69392.153601 = -304466.737355 nChanged 12 Deleting Class 181 (1 points): Lose 0.030265 but Gain 1005.528810 Iteration 105Q (16.593321 sec): 79 clusters Score: Raw -373872.047719 + Penalty 68386.828773 = -305485.218946 nChanged 1 Deleting Class 191 (2 points): Lose 15.359458 but Gain 1018.085469 Iteration 106Q (16.635967 sec): 78 clusters Score: Raw -373858.702249 + Penalty 67368.948050 = -306489.754199 nChanged 2 Deleting Class 99 (10 points): Lose 59.083431 but Gain 1061.563612 Iteration 107Q (16.678859 sec): 77 clusters Score: Raw -373803.528083 + Penalty 66386.626562 = -307416.901520 nChanged 11 Deleting Class 58 (15 points): Lose 118.016726 but Gain 1119.025058 Iteration 108Q (16.721593 sec): 76 clusters Score: Raw -373706.789878 + Penalty 65303.837499 = -308402.952379 nChanged 16 Deleting Class 44 (17 points): Lose 91.659181 but Gain 1091.503688 Iteration 109Q (16.764155 sec): 75 clusters Score: Raw -373654.251813 + Penalty 64232.115672 = -309422.136141 nChanged 21 Deleting Class 126 (5 points): Lose 18.353901 but Gain 1013.622408 Iteration 110F (17.129088 sec): 74 clusters Score: Raw -373671.411196 + Penalty 63218.085757 = -310453.325439 nChanged 9 Deleting Class 104 (12 points): Lose 35.003964 but Gain 1020.021717 Iteration 111Q (17.171810 sec): 73 clusters Score: Raw -373645.850511 + Penalty 62214.991855 = -311430.858656 nChanged 15 Deleting Class 32 (11 points): Lose 53.314763 but Gain 1035.868404 Iteration 112Q (17.214477 sec): 72 clusters Score: Raw -373613.268626 + Penalty 61208.279257 = -312404.989369 nChanged 13 Deleting Class 62 (6 points): Lose 21.439065 but Gain 1003.091027 Iteration 113Q (17.256516 sec): 71 clusters Score: Raw -373614.572264 + Penalty 60214.116595 = -313400.455669 nChanged 8 Deleting Class 72 (39 points): Lose 169.727234 but Gain 1149.568499 Iteration 114Q (17.299368 sec): 70 clusters Score: Raw -373457.068608 + Penalty 59098.845888 = -314358.222720 nChanged 42 Deleting Class 122 (9 points): Lose 30.670838 but Gain 1010.560294 Iteration 115Q (17.341550 sec): 69 clusters Score: Raw -373505.081920 + Penalty 57390.218713 = -316114.863207 nChanged 19 Deleting Class 41 (17 points): Lose 71.842599 but Gain 1043.224979 Iteration 116Q (17.383082 sec): 67 clusters Score: Raw -373456.246736 + Penalty 56375.956140 = -317080.290596 nChanged 21 Deleting Class 124 (5 points): Lose 33.746516 but Gain 1003.198793 Iteration 117Q (17.424435 sec): 66 clusters Score: Raw -373453.155576 + Penalty 55379.423592 = -318073.731983 nChanged 10 Deleting Class 65 (12 points): Lose 63.995147 but Gain 1031.935903 Iteration 118Q (17.465318 sec): 65 clusters Score: Raw -373400.045062 + Penalty 54377.389432 = -319022.655630 nChanged 15 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 -373400.045062 + Penalty 54377.389432 = -319022.655630Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.501873 sec): 2 clusters Score: Raw -125506.141064 + Penalty 228.064781 = -125278.076284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.509373 sec): 3 clusters Score: Raw -123085.890123 + Penalty 423.806358 = -122662.083766 nChanged 1670 SP:Iteration 1F (17.516211 sec): 3 clusters Score: Raw -124260.529194 + Penalty 412.211674 = -123848.317521 nChanged 649 SP:Iteration 2F (17.522846 sec): 3 clusters Score: Raw -125060.635757 + Penalty 467.653224 = -124592.982532 nChanged 321 SP:Iteration 3F (17.529446 sec): 3 clusters Score: Raw -125442.022513 + Penalty 558.522443 = -124883.500070 nChanged 62 SP:Iteration 4Q (17.535484 sec): 3 clusters Score: Raw -125512.012211 + Penalty 708.581872 = -124803.430339 nChanged 15 SP:Iteration 5F (17.542056 sec): 3 clusters Score: Raw -125537.557000 + Penalty 752.552558 = -124785.004442 nChanged 1 SP:Iteration 6F (17.548613 sec): 3 clusters Score: Raw -125539.285570 + Penalty 781.743417 = -124757.542153 nChanged 1 SP:Iteration 7F (17.555337 sec): 3 clusters Score: Raw -125540.487987 + Penalty 798.323655 = -124742.164332 nChanged 1 SP:Iteration 8F (17.561972 sec): 3 clusters Score: Raw -125542.603987 + Penalty 798.323655 = -124744.280332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.565469 sec): 2 clusters Score: Raw -14767.645375 + Penalty 781.081804 = -13986.563571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.566377 sec): 3 clusters Score: Raw -14679.415165 + Penalty 1561.865543 = -13117.549622 nChanged 73 SP:Iteration 1F (17.567245 sec): 3 clusters Score: Raw -14759.870994 + Penalty 1562.588628 = -13197.282366 nChanged 18 SP:Iteration 2Q (17.568141 sec): 3 clusters Score: Raw -14784.619016 + Penalty 1562.609810 = -13222.009207 nChanged 2 SP:Iteration 3Q (17.568995 sec): 3 clusters Score: Raw -14787.050464 + Penalty 1562.755849 = -13224.294615 nChanged 5 SP:Iteration 4Q (17.569849 sec): 3 clusters Score: Raw -14794.294884 + Penalty 1562.770194 = -13231.524690 nChanged 5 SP:Iteration 5Q (17.570697 sec): 3 clusters Score: Raw -14800.448718 + Penalty 1562.858796 = -13237.589922 nChanged 2 SP:Iteration 6Q (17.571539 sec): 3 clusters Score: Raw -14802.234150 + Penalty 1562.858796 = -13239.375355 nChanged 0 SP:Iteration 7F (17.572367 sec): 3 clusters Score: Raw -14802.234150 + Penalty 1562.858796 = -13239.375355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.573157 sec): 2 clusters Score: Raw -5934.477255 + Penalty 561.547051 = -5372.930203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.573604 sec): 3 clusters Score: Raw -5914.105921 + Penalty 1121.336171 = -4792.769750 nChanged 17 SP:Iteration 1F (17.574042 sec): 3 clusters Score: Raw -5933.679819 + Penalty 1125.187391 = -4808.492429 nChanged 7 SP:Iteration 2F (17.574478 sec): 3 clusters Score: Raw -5943.128960 + Penalty 1129.379636 = -4813.749324 nChanged 4 SP:Iteration 3Q (17.574910 sec): 3 clusters Score: Raw -5949.542343 + Penalty 1129.379636 = -4820.162707 nChanged 0 SP:Iteration 4F (17.575347 sec): 3 clusters Score: Raw -5949.542343 + Penalty 1129.379636 = -4820.162707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 4 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.583928 sec): 2 clusters Score: Raw -67168.370162 + Penalty 639.947295 = -66528.422867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.587300 sec): 3 clusters Score: Raw -66135.381654 + Penalty 1276.082403 = -64859.299251 nChanged 684 SP:Iteration 1F (17.590614 sec): 3 clusters Score: Raw -66587.931568 + Penalty 1272.537042 = -65315.394525 nChanged 244 SP:Iteration 2F (17.593870 sec): 3 clusters Score: Raw -66791.118122 + Penalty 1261.922343 = -65529.195779 nChanged 145 SP:Iteration 3F (17.597118 sec): 3 clusters Score: Raw -66989.217969 + Penalty 1255.358209 = -65733.859760 nChanged 72 SP:Iteration 4Q (17.600328 sec): 3 clusters Score: Raw -67054.669977 + Penalty 1253.506645 = -65801.163332 nChanged 55 SP:Iteration 5Q (17.603488 sec): 3 clusters Score: Raw -67095.595857 + Penalty 1253.078971 = -65842.516886 nChanged 50 SP:Iteration 6Q (17.606556 sec): 3 clusters Score: Raw -67138.772841 + Penalty 1245.334142 = -65893.438698 nChanged 43 SP:Iteration 7Q (17.609496 sec): 3 clusters Score: Raw -67169.925671 + Penalty 1253.247459 = -65916.678212 nChanged 27 SP:Iteration 8Q (17.612369 sec): 3 clusters Score: Raw -67188.234860 + Penalty 1256.834952 = -65931.399908 nChanged 14 SP:Iteration 9Q (17.615172 sec): 3 clusters Score: Raw -67196.284464 + Penalty 1253.916826 = -65942.367638 nChanged 13 SP:Iteration 10F (17.618429 sec): 3 clusters Score: Raw -67201.977092 + Penalty 1253.713803 = -65948.263289 nChanged 5 SP:Iteration 11Q (17.621227 sec): 3 clusters Score: Raw -67203.407819 + Penalty 1250.568655 = -65952.839163 nChanged 6 SP:Iteration 12Q (17.624049 sec): 3 clusters Score: Raw -67205.127044 + Penalty 1253.397749 = -65951.729295 nChanged 4 SP:Iteration 13F (17.627326 sec): 3 clusters Score: Raw -67206.230328 + Penalty 1251.259212 = -65954.971116 nChanged 2 SP:Iteration 14Q (17.630061 sec): 3 clusters Score: Raw -67207.194174 + Penalty 1249.209431 = -65957.984743 nChanged 4 SP:Iteration 15Q (17.632811 sec): 3 clusters Score: Raw -67209.343017 + Penalty 1250.682323 = -65958.660694 nChanged 1 SP:Iteration 16Q (17.635534 sec): 3 clusters Score: Raw -67209.504061 + Penalty 1250.817210 = -65958.686851 nChanged 1 SP:Iteration 17Q (17.638249 sec): 3 clusters Score: Raw -67209.692302 + Penalty 1251.505385 = -65958.186918 nChanged 1 SP:Iteration 18F (17.641539 sec): 3 clusters Score: Raw -67209.785923 + Penalty 1251.450006 = -65958.335917 nChanged 1 SP:Iteration 19Q (17.644249 sec): 3 clusters Score: Raw -67210.174583 + Penalty 1251.450006 = -65958.724577 nChanged 0 SP:Iteration 20F (17.647512 sec): 3 clusters Score: Raw -67210.174583 + Penalty 1251.450006 = -65958.724577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.652128 sec): 2 clusters Score: Raw -28720.519068 + Penalty 65.409835 = -28655.109233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.653770 sec): 3 clusters Score: Raw -28196.662676 + Penalty 130.782398 = -28065.880277 nChanged 394 SP:Iteration 1F (17.655383 sec): 3 clusters Score: Raw -28414.933786 + Penalty 128.343708 = -28286.590078 nChanged 79 SP:Iteration 2F (17.657045 sec): 3 clusters Score: Raw -28491.995372 + Penalty 124.651068 = -28367.344303 nChanged 53 SP:Iteration 3F (17.658682 sec): 3 clusters Score: Raw -28556.721703 + Penalty 122.442042 = -28434.279661 nChanged 40 SP:Iteration 4Q (17.660278 sec): 3 clusters Score: Raw -28587.223591 + Penalty 121.508676 = -28465.714915 nChanged 36 SP:Iteration 5Q (17.661842 sec): 3 clusters Score: Raw -28604.495634 + Penalty 119.660990 = -28484.834644 nChanged 28 SP:Iteration 6Q (17.663393 sec): 3 clusters Score: Raw -28612.790717 + Penalty 119.198031 = -28493.592686 nChanged 22 SP:Iteration 7Q (17.664959 sec): 3 clusters Score: Raw -28621.762663 + Penalty 119.867692 = -28501.894971 nChanged 15 SP:Iteration 8Q (17.666553 sec): 3 clusters Score: Raw -28626.102451 + Penalty 119.774003 = -28506.328448 nChanged 9 SP:Iteration 9Q (17.668168 sec): 3 clusters Score: Raw -28626.982890 + Penalty 119.685033 = -28507.297857 nChanged 7 SP:Iteration 10F (17.669901 sec): 3 clusters Score: Raw -28630.354595 + Penalty 119.664259 = -28510.690336 nChanged 4 SP:Iteration 11Q (17.671511 sec): 3 clusters Score: Raw -28631.435874 + Penalty 119.637440 = -28511.798433 nChanged 2 SP:Iteration 12Q (17.673116 sec): 3 clusters Score: Raw -28631.530607 + Penalty 119.600948 = -28511.929658 nChanged 2 SP:Iteration 13Q (17.674639 sec): 3 clusters Score: Raw -28631.775401 + Penalty 119.409573 = -28512.365828 nChanged 3 SP:Iteration 14Q (17.676147 sec): 3 clusters Score: Raw -28632.245923 + Penalty 119.293647 = -28512.952276 nChanged 4 SP:Iteration 15Q (17.677650 sec): 3 clusters Score: Raw -28633.067920 + Penalty 119.051789 = -28514.016131 nChanged 4 SP:Iteration 16Q (17.679175 sec): 3 clusters Score: Raw -28633.881304 + Penalty 118.823995 = -28515.057309 nChanged 4 SP:Iteration 17Q (17.680695 sec): 3 clusters Score: Raw -28635.163271 + Penalty 118.367809 = -28516.795462 nChanged 9 SP:Iteration 18Q (17.682253 sec): 3 clusters Score: Raw -28637.462062 + Penalty 118.268544 = -28519.193518 nChanged 9 SP:Iteration 19Q (17.683767 sec): 3 clusters Score: Raw -28639.530248 + Penalty 117.545656 = -28521.984593 nChanged 5 SP:Iteration 20F (17.685409 sec): 3 clusters Score: Raw -28642.540165 + Penalty 116.748269 = -28525.791896 nChanged 10 SP:Iteration 21Q (17.686932 sec): 3 clusters Score: Raw -28649.683156 + Penalty 116.620417 = -28533.062739 nChanged 8 SP:Iteration 22Q (17.688426 sec): 3 clusters Score: Raw -28654.200813 + Penalty 116.256794 = -28537.944019 nChanged 11 SP:Iteration 23Q (17.689909 sec): 3 clusters Score: Raw -28658.896158 + Penalty 115.074544 = -28543.821614 nChanged 7 SP:Iteration 24Q (17.691366 sec): 3 clusters Score: Raw -28660.707996 + Penalty 115.071895 = -28545.636101 nChanged 6 SP:Iteration 25Q (17.692855 sec): 3 clusters Score: Raw -28662.046282 + Penalty 114.835855 = -28547.210427 nChanged 5 SP:Iteration 26Q (17.694325 sec): 3 clusters Score: Raw -28662.790945 + Penalty 114.276453 = -28548.514493 nChanged 5 SP:Iteration 27Q (17.695782 sec): 3 clusters Score: Raw -28663.536888 + Penalty 113.972148 = -28549.564740 nChanged 4 SP:Iteration 28Q (17.697254 sec): 3 clusters Score: Raw -28664.243776 + Penalty 113.589201 = -28550.654576 nChanged 2 SP:Iteration 29Q (17.698688 sec): 3 clusters Score: Raw -28664.348296 + Penalty 113.589201 = -28550.759096 nChanged 0 SP:Iteration 30F (17.700296 sec): 3 clusters Score: Raw -28664.348296 + Penalty 113.589201 = -28550.759096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.703134 sec): 2 clusters Score: Raw -217.113175 + Penalty 100.741065 = -116.372111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.703376 sec): 3 clusters Score: Raw -215.086339 + Penalty 201.482129 = -13.604210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.703878 sec): 2 clusters Score: Raw -266.098624 + Penalty 158.859197 = -107.239427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.704117 sec): 3 clusters Score: Raw -275.323338 + Penalty 321.871567 = 46.548228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.704604 sec): 2 clusters Score: Raw -124.780903 + Penalty 93.754426 = -31.026477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.704835 sec): 3 clusters Score: Raw -119.080331 + Penalty 190.220646 = 71.140315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.705302 sec): 2 clusters Score: Raw -345.193248 + Penalty 213.979929 = -131.213318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.705527 sec): 3 clusters Score: Raw -352.281172 + Penalty 431.427000 = 79.145828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.706149 sec): 2 clusters Score: Raw -2666.783240 + Penalty 466.459893 = -2200.323348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.706492 sec): 3 clusters Score: Raw -2696.330296 + Penalty 941.922132 = -1754.408164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.708132 sec): 2 clusters Score: Raw -17037.256493 + Penalty 887.996080 = -16149.260414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.709125 sec): 3 clusters Score: Raw -16941.333946 + Penalty 1772.936285 = -15168.397662 nChanged 81 SP:Iteration 1F (17.710065 sec): 3 clusters Score: Raw -17035.633161 + Penalty 1772.763311 = -15262.869850 nChanged 16 SP:Iteration 2Q (17.710991 sec): 3 clusters Score: Raw -17059.349157 + Penalty 1772.382737 = -15286.966420 nChanged 10 SP:Iteration 3Q (17.711913 sec): 3 clusters Score: Raw -17079.858721 + Penalty 1772.044859 = -15307.813863 nChanged 10 SP:Iteration 4Q (17.712833 sec): 3 clusters Score: Raw -17091.345925 + Penalty 1771.155376 = -15320.190549 nChanged 5 SP:Iteration 5Q (17.713750 sec): 3 clusters Score: Raw -17096.991287 + Penalty 1770.638326 = -15326.352961 nChanged 5 SP:Iteration 6Q (17.714668 sec): 3 clusters Score: Raw -17101.739679 + Penalty 1769.978738 = -15331.760942 nChanged 3 SP:Iteration 7Q (17.715585 sec): 3 clusters Score: Raw -17104.325276 + Penalty 1769.449390 = -15334.875886 nChanged 3 SP:Iteration 8Q (17.716508 sec): 3 clusters Score: Raw -17105.917436 + Penalty 1769.449390 = -15336.468046 nChanged 0 SP:Iteration 9F (17.717443 sec): 3 clusters Score: Raw -17105.917436 + Penalty 1769.449390 = -15336.468046 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.720136 sec): 2 clusters Score: Raw -26325.551974 + Penalty 1047.757476 = -25277.794498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.721636 sec): 3 clusters Score: Raw -26094.904421 + Penalty 2095.514952 = -23999.389469 nChanged 198 SP:Iteration 1F (17.723097 sec): 3 clusters Score: Raw -26294.974744 + Penalty 2095.545641 = -24199.429103 nChanged 49 SP:Iteration 2F (17.724533 sec): 3 clusters Score: Raw -26356.065270 + Penalty 2095.513555 = -24260.551715 nChanged 30 SP:Iteration 3Q (17.725942 sec): 3 clusters Score: Raw -26389.806791 + Penalty 2095.484298 = -24294.322493 nChanged 18 SP:Iteration 4Q (17.727333 sec): 3 clusters Score: Raw -26409.943209 + Penalty 2095.442855 = -24314.500355 nChanged 10 SP:Iteration 5Q (17.728753 sec): 3 clusters Score: Raw -26419.403771 + Penalty 2095.431732 = -24323.972038 nChanged 7 SP:Iteration 6Q (17.730164 sec): 3 clusters Score: Raw -26426.819717 + Penalty 2095.440308 = -24331.379410 nChanged 3 SP:Iteration 7Q (17.731594 sec): 3 clusters Score: Raw -26429.326035 + Penalty 2095.438579 = -24333.887456 nChanged 2 SP:Iteration 8Q (17.733021 sec): 3 clusters Score: Raw -26430.829595 + Penalty 2095.496200 = -24335.333395 nChanged 2 SP:Iteration 9Q (17.734428 sec): 3 clusters Score: Raw -26432.005632 + Penalty 2095.496200 = -24336.509431 nChanged 0 SP:Iteration 10F (17.735856 sec): 3 clusters Score: Raw -26432.005632 + Penalty 2095.496200 = -24336.509431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.737855 sec): 2 clusters Score: Raw -13808.150315 + Penalty 69.810728 = -13738.339587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.738768 sec): 3 clusters Score: Raw -13590.259114 + Penalty 140.031126 = -13450.227987 nChanged 158 SP:Iteration 1F (17.739657 sec): 3 clusters Score: Raw -13735.957256 + Penalty 136.112829 = -13599.844427 nChanged 29 SP:Iteration 2F (17.740571 sec): 3 clusters Score: Raw -13767.274833 + Penalty 133.943656 = -13633.331177 nChanged 23 SP:Iteration 3F (17.741470 sec): 3 clusters Score: Raw -13793.336822 + Penalty 140.731841 = -13652.604981 nChanged 14 SP:Iteration 4Q (17.742362 sec): 3 clusters Score: Raw -13807.188953 + Penalty 142.215930 = -13664.973023 nChanged 6 SP:Iteration 5Q (17.743252 sec): 3 clusters Score: Raw -13817.893764 + Penalty 144.515878 = -13673.377886 nChanged 3 SP:Iteration 6Q (17.744047 sec): 3 clusters Score: Raw -13824.504363 + Penalty 144.515878 = -13679.988484 nChanged 0 SP:Iteration 7F (17.744934 sec): 3 clusters Score: Raw -13824.504363 + Penalty 144.515878 = -13679.988484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.748002 sec): 2 clusters Score: Raw -32100.577053 + Penalty 722.620483 = -31377.956570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.749592 sec): 3 clusters Score: Raw -31732.562475 + Penalty 1451.436816 = -30281.125658 nChanged 238 SP:Iteration 1F (17.751181 sec): 3 clusters Score: Raw -31904.589845 + Penalty 1461.995838 = -30442.594008 nChanged 70 SP:Iteration 2F (17.752744 sec): 3 clusters Score: Raw -31968.079184 + Penalty 1476.647873 = -30491.431311 nChanged 45 SP:Iteration 3F (17.754283 sec): 3 clusters Score: Raw -32010.436678 + Penalty 1488.992986 = -30521.443693 nChanged 40 SP:Iteration 4F (17.755815 sec): 3 clusters Score: Raw -32047.289069 + Penalty 1500.138319 = -30547.150750 nChanged 29 SP:Iteration 5Q (17.757393 sec): 3 clusters Score: Raw -32077.312186 + Penalty 1516.091536 = -30561.220650 nChanged 30 SP:Iteration 6Q (17.758962 sec): 3 clusters Score: Raw -32107.397073 + Penalty 1524.334468 = -30583.062605 nChanged 16 SP:Iteration 7Q (17.760510 sec): 3 clusters Score: Raw -32124.137686 + Penalty 1528.989622 = -30595.148064 nChanged 8 SP:Iteration 8Q (17.762025 sec): 3 clusters Score: Raw -32132.763514 + Penalty 1534.319828 = -30598.443686 nChanged 6 SP:Iteration 9Q (17.763556 sec): 3 clusters Score: Raw -32142.105738 + Penalty 1537.093149 = -30605.012589 nChanged 6 SP:Iteration 10F (17.765139 sec): 3 clusters Score: Raw -32149.160992 + Penalty 1540.012325 = -30609.148666 nChanged 5 SP:Iteration 11Q (17.766634 sec): 3 clusters Score: Raw -32159.172086 + Penalty 1541.413876 = -30617.758210 nChanged 6 SP:Iteration 12Q (17.768096 sec): 3 clusters Score: Raw -32171.191128 + Penalty 1544.157549 = -30627.033579 nChanged 4 SP:Iteration 13Q (17.769668 sec): 3 clusters Score: Raw -32178.717971 + Penalty 1548.411574 = -30630.306397 nChanged 3 SP:Iteration 14Q (17.771208 sec): 3 clusters Score: Raw -32181.883162 + Penalty 1552.897706 = -30628.985456 nChanged 4 SP:Iteration 15F (17.772847 sec): 3 clusters Score: Raw -32186.019575 + Penalty 1552.897706 = -30633.121869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.774042 sec): 2 clusters Score: Raw -2349.849990 + Penalty 184.946798 = -2164.903192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.774403 sec): 3 clusters Score: Raw -2340.309883 + Penalty 405.979864 = -1934.330019 nChanged 13 SP:Iteration 1F (17.774759 sec): 3 clusters Score: Raw -2358.804838 + Penalty 420.206612 = -1938.598226 nChanged 4 SP:Iteration 2F (17.775115 sec): 3 clusters Score: Raw -2363.287777 + Penalty 424.061255 = -1939.226522 nChanged 1 SP:Iteration 3Q (17.775462 sec): 3 clusters Score: Raw -2364.835346 + Penalty 425.620956 = -1939.214390 nChanged 1 SP:Iteration 4F (17.775818 sec): 3 clusters Score: Raw -2366.413789 + Penalty 424.702328 = -1941.711461 nChanged 2 SP:Iteration 5Q (17.776153 sec): 3 clusters Score: Raw -2368.872397 + Penalty 424.702328 = -1944.170068 nChanged 0 SP:Iteration 6F (17.776494 sec): 3 clusters Score: Raw -2368.872397 + Penalty 424.702328 = -1944.170068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.777337 sec): 2 clusters Score: Raw -1140.705565 + Penalty 247.207043 = -893.498521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.777614 sec): 3 clusters Score: Raw -1151.085870 + Penalty 485.120593 = -665.965277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.778398 sec): 2 clusters Score: Raw -930.120961 + Penalty 317.179351 = -612.941610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.778649 sec): 3 clusters Score: Raw -938.381464 + Penalty 612.783917 = -325.597548 nChanged 1 SP:Iteration 1Q (17.778893 sec): 3 clusters Score: Raw -940.572889 + Penalty 606.091455 = -334.481434 nChanged 2 SP:Iteration 2F (17.779140 sec): 3 clusters Score: Raw -943.844076 + Penalty 593.922427 = -349.921650 nChanged 1 SP:Iteration 3Q (17.779378 sec): 3 clusters Score: Raw -944.617406 + Penalty 593.922427 = -350.694979 nChanged 0 SP:Iteration 4F (17.779623 sec): 3 clusters Score: Raw -944.617406 + Penalty 593.922427 = -350.694979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.780373 sec): 2 clusters Score: Raw -297.989291 + Penalty 180.159512 = -117.829779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.780596 sec): 3 clusters Score: Raw -293.686756 + Penalty 377.560473 = 83.873717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.781419 sec): 2 clusters Score: Raw -1376.823089 + Penalty 355.897871 = -1020.925218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.781689 sec): 3 clusters Score: Raw -1394.730320 + Penalty 711.729636 = -683.000684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.782541 sec): 2 clusters Score: Raw -989.122461 + Penalty 329.101725 = -660.020736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.782801 sec): 3 clusters Score: Raw -1011.917725 + Penalty 648.638796 = -363.278929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.784575 sec): 2 clusters Score: Raw -17252.775858 + Penalty 767.441407 = -16485.334451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.785445 sec): 3 clusters Score: Raw -17140.740006 + Penalty 1534.935037 = -15605.804970 nChanged 84 SP:Iteration 1F (17.786322 sec): 3 clusters Score: Raw -17229.960739 + Penalty 1534.947500 = -15695.013239 nChanged 11 SP:Iteration 2Q (17.787177 sec): 3 clusters Score: Raw -17243.174709 + Penalty 1534.977149 = -15708.197560 nChanged 6 SP:Iteration 3Q (17.788035 sec): 3 clusters Score: Raw -17250.130554 + Penalty 1534.991391 = -15715.139163 nChanged 5 SP:Iteration 4Q (17.788888 sec): 3 clusters Score: Raw -17255.792828 + Penalty 1535.234420 = -15720.558409 nChanged 7 SP:Iteration 5Q (17.789745 sec): 3 clusters Score: Raw -17262.988166 + Penalty 1535.366791 = -15727.621374 nChanged 5 SP:Iteration 6Q (17.790594 sec): 3 clusters Score: Raw -17266.276571 + Penalty 1535.748258 = -15730.528313 nChanged 3 SP:Iteration 7Q (17.791443 sec): 3 clusters Score: Raw -17268.915374 + Penalty 1535.830454 = -15733.084920 nChanged 1 SP:Iteration 8Q (17.792292 sec): 3 clusters Score: Raw -17270.904039 + Penalty 1535.798966 = -15735.105072 nChanged 2 SP:Iteration 9Q (17.793141 sec): 3 clusters Score: Raw -17272.395297 + Penalty 1535.839600 = -15736.555697 nChanged 1 SP:Iteration 10F (17.793996 sec): 3 clusters Score: Raw -17273.583523 + Penalty 1535.833206 = -15737.750317 nChanged 2 SP:Iteration 11Q (17.794845 sec): 3 clusters Score: Raw -17278.898480 + Penalty 1535.865729 = -15743.032752 nChanged 3 SP:Iteration 12Q (17.795692 sec): 3 clusters Score: Raw -17284.041594 + Penalty 1536.021738 = -15748.019856 nChanged 2 SP:Iteration 13Q (17.796539 sec): 3 clusters Score: Raw -17286.011327 + Penalty 1536.146030 = -15749.865297 nChanged 1 SP:Iteration 14Q (17.797386 sec): 3 clusters Score: Raw -17286.378413 + Penalty 1536.170111 = -15750.208302 nChanged 1 SP:Iteration 15Q (17.798232 sec): 3 clusters Score: Raw -17286.776619 + Penalty 1536.170111 = -15750.606508 nChanged 0 SP:Iteration 16F (17.799088 sec): 3 clusters Score: Raw -17286.776619 + Penalty 1536.170111 = -15750.606508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.800897 sec): 2 clusters Score: Raw -16911.158130 + Penalty 940.183850 = -15970.974281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.801769 sec): 3 clusters Score: Raw -16862.668253 + Penalty 1880.223650 = -14982.444603 nChanged 71 SP:Iteration 1F (17.802634 sec): 3 clusters Score: Raw -16967.857767 + Penalty 1880.336172 = -15087.521595 nChanged 10 SP:Iteration 2Q (17.803477 sec): 3 clusters Score: Raw -16987.386506 + Penalty 1880.321845 = -15107.064661 nChanged 4 SP:Iteration 3Q (17.804308 sec): 3 clusters Score: Raw -16996.785653 + Penalty 1880.303548 = -15116.482105 nChanged 3 SP:Iteration 4Q (17.805141 sec): 3 clusters Score: Raw -17005.379007 + Penalty 1880.288721 = -15125.090286 nChanged 1 SP:Iteration 5Q (17.805970 sec): 3 clusters Score: Raw -17005.993085 + Penalty 1880.288721 = -15125.704363 nChanged 0 SP:Iteration 6F (17.806819 sec): 3 clusters Score: Raw -17005.993085 + Penalty 1880.288721 = -15125.704363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.807975 sec): 2 clusters Score: Raw -4520.603822 + Penalty 616.042114 = -3904.561708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.808407 sec): 3 clusters Score: Raw -4545.327394 + Penalty 1232.358570 = -3312.968823 nChanged 6 SP:Iteration 1F (17.808796 sec): 3 clusters Score: Raw -4558.031499 + Penalty 1233.075049 = -3324.956450 nChanged 1 SP:Iteration 2Q (17.809176 sec): 3 clusters Score: Raw -4559.140850 + Penalty 1233.075049 = -3326.065801 nChanged 0 SP:Iteration 3F (17.809563 sec): 3 clusters Score: Raw -4559.140850 + Penalty 1233.075049 = -3326.065801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.810477 sec): 2 clusters Score: Raw -1873.053498 + Penalty 273.043989 = -1600.009509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.810786 sec): 3 clusters Score: Raw -1900.471510 + Penalty 567.709250 = -1332.762261 nChanged 8 SP:Iteration 1F (17.811088 sec): 3 clusters Score: Raw -1920.484393 + Penalty 625.625559 = -1294.858834 nChanged 4 SP:Iteration 2F (17.811388 sec): 3 clusters Score: Raw -1933.863217 + Penalty 648.022583 = -1285.840634 nChanged 1 SP:Iteration 3F (17.811688 sec): 3 clusters Score: Raw -1938.277745 + Penalty 648.022583 = -1290.255162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.812582 sec): 2 clusters Score: Raw -1354.429923 + Penalty 223.486177 = -1130.943746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.812896 sec): 3 clusters Score: Raw -1369.492908 + Penalty 447.694659 = -921.798249 nChanged 1 SP:Iteration 1Q (17.813181 sec): 3 clusters Score: Raw -1374.241537 + Penalty 444.057013 = -930.184523 nChanged 2 SP:Iteration 2Q (17.813461 sec): 3 clusters Score: Raw -1388.182996 + Penalty 443.940212 = -944.242784 nChanged 1 SP:Iteration 3Q (17.813738 sec): 3 clusters Score: Raw -1391.291407 + Penalty 443.940212 = -947.351195 nChanged 0 SP:Iteration 4F (17.814041 sec): 3 clusters Score: Raw -1391.291407 + Penalty 443.940212 = -947.351195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.815068 sec): 2 clusters Score: Raw -3053.588216 + Penalty 456.633704 = -2596.954513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.815446 sec): 3 clusters Score: Raw -3072.463273 + Penalty 910.716966 = -2161.746307 nChanged 7 SP:Iteration 1F (17.815816 sec): 3 clusters Score: Raw -3083.684656 + Penalty 916.049303 = -2167.635352 nChanged 3 SP:Iteration 2Q (17.816179 sec): 3 clusters Score: Raw -3091.422390 + Penalty 920.762085 = -2170.660305 nChanged 2 SP:Iteration 3Q (17.816540 sec): 3 clusters Score: Raw -3094.801923 + Penalty 920.762085 = -2174.039838 nChanged 0 SP:Iteration 4F (17.816908 sec): 3 clusters Score: Raw -3094.801923 + Penalty 920.762085 = -2174.039838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.817672 sec): 2 clusters Score: Raw -213.191476 + Penalty 159.419729 = -53.771747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.817889 sec): 3 clusters Score: Raw -210.409128 + Penalty 313.152987 = 102.743859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.818672 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.818904 sec): 3 clusters Score: Raw -127.352581 + Penalty 226.599448 = 99.246868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.819657 sec): 2 clusters Score: Raw -211.048392 + Penalty 125.399799 = -85.648593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.819882 sec): 3 clusters Score: Raw -214.111460 + Penalty 255.031446 = 40.919987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.821167 sec): 2 clusters Score: Raw -9736.495336 + Penalty 766.135169 = -8970.360167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.821762 sec): 3 clusters Score: Raw -9726.931465 + Penalty 1531.342681 = -8195.588784 nChanged 24 SP:Iteration 1F (17.822346 sec): 3 clusters Score: Raw -9770.597425 + Penalty 1531.143841 = -8239.453584 nChanged 8 SP:Iteration 2Q (17.822922 sec): 3 clusters Score: Raw -9785.182195 + Penalty 1531.002839 = -8254.179356 nChanged 3 SP:Iteration 3Q (17.823489 sec): 3 clusters Score: Raw -9790.579284 + Penalty 1531.307670 = -8259.271614 nChanged 2 SP:Iteration 4Q (17.824046 sec): 3 clusters Score: Raw -9793.898476 + Penalty 1531.307670 = -8262.590806 nChanged 0 SP:Iteration 5F (17.824613 sec): 3 clusters Score: Raw -9793.898476 + Penalty 1531.307670 = -8262.590806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.825534 sec): 2 clusters Score: Raw -1562.455036 + Penalty 389.744514 = -1172.710523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.825822 sec): 3 clusters Score: Raw -1572.271266 + Penalty 778.856475 = -793.414791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.826584 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.826781 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.827552 sec): 2 clusters Score: Raw -715.502212 + Penalty 308.454742 = -407.047470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.827796 sec): 3 clusters Score: Raw -740.905234 + Penalty 610.005870 = -130.899363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.828546 sec): 2 clusters Score: Raw -435.698065 + Penalty 223.951265 = -211.746799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.828775 sec): 3 clusters Score: Raw -435.473571 + Penalty 433.806199 = -1.667372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.829514 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.829720 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.830506 sec): 2 clusters Score: Raw -214.999087 + Penalty 168.859793 = -46.139293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.830743 sec): 3 clusters Score: Raw -211.229038 + Penalty 340.462013 = 129.232975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.831519 sec): 2 clusters Score: Raw -605.182112 + Penalty 248.018475 = -357.163636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.831780 sec): 3 clusters Score: Raw -615.443215 + Penalty 498.654095 = -116.789120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.832519 sec): 2 clusters Score: Raw -177.122961 + Penalty 140.659955 = -36.463006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.832734 sec): 3 clusters Score: Raw -169.726698 + Penalty 281.319910 = 111.593212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.833566 sec): 2 clusters Score: Raw -1315.740614 + Penalty 395.201520 = -920.539093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.833848 sec): 3 clusters Score: Raw -1346.874398 + Penalty 787.894100 = -558.980299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.834647 sec): 2 clusters Score: Raw -762.847224 + Penalty 288.665232 = -474.181991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.834889 sec): 3 clusters Score: Raw -755.622518 + Penalty 582.644449 = -172.978068 nChanged 1 SP:Iteration 1F (17.835145 sec): 3 clusters Score: Raw -754.816445 + Penalty 516.145549 = -238.670896 nChanged 1 SP:Iteration 2F (17.835397 sec): 3 clusters Score: Raw -759.252359 + Penalty 288.665232 = -470.587126 nChanged 1 SP:Iteration 3F (17.835629 sec): 2 clusters Score: Raw -762.847224 + Penalty 288.665232 = -474.181991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.836490 sec): 2 clusters Score: Raw -1890.472483 + Penalty 465.567144 = -1424.905339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.836789 sec): 3 clusters Score: Raw -1925.303238 + Penalty 929.999970 = -995.303268 nChanged 2 SP:Iteration 1Q (17.837064 sec): 3 clusters Score: Raw -1933.288330 + Penalty 929.999970 = -1003.288360 nChanged 0 SP:Iteration 2F (17.837357 sec): 3 clusters Score: Raw -1933.288330 + Penalty 929.999970 = -1003.288360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.838141 sec): 2 clusters Score: Raw -285.994877 + Penalty 132.378976 = -153.615901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.838365 sec): 3 clusters Score: Raw -291.875255 + Penalty 294.742891 = 2.867636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.839104 sec): 2 clusters Score: Raw -164.561386 + Penalty 118.837811 = -45.723575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.839318 sec): 3 clusters Score: Raw -161.109915 + Penalty 237.675622 = 76.565707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.840054 sec): 2 clusters Score: Raw -207.713342 + Penalty 122.016927 = -85.696415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.840272 sec): 3 clusters Score: Raw -201.550218 + Penalty 237.947370 = 36.397152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.841010 sec): 2 clusters Score: Raw -215.956483 + Penalty 58.350375 = -157.606107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.841229 sec): 3 clusters Score: Raw -216.093266 + Penalty 121.294536 = -94.798729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.841984 sec): 2 clusters Score: Raw -158.319355 + Penalty 81.966774 = -76.352580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.842198 sec): 3 clusters Score: Raw -154.707334 + Penalty 138.979489 = -15.727845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.842929 sec): 2 clusters Score: Raw -111.486915 + Penalty 86.284422 = -25.202493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.843141 sec): 3 clusters Score: Raw -109.743274 + Penalty 174.492227 = 64.748953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.843874 sec): 2 clusters Score: Raw -210.094110 + Penalty 125.342984 = -84.751126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.844110 sec): 3 clusters Score: Raw -204.057943 + Penalty 280.259634 = 76.201691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.844889 sec): 2 clusters Score: Raw -81.808713 + Penalty 67.778426 = -14.030288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.845084 sec): 2 clusters Score: Raw -81.808713 + Penalty 67.778426 = -14.030288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.845819 sec): 2 clusters Score: Raw -253.201368 + Penalty 173.886967 = -79.314401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.846059 sec): 3 clusters Score: Raw -252.494249 + Penalty 347.773935 = 95.279686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.846848 sec): 2 clusters Score: Raw -257.668195 + Penalty 169.951036 = -87.717159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847069 sec): 3 clusters Score: Raw -254.314356 + Penalty 363.120357 = 108.806001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.847789 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847979 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.848713 sec): 2 clusters Score: Raw -215.560017 + Penalty 167.209305 = -48.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.848931 sec): 3 clusters Score: Raw -212.668407 + Penalty 341.593600 = 128.925193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.849660 sec): 2 clusters Score: Raw -128.738564 + Penalty 103.455603 = -25.282961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.849875 sec): 3 clusters Score: Raw -123.148417 + Penalty 201.450631 = 78.302214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.850606 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.850818 sec): 3 clusters Score: Raw -159.085708 + Penalty 180.304976 = 21.219268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.851556 sec): 2 clusters Score: Raw -88.784339 + Penalty 69.881201 = -18.903138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.851765 sec): 3 clusters Score: Raw -79.052345 + Penalty 139.762402 = 60.710058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.852506 sec): 2 clusters Score: Raw -264.107613 + Penalty 153.982363 = -110.125251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.852726 sec): 3 clusters Score: Raw -258.621008 + Penalty 316.473440 = 57.852433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.853453 sec): 2 clusters Score: Raw -82.465245 + Penalty 65.619166 = -16.846079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.853662 sec): 3 clusters Score: Raw -76.311453 + Penalty 131.238332 = 54.926880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.854436 sec): 2 clusters Score: Raw -311.465650 + Penalty 206.373303 = -105.092347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.854676 sec): 3 clusters Score: Raw -308.186195 + Penalty 390.857853 = 82.671657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.855428 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.855639 sec): 3 clusters Score: Raw -123.484306 + Penalty 232.567887 = 109.083581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.856359 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.856550 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.857313 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.857527 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.858281 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.858475 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.859191 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.859382 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 Deleting Class 82 (44 points): Lose 177.766451 but Gain 1143.971961 Iteration 119Q (17.907686 sec): 64 clusters Score: Raw -373249.750932 + Penalty 53277.756753 = -319971.994179 nChanged 51 Deleting Class 39 (3 points): Lose 7.150554 but Gain 967.043886 Iteration 120F (18.224382 sec): 63 clusters Score: Raw -373316.325069 + Penalty 52321.216752 = -320995.108317 nChanged 14 Deleting Class 73 (5 points): Lose 24.707408 but Gain 975.568961 Iteration 121Q (18.264554 sec): 62 clusters Score: Raw -373303.189848 + Penalty 51357.767442 = -321945.422406 nChanged 8 Deleting Class 160 (3 points): Lose 12.411295 but Gain 960.560192 Iteration 122Q (18.305929 sec): 61 clusters Score: Raw -373307.564420 + Penalty 50403.371037 = -322904.193383 nChanged 9 Deleting Class 156 (7 points): Lose 46.547649 but Gain 986.135694 Iteration 123Q (18.346738 sec): 60 clusters Score: Raw -373270.649867 + Penalty 49436.950090 = -323833.699777 nChanged 13 Deleting Class 132 (2 points): Lose 6.729152 but Gain 937.434318 Iteration 124Q (18.386667 sec): 59 clusters Score: Raw -373280.881413 + Penalty 48508.131893 = -324772.749519 nChanged 5 Deleting Class 125 (5 points): Lose 41.294544 but Gain 966.033446 Iteration 125Q (18.426337 sec): 58 clusters Score: Raw -373246.152346 + Penalty 47552.910523 = -325693.241823 nChanged 5 Deleting Class 77 (4 points): Lose 29.964202 but Gain 943.454511 Iteration 126Q (18.465371 sec): 57 clusters Score: Raw -373227.824992 + Penalty 46621.942560 = -326605.882432 nChanged 5 Deleting Class 52 (36 points): Lose 102.311435 but Gain 1011.291260 Iteration 127Q (18.505443 sec): 56 clusters Score: Raw -373132.692369 + Penalty 45617.480105 = -327515.212264 nChanged 37 Deleting Class 60 (19 points): Lose 104.836351 but Gain 1012.946499 Iteration 128Q (18.544973 sec): 55 clusters Score: Raw -373071.620897 + Penalty 44738.226986 = -328333.393910 nChanged 27 Deleting Class 189 (1 points): Lose 3.714102 but Gain 903.776235 Iteration 129Q (18.583778 sec): 54 clusters Score: Raw -373130.452141 + Penalty 43839.421200 = -329291.030941 nChanged 13 Deleting Class 80 (19 points): Lose 74.531586 but Gain 972.616671 Iteration 130F (18.850716 sec): 53 clusters Score: Raw -373062.264497 + Penalty 42873.611468 = -330188.653029 nChanged 25 Deleting Class 178 (2 points): Lose 4.126455 but Gain 893.923504 Iteration 131Q (18.889924 sec): 52 clusters Score: Raw -373084.274180 + Penalty 41884.627188 = -331199.646992 nChanged 7 Deleting Class 107 (2 points): Lose 20.370046 but Gain 909.226245 Iteration 132Q (18.928979 sec): 51 clusters Score: Raw -373070.630268 + Penalty 40980.873679 = -332089.756589 nChanged 5 Deleting Class 38 (5 points): Lose 38.488844 but Gain 921.030021 Iteration 133Q (18.966676 sec): 50 clusters Score: Raw -373040.908194 + Penalty 40070.699575 = -332970.208618 nChanged 8 Deleting Class 22 (22 points): Lose 75.247078 but Gain 954.126338 Iteration 134Q (19.004600 sec): 49 clusters Score: Raw -372983.258638 + Penalty 39127.306326 = -333855.952312 nChanged 25 Deleting Class 78 (39 points): Lose 149.237871 but Gain 1033.010133 Iteration 135Q (19.042744 sec): 48 clusters Score: Raw -372869.758065 + Penalty 38335.220915 = -334534.537151 nChanged 46 Deleting Class 10 (11 points): Lose 61.564291 but Gain 963.575560 Iteration 136Q (19.080456 sec): 47 clusters Score: Raw -372907.452878 + Penalty 37215.062985 = -335692.389894 nChanged 32 Deleting Class 24 (31 points): Lose 82.565940 but Gain 959.936937 Iteration 137Q (19.118147 sec): 46 clusters Score: Raw -372864.546016 + Penalty 36270.501129 = -336594.044887 nChanged 45 Deleting Class 63 (10 points): Lose 32.431740 but Gain 904.365070 Iteration 138Q (19.156096 sec): 45 clusters Score: Raw -372880.183269 + Penalty 35369.217124 = -337510.966145 nChanged 29 Deleting Class 127 (3 points): Lose 11.066315 but Gain 875.619673 Iteration 139Q (19.193670 sec): 44 clusters Score: Raw -372887.815304 + Penalty 34502.274754 = -338385.540550 nChanged 15 Deleting Class 155 (2 points): Lose 18.306300 but Gain 880.260459 Iteration 140F (19.412865 sec): 43 clusters Score: Raw -372876.596421 + Penalty 33624.578686 = -339252.017735 nChanged 13 Deleting Class 111 (7 points): Lose 33.957571 but Gain 892.165453 Iteration 141Q (19.449972 sec): 42 clusters Score: Raw -372850.333728 + Penalty 32735.582297 = -340114.751430 nChanged 15 Deleting Class 114 (6 points): Lose 23.982767 but Gain 881.962369 Iteration 142Q (19.485982 sec): 41 clusters Score: Raw -372836.202160 + Penalty 31863.098129 = -340973.104031 nChanged 11 Deleting Class 23 (7 points): Lose 17.367602 but Gain 860.875526 Iteration 143Q (19.522264 sec): 40 clusters Score: Raw -372827.689765 + Penalty 30999.838428 = -341827.851337 nChanged 11 Deleting Class 183 (2 points): Lose 42.188608 but Gain 879.252997 Iteration 144Q (19.558030 sec): 39 clusters Score: Raw -372796.394594 + Penalty 30118.912164 = -342677.482430 nChanged 8 Deleting Class 25 (27 points): Lose 109.348341 but Gain 937.099482 Iteration 145Q (19.593583 sec): 38 clusters Score: Raw -372691.548456 + Penalty 29203.104663 = -343488.443793 nChanged 30 Deleting Class 76 (14 points): Lose 60.834849 but Gain 848.449219 Iteration 146Q (19.629488 sec): 37 clusters Score: Raw -372669.458443 + Penalty 28364.823198 = -344304.635245 nChanged 22 Deleting Class 9 (3 points): Lose 7.119685 but Gain 793.511589 Iteration 147Q (19.664944 sec): 36 clusters Score: Raw -372683.853922 + Penalty 27572.347010 = -345111.506911 nChanged 8 Deleting Class 84 (4 points): Lose 13.567151 but Gain 797.085915 Iteration 148Q (19.699908 sec): 35 clusters Score: Raw -372674.668236 + Penalty 26779.414913 = -345895.253323 nChanged 4 Deleting Class 3 (130 points): Lose 292.463529 but Gain 1075.637692 Iteration 149Q (19.734810 sec): 34 clusters Score: Raw -372388.320309 + Penalty 25699.663241 = -346688.657068 nChanged 131 Deleting Class 11 (68 points): Lose 253.660125 but Gain 1030.998232 Iteration 150F (19.908392 sec): 33 clusters Score: Raw -372310.007597 + Penalty 24700.061437 = -347609.946160 nChanged 99 Deleting Class 139 (6 points): Lose 24.391378 but Gain 799.092801 Iteration 151Q (19.944464 sec): 32 clusters Score: Raw -372435.221423 + Penalty 23901.498726 = -348533.722698 nChanged 30 Deleting Class 45 (206 points): Lose 581.932205 but Gain 1335.466124 Iteration 152Q (19.978877 sec): 31 clusters Score: Raw -371881.062467 + Penalty 22621.458294 = -349259.604173 nChanged 214 Deleting Class 70 (5 points): Lose 9.070743 but Gain 751.795894 Iteration 153Q (20.014068 sec): 30 clusters Score: Raw -372206.086017 + Penalty 21888.488599 = -350317.597418 nChanged 69 Deleting Class 7 (7 points): Lose 18.212766 but Gain 759.093945 Iteration 154Q (20.047929 sec): 29 clusters Score: Raw -372240.624487 + Penalty 21133.888500 = -351106.735987 nChanged 44 Deleting Class 101 (5 points): Lose 17.011383 but Gain 724.155360 Iteration 155Q (20.080911 sec): 28 clusters Score: Raw -372253.575393 + Penalty 20410.242209 = -351843.333184 nChanged 29 Deleting Class 87 (5 points): Lose 12.519744 but Gain 704.939431 Iteration 156Q (20.113265 sec): 27 clusters Score: Raw -372261.016843 + Penalty 19711.789436 = -352549.227408 nChanged 19 Deleting Class 97 (3 points): Lose 48.918549 but Gain 730.287539 Iteration 157Q (20.145948 sec): 26 clusters Score: Raw -372226.978856 + Penalty 18985.986332 = -353240.992524 nChanged 13 Deleting Class 33 (153 points): Lose 600.811606 but Gain 1234.250678 Iteration 158Q (20.178030 sec): 25 clusters Score: Raw -371640.164287 + Penalty 17830.651754 = -353809.512533 nChanged 162 Deleting Class 40 (6 points): Lose 48.686646 but Gain 686.698744 Iteration 159Q (20.210720 sec): 24 clusters Score: Raw -371856.320942 + Penalty 17153.121844 = -354703.199098 nChanged 55 Deleting Class 20 (36 points): Lose 116.528206 but Gain 740.767373 Iteration 160F (20.334848 sec): 23 clusters Score: Raw -371774.270447 + Penalty 16430.831127 = -355343.439320 nChanged 65 Deleting Class 57 (3 points): Lose 23.169701 but Gain 635.073668 Iteration 161Q (20.367177 sec): 22 clusters Score: Raw -371825.411325 + Penalty 15795.476125 = -356029.935200 nChanged 42 Deleting Class 115 (1 points): Lose 3.202150 but Gain 604.458551 Iteration 162Q (20.398922 sec): 21 clusters Score: Raw -371850.878857 + Penalty 15207.695693 = -356643.183165 nChanged 27 Deleting Class 6 (7 points): Lose 28.075371 but Gain 622.168527 Iteration 163Q (20.430137 sec): 20 clusters Score: Raw -371837.803178 + Penalty 14589.216690 = -357248.586488 nChanged 30 Deleting Class 128 (3 points): Lose 16.052414 but Gain 609.761627 Iteration 164Q (20.461339 sec): 19 clusters Score: Raw -371844.955691 + Penalty 13981.985235 = -357862.970456 nChanged 17 Deleting Class 83 (8 points): Lose 28.940175 but Gain 591.940764 Iteration 165Q (20.491822 sec): 18 clusters Score: Raw -371827.790021 + Penalty 13391.670785 = -358436.119236 nChanged 20 Deleting Class 36 (113 points): Lose 477.621312 but Gain 1020.359076 Iteration 166Q (20.522097 sec): 17 clusters Score: Raw -371367.392649 + Penalty 12464.513167 = -358902.879482 nChanged 121 Deleting Class 94 (4 points): Lose 15.696675 but Gain 549.779239 Iteration 167Q (20.552905 sec): 16 clusters Score: Raw -371620.277904 + Penalty 11936.055173 = -359684.222731 nChanged 48 Deleting Class 34 (79 points): Lose 290.666209 but Gain 732.354528 Iteration 168Q (20.582081 sec): 15 clusters Score: Raw -371362.968853 + Penalty 11415.488904 = -359947.479949 nChanged 90 Deleting Class 171 (1 points): Lose 8.720490 but Gain 409.833991 Iteration 169Q (20.611039 sec): 14 clusters Score: Raw -371514.273947 + Penalty 10832.823115 = -360681.450832 nChanged 35 Deleting Class 31 (408 points): Lose 1239.232269 but Gain 1477.946994 Iteration 170F (20.685983 sec): 13 clusters Score: Raw -370300.077571 + Penalty 9405.944197 = -360894.133374 nChanged 429 Deleting Class 2 (430 points): Lose 1071.917443 but Gain 1241.577643 Iteration 171Q (20.716279 sec): 12 clusters Score: Raw -369967.369989 + Penalty 8140.822070 = -361826.547919 nChanged 507 Deleting Class 35 (99 points): Lose 515.350836 but Gain 664.420153 Iteration 172Q (20.745430 sec): 11 clusters Score: Raw -370293.882578 + Penalty 7811.340670 = -362482.541908 nChanged 228 Deleting Class 93 (14 points): Lose 83.283080 but Gain 166.732556 Iteration 173Q (20.772577 sec): 10 clusters Score: Raw -370619.017391 + Penalty 7217.991124 = -363401.026267 nChanged 162 Iteration 174Q (20.799584 sec): 10 clusters Score: Raw -370748.098794 + Penalty 7220.999960 = -363527.098835 nChanged 106 Iteration 175Q (20.825873 sec): 10 clusters Score: Raw -370817.150928 + Penalty 7264.642857 = -363552.508071 nChanged 80 Iteration 176Q (20.852670 sec): 10 clusters Score: Raw -370859.584333 + Penalty 7268.245615 = -363591.338718 nChanged 61 Iteration 177Q (20.879160 sec): 10 clusters Score: Raw -370888.844192 + Penalty 7263.821489 = -363625.022704 nChanged 45 Iteration 178Q (20.905584 sec): 10 clusters Score: Raw -370906.400770 + Penalty 7265.612935 = -363640.787835 nChanged 28 Iteration 179Q (20.932453 sec): 10 clusters Score: Raw -370919.941088 + Penalty 7266.169875 = -363653.771213 nChanged 27 Iteration 180F (20.987775 sec): 10 clusters Score: Raw -370939.007371 + Penalty 7269.370815 = -363669.636556 nChanged 24 Iteration 181Q (21.015319 sec): 10 clusters Score: Raw -370950.317555 + Penalty 7272.435290 = -363677.882266 nChanged 27 Iteration 182Q (21.044939 sec): 10 clusters Score: Raw -370960.642422 + Penalty 7274.955173 = -363685.687248 nChanged 16 Iteration 183Q (21.072993 sec): 10 clusters Score: Raw -370967.451770 + Penalty 7278.329506 = -363689.122263 nChanged 16 Iteration 184Q (21.100439 sec): 10 clusters Score: Raw -370974.934522 + Penalty 7279.424183 = -363695.510340 nChanged 9 Iteration 185Q (21.127859 sec): 10 clusters Score: Raw -370978.723191 + Penalty 7278.711985 = -363700.011206 nChanged 12 Iteration 186Q (21.156188 sec): 10 clusters Score: Raw -370984.926397 + Penalty 7280.273558 = -363704.652839 nChanged 8 Iteration 187Q (21.184279 sec): 10 clusters Score: Raw -370987.599981 + Penalty 7281.924814 = -363705.675167 nChanged 9 Iteration 188Q (21.211846 sec): 10 clusters Score: Raw -370991.128551 + Penalty 7282.141834 = -363708.986718 nChanged 8 Iteration 189Q (21.240673 sec): 10 clusters Score: Raw -370993.855973 + Penalty 7283.034743 = -363710.821230 nChanged 5 Iteration 190F (21.295916 sec): 10 clusters Score: Raw -370994.823062 + Penalty 7284.129293 = -363710.693769 nChanged 4 Iteration 191F (21.350885 sec): 10 clusters Score: Raw -370995.231414 + Penalty 7285.578907 = -363709.652507 nChanged 6 Iteration 192F (21.406167 sec): 10 clusters Score: Raw -370995.871523 + Penalty 7285.752092 = -363710.119430 nChanged 1 Iteration 193Q (21.434125 sec): 10 clusters Score: Raw -370995.941435 + Penalty 7286.300662 = -363709.640773 nChanged 3 Iteration 194F (21.489948 sec): 10 clusters Score: Raw -370996.107832 + Penalty 7287.540321 = -363708.567512 nChanged 4 Iteration 195F (21.544572 sec): 10 clusters Score: Raw -370996.552031 + Penalty 7287.752898 = -363708.799133 nChanged 1 Iteration 196Q (21.572777 sec): 10 clusters Score: Raw -370996.569210 + Penalty 7287.991649 = -363708.577561 nChanged 1 Iteration 197F (21.627384 sec): 10 clusters Score: Raw -370996.616892 + Penalty 7287.991649 = -363708.625242 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 -370996.616892 + Penalty 7287.991649 = -363708.625242Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.663949 sec): 2 clusters Score: Raw -130857.731193 + Penalty 237.843407 = -130619.887785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.671168 sec): 3 clusters Score: Raw -128341.477103 + Penalty 470.960372 = -127870.516731 nChanged 1732 SP:Iteration 1F (21.678029 sec): 3 clusters Score: Raw -129630.624706 + Penalty 493.551231 = -129137.073475 nChanged 710 SP:Iteration 2F (21.684922 sec): 3 clusters Score: Raw -130469.410092 + Penalty 548.744316 = -129920.665776 nChanged 288 SP:Iteration 3F (21.691761 sec): 3 clusters Score: Raw -130800.312370 + Penalty 537.883869 = -130262.428501 nChanged 90 SP:Iteration 4Q (21.698224 sec): 3 clusters Score: Raw -130900.690312 + Penalty 517.836032 = -130382.854280 nChanged 31 SP:Iteration 5Q (21.703953 sec): 3 clusters Score: Raw -130935.547867 + Penalty 519.869951 = -130415.677916 nChanged 11 SP:Iteration 6Q (21.709567 sec): 3 clusters Score: Raw -130950.614394 + Penalty 506.886473 = -130443.727920 nChanged 4 SP:Iteration 7Q (21.715064 sec): 3 clusters Score: Raw -130953.963044 + Penalty 509.068965 = -130444.894079 nChanged 1 SP:Iteration 8Q (21.720541 sec): 3 clusters Score: Raw -130954.148641 + Penalty 509.068965 = -130445.079676 nChanged 0 SP:Iteration 9F (21.727585 sec): 3 clusters Score: Raw -130954.148641 + Penalty 509.068965 = -130445.079676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.736399 sec): 2 clusters Score: Raw -82573.505445 + Penalty 716.702890 = -81856.802555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.740402 sec): 3 clusters Score: Raw -81238.357949 + Penalty 1433.133034 = -79805.224915 nChanged 863 SP:Iteration 1F (21.744328 sec): 3 clusters Score: Raw -81613.131691 + Penalty 1431.478304 = -80181.653387 nChanged 358 SP:Iteration 2F (21.748377 sec): 3 clusters Score: Raw -81888.297649 + Penalty 1436.388883 = -80451.908765 nChanged 266 SP:Iteration 3F (21.752340 sec): 3 clusters Score: Raw -82122.089791 + Penalty 1448.596641 = -80673.493151 nChanged 180 SP:Iteration 4F (21.756361 sec): 3 clusters Score: Raw -82261.007471 + Penalty 1462.821499 = -80798.185972 nChanged 125 SP:Iteration 5F (21.760329 sec): 3 clusters Score: Raw -82338.462799 + Penalty 1476.756854 = -80861.705944 nChanged 86 SP:Iteration 6Q (21.764545 sec): 3 clusters Score: Raw -82400.256892 + Penalty 1497.110837 = -80903.146055 nChanged 88 SP:Iteration 7Q (21.768591 sec): 3 clusters Score: Raw -82472.774131 + Penalty 1527.188471 = -80945.585661 nChanged 85 SP:Iteration 8Q (21.772641 sec): 3 clusters Score: Raw -82555.738420 + Penalty 1559.508489 = -80996.229932 nChanged 72 SP:Iteration 9Q (21.776551 sec): 3 clusters Score: Raw -82622.191218 + Penalty 1582.603818 = -81039.587400 nChanged 58 SP:Iteration 10F (21.780458 sec): 3 clusters Score: Raw -82669.606924 + Penalty 1603.232347 = -81066.374577 nChanged 43 SP:Iteration 11Q (21.784396 sec): 3 clusters Score: Raw -82702.593595 + Penalty 1618.188860 = -81084.404736 nChanged 24 SP:Iteration 12Q (21.788247 sec): 3 clusters Score: Raw -82719.177655 + Penalty 1630.623614 = -81088.554041 nChanged 23 SP:Iteration 13Q (21.792047 sec): 3 clusters Score: Raw -82736.981893 + Penalty 1635.649361 = -81101.332532 nChanged 13 SP:Iteration 14Q (21.795856 sec): 3 clusters Score: Raw -82744.936121 + Penalty 1640.327152 = -81104.608969 nChanged 7 SP:Iteration 15Q (21.799548 sec): 3 clusters Score: Raw -82748.897116 + Penalty 1642.732433 = -81106.164683 nChanged 3 SP:Iteration 16Q (21.803210 sec): 3 clusters Score: Raw -82751.885609 + Penalty 1646.591802 = -81105.293807 nChanged 3 SP:Iteration 17F (21.807107 sec): 3 clusters Score: Raw -82753.134085 + Penalty 1646.591802 = -81106.542283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.813046 sec): 2 clusters Score: Raw -28722.545805 + Penalty 66.785874 = -28655.759931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.814715 sec): 3 clusters Score: Raw -28194.927003 + Penalty 145.765445 = -28049.161558 nChanged 383 SP:Iteration 1F (21.816344 sec): 3 clusters Score: Raw -28575.653537 + Penalty 148.538862 = -28427.114676 nChanged 35 SP:Iteration 2Q (21.817920 sec): 3 clusters Score: Raw -28605.798967 + Penalty 149.681048 = -28456.117920 nChanged 23 SP:Iteration 3Q (21.819449 sec): 3 clusters Score: Raw -28614.125306 + Penalty 151.542932 = -28462.582374 nChanged 15 SP:Iteration 4Q (21.820981 sec): 3 clusters Score: Raw -28618.002410 + Penalty 154.606946 = -28463.395464 nChanged 18 SP:Iteration 5Q (21.822544 sec): 3 clusters Score: Raw -28625.516436 + Penalty 158.713567 = -28466.802869 nChanged 20 SP:Iteration 6Q (21.824071 sec): 3 clusters Score: Raw -28633.572568 + Penalty 161.943702 = -28471.628865 nChanged 17 SP:Iteration 7Q (21.825573 sec): 3 clusters Score: Raw -28640.319263 + Penalty 163.213951 = -28477.105312 nChanged 21 SP:Iteration 8Q (21.827059 sec): 3 clusters Score: Raw -28651.917556 + Penalty 163.849351 = -28488.068205 nChanged 16 SP:Iteration 9Q (21.828554 sec): 3 clusters Score: Raw -28660.707596 + Penalty 168.049994 = -28492.657602 nChanged 10 SP:Iteration 10F (21.830188 sec): 3 clusters Score: Raw -28667.061341 + Penalty 171.991597 = -28495.069744 nChanged 10 SP:Iteration 11Q (21.831645 sec): 3 clusters Score: Raw -28672.473618 + Penalty 181.215890 = -28491.257728 nChanged 16 SP:Iteration 12F (21.833263 sec): 3 clusters Score: Raw -28681.644504 + Penalty 179.132791 = -28502.511713 nChanged 12 SP:Iteration 13Q (21.834670 sec): 3 clusters Score: Raw -28688.105829 + Penalty 176.677982 = -28511.427848 nChanged 9 SP:Iteration 14Q (21.836092 sec): 3 clusters Score: Raw -28693.830737 + Penalty 176.444571 = -28517.386166 nChanged 8 SP:Iteration 15Q (21.837489 sec): 3 clusters Score: Raw -28700.838767 + Penalty 179.402564 = -28521.436204 nChanged 7 SP:Iteration 16Q (21.838881 sec): 3 clusters Score: Raw -28704.513691 + Penalty 180.708192 = -28523.805499 nChanged 4 SP:Iteration 17Q (21.840277 sec): 3 clusters Score: Raw -28705.848158 + Penalty 178.038148 = -28527.810010 nChanged 5 SP:Iteration 18Q (21.841646 sec): 3 clusters Score: Raw -28707.616768 + Penalty 179.264065 = -28528.352703 nChanged 1 SP:Iteration 19Q (21.843003 sec): 3 clusters Score: Raw -28707.676563 + Penalty 180.751170 = -28526.925394 nChanged 1 SP:Iteration 20F (21.844649 sec): 3 clusters Score: Raw -28707.682621 + Penalty 180.751170 = -28526.931451 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.846771 sec): 2 clusters Score: Raw -23553.539047 + Penalty 946.426764 = -22607.112282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.848013 sec): 3 clusters Score: Raw -23397.339918 + Penalty 1893.210367 = -21504.129550 nChanged 126 SP:Iteration 1F (21.849216 sec): 3 clusters Score: Raw -23524.251081 + Penalty 1892.503668 = -21631.747412 nChanged 45 SP:Iteration 2F (21.850427 sec): 3 clusters Score: Raw -23587.372296 + Penalty 1892.590942 = -21694.781354 nChanged 23 SP:Iteration 3Q (21.851595 sec): 3 clusters Score: Raw -23615.970911 + Penalty 1892.666199 = -21723.304712 nChanged 13 SP:Iteration 4Q (21.852793 sec): 3 clusters Score: Raw -23631.881270 + Penalty 1892.720692 = -21739.160578 nChanged 5 SP:Iteration 5Q (21.854013 sec): 3 clusters Score: Raw -23639.152236 + Penalty 1892.917934 = -21746.234302 nChanged 3 SP:Iteration 6Q (21.855270 sec): 3 clusters Score: Raw -23641.890117 + Penalty 1892.853528 = -21749.036589 nChanged 1 SP:Iteration 7Q (21.856445 sec): 3 clusters Score: Raw -23642.331205 + Penalty 1892.853528 = -21749.477677 nChanged 0 SP:Iteration 8F (21.857645 sec): 3 clusters Score: Raw -23642.331205 + Penalty 1892.853528 = -21749.477677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.862840 sec): 2 clusters Score: Raw -35452.702688 + Penalty 1059.947542 = -34392.755146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.864816 sec): 3 clusters Score: Raw -35131.517480 + Penalty 2120.707555 = -33010.809925 nChanged 289 SP:Iteration 1F (21.866832 sec): 3 clusters Score: Raw -35342.333530 + Penalty 2121.864301 = -33220.469229 nChanged 68 SP:Iteration 2F (21.868802 sec): 3 clusters Score: Raw -35416.964351 + Penalty 2123.326573 = -33293.637778 nChanged 40 SP:Iteration 3Q (21.870697 sec): 3 clusters Score: Raw -35461.484408 + Penalty 2124.330077 = -33337.154331 nChanged 31 SP:Iteration 4Q (21.872535 sec): 3 clusters Score: Raw -35493.315944 + Penalty 2126.461529 = -33366.854415 nChanged 31 SP:Iteration 5Q (21.874318 sec): 3 clusters Score: Raw -35530.211928 + Penalty 2128.658466 = -33401.553462 nChanged 25 SP:Iteration 6Q (21.876098 sec): 3 clusters Score: Raw -35559.884049 + Penalty 2129.612701 = -33430.271347 nChanged 17 SP:Iteration 7Q (21.877868 sec): 3 clusters Score: Raw -35580.744808 + Penalty 2129.780240 = -33450.964568 nChanged 13 SP:Iteration 8Q (21.879641 sec): 3 clusters Score: Raw -35595.466929 + Penalty 2130.796834 = -33464.670095 nChanged 16 SP:Iteration 9Q (21.881403 sec): 3 clusters Score: Raw -35608.213804 + Penalty 2131.587271 = -33476.626533 nChanged 12 SP:Iteration 10F (21.883219 sec): 3 clusters Score: Raw -35617.961185 + Penalty 2131.971310 = -33485.989874 nChanged 12 SP:Iteration 11Q (21.885030 sec): 3 clusters Score: Raw -35627.920917 + Penalty 2132.345140 = -33495.575777 nChanged 11 SP:Iteration 12Q (21.886967 sec): 3 clusters Score: Raw -35635.542300 + Penalty 2133.066433 = -33502.475867 nChanged 7 SP:Iteration 13Q (21.888849 sec): 3 clusters Score: Raw -35639.717455 + Penalty 2133.418959 = -33506.298495 nChanged 3 SP:Iteration 14Q (21.890603 sec): 3 clusters Score: Raw -35643.979589 + Penalty 2133.484931 = -33510.494657 nChanged 2 SP:Iteration 15Q (21.892347 sec): 3 clusters Score: Raw -35644.442725 + Penalty 2133.513153 = -33510.929572 nChanged 2 SP:Iteration 16Q (21.894096 sec): 3 clusters Score: Raw -35645.017912 + Penalty 2133.525898 = -33511.492014 nChanged 1 SP:Iteration 17Q (21.895877 sec): 3 clusters Score: Raw -35645.388597 + Penalty 2133.846913 = -33511.541684 nChanged 2 SP:Iteration 18Q (21.897658 sec): 3 clusters Score: Raw -35645.853285 + Penalty 2133.454538 = -33512.398747 nChanged 1 SP:Iteration 19Q (21.899422 sec): 3 clusters Score: Raw -35646.487480 + Penalty 2133.464809 = -33513.022671 nChanged 1 SP:Iteration 20F (21.901239 sec): 3 clusters Score: Raw -35646.615915 + Penalty 2133.474151 = -33513.141764 nChanged 1 SP:Iteration 21Q (21.902992 sec): 3 clusters Score: Raw -35647.046205 + Penalty 2133.482561 = -33513.563645 nChanged 1 SP:Iteration 22Q (21.904792 sec): 3 clusters Score: Raw -35647.452669 + Penalty 2133.482561 = -33513.970109 nChanged 2 SP:Iteration 23Q (21.906571 sec): 3 clusters Score: Raw -35649.254426 + Penalty 2133.822383 = -33515.432043 nChanged 3 SP:Iteration 24Q (21.908311 sec): 3 clusters Score: Raw -35651.014027 + Penalty 2133.892059 = -33517.121968 nChanged 4 SP:Iteration 25Q (21.910100 sec): 3 clusters Score: Raw -35655.131637 + Penalty 2134.227732 = -33520.903906 nChanged 5 SP:Iteration 26Q (21.911903 sec): 3 clusters Score: Raw -35657.019269 + Penalty 2134.275280 = -33522.743989 nChanged 1 SP:Iteration 27Q (21.913655 sec): 3 clusters Score: Raw -35657.755319 + Penalty 2134.286200 = -33523.469119 nChanged 2 SP:Iteration 28Q (21.915395 sec): 3 clusters Score: Raw -35659.311547 + Penalty 2134.288751 = -33525.022796 nChanged 1 SP:Iteration 29Q (21.917135 sec): 3 clusters Score: Raw -35659.901192 + Penalty 2134.288751 = -33525.612441 nChanged 0 SP:Iteration 30F (21.918950 sec): 3 clusters Score: Raw -35659.901192 + Penalty 2134.288751 = -33525.612441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.922654 sec): 2 clusters Score: Raw -13441.038667 + Penalty 67.784638 = -13373.254029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.923562 sec): 3 clusters Score: Raw -13226.107309 + Penalty 175.989374 = -13050.117935 nChanged 159 SP:Iteration 1F (21.924433 sec): 3 clusters Score: Raw -13421.908796 + Penalty 184.763963 = -13237.144833 nChanged 11 SP:Iteration 2Q (21.925310 sec): 3 clusters Score: Raw -13431.122868 + Penalty 205.945410 = -13225.177458 nChanged 4 SP:Iteration 3F (21.926201 sec): 3 clusters Score: Raw -13434.873564 + Penalty 230.812493 = -13204.061071 nChanged 3 SP:Iteration 4F (21.927127 sec): 3 clusters Score: Raw -13437.358534 + Penalty 230.812493 = -13206.546041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.932945 sec): 2 clusters Score: Raw -44020.928112 + Penalty 771.684786 = -43249.243327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.935119 sec): 3 clusters Score: Raw -43479.225763 + Penalty 1543.163621 = -41936.062142 nChanged 345 SP:Iteration 1F (21.937233 sec): 3 clusters Score: Raw -43700.664468 + Penalty 1543.389410 = -42157.275058 nChanged 106 SP:Iteration 2F (21.939336 sec): 3 clusters Score: Raw -43794.349989 + Penalty 1543.254593 = -42251.095396 nChanged 74 SP:Iteration 3F (21.941408 sec): 3 clusters Score: Raw -43853.366953 + Penalty 1542.931234 = -42310.435719 nChanged 53 SP:Iteration 4Q (21.943468 sec): 3 clusters Score: Raw -43907.287472 + Penalty 1542.715879 = -42364.571593 nChanged 62 SP:Iteration 5F (21.945565 sec): 3 clusters Score: Raw -43961.163436 + Penalty 1542.282223 = -42418.881213 nChanged 42 SP:Iteration 6Q (21.947657 sec): 3 clusters Score: Raw -43998.948753 + Penalty 1542.158510 = -42456.790243 nChanged 44 SP:Iteration 7Q (21.949717 sec): 3 clusters Score: Raw -44032.021930 + Penalty 1541.730372 = -42490.291558 nChanged 31 SP:Iteration 8Q (21.951751 sec): 3 clusters Score: Raw -44054.970289 + Penalty 1541.768676 = -42513.201613 nChanged 17 SP:Iteration 9Q (21.953769 sec): 3 clusters Score: Raw -44061.087798 + Penalty 1541.584990 = -42519.502807 nChanged 10 SP:Iteration 10F (21.955867 sec): 3 clusters Score: Raw -44065.400729 + Penalty 1541.167852 = -42524.232877 nChanged 13 SP:Iteration 11Q (21.957930 sec): 3 clusters Score: Raw -44071.797913 + Penalty 1540.652277 = -42531.145636 nChanged 12 SP:Iteration 12Q (21.959960 sec): 3 clusters Score: Raw -44078.407154 + Penalty 1540.612080 = -42537.795075 nChanged 9 SP:Iteration 13Q (21.961974 sec): 3 clusters Score: Raw -44083.228544 + Penalty 1540.540782 = -42542.687763 nChanged 9 SP:Iteration 14Q (21.964062 sec): 3 clusters Score: Raw -44086.413672 + Penalty 1540.729951 = -42545.683720 nChanged 3 SP:Iteration 15Q (21.966114 sec): 3 clusters Score: Raw -44087.365272 + Penalty 1541.008792 = -42546.356481 nChanged 3 SP:Iteration 16Q (21.968318 sec): 3 clusters Score: Raw -44088.718271 + Penalty 1541.313128 = -42547.405143 nChanged 5 SP:Iteration 17Q (21.970508 sec): 3 clusters Score: Raw -44090.936718 + Penalty 1541.747193 = -42549.189525 nChanged 7 SP:Iteration 18Q (21.972507 sec): 3 clusters Score: Raw -44094.200728 + Penalty 1542.093628 = -42552.107100 nChanged 6 SP:Iteration 19Q (21.974549 sec): 3 clusters Score: Raw -44095.868871 + Penalty 1542.537943 = -42553.330928 nChanged 6 SP:Iteration 20F (21.976614 sec): 3 clusters Score: Raw -44097.879368 + Penalty 1542.437035 = -42555.442334 nChanged 3 SP:Iteration 21Q (21.978626 sec): 3 clusters Score: Raw -44098.217198 + Penalty 1542.351614 = -42555.865584 nChanged 1 SP:Iteration 22Q (21.980640 sec): 3 clusters Score: Raw -44098.307567 + Penalty 1542.436539 = -42555.871029 nChanged 1 SP:Iteration 23Q (21.982656 sec): 3 clusters Score: Raw -44098.510108 + Penalty 1543.114649 = -42555.395459 nChanged 3 SP:Iteration 24F (21.984718 sec): 3 clusters Score: Raw -44099.574687 + Penalty 1543.378235 = -42556.196452 nChanged 1 SP:Iteration 25Q (21.986736 sec): 3 clusters Score: Raw -44099.971311 + Penalty 1543.529213 = -42556.442098 nChanged 4 SP:Iteration 26Q (21.988750 sec): 3 clusters Score: Raw -44101.161293 + Penalty 1543.529213 = -42557.632080 nChanged 0 SP:Iteration 27F (21.990815 sec): 3 clusters Score: Raw -44101.161293 + Penalty 1543.529213 = -42557.632080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.993402 sec): 2 clusters Score: Raw -7940.373006 + Penalty 393.923200 = -7546.449806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.994112 sec): 3 clusters Score: Raw -7865.444610 + Penalty 773.344884 = -7092.099726 nChanged 71 SP:Iteration 1F (21.994806 sec): 3 clusters Score: Raw -7965.308213 + Penalty 768.434868 = -7196.873345 nChanged 24 SP:Iteration 2F (21.995499 sec): 3 clusters Score: Raw -8009.422368 + Penalty 772.584969 = -7236.837400 nChanged 10 SP:Iteration 3Q (21.996180 sec): 3 clusters Score: Raw -8025.279185 + Penalty 765.317154 = -7259.962032 nChanged 9 SP:Iteration 4Q (21.996851 sec): 3 clusters Score: Raw -8040.595261 + Penalty 756.382089 = -7284.213172 nChanged 6 SP:Iteration 5Q (21.997516 sec): 3 clusters Score: Raw -8052.153232 + Penalty 753.500183 = -7298.653049 nChanged 2 SP:Iteration 6Q (21.998171 sec): 3 clusters Score: Raw -8056.677576 + Penalty 753.990206 = -7302.687370 nChanged 1 SP:Iteration 7Q (21.998823 sec): 3 clusters Score: Raw -8059.568508 + Penalty 753.305672 = -7306.262835 nChanged 1 SP:Iteration 8Q (21.999472 sec): 3 clusters Score: Raw -8060.021298 + Penalty 753.305672 = -7306.715626 nChanged 0 SP:Iteration 9F (22.000169 sec): 3 clusters Score: Raw -8060.021298 + Penalty 753.305672 = -7306.715626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 27 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.003060 sec): 2 clusters Score: Raw -33536.925481 + Penalty 959.219413 = -32577.706068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.004581 sec): 3 clusters Score: Raw -33255.152017 + Penalty 1921.776650 = -31333.375367 nChanged 236 SP:Iteration 1F (22.006077 sec): 3 clusters Score: Raw -33450.321680 + Penalty 1924.699588 = -31525.622092 nChanged 44 SP:Iteration 2F (22.007552 sec): 3 clusters Score: Raw -33496.537842 + Penalty 1927.996113 = -31568.541729 nChanged 29 SP:Iteration 3Q (22.009017 sec): 3 clusters Score: Raw -33524.764667 + Penalty 1931.220083 = -31593.544584 nChanged 22 SP:Iteration 4Q (22.010529 sec): 3 clusters Score: Raw -33547.429309 + Penalty 1936.943091 = -31610.486217 nChanged 25 SP:Iteration 5Q (22.012010 sec): 3 clusters Score: Raw -33571.603751 + Penalty 1941.293585 = -31630.310166 nChanged 16 SP:Iteration 6Q (22.013472 sec): 3 clusters Score: Raw -33588.639219 + Penalty 1944.748081 = -31643.891138 nChanged 13 SP:Iteration 7Q (22.014918 sec): 3 clusters Score: Raw -33600.812416 + Penalty 1947.349792 = -31653.462624 nChanged 5 SP:Iteration 8Q (22.016398 sec): 3 clusters Score: Raw -33605.286118 + Penalty 1950.033546 = -31655.252572 nChanged 5 SP:Iteration 9Q (22.017877 sec): 3 clusters Score: Raw -33608.920815 + Penalty 1951.946527 = -31656.974289 nChanged 4 SP:Iteration 10F (22.019395 sec): 3 clusters Score: Raw -33612.095531 + Penalty 1953.205812 = -31658.889719 nChanged 2 SP:Iteration 11Q (22.020831 sec): 3 clusters Score: Raw -33613.627249 + Penalty 1953.820954 = -31659.806295 nChanged 2 SP:Iteration 12Q (22.022302 sec): 3 clusters Score: Raw -33615.675904 + Penalty 1954.243451 = -31661.432453 nChanged 1 SP:Iteration 13Q (22.023756 sec): 3 clusters Score: Raw -33617.400997 + Penalty 1954.767598 = -31662.633399 nChanged 2 SP:Iteration 14Q (22.025199 sec): 3 clusters Score: Raw -33618.179729 + Penalty 1954.968564 = -31663.211164 nChanged 1 SP:Iteration 15Q (22.026620 sec): 3 clusters Score: Raw -33619.518825 + Penalty 1954.793442 = -31664.725384 nChanged 1 SP:Iteration 16Q (22.028044 sec): 3 clusters Score: Raw -33620.598572 + Penalty 1954.802071 = -31665.796501 nChanged 1 SP:Iteration 17Q (22.029500 sec): 3 clusters Score: Raw -33621.928746 + Penalty 1955.554903 = -31666.373843 nChanged 3 SP:Iteration 18Q (22.030981 sec): 3 clusters Score: Raw -33626.064264 + Penalty 1955.867904 = -31670.196360 nChanged 1 SP:Iteration 19Q (22.032447 sec): 3 clusters Score: Raw -33627.953813 + Penalty 1956.083046 = -31671.870767 nChanged 1 SP:Iteration 20F (22.033947 sec): 3 clusters Score: Raw -33628.604673 + Penalty 1956.183679 = -31672.420993 nChanged 1 SP:Iteration 21Q (22.035375 sec): 3 clusters Score: Raw -33630.194991 + Penalty 1956.297031 = -31673.897960 nChanged 1 SP:Iteration 22Q (22.036795 sec): 3 clusters Score: Raw -33631.685320 + Penalty 1956.750323 = -31674.934997 nChanged 2 SP:Iteration 23Q (22.038249 sec): 3 clusters Score: Raw -33634.689403 + Penalty 1957.356995 = -31677.332408 nChanged 2 SP:Iteration 24Q (22.039686 sec): 3 clusters Score: Raw -33637.165942 + Penalty 1957.356995 = -31679.808947 nChanged 0 SP:Iteration 25F (22.041176 sec): 3 clusters Score: Raw -33637.165942 + Penalty 1957.356995 = -31679.808947 nChanged 0 Time taken for this iteration:21.742875 seconds. 300->10 Clusters: Score -363708.625242, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 198 (time per iteration =111.385843 ms) Total iterations: 1128 (time per iteration =19.551770 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1666667500.000000 (time per metric unit =13.232632ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41666687500.000000 (time per metric unit=529.305263ps) That took 22.054397 seconds. FileBase PeterP-2014-02-27_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 0.13 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13475 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 13475 points ------ Starting initial clusters from distinct float masks Not enough masks (157) to generate starting clusters (300), so starting with (158) clusters instead. Assigned 158 initial classes from 157 unique masks. Deleting Class 75 (1 points): Lose 13.954579 but Gain 1514.010342 Iteration 0F (1.328990 sec): 157 clusters Score: Raw -350715.972219 + Penalty 136485.693286 = -214230.278933 nChanged 2439 Deleting Class 144 (1 points): Lose 11.040825 but Gain 1503.423728 Iteration 1F (2.250909 sec): 152 clusters Score: Raw -354053.231699 + Penalty 135211.610487 = -218841.621212 nChanged 740 Deleting Class 123 (1 points): Lose 13.112236 but Gain 1467.970333 Iteration 2F (3.203984 sec): 151 clusters Score: Raw -355013.974835 + Penalty 133884.887315 = -221129.087520 nChanged 477 Deleting Class 117 (1 points): Lose 14.288106 but Gain 1454.758595 Iteration 3Q (3.314111 sec): 150 clusters Score: Raw -355389.599156 + Penalty 132553.690181 = -222835.908975 nChanged 399 Deleting Class 147 (1 points): Lose 12.297090 but Gain 1444.140292 Iteration 4Q (3.417241 sec): 149 clusters Score: Raw -355670.973023 + Penalty 131142.980977 = -224527.992046 nChanged 369 Deleting Class 3 (1 points): Lose 13.878418 but Gain 1440.430962 Iteration 5Q (3.514586 sec): 148 clusters Score: Raw -355870.924285 + Penalty 129696.720303 = -226174.203982 nChanged 314 Deleting Class 140 (1 points): Lose 11.981536 but Gain 1384.860597 Iteration 6Q (3.610294 sec): 147 clusters Score: Raw -356024.268933 + Penalty 128407.771184 = -227616.497748 nChanged 298 Deleting Class 143 (1 points): Lose 13.740904 but Gain 1343.520735 Iteration 7Q (3.699168 sec): 146 clusters Score: Raw -356174.235409 + Penalty 127271.179254 = -228903.056155 nChanged 299 Deleting Class 135 (1 points): Lose 2.534090 but Gain 1315.614936 Iteration 8Q (3.787683 sec): 145 clusters Score: Raw -356336.159658 + Penalty 126078.207180 = -230257.952478 nChanged 263 Deleting Class 33 (11 points): Lose 243.659893 but Gain 1545.146102 Iteration 9Q (3.872479 sec): 144 clusters Score: Raw -356235.085131 + Penalty 124739.853886 = -231495.231245 nChanged 260 Deleting Class 157 (2 points): Lose 22.543826 but Gain 1384.557834 Iteration 10F (4.748412 sec): 143 clusters Score: Raw -356449.172346 + Penalty 123396.792186 = -233052.380159 nChanged 245 Deleting Class 148 (1 points): Lose 2.114524 but Gain 1286.031090 Iteration 11Q (4.825043 sec): 142 clusters Score: Raw -356587.367219 + Penalty 122201.261005 = -234386.106214 nChanged 215 Deleting Class 134 (1 points): Lose 7.028234 but Gain 1271.293842 Iteration 12Q (4.898946 sec): 141 clusters Score: Raw -356670.071593 + Penalty 121081.562181 = -235588.509412 nChanged 174 Deleting Class 76 (3 points): Lose 43.050991 but Gain 1307.341764 Iteration 13Q (4.970498 sec): 140 clusters Score: Raw -356698.928893 + Penalty 119869.094564 = -236829.834329 nChanged 158 Deleting Class 104 (1 points): Lose 2.134260 but Gain 1261.761036 Iteration 14Q (5.040554 sec): 139 clusters Score: Raw -356792.531505 + Penalty 118663.582005 = -238128.949500 nChanged 142 Deleting Class 125 (3 points): Lose 28.360968 but Gain 1281.885447 Iteration 15Q (5.108157 sec): 138 clusters Score: Raw -356814.354041 + Penalty 117444.949769 = -239369.404272 nChanged 119 Deleting Class 115 (2 points): Lose 28.206084 but Gain 1267.710385 Iteration 16Q (5.174141 sec): 137 clusters Score: Raw -356827.860632 + Penalty 116212.924831 = -240614.935801 nChanged 98 Deleting Class 111 (1 points): Lose 4.638695 but Gain 1235.201445 Iteration 17Q (5.237947 sec): 136 clusters Score: Raw -356871.082023 + Penalty 115030.458583 = -241840.623440 nChanged 83 Deleting Class 114 (1 points): Lose 6.609447 but Gain 1232.057433 Iteration 18Q (5.301785 sec): 135 clusters Score: Raw -356906.737509 + Penalty 113773.876028 = -243132.861481 nChanged 94 Deleting Class 31 (9 points): Lose 149.935908 but Gain 1367.796094 Iteration 19Q (5.365108 sec): 134 clusters Score: Raw -356788.423316 + Penalty 112477.309786 = -244311.113530 nChanged 78 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 -356788.423316 + Penalty 112477.309786 = -244311.113530Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.418170 sec): 2 clusters Score: Raw -34779.573086 + Penalty 143.228537 = -34636.344549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.420707 sec): 3 clusters Score: Raw -33999.778492 + Penalty 288.364700 = -33711.413792 nChanged 552 SP:Iteration 1F (5.423304 sec): 3 clusters Score: Raw -34305.584536 + Penalty 290.302538 = -34015.281998 nChanged 166 SP:Iteration 2F (5.425781 sec): 3 clusters Score: Raw -34406.102235 + Penalty 294.701872 = -34111.400363 nChanged 114 SP:Iteration 3F (5.428224 sec): 3 clusters Score: Raw -34486.220742 + Penalty 301.621961 = -34184.598782 nChanged 84 SP:Iteration 4F (5.430651 sec): 3 clusters Score: Raw -34551.612016 + Penalty 314.209258 = -34237.402758 nChanged 83 SP:Iteration 5F (5.432979 sec): 3 clusters Score: Raw -34632.695702 + Penalty 330.776834 = -34301.918868 nChanged 75 SP:Iteration 6F (5.435304 sec): 3 clusters Score: Raw -34705.348830 + Penalty 344.381268 = -34360.967562 nChanged 49 SP:Iteration 7Q (5.437498 sec): 3 clusters Score: Raw -34752.699022 + Penalty 356.651080 = -34396.047942 nChanged 26 SP:Iteration 8Q (5.439582 sec): 3 clusters Score: Raw -34767.568678 + Penalty 361.840697 = -34405.727981 nChanged 10 SP:Iteration 9Q (5.441642 sec): 3 clusters Score: Raw -34771.998810 + Penalty 364.084294 = -34407.914516 nChanged 9 SP:Iteration 10F (5.443963 sec): 3 clusters Score: Raw -34776.301479 + Penalty 365.929310 = -34410.372169 nChanged 5 SP:Iteration 11Q (5.446001 sec): 3 clusters Score: Raw -34778.090583 + Penalty 366.746046 = -34411.344537 nChanged 2 SP:Iteration 12Q (5.447995 sec): 3 clusters Score: Raw -34779.183996 + Penalty 367.946768 = -34411.237228 nChanged 2 SP:Iteration 13F (5.450270 sec): 3 clusters Score: Raw -34780.778588 + Penalty 371.710890 = -34409.067698 nChanged 4 SP:Iteration 14F (5.452540 sec): 3 clusters Score: Raw -34782.164421 + Penalty 372.454388 = -34409.710034 nChanged 4 SP:Iteration 15Q (5.454517 sec): 3 clusters Score: Raw -34783.285997 + Penalty 373.008293 = -34410.277703 nChanged 4 SP:Iteration 16Q (5.456493 sec): 3 clusters Score: Raw -34784.885599 + Penalty 373.286549 = -34411.599050 nChanged 2 SP:Iteration 17Q (5.458466 sec): 3 clusters Score: Raw -34785.574520 + Penalty 374.221600 = -34411.352920 nChanged 1 SP:Iteration 18F (5.460814 sec): 3 clusters Score: Raw -34785.729294 + Penalty 374.221600 = -34411.507694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 2 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.468527 sec): 2 clusters Score: Raw -43055.773310 + Penalty 92.846475 = -42962.926835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.471584 sec): 3 clusters Score: Raw -42056.987355 + Penalty 192.666527 = -41864.320828 nChanged 730 SP:Iteration 1F (5.474456 sec): 3 clusters Score: Raw -43052.724887 + Penalty 200.799936 = -42851.924951 nChanged 187 SP:Iteration 2F (5.477310 sec): 3 clusters Score: Raw -43274.847485 + Penalty 232.223507 = -43042.623978 nChanged 150 SP:Iteration 3F (5.480156 sec): 3 clusters Score: Raw -43487.619151 + Penalty 256.757420 = -43230.861731 nChanged 61 SP:Iteration 4Q (5.482988 sec): 3 clusters Score: Raw -43534.583262 + Penalty 269.733404 = -43264.849858 nChanged 21 SP:Iteration 5Q (5.485871 sec): 3 clusters Score: Raw -43545.395262 + Penalty 275.232621 = -43270.162641 nChanged 8 SP:Iteration 6Q (5.488710 sec): 3 clusters Score: Raw -43547.929230 + Penalty 277.775980 = -43270.153250 nChanged 3 SP:Iteration 7F (5.491552 sec): 3 clusters Score: Raw -43548.439948 + Penalty 277.189331 = -43271.250617 nChanged 2 SP:Iteration 8Q (5.494352 sec): 3 clusters Score: Raw -43548.642595 + Penalty 277.189331 = -43271.453265 nChanged 0 SP:Iteration 9F (5.497251 sec): 3 clusters Score: Raw -43548.642595 + Penalty 277.189331 = -43271.453265 nChanged 0 Score: Raw -370323.259388 + Penalty 112715.670825 = -257607.588563 Splitting cluster 2 changes total score from -244311.113530 to -257607.588563 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.321866 sec): 2 clusters Score: Raw -713.004455 + Penalty 259.025416 = -453.979039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.322133 sec): 3 clusters Score: Raw -735.915652 + Penalty 517.726801 = -218.188851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.322609 sec): 2 clusters Score: Raw -362.597553 + Penalty 211.757072 = -150.840480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.322835 sec): 3 clusters Score: Raw -376.339315 + Penalty 424.668002 = 48.328686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.323624 sec): 2 clusters Score: Raw -3817.405229 + Penalty 322.448681 = -3494.956547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.324070 sec): 3 clusters Score: Raw -3795.194195 + Penalty 650.825801 = -3144.368394 nChanged 26 SP:Iteration 1F (6.324491 sec): 3 clusters Score: Raw -3827.236951 + Penalty 657.052393 = -3170.184558 nChanged 9 SP:Iteration 2F (6.324929 sec): 3 clusters Score: Raw -3840.269783 + Penalty 665.198974 = -3175.070809 nChanged 4 SP:Iteration 3Q (6.325344 sec): 3 clusters Score: Raw -3849.839471 + Penalty 670.023807 = -3179.815664 nChanged 3 SP:Iteration 4Q (6.325786 sec): 3 clusters Score: Raw -3855.983953 + Penalty 673.769388 = -3182.214565 nChanged 2 SP:Iteration 5Q (6.326233 sec): 3 clusters Score: Raw -3860.103882 + Penalty 676.026542 = -3184.077340 nChanged 1 SP:Iteration 6Q (6.326676 sec): 3 clusters Score: Raw -3861.872256 + Penalty 676.026542 = -3185.845714 nChanged 0 SP:Iteration 7F (6.327128 sec): 3 clusters Score: Raw -3861.872256 + Penalty 676.026542 = -3185.845714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.327625 sec): 2 clusters Score: Raw -599.492026 + Penalty 269.412962 = -330.079064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.327873 sec): 3 clusters Score: Raw -645.600256 + Penalty 538.705675 = -106.894581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.328627 sec): 2 clusters Score: Raw -2816.169365 + Penalty 288.314373 = -2527.854993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.329034 sec): 3 clusters Score: Raw -2804.344612 + Penalty 580.549989 = -2223.794623 nChanged 9 SP:Iteration 1F (6.329422 sec): 3 clusters Score: Raw -2814.081117 + Penalty 581.948609 = -2232.132508 nChanged 5 SP:Iteration 2Q (6.329809 sec): 3 clusters Score: Raw -2821.098077 + Penalty 583.903842 = -2237.194235 nChanged 3 SP:Iteration 3Q (6.330190 sec): 3 clusters Score: Raw -2826.231190 + Penalty 583.975803 = -2242.255387 nChanged 1 SP:Iteration 4Q (6.330570 sec): 3 clusters Score: Raw -2828.148208 + Penalty 584.338772 = -2243.809436 nChanged 2 SP:Iteration 5Q (6.330964 sec): 3 clusters Score: Raw -2830.803099 + Penalty 582.008788 = -2248.794311 nChanged 1 SP:Iteration 6Q (6.331342 sec): 3 clusters Score: Raw -2832.092598 + Penalty 582.410872 = -2249.681726 nChanged 1 SP:Iteration 7Q (6.331720 sec): 3 clusters Score: Raw -2836.200675 + Penalty 581.238028 = -2254.962647 nChanged 1 SP:Iteration 8Q (6.332099 sec): 3 clusters Score: Raw -2837.390706 + Penalty 581.134441 = -2256.256265 nChanged 1 SP:Iteration 9Q (6.332475 sec): 3 clusters Score: Raw -2839.143362 + Penalty 579.469939 = -2259.673422 nChanged 1 SP:Iteration 10F (6.332861 sec): 3 clusters Score: Raw -2839.621518 + Penalty 579.469939 = -2260.151579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 9 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.333604 sec): 2 clusters Score: Raw -3540.864290 + Penalty 366.911623 = -3173.952667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.334019 sec): 3 clusters Score: Raw -3509.565137 + Penalty 734.155444 = -2775.409692 nChanged 12 SP:Iteration 1F (6.334430 sec): 3 clusters Score: Raw -3524.204128 + Penalty 733.966261 = -2790.237867 nChanged 5 SP:Iteration 2Q (6.334838 sec): 3 clusters Score: Raw -3530.763034 + Penalty 734.926178 = -2795.836857 nChanged 1 SP:Iteration 3Q (6.335245 sec): 3 clusters Score: Raw -3531.588152 + Penalty 734.926178 = -2796.661975 nChanged 0 SP:Iteration 4F (6.335653 sec): 3 clusters Score: Raw -3531.588152 + Penalty 734.926178 = -2796.661975 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.340212 sec): 2 clusters Score: Raw -49798.755434 + Penalty 135.397081 = -49663.358352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.343289 sec): 3 clusters Score: Raw -48896.646891 + Penalty 270.541598 = -48626.105294 nChanged 667 SP:Iteration 1F (6.346262 sec): 3 clusters Score: Raw -49364.651829 + Penalty 270.562399 = -49094.089429 nChanged 142 SP:Iteration 2F (6.349227 sec): 3 clusters Score: Raw -49471.774311 + Penalty 270.972945 = -49200.801366 nChanged 127 SP:Iteration 3F (6.352247 sec): 3 clusters Score: Raw -49566.939666 + Penalty 271.689750 = -49295.249916 nChanged 90 SP:Iteration 4F (6.355316 sec): 3 clusters Score: Raw -49627.659530 + Penalty 272.520794 = -49355.138736 nChanged 71 SP:Iteration 5Q (6.358238 sec): 3 clusters Score: Raw -49668.619297 + Penalty 273.322257 = -49395.297040 nChanged 52 SP:Iteration 6Q (6.361197 sec): 3 clusters Score: Raw -49695.631442 + Penalty 274.579768 = -49421.051674 nChanged 44 SP:Iteration 7Q (6.364084 sec): 3 clusters Score: Raw -49714.421192 + Penalty 275.011758 = -49439.409434 nChanged 42 SP:Iteration 8Q (6.366930 sec): 3 clusters Score: Raw -49737.530172 + Penalty 275.633486 = -49461.896686 nChanged 33 SP:Iteration 9Q (6.369769 sec): 3 clusters Score: Raw -49751.655631 + Penalty 276.383460 = -49475.272170 nChanged 24 SP:Iteration 10F (6.373005 sec): 3 clusters Score: Raw -49760.697365 + Penalty 276.483230 = -49484.214135 nChanged 22 SP:Iteration 11Q (6.376092 sec): 3 clusters Score: Raw -49768.356850 + Penalty 276.943622 = -49491.413229 nChanged 16 SP:Iteration 12Q (6.379134 sec): 3 clusters Score: Raw -49772.683321 + Penalty 277.144728 = -49495.538592 nChanged 12 SP:Iteration 13Q (6.382110 sec): 3 clusters Score: Raw -49776.720103 + Penalty 277.089356 = -49499.630747 nChanged 12 SP:Iteration 14Q (6.385175 sec): 3 clusters Score: Raw -49779.302723 + Penalty 276.356956 = -49502.945767 nChanged 9 SP:Iteration 15Q (6.388051 sec): 3 clusters Score: Raw -49780.390240 + Penalty 276.606651 = -49503.783590 nChanged 4 SP:Iteration 16Q (6.390830 sec): 3 clusters Score: Raw -49781.094427 + Penalty 276.904033 = -49504.190394 nChanged 5 SP:Iteration 17Q (6.393602 sec): 3 clusters Score: Raw -49781.549513 + Penalty 277.139936 = -49504.409578 nChanged 3 SP:Iteration 18Q (6.396370 sec): 3 clusters Score: Raw -49781.715554 + Penalty 277.369220 = -49504.346334 nChanged 3 SP:Iteration 19F (6.399459 sec): 3 clusters Score: Raw -49782.153057 + Penalty 277.509325 = -49504.643732 nChanged 2 SP:Iteration 20F (6.402561 sec): 3 clusters Score: Raw -49782.553161 + Penalty 278.675164 = -49503.877997 nChanged 7 SP:Iteration 21F (6.405719 sec): 3 clusters Score: Raw -49784.073454 + Penalty 278.766880 = -49505.306574 nChanged 9 SP:Iteration 22Q (6.408506 sec): 3 clusters Score: Raw -49786.561988 + Penalty 278.823332 = -49507.738656 nChanged 10 SP:Iteration 23Q (6.411277 sec): 3 clusters Score: Raw -49790.318329 + Penalty 278.835826 = -49511.482502 nChanged 10 SP:Iteration 24Q (6.414036 sec): 3 clusters Score: Raw -49794.286376 + Penalty 278.138886 = -49516.147490 nChanged 11 SP:Iteration 25Q (6.416784 sec): 3 clusters Score: Raw -49799.037332 + Penalty 277.968030 = -49521.069302 nChanged 6 SP:Iteration 26Q (6.419523 sec): 3 clusters Score: Raw -49801.331812 + Penalty 278.356172 = -49522.975640 nChanged 6 SP:Iteration 27Q (6.422282 sec): 3 clusters Score: Raw -49802.599837 + Penalty 278.440419 = -49524.159418 nChanged 8 SP:Iteration 28Q (6.425065 sec): 3 clusters Score: Raw -49804.643893 + Penalty 278.986624 = -49525.657269 nChanged 4 SP:Iteration 29Q (6.427816 sec): 3 clusters Score: Raw -49805.179150 + Penalty 279.299451 = -49525.879699 nChanged 4 SP:Iteration 30F (6.431205 sec): 3 clusters Score: Raw -49805.625298 + Penalty 279.100574 = -49526.524723 nChanged 1 SP:Iteration 31Q (6.434104 sec): 3 clusters Score: Raw -49805.741733 + Penalty 279.014830 = -49526.726903 nChanged 2 SP:Iteration 32Q (6.436925 sec): 3 clusters Score: Raw -49805.972000 + Penalty 278.808179 = -49527.163822 nChanged 5 SP:Iteration 33Q (6.439744 sec): 3 clusters Score: Raw -49807.734317 + Penalty 279.506114 = -49528.228202 nChanged 5 SP:Iteration 34Q (6.442560 sec): 3 clusters Score: Raw -49809.427057 + Penalty 279.690070 = -49529.736986 nChanged 2 SP:Iteration 35Q (6.445376 sec): 3 clusters Score: Raw -49809.652320 + Penalty 279.900151 = -49529.752168 nChanged 3 SP:Iteration 36Q (6.448156 sec): 3 clusters Score: Raw -49810.032312 + Penalty 280.184754 = -49529.847558 nChanged 3 SP:Iteration 37Q (6.450903 sec): 3 clusters Score: Raw -49810.766324 + Penalty 280.098988 = -49530.667336 nChanged 2 SP:Iteration 38Q (6.453591 sec): 3 clusters Score: Raw -49811.192332 + Penalty 278.581605 = -49532.610727 nChanged 2 SP:Iteration 39Q (6.456334 sec): 3 clusters Score: Raw -49811.465042 + Penalty 277.976250 = -49533.488792 nChanged 4 SP:Iteration 40F (6.459462 sec): 3 clusters Score: Raw -49812.947944 + Penalty 277.911153 = -49535.036791 nChanged 3 SP:Iteration 41Q (6.462146 sec): 3 clusters Score: Raw -49814.029050 + Penalty 277.643827 = -49536.385223 nChanged 1 SP:Iteration 42Q (6.464872 sec): 3 clusters Score: Raw -49813.995596 + Penalty 277.738477 = -49536.257119 nChanged 1 SP:Iteration 43F (6.468043 sec): 3 clusters Score: Raw -49813.985659 + Penalty 276.566497 = -49537.419162 nChanged 2 SP:Iteration 44Q (6.470717 sec): 3 clusters Score: Raw -49814.110132 + Penalty 276.637683 = -49537.472449 nChanged 1 SP:Iteration 45Q (6.473393 sec): 3 clusters Score: Raw -49814.194930 + Penalty 276.637683 = -49537.557247 nChanged 0 SP:Iteration 46F (6.476577 sec): 3 clusters Score: Raw -49814.194930 + Penalty 276.637683 = -49537.557247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.477204 sec): 2 clusters Score: Raw -1211.971252 + Penalty 341.088651 = -870.882601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.477489 sec): 3 clusters Score: Raw -1250.674989 + Penalty 682.963840 = -567.711149 nChanged 1 SP:Iteration 1Q (6.477757 sec): 3 clusters Score: Raw -1255.474521 + Penalty 682.963840 = -572.510681 nChanged 0 SP:Iteration 2F (6.478029 sec): 3 clusters Score: Raw -1255.474521 + Penalty 682.963840 = -572.510681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.478580 sec): 2 clusters Score: Raw -1153.435617 + Penalty 63.881768 = -1089.553850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.478865 sec): 3 clusters Score: Raw -1140.717534 + Penalty 127.342511 = -1013.375022 nChanged 9 SP:Iteration 1F (6.479142 sec): 3 clusters Score: Raw -1153.613078 + Penalty 123.955579 = -1029.657499 nChanged 2 SP:Iteration 2Q (6.479419 sec): 3 clusters Score: Raw -1165.540550 + Penalty 114.555083 = -1050.985467 nChanged 1 SP:Iteration 3Q (6.479693 sec): 3 clusters Score: Raw -1169.775951 + Penalty 114.555083 = -1055.220867 nChanged 0 SP:Iteration 4F (6.479970 sec): 3 clusters Score: Raw -1169.775951 + Penalty 114.555083 = -1055.220867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 13 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.483460 sec): 2 clusters Score: Raw -32263.546391 + Penalty 468.235146 = -31795.311245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.485590 sec): 3 clusters Score: Raw -31693.302316 + Penalty 936.470293 = -30756.832023 nChanged 368 SP:Iteration 1F (6.487660 sec): 3 clusters Score: Raw -31876.849213 + Penalty 936.983231 = -30939.865982 nChanged 92 SP:Iteration 2F (6.489727 sec): 3 clusters Score: Raw -31927.881687 + Penalty 938.160178 = -30989.721509 nChanged 63 SP:Iteration 3F (6.491818 sec): 3 clusters Score: Raw -31966.001359 + Penalty 940.387609 = -31025.613750 nChanged 47 SP:Iteration 4Q (6.493872 sec): 3 clusters Score: Raw -31994.370048 + Penalty 942.630664 = -31051.739383 nChanged 40 SP:Iteration 5Q (6.495922 sec): 3 clusters Score: Raw -32018.067547 + Penalty 945.542816 = -31072.524731 nChanged 45 SP:Iteration 6Q (6.497977 sec): 3 clusters Score: Raw -32049.916277 + Penalty 948.641462 = -31101.274815 nChanged 40 SP:Iteration 7Q (6.500029 sec): 3 clusters Score: Raw -32075.520977 + Penalty 951.358518 = -31124.162459 nChanged 34 SP:Iteration 8Q (6.502082 sec): 3 clusters Score: Raw -32099.690901 + Penalty 953.962335 = -31145.728567 nChanged 21 SP:Iteration 9Q (6.504213 sec): 3 clusters Score: Raw -32118.987964 + Penalty 956.446518 = -31162.541446 nChanged 24 SP:Iteration 10F (6.506374 sec): 3 clusters Score: Raw -32134.067884 + Penalty 958.533599 = -31175.534286 nChanged 16 SP:Iteration 11Q (6.508460 sec): 3 clusters Score: Raw -32142.246252 + Penalty 960.680951 = -31181.565300 nChanged 19 SP:Iteration 12Q (6.510489 sec): 3 clusters Score: Raw -32154.206849 + Penalty 963.407475 = -31190.799374 nChanged 17 SP:Iteration 13Q (6.512534 sec): 3 clusters Score: Raw -32165.636919 + Penalty 966.715089 = -31198.921831 nChanged 14 SP:Iteration 14Q (6.514548 sec): 3 clusters Score: Raw -32176.132028 + Penalty 970.760371 = -31205.371657 nChanged 15 SP:Iteration 15Q (6.516549 sec): 3 clusters Score: Raw -32188.585651 + Penalty 976.916161 = -31211.669490 nChanged 17 SP:Iteration 16Q (6.518549 sec): 3 clusters Score: Raw -32203.774849 + Penalty 982.472131 = -31221.302718 nChanged 17 SP:Iteration 17Q (6.520533 sec): 3 clusters Score: Raw -32213.207931 + Penalty 985.938919 = -31227.269011 nChanged 9 SP:Iteration 18Q (6.522595 sec): 3 clusters Score: Raw -32217.031934 + Penalty 989.560061 = -31227.471873 nChanged 10 SP:Iteration 19Q (6.524638 sec): 3 clusters Score: Raw -32222.829992 + Penalty 995.539126 = -31227.290866 nChanged 12 SP:Iteration 20F (6.526770 sec): 3 clusters Score: Raw -32228.790653 + Penalty 999.388946 = -31229.401706 nChanged 10 SP:Iteration 21Q (6.528740 sec): 3 clusters Score: Raw -32234.324159 + Penalty 1005.444312 = -31228.879847 nChanged 9 SP:Iteration 22F (6.530896 sec): 3 clusters Score: Raw -32238.299617 + Penalty 1008.241484 = -31230.058132 nChanged 6 SP:Iteration 23Q (6.532855 sec): 3 clusters Score: Raw -32239.835256 + Penalty 1011.725537 = -31228.109719 nChanged 6 SP:Iteration 24F (6.534947 sec): 3 clusters Score: Raw -32242.631227 + Penalty 1016.307112 = -31226.324114 nChanged 6 SP:Iteration 25F (6.537039 sec): 3 clusters Score: Raw -32244.864540 + Penalty 1018.295298 = -31226.569242 nChanged 2 SP:Iteration 26Q (6.538989 sec): 3 clusters Score: Raw -32245.790074 + Penalty 1020.204766 = -31225.585309 nChanged 2 SP:Iteration 27F (6.541135 sec): 3 clusters Score: Raw -32245.988985 + Penalty 1020.100681 = -31225.888304 nChanged 1 SP:Iteration 28Q (6.543119 sec): 3 clusters Score: Raw -32246.312568 + Penalty 1020.133826 = -31226.178743 nChanged 1 SP:Iteration 29Q (6.545085 sec): 3 clusters Score: Raw -32246.813087 + Penalty 1020.468390 = -31226.344697 nChanged 1 SP:Iteration 30F (6.547186 sec): 3 clusters Score: Raw -32247.122108 + Penalty 1019.792992 = -31227.329116 nChanged 1 SP:Iteration 31Q (6.549132 sec): 3 clusters Score: Raw -32248.108698 + Penalty 1019.792992 = -31228.315706 nChanged 0 SP:Iteration 32F (6.551406 sec): 3 clusters Score: Raw -32248.108698 + Penalty 1019.792992 = -31228.315706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 14 (2646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.564678 sec): 2 clusters Score: Raw -73001.779881 + Penalty 142.297468 = -72859.482413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.569728 sec): 3 clusters Score: Raw -71261.705095 + Penalty 283.248145 = -70978.456949 nChanged 1173 SP:Iteration 1F (6.574575 sec): 3 clusters Score: Raw -71824.434247 + Penalty 281.803571 = -71542.630676 nChanged 461 SP:Iteration 2F (6.579455 sec): 3 clusters Score: Raw -72193.834884 + Penalty 266.196316 = -71927.638568 nChanged 372 SP:Iteration 3F (6.584539 sec): 3 clusters Score: Raw -72564.099883 + Penalty 259.063629 = -72305.036253 nChanged 158 SP:Iteration 4F (6.589451 sec): 3 clusters Score: Raw -72743.000122 + Penalty 254.321983 = -72488.678138 nChanged 95 SP:Iteration 5Q (6.594104 sec): 3 clusters Score: Raw -72901.971050 + Penalty 256.212976 = -72645.758074 nChanged 27 SP:Iteration 6Q (6.598117 sec): 3 clusters Score: Raw -72922.478535 + Penalty 254.026958 = -72668.451577 nChanged 21 SP:Iteration 7Q (6.602099 sec): 3 clusters Score: Raw -72933.216973 + Penalty 251.896251 = -72681.320721 nChanged 13 SP:Iteration 8Q (6.606103 sec): 3 clusters Score: Raw -72940.080901 + Penalty 255.939380 = -72684.141521 nChanged 13 SP:Iteration 9Q (6.610218 sec): 3 clusters Score: Raw -72947.487231 + Penalty 256.797649 = -72690.689582 nChanged 15 SP:Iteration 10F (6.615102 sec): 3 clusters Score: Raw -72958.152238 + Penalty 256.572836 = -72701.579402 nChanged 13 SP:Iteration 11Q (6.619049 sec): 3 clusters Score: Raw -72968.028607 + Penalty 258.394845 = -72709.633762 nChanged 9 SP:Iteration 12Q (6.622973 sec): 3 clusters Score: Raw -72974.600479 + Penalty 259.126032 = -72715.474447 nChanged 6 SP:Iteration 13Q (6.626968 sec): 3 clusters Score: Raw -72977.884879 + Penalty 255.442161 = -72722.442718 nChanged 6 SP:Iteration 14Q (6.631023 sec): 3 clusters Score: Raw -72983.074886 + Penalty 255.110454 = -72727.964431 nChanged 6 SP:Iteration 15Q (6.635129 sec): 3 clusters Score: Raw -72986.325142 + Penalty 249.693193 = -72736.631948 nChanged 5 SP:Iteration 16Q (6.639140 sec): 3 clusters Score: Raw -72988.837171 + Penalty 251.204503 = -72737.632667 nChanged 3 SP:Iteration 17Q (6.643143 sec): 3 clusters Score: Raw -72989.825183 + Penalty 255.293773 = -72734.531410 nChanged 2 SP:Iteration 18F (6.648172 sec): 3 clusters Score: Raw -72989.840047 + Penalty 255.293773 = -72734.546274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.650252 sec): 2 clusters Score: Raw -953.498909 + Penalty 466.014004 = -487.484905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.650515 sec): 3 clusters Score: Raw -1081.751111 + Penalty 933.492348 = -148.258763 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 16 (3198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.665294 sec): 2 clusters Score: Raw -94474.389564 + Penalty 337.807483 = -94136.582081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.671267 sec): 3 clusters Score: Raw -92412.907673 + Penalty 684.843925 = -91728.063749 nChanged 1441 SP:Iteration 1F (6.677027 sec): 3 clusters Score: Raw -93245.039141 + Penalty 707.953950 = -92537.085191 nChanged 494 SP:Iteration 2F (6.682977 sec): 3 clusters Score: Raw -93633.244533 + Penalty 729.685088 = -92903.559445 nChanged 339 SP:Iteration 3F (6.689142 sec): 3 clusters Score: Raw -93933.936521 + Penalty 746.412857 = -93187.523664 nChanged 222 SP:Iteration 4F (6.694850 sec): 3 clusters Score: Raw -94130.559932 + Penalty 753.407951 = -93377.151982 nChanged 137 SP:Iteration 5Q (6.700264 sec): 3 clusters Score: Raw -94236.502859 + Penalty 764.355430 = -93472.147429 nChanged 106 SP:Iteration 6Q (6.705579 sec): 3 clusters Score: Raw -94314.027403 + Penalty 767.805568 = -93546.221835 nChanged 71 SP:Iteration 7Q (6.711097 sec): 3 clusters Score: Raw -94363.369468 + Penalty 773.673876 = -93589.695592 nChanged 57 SP:Iteration 8Q (6.716931 sec): 3 clusters Score: Raw -94399.707384 + Penalty 780.230733 = -93619.476650 nChanged 56 SP:Iteration 9Q (6.722697 sec): 3 clusters Score: Raw -94440.553673 + Penalty 779.952446 = -93660.601227 nChanged 51 SP:Iteration 10F (6.729428 sec): 3 clusters Score: Raw -94485.387463 + Penalty 779.658910 = -93705.728553 nChanged 40 SP:Iteration 11Q (6.735231 sec): 3 clusters Score: Raw -94516.365853 + Penalty 778.953489 = -93737.412363 nChanged 15 SP:Iteration 12Q (6.741280 sec): 3 clusters Score: Raw -94525.361193 + Penalty 782.219327 = -93743.141867 nChanged 12 SP:Iteration 13Q (6.746917 sec): 3 clusters Score: Raw -94534.538027 + Penalty 784.059077 = -93750.478950 nChanged 6 SP:Iteration 14Q (6.752483 sec): 3 clusters Score: Raw -94540.760273 + Penalty 767.718240 = -93773.042033 nChanged 7 SP:Iteration 15Q (6.758024 sec): 3 clusters Score: Raw -94544.761384 + Penalty 765.773115 = -93778.988270 nChanged 2 SP:Iteration 16Q (6.763690 sec): 3 clusters Score: Raw -94545.231673 + Penalty 765.773115 = -93779.458558 nChanged 0 SP:Iteration 17F (6.770264 sec): 3 clusters Score: Raw -94550.625577 + Penalty 748.725432 = -93801.900145 nChanged 3 SP:Iteration 18Q (6.775959 sec): 3 clusters Score: Raw -94569.084347 + Penalty 701.952731 = -93867.131616 nChanged 13 SP:Iteration 19Q (6.781741 sec): 3 clusters Score: Raw -94592.529166 + Penalty 675.202900 = -93917.326266 nChanged 11 SP:Iteration 20F (6.788443 sec): 3 clusters Score: Raw -94609.364136 + Penalty 649.710460 = -93959.653675 nChanged 10 SP:Iteration 21Q (6.794449 sec): 3 clusters Score: Raw -94628.168906 + Penalty 625.696039 = -94002.472867 nChanged 13 SP:Iteration 22Q (6.799996 sec): 3 clusters Score: Raw -94638.612238 + Penalty 605.158789 = -94033.453449 nChanged 10 SP:Iteration 23Q (6.805520 sec): 3 clusters Score: Raw -94644.532652 + Penalty 591.261650 = -94053.271001 nChanged 9 SP:Iteration 24Q (6.811248 sec): 3 clusters Score: Raw -94648.958850 + Penalty 586.260968 = -94062.697882 nChanged 5 SP:Iteration 25Q (6.816772 sec): 3 clusters Score: Raw -94651.809821 + Penalty 581.227904 = -94070.581917 nChanged 6 SP:Iteration 26Q (6.822367 sec): 3 clusters Score: Raw -94654.922079 + Penalty 565.016006 = -94089.906074 nChanged 6 SP:Iteration 27Q (6.828017 sec): 3 clusters Score: Raw -94661.188999 + Penalty 566.816124 = -94094.372875 nChanged 4 SP:Iteration 28Q (6.833524 sec): 3 clusters Score: Raw -94661.938053 + Penalty 566.114537 = -94095.823516 nChanged 5 SP:Iteration 29Q (6.839252 sec): 3 clusters Score: Raw -94663.534651 + Penalty 566.311938 = -94097.222713 nChanged 4 SP:Iteration 30F (6.845811 sec): 3 clusters Score: Raw -94665.186893 + Penalty 562.122788 = -94103.064105 nChanged 1 SP:Iteration 31Q (6.851479 sec): 3 clusters Score: Raw -94665.955014 + Penalty 563.057153 = -94102.897860 nChanged 1 SP:Iteration 32F (6.858120 sec): 3 clusters Score: Raw -94666.053365 + Penalty 563.057153 = -94102.996212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.860881 sec): 2 clusters Score: Raw -479.666592 + Penalty 189.170271 = -290.496321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.861128 sec): 3 clusters Score: Raw -506.250481 + Penalty 378.340542 = -127.909938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.861850 sec): 2 clusters Score: Raw -2813.732413 + Penalty 583.352620 = -2230.379793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.862240 sec): 3 clusters Score: Raw -2899.825838 + Penalty 1165.797415 = -1734.028423 nChanged 9 SP:Iteration 1F (6.862623 sec): 3 clusters Score: Raw -2929.729010 + Penalty 1165.797415 = -1763.931594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.863434 sec): 2 clusters Score: Raw -3750.202141 + Penalty 532.140621 = -3218.061520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.863885 sec): 3 clusters Score: Raw -3775.457366 + Penalty 1063.204505 = -2712.252861 nChanged 15 SP:Iteration 1F (6.864314 sec): 3 clusters Score: Raw -3809.119285 + Penalty 1060.976631 = -2748.142654 nChanged 3 SP:Iteration 2Q (6.864744 sec): 3 clusters Score: Raw -3816.035313 + Penalty 1059.369248 = -2756.666065 nChanged 2 SP:Iteration 3Q (6.865156 sec): 3 clusters Score: Raw -3820.732179 + Penalty 1059.910913 = -2760.821266 nChanged 1 SP:Iteration 4Q (6.865580 sec): 3 clusters Score: Raw -3822.311322 + Penalty 1059.907493 = -2762.403829 nChanged 1 SP:Iteration 5Q (6.865990 sec): 3 clusters Score: Raw -3826.348405 + Penalty 1059.907493 = -2766.440911 nChanged 0 SP:Iteration 6F (6.866430 sec): 3 clusters Score: Raw -3826.348405 + Penalty 1059.907493 = -2766.440911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.866895 sec): 2 clusters Score: Raw -226.519989 + Penalty 98.988865 = -127.531124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.867115 sec): 3 clusters Score: Raw -237.769590 + Penalty 178.426412 = -59.343178 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 (6.867580 sec): 2 clusters Score: Raw -328.617341 + Penalty 270.438261 = -58.179080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.867801 sec): 3 clusters Score: Raw -335.125663 + Penalty 540.876521 = 205.750858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.868254 sec): 2 clusters Score: Raw -77.035427 + Penalty 78.981672 = 1.946245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.868476 sec): 2 clusters Score: Raw -77.035427 + Penalty 78.981672 = 1.946245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.868942 sec): 2 clusters Score: Raw -331.148666 + Penalty 221.130823 = -110.017842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.869165 sec): 3 clusters Score: Raw -342.860477 + Penalty 441.212018 = 98.351541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.870547 sec): 2 clusters Score: Raw -6075.415383 + Penalty 89.980273 = -5985.435110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.871164 sec): 3 clusters Score: Raw -5972.291047 + Penalty 199.275222 = -5773.015825 nChanged 83 SP:Iteration 1F (6.871744 sec): 3 clusters Score: Raw -6049.696288 + Penalty 207.718534 = -5841.977754 nChanged 12 SP:Iteration 2F (6.872331 sec): 3 clusters Score: Raw -6058.022622 + Penalty 207.300821 = -5850.721801 nChanged 3 SP:Iteration 3Q (6.872892 sec): 3 clusters Score: Raw -6059.583137 + Penalty 205.977377 = -5853.605760 nChanged 3 SP:Iteration 4Q (6.873454 sec): 3 clusters Score: Raw -6062.206504 + Penalty 203.249272 = -5858.957232 nChanged 5 SP:Iteration 5Q (6.874014 sec): 3 clusters Score: Raw -6068.628283 + Penalty 204.413056 = -5864.215227 nChanged 2 SP:Iteration 6Q (6.874568 sec): 3 clusters Score: Raw -6070.131473 + Penalty 205.723282 = -5864.408191 nChanged 1 SP:Iteration 7Q (6.875117 sec): 3 clusters Score: Raw -6070.431149 + Penalty 205.723282 = -5864.707867 nChanged 0 SP:Iteration 8F (6.875678 sec): 3 clusters Score: Raw -6070.431149 + Penalty 205.723282 = -5864.707867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.876175 sec): 2 clusters Score: Raw -32.978915 + Penalty 0.000000 = -32.978915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.876374 sec): 2 clusters Score: Raw -32.978915 + Penalty 0.000000 = -32.978915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.876854 sec): 2 clusters Score: Raw -387.002119 + Penalty 178.267989 = -208.734130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.877084 sec): 3 clusters Score: Raw -393.478266 + Penalty 339.014706 = -54.463561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.877556 sec): 2 clusters Score: Raw -369.218213 + Penalty 178.345063 = -190.873151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.877784 sec): 3 clusters Score: Raw -377.744304 + Penalty 339.019884 = -38.724420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.878262 sec): 2 clusters Score: Raw -340.145408 + Penalty 162.499605 = -177.645803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.878494 sec): 3 clusters Score: Raw -364.372621 + Penalty 329.084235 = -35.288386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.878979 sec): 2 clusters Score: Raw -647.303790 + Penalty 376.655929 = -270.647862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.879218 sec): 3 clusters Score: Raw -707.252580 + Penalty 755.457490 = 48.204909 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 30 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.882602 sec): 2 clusters Score: Raw -18240.005224 + Penalty 506.377039 = -17733.628185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.884020 sec): 3 clusters Score: Raw -18016.823187 + Penalty 1012.966643 = -17003.856544 nChanged 159 SP:Iteration 1F (6.885342 sec): 3 clusters Score: Raw -18100.889794 + Penalty 1012.633753 = -17088.256040 nChanged 39 SP:Iteration 2F (6.886644 sec): 3 clusters Score: Raw -18130.706492 + Penalty 1013.149068 = -17117.557424 nChanged 20 SP:Iteration 3Q (6.887931 sec): 3 clusters Score: Raw -18148.323185 + Penalty 1014.044807 = -17134.278378 nChanged 18 SP:Iteration 4Q (6.889194 sec): 3 clusters Score: Raw -18165.693592 + Penalty 1014.155743 = -17151.537849 nChanged 18 SP:Iteration 5Q (6.890463 sec): 3 clusters Score: Raw -18179.559990 + Penalty 1014.792238 = -17164.767752 nChanged 18 SP:Iteration 6Q (6.891749 sec): 3 clusters Score: Raw -18193.408490 + Penalty 1018.139804 = -17175.268686 nChanged 15 SP:Iteration 7Q (6.893017 sec): 3 clusters Score: Raw -18203.371245 + Penalty 1022.768275 = -17180.602970 nChanged 16 SP:Iteration 8Q (6.894288 sec): 3 clusters Score: Raw -18216.038342 + Penalty 1027.675007 = -17188.363335 nChanged 13 SP:Iteration 9Q (6.895566 sec): 3 clusters Score: Raw -18225.024579 + Penalty 1031.221397 = -17193.803182 nChanged 8 SP:Iteration 10F (6.896851 sec): 3 clusters Score: Raw -18229.627857 + Penalty 1034.524021 = -17195.103835 nChanged 8 SP:Iteration 11Q (6.898130 sec): 3 clusters Score: Raw -18234.304543 + Penalty 1040.422377 = -17193.882165 nChanged 11 SP:Iteration 12F (6.899394 sec): 3 clusters Score: Raw -18244.557943 + Penalty 1043.389991 = -17201.167951 nChanged 10 SP:Iteration 13Q (6.900653 sec): 3 clusters Score: Raw -18254.095494 + Penalty 1045.858681 = -17208.236813 nChanged 11 SP:Iteration 14Q (6.901953 sec): 3 clusters Score: Raw -18262.777629 + Penalty 1051.862783 = -17210.914846 nChanged 14 SP:Iteration 15Q (6.903232 sec): 3 clusters Score: Raw -18272.615796 + Penalty 1052.017117 = -17220.598678 nChanged 7 SP:Iteration 16Q (6.904512 sec): 3 clusters Score: Raw -18277.883002 + Penalty 1050.779945 = -17227.103057 nChanged 7 SP:Iteration 17Q (6.905808 sec): 3 clusters Score: Raw -18282.589819 + Penalty 1048.194352 = -17234.395467 nChanged 5 SP:Iteration 18Q (6.907107 sec): 3 clusters Score: Raw -18288.834563 + Penalty 1052.717594 = -17236.116969 nChanged 6 SP:Iteration 19Q (6.908393 sec): 3 clusters Score: Raw -18297.289897 + Penalty 1056.613319 = -17240.676578 nChanged 9 SP:Iteration 20F (6.909715 sec): 3 clusters Score: Raw -18306.032483 + Penalty 1060.087130 = -17245.945353 nChanged 8 SP:Iteration 21Q (6.910987 sec): 3 clusters Score: Raw -18317.851065 + Penalty 1064.135432 = -17253.715633 nChanged 4 SP:Iteration 22Q (6.912247 sec): 3 clusters Score: Raw -18322.874126 + Penalty 1065.934351 = -17256.939776 nChanged 6 SP:Iteration 23Q (6.913508 sec): 3 clusters Score: Raw -18332.087112 + Penalty 1070.618701 = -17261.468411 nChanged 5 SP:Iteration 24Q (6.914755 sec): 3 clusters Score: Raw -18340.337846 + Penalty 1076.680113 = -17263.657733 nChanged 4 SP:Iteration 25Q (6.915889 sec): 3 clusters Score: Raw -18350.251959 + Penalty 1076.680113 = -17273.571846 nChanged 0 SP:Iteration 26F (6.917208 sec): 3 clusters Score: Raw -18350.251959 + Penalty 1076.680113 = -17273.571846 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 (6.917758 sec): 2 clusters Score: Raw -362.479141 + Penalty 148.731510 = -213.747630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.917999 sec): 3 clusters Score: Raw -375.948536 + Penalty 298.559860 = -77.388676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.918467 sec): 2 clusters Score: Raw -303.369193 + Penalty 177.058267 = -126.310925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.918690 sec): 3 clusters Score: Raw -310.466794 + Penalty 320.881962 = 10.415168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.919168 sec): 2 clusters Score: Raw -197.044371 + Penalty 151.985156 = -45.059215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.919387 sec): 3 clusters Score: Raw -202.268131 + Penalty 337.442526 = 135.174395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.919866 sec): 2 clusters Score: Raw -398.480829 + Penalty 176.913680 = -221.567149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.920098 sec): 3 clusters Score: Raw -413.331836 + Penalty 351.853772 = -61.478065 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 (6.920544 sec): 2 clusters Score: Raw -72.330244 + Penalty 64.342054 = -7.988190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.920736 sec): 2 clusters Score: Raw -72.330244 + Penalty 64.342054 = -7.988190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.921239 sec): 2 clusters Score: Raw -779.737820 + Penalty 344.706875 = -435.030945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.921492 sec): 3 clusters Score: Raw -845.992319 + Penalty 693.111207 = -152.881113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.921976 sec): 2 clusters Score: Raw -436.537746 + Penalty 225.079078 = -211.458668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.922212 sec): 3 clusters Score: Raw -461.980183 + Penalty 451.723630 = -10.256553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.922664 sec): 2 clusters Score: Raw -102.037798 + Penalty 59.130626 = -42.907172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.922871 sec): 3 clusters Score: Raw -96.638187 + Penalty 107.758953 = 11.120766 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 (6.923354 sec): 2 clusters Score: Raw -437.872124 + Penalty 281.496975 = -156.375149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.923587 sec): 3 clusters Score: Raw -471.234935 + Penalty 570.350314 = 99.115378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.924208 sec): 2 clusters Score: Raw -2059.641265 + Penalty 473.132339 = -1586.508926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.924546 sec): 3 clusters Score: Raw -2128.496648 + Penalty 947.227720 = -1181.268928 nChanged 4 SP:Iteration 1F (6.924875 sec): 3 clusters Score: Raw -2139.040181 + Penalty 947.142071 = -1191.898110 nChanged 1 SP:Iteration 2Q (6.925191 sec): 3 clusters Score: Raw -2144.987925 + Penalty 947.142071 = -1197.845854 nChanged 0 SP:Iteration 3F (6.925520 sec): 3 clusters Score: Raw -2144.987925 + Penalty 947.142071 = -1197.845854 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 (6.926004 sec): 2 clusters Score: Raw -524.782192 + Penalty 249.364808 = -275.417384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.926241 sec): 3 clusters Score: Raw -560.088234 + Penalty 498.729616 = -61.358617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.926705 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.926899 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.927368 sec): 2 clusters Score: Raw -320.660124 + Penalty 128.025337 = -192.634787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.927594 sec): 3 clusters Score: Raw -324.270785 + Penalty 256.050674 = -68.220112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.928104 sec): 2 clusters Score: Raw -800.187789 + Penalty 319.013317 = -481.174473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.928358 sec): 3 clusters Score: Raw -855.191905 + Penalty 648.174977 = -207.016929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.928821 sec): 2 clusters Score: Raw -274.293588 + Penalty 143.915334 = -130.378254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.929044 sec): 3 clusters Score: Raw -280.382422 + Penalty 287.830667 = 7.448246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.929495 sec): 2 clusters Score: Raw -155.325098 + Penalty 154.175630 = -1.149468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.929709 sec): 3 clusters Score: Raw -150.504262 + Penalty 308.351260 = 157.846998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.930179 sec): 2 clusters Score: Raw -381.146614 + Penalty 240.759492 = -140.387122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.930406 sec): 3 clusters Score: Raw -400.821861 + Penalty 494.640274 = 93.818413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.930903 sec): 2 clusters Score: Raw -705.856310 + Penalty 301.768225 = -404.088085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.931152 sec): 3 clusters Score: Raw -745.709696 + Penalty 607.535246 = -138.174451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.931605 sec): 2 clusters Score: Raw -152.031259 + Penalty 137.589703 = -14.441556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.931800 sec): 2 clusters Score: Raw -152.031259 + Penalty 137.589703 = -14.441556 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 (6.932257 sec): 2 clusters Score: Raw -179.523321 + Penalty 138.187866 = -41.335455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.932472 sec): 3 clusters Score: Raw -179.100393 + Penalty 268.464669 = 89.364276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932918 sec): 2 clusters Score: Raw -72.963401 + Penalty 52.281413 = -20.681987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.933122 sec): 3 clusters Score: Raw -64.732585 + Penalty 104.562827 = 39.830242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.933594 sec): 2 clusters Score: Raw -163.584587 + Penalty 85.771785 = -77.812802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.933810 sec): 3 clusters Score: Raw -162.064982 + Penalty 185.325492 = 23.260510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.934281 sec): 2 clusters Score: Raw -308.446449 + Penalty 98.387247 = -210.059202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.934510 sec): 3 clusters Score: Raw -319.484764 + Penalty 193.576464 = -125.908301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.935127 sec): 2 clusters Score: Raw -1128.261362 + Penalty 231.183509 = -897.077853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.935405 sec): 3 clusters Score: Raw -1146.879062 + Penalty 474.383879 = -672.495182 nChanged 1 SP:Iteration 1Q (6.935673 sec): 3 clusters Score: Raw -1148.317821 + Penalty 480.955854 = -667.361967 nChanged 1 SP:Iteration 2F (6.935946 sec): 3 clusters Score: Raw -1151.105864 + Penalty 489.683953 = -661.421911 nChanged 1 SP:Iteration 3F (6.936220 sec): 3 clusters Score: Raw -1152.629157 + Penalty 489.683953 = -662.945204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.936786 sec): 2 clusters Score: Raw -770.250888 + Penalty 315.044926 = -455.205962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.937035 sec): 3 clusters Score: Raw -808.682366 + Penalty 636.222507 = -172.459859 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 (6.937485 sec): 2 clusters Score: Raw -112.239795 + Penalty 101.577812 = -10.661983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.937696 sec): 3 clusters Score: Raw -105.383507 + Penalty 201.776062 = 96.392555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.938160 sec): 2 clusters Score: Raw -234.974177 + Penalty 201.150983 = -33.823194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.938377 sec): 3 clusters Score: Raw -233.153321 + Penalty 398.600247 = 165.446926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.938857 sec): 2 clusters Score: Raw -498.307223 + Penalty 302.076408 = -196.230815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.939089 sec): 3 clusters Score: Raw -542.894600 + Penalty 602.080592 = 59.185992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.939551 sec): 2 clusters Score: Raw -300.125655 + Penalty 255.880948 = -44.244707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.939771 sec): 3 clusters Score: Raw -298.858001 + Penalty 510.570983 = 211.712981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.940251 sec): 2 clusters Score: Raw -510.119499 + Penalty 304.839801 = -205.279699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.940483 sec): 3 clusters Score: Raw -555.941423 + Penalty 602.936321 = 46.994898 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 (6.940965 sec): 2 clusters Score: Raw -280.305599 + Penalty 166.072776 = -114.232824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941187 sec): 3 clusters Score: Raw -285.013592 + Penalty 311.782994 = 26.769402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.941629 sec): 2 clusters Score: Raw -35.323047 + Penalty 0.000000 = -35.323047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941820 sec): 2 clusters Score: Raw -35.323047 + Penalty 0.000000 = -35.323047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.942282 sec): 2 clusters Score: Raw -292.873880 + Penalty 181.731606 = -111.142275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.942505 sec): 3 clusters Score: Raw -299.112458 + Penalty 362.477219 = 63.364761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.942974 sec): 2 clusters Score: Raw -432.478841 + Penalty 259.603668 = -172.875173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.943201 sec): 3 clusters Score: Raw -447.727782 + Penalty 514.550065 = 66.822283 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 (6.943687 sec): 2 clusters Score: Raw -513.030705 + Penalty 157.270380 = -355.760325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.943929 sec): 3 clusters Score: Raw -535.048461 + Penalty 311.246834 = -223.801627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.944398 sec): 2 clusters Score: Raw -348.551164 + Penalty 146.511382 = -202.039782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.944625 sec): 3 clusters Score: Raw -357.273250 + Penalty 288.965968 = -68.307282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.945082 sec): 2 clusters Score: Raw -198.558449 + Penalty 155.552113 = -43.006335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.945298 sec): 3 clusters Score: Raw -191.340514 + Penalty 315.592161 = 124.251647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.945755 sec): 2 clusters Score: Raw -186.164719 + Penalty 70.993759 = -115.170960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.945967 sec): 3 clusters Score: Raw -188.040523 + Penalty 141.987518 = -46.053005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.946421 sec): 2 clusters Score: Raw -182.640780 + Penalty 143.104042 = -39.536737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.946636 sec): 3 clusters Score: Raw -179.552694 + Penalty 290.861663 = 111.308970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.947086 sec): 2 clusters Score: Raw -115.640247 + Penalty 119.023603 = 3.383356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.947295 sec): 3 clusters Score: Raw -108.179113 + Penalty 251.543226 = 143.364112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.947767 sec): 2 clusters Score: Raw -231.338747 + Penalty 161.521863 = -69.816884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.947987 sec): 3 clusters Score: Raw -226.130040 + Penalty 335.202777 = 109.072737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.948437 sec): 2 clusters Score: Raw -86.605895 + Penalty 51.741039 = -34.864856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.948638 sec): 3 clusters Score: Raw -84.649089 + Penalty 82.453009 = -2.196080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.949392 sec): 2 clusters Score: Raw -2231.862553 + Penalty 234.751382 = -1997.111171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.949720 sec): 3 clusters Score: Raw -2225.276018 + Penalty 470.231623 = -1755.044395 nChanged 13 SP:Iteration 1F (6.950045 sec): 3 clusters Score: Raw -2241.573229 + Penalty 470.444375 = -1771.128854 nChanged 2 SP:Iteration 2Q (6.950365 sec): 3 clusters Score: Raw -2243.829132 + Penalty 470.444375 = -1773.384757 nChanged 0 SP:Iteration 3F (6.950687 sec): 3 clusters Score: Raw -2243.829132 + Penalty 470.444375 = -1773.384757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.951223 sec): 2 clusters Score: Raw -353.083600 + Penalty 169.949172 = -183.134428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.951428 sec): 2 clusters Score: Raw -353.083600 + Penalty 169.949172 = -183.134428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.951912 sec): 2 clusters Score: Raw -608.511933 + Penalty 364.826616 = -243.685317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.952152 sec): 3 clusters Score: Raw -696.616539 + Penalty 730.088415 = 33.471875 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 (6.952593 sec): 2 clusters Score: Raw -33.962231 + Penalty 0.000000 = -33.962231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.952784 sec): 2 clusters Score: Raw -33.962231 + Penalty 0.000000 = -33.962231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.953253 sec): 2 clusters Score: Raw -428.285234 + Penalty 257.284209 = -171.001026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.953479 sec): 3 clusters Score: Raw -431.988723 + Penalty 515.878758 = 83.890034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.953931 sec): 2 clusters Score: Raw -110.074281 + Penalty 83.856205 = -26.218076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.954141 sec): 3 clusters Score: Raw -102.844515 + Penalty 177.622910 = 74.778395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.954602 sec): 2 clusters Score: Raw -306.959268 + Penalty 248.598929 = -58.360339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.954822 sec): 3 clusters Score: Raw -302.591402 + Penalty 501.006118 = 198.414716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.955293 sec): 2 clusters Score: Raw -178.258349 + Penalty 126.655124 = -51.603225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.955505 sec): 3 clusters Score: Raw -172.052027 + Penalty 239.135478 = 67.083451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.955947 sec): 2 clusters Score: Raw -34.757491 + Penalty 0.000000 = -34.757491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.956136 sec): 2 clusters Score: Raw -34.757491 + Penalty 0.000000 = -34.757491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.956600 sec): 2 clusters Score: Raw -317.103480 + Penalty 203.591831 = -113.511649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.956822 sec): 3 clusters Score: Raw -310.515624 + Penalty 422.312304 = 111.796681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.957284 sec): 2 clusters Score: Raw -259.451792 + Penalty 192.911234 = -66.540557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.957504 sec): 3 clusters Score: Raw -256.314286 + Penalty 384.268112 = 127.953826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.957971 sec): 2 clusters Score: Raw -379.076367 + Penalty 297.579624 = -81.496743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.958195 sec): 3 clusters Score: Raw -390.136826 + Penalty 587.343408 = 197.206582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.958647 sec): 2 clusters Score: Raw -160.772881 + Penalty 126.148716 = -34.624165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.958858 sec): 3 clusters Score: Raw -151.192162 + Penalty 252.297432 = 101.105270 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 (6.959307 sec): 2 clusters Score: Raw -113.835575 + Penalty 93.266703 = -20.568872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.959516 sec): 3 clusters Score: Raw -106.948418 + Penalty 183.175237 = 76.226819 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 (6.959963 sec): 2 clusters Score: Raw -70.001865 + Penalty 45.216203 = -24.785662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.960169 sec): 3 clusters Score: Raw -63.874189 + Penalty 90.432406 = 26.558218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.960626 sec): 2 clusters Score: Raw -227.705026 + Penalty 161.813215 = -65.891812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.960843 sec): 3 clusters Score: Raw -226.334141 + Penalty 303.208883 = 76.874742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.961306 sec): 2 clusters Score: Raw -281.490633 + Penalty 190.415580 = -91.075053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.961528 sec): 3 clusters Score: Raw -297.761343 + Penalty 384.978027 = 87.216684 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 (6.961984 sec): 2 clusters Score: Raw -33.828718 + Penalty 0.000000 = -33.828718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.962174 sec): 2 clusters Score: Raw -33.828718 + Penalty 0.000000 = -33.828718 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 (6.962619 sec): 2 clusters Score: Raw -75.100120 + Penalty 66.032959 = -9.067161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.962812 sec): 2 clusters Score: Raw -75.100120 + Penalty 66.032959 = -9.067161 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 (6.963263 sec): 2 clusters Score: Raw -146.381576 + Penalty 101.153596 = -45.227980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.963476 sec): 3 clusters Score: Raw -138.976209 + Penalty 202.307191 = 63.330982 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 (6.963931 sec): 2 clusters Score: Raw -192.306748 + Penalty 155.089154 = -37.217595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.964148 sec): 3 clusters Score: Raw -186.160346 + Penalty 310.901138 = 124.740792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.964592 sec): 2 clusters Score: Raw -73.808670 + Penalty 53.031140 = -20.777530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.964796 sec): 3 clusters Score: Raw -65.354008 + Penalty 106.062280 = 40.708272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965251 sec): 2 clusters Score: Raw -139.652793 + Penalty 126.912479 = -12.740314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.965464 sec): 3 clusters Score: Raw -136.285125 + Penalty 284.025227 = 147.740102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965920 sec): 2 clusters Score: Raw -213.483574 + Penalty 196.777492 = -16.706081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.966134 sec): 3 clusters Score: Raw -203.702997 + Penalty 396.727794 = 193.024797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.966593 sec): 2 clusters Score: Raw -254.304383 + Penalty 175.422954 = -78.881428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.966814 sec): 3 clusters Score: Raw -255.197500 + Penalty 352.146131 = 96.948632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.967253 sec): 2 clusters Score: Raw -33.930442 + Penalty 0.000000 = -33.930442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967440 sec): 2 clusters Score: Raw -33.930442 + Penalty 0.000000 = -33.930442 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 (6.967893 sec): 2 clusters Score: Raw -116.530548 + Penalty 115.214033 = -1.316514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.968104 sec): 3 clusters Score: Raw -109.788917 + Penalty 229.481484 = 119.692567 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 (6.968576 sec): 2 clusters Score: Raw -235.450109 + Penalty 156.427605 = -79.022503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.968795 sec): 3 clusters Score: Raw -233.529202 + Penalty 310.792280 = 77.263078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.969235 sec): 2 clusters Score: Raw -36.020974 + Penalty 0.000000 = -36.020974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.969422 sec): 2 clusters Score: Raw -36.020974 + Penalty 0.000000 = -36.020974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.969872 sec): 2 clusters Score: Raw -159.080205 + Penalty 151.424468 = -7.655737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.970086 sec): 3 clusters Score: Raw -154.063010 + Penalty 302.848935 = 148.785925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.970530 sec): 2 clusters Score: Raw -75.077355 + Penalty 70.738721 = -4.338634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.970722 sec): 2 clusters Score: Raw -75.077355 + Penalty 70.738721 = -4.338634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.971178 sec): 2 clusters Score: Raw -212.620569 + Penalty 192.382370 = -20.238200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.971393 sec): 3 clusters Score: Raw -198.496645 + Penalty 385.091143 = 186.594498 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 (6.971845 sec): 2 clusters Score: Raw -132.618995 + Penalty 73.170566 = -59.448429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.972057 sec): 3 clusters Score: Raw -129.224413 + Penalty 161.967038 = 32.742625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.972502 sec): 2 clusters Score: Raw -75.802350 + Penalty 79.564396 = 3.762046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.972708 sec): 3 clusters Score: Raw -67.659396 + Penalty 159.128792 = 91.469396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.973148 sec): 2 clusters Score: Raw -34.218122 + Penalty 0.000000 = -34.218122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.973337 sec): 2 clusters Score: Raw -34.218122 + Penalty 0.000000 = -34.218122 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 (6.973793 sec): 2 clusters Score: Raw -170.668958 + Penalty 104.055858 = -66.613100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974008 sec): 3 clusters Score: Raw -168.178936 + Penalty 207.817184 = 39.638248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.974448 sec): 2 clusters Score: Raw -33.693840 + Penalty 0.000000 = -33.693840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974637 sec): 2 clusters Score: Raw -33.693840 + Penalty 0.000000 = -33.693840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.975097 sec): 2 clusters Score: Raw -116.765243 + Penalty 115.007401 = -1.757843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.975309 sec): 3 clusters Score: Raw -110.479134 + Penalty 212.227692 = 101.748558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.975760 sec): 2 clusters Score: Raw -158.298977 + Penalty 153.389263 = -4.909714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.975972 sec): 3 clusters Score: Raw -150.619510 + Penalty 306.778526 = 156.159016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.976435 sec): 2 clusters Score: Raw -253.240850 + Penalty 173.383595 = -79.857256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.976655 sec): 3 clusters Score: Raw -253.697280 + Penalty 336.302671 = 82.605391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.977110 sec): 2 clusters Score: Raw -196.851134 + Penalty 189.448090 = -7.403045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.977327 sec): 3 clusters Score: Raw -191.177837 + Penalty 379.757128 = 188.579291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.977767 sec): 2 clusters Score: Raw -35.971082 + Penalty 0.000000 = -35.971082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.977960 sec): 2 clusters Score: Raw -35.971082 + Penalty 0.000000 = -35.971082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.978402 sec): 2 clusters Score: Raw -34.928158 + Penalty 0.000000 = -34.928158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.978591 sec): 2 clusters Score: Raw -34.928158 + Penalty 0.000000 = -34.928158 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 (6.979040 sec): 2 clusters Score: Raw -126.977836 + Penalty 133.547839 = 6.570004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.979250 sec): 3 clusters Score: Raw -115.935168 + Penalty 262.664292 = 146.729124 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 (6.979691 sec): 2 clusters Score: Raw -34.198793 + Penalty 0.000000 = -34.198793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.979882 sec): 2 clusters Score: Raw -34.198793 + Penalty 0.000000 = -34.198793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.980338 sec): 2 clusters Score: Raw -209.283663 + Penalty 181.442012 = -27.841651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.980553 sec): 3 clusters Score: Raw -197.433785 + Penalty 364.171821 = 166.738036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.980993 sec): 2 clusters Score: Raw -34.876377 + Penalty 0.000000 = -34.876377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.981182 sec): 2 clusters Score: Raw -34.876377 + Penalty 0.000000 = -34.876377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.981634 sec): 2 clusters Score: Raw -34.383729 + Penalty 0.000000 = -34.383729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.981824 sec): 2 clusters Score: Raw -34.383729 + Penalty 0.000000 = -34.383729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982289 sec): 2 clusters Score: Raw -319.252231 + Penalty 224.861508 = -94.390724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.982511 sec): 3 clusters Score: Raw -324.442028 + Penalty 449.627169 = 125.185141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982949 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983134 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 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 (6.983573 sec): 2 clusters Score: Raw -35.490432 + Penalty 0.000000 = -35.490432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983763 sec): 2 clusters Score: Raw -35.490432 + Penalty 0.000000 = -35.490432 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 (6.984202 sec): 2 clusters Score: Raw -33.738420 + Penalty 0.000000 = -33.738420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.984391 sec): 2 clusters Score: Raw -33.738420 + Penalty 0.000000 = -33.738420 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 (6.984833 sec): 2 clusters Score: Raw -81.872276 + Penalty 90.737484 = 8.865207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.985025 sec): 2 clusters Score: Raw -81.872276 + Penalty 90.737484 = 8.865207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.985463 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.985650 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986094 sec): 2 clusters Score: Raw -82.452396 + Penalty 87.536253 = 5.083857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986298 sec): 3 clusters Score: Raw -71.708860 + Penalty 175.072505 = 103.363645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986738 sec): 2 clusters Score: Raw -35.225219 + Penalty 0.000000 = -35.225219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986928 sec): 2 clusters Score: Raw -35.225219 + Penalty 0.000000 = -35.225219 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 (6.987371 sec): 2 clusters Score: Raw -78.514570 + Penalty 70.627254 = -7.887316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.987564 sec): 2 clusters Score: Raw -78.514570 + Penalty 70.627254 = -7.887316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988005 sec): 2 clusters Score: Raw -34.405513 + Penalty 0.000000 = -34.405513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.988206 sec): 2 clusters Score: Raw -34.405513 + Penalty 0.000000 = -34.405513 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 (6.988650 sec): 2 clusters Score: Raw -72.760282 + Penalty 63.215520 = -9.544762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.988842 sec): 2 clusters Score: Raw -72.760282 + Penalty 63.215520 = -9.544762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.989281 sec): 2 clusters Score: Raw -34.047871 + Penalty 0.000000 = -34.047871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.989470 sec): 2 clusters Score: Raw -34.047871 + Penalty 0.000000 = -34.047871 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 (6.989909 sec): 2 clusters Score: Raw -34.804839 + Penalty 0.000000 = -34.804839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.990098 sec): 2 clusters Score: Raw -34.804839 + Penalty 0.000000 = -34.804839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.990534 sec): 2 clusters Score: Raw -33.129208 + Penalty 0.000000 = -33.129208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.990721 sec): 2 clusters Score: Raw -33.129208 + Penalty 0.000000 = -33.129208 nChanged 0 Deleting Class 141 (2 points): Lose 31.516532 but Gain 1244.736588 Iteration 20F (7.830964 sec): 134 clusters Score: Raw -357331.818648 + Penalty 111569.702821 = -245762.115827 nChanged 99 Deleting Class 145 (2 points): Lose 16.093880 but Gain 1200.822109 Iteration 21Q (7.894918 sec): 133 clusters Score: Raw -357368.971229 + Penalty 110375.183830 = -246993.787399 nChanged 59 Deleting Class 138 (1 points): Lose 7.049517 but Gain 1184.066133 Iteration 22Q (7.956075 sec): 132 clusters Score: Raw -357381.165016 + Penalty 109153.491560 = -248227.673455 nChanged 46 Deleting Class 146 (1 points): Lose 9.698171 but Gain 1186.569776 Iteration 23Q (8.016748 sec): 131 clusters Score: Raw -357385.969869 + Penalty 108006.386188 = -249379.583680 nChanged 45 Deleting Class 88 (9 points): Lose 131.444486 but Gain 1287.789644 Iteration 24Q (8.077723 sec): 130 clusters Score: Raw -357272.459982 + Penalty 106838.748931 = -250433.711051 nChanged 44 Deleting Class 128 (1 points): Lose 11.310326 but Gain 1150.557757 Iteration 25Q (8.138077 sec): 129 clusters Score: Raw -357320.797984 + Penalty 105796.724403 = -251524.073580 nChanged 32 Deleting Class 21 (8 points): Lose 99.043731 but Gain 1236.623808 Iteration 26Q (8.197726 sec): 128 clusters Score: Raw -357247.380751 + Penalty 104608.141296 = -252639.239455 nChanged 34 Deleting Class 127 (1 points): Lose 4.213318 but Gain 1139.543949 Iteration 27Q (8.256278 sec): 127 clusters Score: Raw -357278.133479 + Penalty 103473.090763 = -253805.042716 nChanged 19 Deleting Class 129 (3 points): Lose 27.671707 but Gain 1155.868953 Iteration 28Q (8.315383 sec): 126 clusters Score: Raw -357254.811249 + Penalty 102236.140932 = -255018.670317 nChanged 19 Deleting Class 83 (7 points): Lose 89.752844 but Gain 1214.766075 Iteration 29Q (8.372928 sec): 125 clusters Score: Raw -357184.333673 + Penalty 100878.272609 = -256306.061063 nChanged 28 Deleting Class 100 (5 points): Lose 42.259942 but Gain 1162.565363 Iteration 30F (9.130295 sec): 124 clusters Score: Raw -357193.155603 + Penalty 99751.112206 = -257442.043397 nChanged 38 Deleting Class 64 (1 points): Lose 14.715046 but Gain 1134.514858 Iteration 31Q (9.188288 sec): 123 clusters Score: Raw -357253.600689 + Penalty 98703.017167 = -258550.583521 nChanged 32 Deleting Class 15 (26 points): Lose 240.867560 but Gain 1360.038506 Iteration 32Q (9.246156 sec): 122 clusters Score: Raw -357041.507093 + Penalty 97563.689579 = -259477.817514 nChanged 61 Deleting Class 61 (7 points): Lose 131.877123 but Gain 1250.349293 Iteration 33Q (9.305437 sec): 121 clusters Score: Raw -357060.458992 + Penalty 96424.606576 = -260635.852417 nChanged 38 Deleting Class 79 (18 points): Lose 122.412237 but Gain 1224.959197 Iteration 34Q (9.363862 sec): 120 clusters Score: Raw -356995.317915 + Penalty 95196.354594 = -261798.963321 nChanged 51 Deleting Class 29 (19 points): Lose 171.885167 but Gain 1264.001974 Iteration 35Q (9.423497 sec): 119 clusters Score: Raw -356907.726364 + Penalty 94008.903793 = -262898.822571 nChanged 59 Deleting Class 130 (2 points): Lose 35.798067 but Gain 1105.870358 Iteration 36Q (9.481751 sec): 118 clusters Score: Raw -356947.795550 + Penalty 92976.596127 = -263971.199423 nChanged 35 Deleting Class 22 (2 points): Lose 16.472192 but Gain 1083.470391 Iteration 37Q (9.540013 sec): 117 clusters Score: Raw -356963.519604 + Penalty 91932.157846 = -265031.361758 nChanged 23 Deleting Class 109 (6 points): Lose 58.956737 but Gain 1125.294402 Iteration 38Q (9.597338 sec): 116 clusters Score: Raw -356921.041765 + Penalty 90862.730194 = -266058.311571 nChanged 28 Deleting Class 112 (2 points): Lose 26.535066 but Gain 1091.464197 Iteration 39Q (9.653881 sec): 115 clusters Score: Raw -356916.718779 + Penalty 89793.218840 = -267123.499939 nChanged 18 Deleting Class 126 (5 points): Lose 63.708169 but Gain 1119.263104 Iteration 40F (10.354746 sec): 114 clusters Score: Raw -356882.381866 + Penalty 88762.942632 = -268119.439234 nChanged 28 Deleting Class 131 (6 points): Lose 75.392766 but Gain 1125.592809 Iteration 41Q (10.410656 sec): 113 clusters Score: Raw -356850.703807 + Penalty 87663.636612 = -269187.067195 nChanged 29 Deleting Class 106 (1 points): Lose 4.534110 but Gain 1044.142132 Iteration 42Q (10.467729 sec): 112 clusters Score: Raw -356874.442545 + Penalty 86661.215306 = -270213.227239 nChanged 14 Deleting Class 132 (1 points): Lose 6.881764 but Gain 1042.420254 Iteration 43Q (10.525113 sec): 111 clusters Score: Raw -356878.374034 + Penalty 85628.943691 = -271249.430343 nChanged 9 Deleting Class 85 (1 points): Lose 5.500168 but Gain 1035.836111 Iteration 44Q (10.579923 sec): 110 clusters Score: Raw -356876.901595 + Penalty 84606.112859 = -272270.788737 nChanged 8 Deleting Class 133 (1 points): Lose 7.610742 but Gain 1037.262855 Iteration 45Q (10.635532 sec): 109 clusters Score: Raw -356873.358588 + Penalty 83613.044355 = -273260.314233 nChanged 4 Deleting Class 60 (13 points): Lose 90.614104 but Gain 1119.835418 Iteration 46Q (10.690479 sec): 108 clusters Score: Raw -356794.503910 + Penalty 82606.599718 = -274187.904192 nChanged 16 Deleting Class 48 (5 points): Lose 57.615443 but Gain 1117.443869 Iteration 47Q (10.746206 sec): 107 clusters Score: Raw -356789.689129 + Penalty 81498.804726 = -275290.884403 nChanged 9 Deleting Class 62 (15 points): Lose 90.745283 but Gain 1111.254943 Iteration 48Q (10.800069 sec): 106 clusters Score: Raw -356712.925404 + Penalty 80409.966471 = -276302.958934 nChanged 24 Deleting Class 122 (4 points): Lose 38.530095 but Gain 1052.096775 Iteration 49Q (10.855277 sec): 105 clusters Score: Raw -356706.370426 + Penalty 79376.468490 = -277329.901936 nChanged 14 Deleting Class 72 (3 points): Lose 18.890438 but Gain 1030.160343 Iteration 50F (11.491717 sec): 104 clusters Score: Raw -356703.519998 + Penalty 78366.414280 = -278337.105718 nChanged 14 Deleting Class 59 (6 points): Lose 63.667215 but Gain 1067.477269 Iteration 51Q (11.547664 sec): 103 clusters Score: Raw -356663.674847 + Penalty 77311.951573 = -279351.723274 nChanged 18 Deleting Class 136 (10 points): Lose 73.033709 but Gain 1067.100494 Iteration 52Q (11.602561 sec): 102 clusters Score: Raw -356605.991220 + Penalty 76273.330324 = -280332.660896 nChanged 23 Deleting Class 121 (3 points): Lose 25.383935 but Gain 995.399734 Iteration 53Q (11.656496 sec): 101 clusters Score: Raw -356610.743373 + Penalty 75289.655990 = -281321.087383 nChanged 11 Deleting Class 66 (11 points): Lose 59.656507 but Gain 1029.429949 Iteration 54Q (11.710095 sec): 100 clusters Score: Raw -356563.900324 + Penalty 74304.167870 = -282259.732454 nChanged 16 Deleting Class 113 (1 points): Lose 3.575779 but Gain 972.419843 Iteration 55Q (11.764290 sec): 99 clusters Score: Raw -356597.682386 + Penalty 73337.731125 = -283259.951261 nChanged 5 Deleting Class 103 (3 points): Lose 34.967442 but Gain 997.188158 Iteration 56Q (11.816794 sec): 98 clusters Score: Raw -356565.362995 + Penalty 72347.843462 = -284217.519532 nChanged 5 Deleting Class 107 (4 points): Lose 83.285307 but Gain 1038.620245 Iteration 57Q (11.869320 sec): 97 clusters Score: Raw -356488.950765 + Penalty 71370.221327 = -285118.729439 nChanged 9 Deleting Class 149 (2 points): Lose 14.963658 but Gain 968.864509 Iteration 58Q (11.921653 sec): 96 clusters Score: Raw -356518.704843 + Penalty 70419.463456 = -286099.241387 nChanged 5 Deleting Class 139 (1 points): Lose 0.801451 but Gain 953.735973 Iteration 59Q (11.973901 sec): 95 clusters Score: Raw -356527.094644 + Penalty 69472.480501 = -287054.614143 nChanged 3 Deleting Class 41 (16 points): Lose 102.101766 but Gain 1053.511319 Iteration 60F (12.551107 sec): 94 clusters Score: Raw -356431.668030 + Penalty 68475.099699 = -287956.568332 nChanged 19 Deleting Class 108 (2 points): Lose 19.156456 but Gain 970.393606 Iteration 61Q (12.605347 sec): 93 clusters Score: Raw -356464.375500 + Penalty 67512.822015 = -288951.553486 nChanged 8 Deleting Class 94 (1 points): Lose 6.209735 but Gain 949.736709 Iteration 62Q (12.658284 sec): 92 clusters Score: Raw -356467.357034 + Penalty 66589.136686 = -289878.220349 nChanged 3 Deleting Class 51 (5 points): Lose 51.240259 but Gain 989.049264 Iteration 63Q (12.711355 sec): 91 clusters Score: Raw -356422.395306 + Penalty 65620.185268 = -290802.210038 nChanged 8 Deleting Class 150 (1 points): Lose 7.186709 but Gain 936.710780 Iteration 64Q (12.763860 sec): 90 clusters Score: Raw -356427.535247 + Penalty 64772.881849 = -291654.653397 nChanged 7 Deleting Class 38 (24 points): Lose 150.645080 but Gain 1077.467264 Iteration 65Q (12.815440 sec): 89 clusters Score: Raw -356290.354620 + Penalty 63734.599509 = -292555.755111 nChanged 30 Deleting Class 81 (11 points): Lose 93.483126 but Gain 1020.232385 Iteration 66Q (12.867444 sec): 88 clusters Score: Raw -356268.651779 + Penalty 62742.024001 = -293526.627778 nChanged 23 Deleting Class 153 (1 points): Lose 3.214894 but Gain 928.862343 Iteration 67Q (12.919240 sec): 87 clusters Score: Raw -356298.942673 + Penalty 61808.421908 = -294490.520766 nChanged 17 Deleting Class 37 (3 points): Lose 50.073098 but Gain 971.948686 Iteration 68Q (12.970207 sec): 86 clusters Score: Raw -356264.004219 + Penalty 60948.521491 = -295315.482729 nChanged 12 Deleting Class 57 (25 points): Lose 107.718332 but Gain 1011.692414 Iteration 69Q (13.021443 sec): 85 clusters Score: Raw -356188.440932 + Penalty 60040.848038 = -296147.592893 nChanged 31 Deleting Class 49 (11 points): Lose 52.763642 but Gain 954.705431 Iteration 70F (13.540573 sec): 84 clusters Score: Raw -356188.811423 + Penalty 59150.349133 = -297038.462290 nChanged 20 Deleting Class 97 (6 points): Lose 45.344455 but Gain 945.794307 Iteration 71Q (13.592024 sec): 83 clusters Score: Raw -356164.431730 + Penalty 58204.559436 = -297959.872294 nChanged 13 Deleting Class 86 (8 points): Lose 33.811478 but Gain 930.957422 Iteration 72Q (13.643553 sec): 82 clusters Score: Raw -356144.206884 + Penalty 57278.551887 = -298865.654998 nChanged 14 Deleting Class 101 (8 points): Lose 45.208637 but Gain 942.166210 Iteration 73Q (13.694711 sec): 81 clusters Score: Raw -356110.870376 + Penalty 56374.588063 = -299736.282313 nChanged 13 Deleting Class 87 (7 points): Lose 53.622597 but Gain 942.650977 Iteration 74Q (13.745419 sec): 80 clusters Score: Raw -356075.606265 + Penalty 55434.399435 = -300641.206830 nChanged 14 Deleting Class 69 (5 points): Lose 38.806903 but Gain 919.004998 Iteration 75Q (13.795453 sec): 79 clusters Score: Raw -356047.449158 + Penalty 54579.521436 = -301467.927723 nChanged 12 Deleting Class 63 (8 points): Lose 40.841606 but Gain 929.344216 Iteration 76Q (13.846151 sec): 78 clusters Score: Raw -356019.344246 + Penalty 53720.562072 = -302298.782173 nChanged 14 Deleting Class 92 (7 points): Lose 32.801402 but Gain 908.644073 Iteration 77Q (13.895123 sec): 77 clusters Score: Raw -355999.186834 + Penalty 52813.635189 = -303185.551645 nChanged 14 Deleting Class 23 (9 points): Lose 81.432343 but Gain 956.953907 Iteration 78Q (13.945751 sec): 76 clusters Score: Raw -355926.604400 + Penalty 51871.409200 = -304055.195200 nChanged 12 Deleting Class 95 (2 points): Lose 33.700288 but Gain 905.839979 Iteration 79Q (13.995248 sec): 75 clusters Score: Raw -355911.058809 + Penalty 50986.086753 = -304924.972056 nChanged 7 Deleting Class 58 (3 points): Lose 21.717432 but Gain 879.165396 Iteration 80F (14.454967 sec): 74 clusters Score: Raw -355912.587092 + Penalty 50112.332803 = -305800.254289 nChanged 9 Deleting Class 46 (29 points): Lose 138.580995 but Gain 986.205297 Iteration 81Q (14.504462 sec): 73 clusters Score: Raw -355779.699930 + Penalty 49209.349822 = -306570.350108 nChanged 30 Deleting Class 50 (21 points): Lose 95.265586 but Gain 942.476465 Iteration 82Q (14.553657 sec): 72 clusters Score: Raw -355752.274492 + Penalty 48298.924329 = -307453.350163 nChanged 35 Deleting Class 151 (2 points): Lose 27.505165 but Gain 867.190360 Iteration 83Q (14.603586 sec): 71 clusters Score: Raw -355774.301758 + Penalty 47480.072440 = -308294.229319 nChanged 14 Deleting Class 42 (65 points): Lose 301.503202 but Gain 1140.143090 Iteration 84Q (14.652322 sec): 70 clusters Score: Raw -355481.028223 + Penalty 46389.259532 = -309091.768691 nChanged 69 Deleting Class 89 (4 points): Lose 27.381545 but Gain 865.253894 Iteration 85Q (14.702347 sec): 69 clusters Score: Raw -355625.388340 + Penalty 45530.483400 = -310094.904940 nChanged 22 Deleting Class 99 (4 points): Lose 32.691331 but Gain 870.492543 Iteration 86Q (14.750452 sec): 68 clusters Score: Raw -355615.219056 + Penalty 44664.841773 = -310950.377283 nChanged 10 Deleting Class 80 (1 points): Lose 2.051885 but Gain 839.590570 Iteration 87Q (14.797407 sec): 67 clusters Score: Raw -355621.257014 + Penalty 43825.670048 = -311795.586966 nChanged 5 Deleting Class 152 (1 points): Lose 0.962962 but Gain 834.896592 Iteration 88Q (14.845412 sec): 66 clusters Score: Raw -355624.636038 + Penalty 42991.174426 = -312633.461611 nChanged 2 Deleting Class 65 (9 points): Lose 42.284227 but Gain 869.765378 Iteration 89Q (14.891842 sec): 65 clusters Score: Raw -355584.554774 + Penalty 42126.575336 = -313457.979438 nChanged 10 Deleting Class 93 (9 points): Lose 85.561430 but Gain 905.516530 Iteration 90F (15.288470 sec): 64 clusters Score: Raw -355511.406389 + Penalty 41255.764865 = -314255.641524 nChanged 13 Deleting Class 71 (5 points): Lose 27.468901 but Gain 845.461545 Iteration 91Q (15.336175 sec): 63 clusters Score: Raw -355519.481737 + Penalty 40429.868819 = -315089.612918 nChanged 12 Deleting Class 102 (1 points): Lose 6.167357 but Gain 822.252710 Iteration 92Q (15.386609 sec): 62 clusters Score: Raw -355525.795175 + Penalty 39616.804996 = -315908.990179 nChanged 8 Deleting Class 73 (6 points): Lose 45.649049 but Gain 857.171636 Iteration 93Q (15.433130 sec): 61 clusters Score: Raw -355483.231569 + Penalty 38766.271757 = -316716.959811 nChanged 9 Deleting Class 124 (7 points): Lose 36.519341 but Gain 847.230156 Iteration 94Q (15.480059 sec): 60 clusters Score: Raw -355460.370123 + Penalty 37921.956073 = -317538.414050 nChanged 12 Deleting Class 11 (34 points): Lose 107.685181 but Gain 917.710193 Iteration 95Q (15.528038 sec): 59 clusters Score: Raw -355363.904995 + Penalty 37015.929064 = -318347.975932 nChanged 37 Deleting Class 5 (10 points): Lose 72.120856 but Gain 874.456923 Iteration 96Q (15.575387 sec): 58 clusters Score: Raw -355338.902483 + Penalty 36184.357474 = -319154.545009 nChanged 20 Deleting Class 90 (4 points): Lose 24.915712 but Gain 826.066254 Iteration 97Q (15.622118 sec): 57 clusters Score: Raw -355351.675395 + Penalty 35378.679391 = -319972.996004 nChanged 16 Deleting Class 84 (6 points): Lose 41.571707 but Gain 835.724476 Iteration 98Q (15.668895 sec): 56 clusters Score: Raw -355326.949270 + Penalty 34536.328035 = -320790.621235 nChanged 10 Deleting Class 35 (7 points): Lose 66.443109 but Gain 855.084331 Iteration 99Q (15.715492 sec): 55 clusters Score: Raw -355276.768274 + Penalty 33815.236064 = -321461.532210 nChanged 9 Deleting Class 7 (19 points): Lose 106.445697 but Gain 894.742225 Iteration 100F (16.055541 sec): 54 clusters Score: Raw -355214.635557 + Penalty 32927.194037 = -322287.441520 nChanged 21 Deleting Class 43 (16 points): Lose 81.825868 but Gain 866.495940 Iteration 101Q (16.100695 sec): 53 clusters Score: Raw -355174.990083 + Penalty 32080.878389 = -323094.111694 nChanged 19 Deleting Class 18 (116 points): Lose 470.374280 but Gain 1247.018737 Iteration 102Q (16.146173 sec): 52 clusters Score: Raw -354732.812245 + Penalty 31015.062513 = -323717.749732 nChanged 125 Deleting Class 52 (5 points): Lose 42.869782 but Gain 816.416677 Iteration 103Q (16.193796 sec): 51 clusters Score: Raw -355036.800995 + Penalty 30231.242399 = -324805.558597 nChanged 43 Deleting Class 96 (5 points): Lose 52.065371 but Gain 823.754062 Iteration 104Q (16.239646 sec): 50 clusters Score: Raw -355029.010288 + Penalty 29482.929204 = -325546.081084 nChanged 30 Deleting Class 39 (26 points): Lose 148.656326 but Gain 898.912816 Iteration 105Q (16.284383 sec): 49 clusters Score: Raw -354917.833565 + Penalty 28632.516986 = -326285.316579 nChanged 44 Deleting Class 120 (1 points): Lose 4.653916 but Gain 753.388711 Iteration 106Q (16.329078 sec): 48 clusters Score: Raw -354977.387354 + Penalty 27903.402930 = -327073.984424 nChanged 22 Deleting Class 25 (1 points): Lose 7.575973 but Gain 745.508511 Iteration 107Q (16.373489 sec): 47 clusters Score: Raw -354991.982730 + Penalty 27187.726318 = -327804.256412 nChanged 13 Deleting Class 34 (9 points): Lose 33.893018 but Gain 766.227874 Iteration 108Q (16.417151 sec): 46 clusters Score: Raw -354969.275095 + Penalty 26463.936362 = -328505.338733 nChanged 23 Deleting Class 98 (2 points): Lose 9.430313 but Gain 727.481053 Iteration 109Q (16.460628 sec): 45 clusters Score: Raw -354979.527679 + Penalty 25748.516149 = -329231.011530 nChanged 13 Deleting Class 53 (2 points): Lose 2.678717 but Gain 717.196308 Iteration 110F (16.740759 sec): 44 clusters Score: Raw -354985.974729 + Penalty 25056.086260 = -329929.888469 nChanged 13 Deleting Class 82 (3 points): Lose 19.595901 but Gain 725.783247 Iteration 111Q (16.784669 sec): 43 clusters Score: Raw -354974.139761 + Penalty 24319.881910 = -330654.257851 nChanged 10 Deleting Class 105 (8 points): Lose 53.918541 but Gain 749.974267 Iteration 112Q (16.827151 sec): 42 clusters Score: Raw -354927.905370 + Penalty 23582.285553 = -331345.619816 nChanged 13 Deleting Class 155 (1 points): Lose 17.331189 but Gain 708.938307 Iteration 113Q (16.869725 sec): 41 clusters Score: Raw -354924.757252 + Penalty 22869.976709 = -332054.780544 nChanged 6 Deleting Class 4 (28 points): Lose 142.667947 but Gain 829.827483 Iteration 114Q (16.912212 sec): 40 clusters Score: Raw -354792.944709 + Penalty 22102.982500 = -332689.962209 nChanged 38 Deleting Class 78 (10 points): Lose 18.982406 but Gain 701.809994 Iteration 115Q (16.954374 sec): 39 clusters Score: Raw -354851.162154 + Penalty 21399.532318 = -333451.629836 nChanged 24 Deleting Class 27 (10 points): Lose 30.073652 but Gain 703.734888 Iteration 116Q (16.997464 sec): 38 clusters Score: Raw -354860.027052 + Penalty 20717.497893 = -334142.529159 nChanged 28 Deleting Class 9 (127 points): Lose 397.607251 but Gain 1060.945939 Iteration 117Q (17.039154 sec): 37 clusters Score: Raw -354496.868933 + Penalty 19771.179586 = -334725.689347 nChanged 142 Deleting Class 17 (18 points): Lose 90.255846 but Gain 746.502948 Iteration 118Q (17.081931 sec): 36 clusters Score: Raw -354625.337892 + Penalty 19122.167967 = -335503.169925 nChanged 71 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 -354625.337892 + Penalty 19122.167967 = -335503.169925Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.110340 sec): 2 clusters Score: Raw -31707.436441 + Penalty 149.580525 = -31557.855916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.112567 sec): 3 clusters Score: Raw -30989.570979 + Penalty 303.566307 = -30686.004672 nChanged 475 SP:Iteration 1F (17.114769 sec): 3 clusters Score: Raw -31297.977008 + Penalty 302.763748 = -30995.213260 nChanged 197 SP:Iteration 2F (17.116932 sec): 3 clusters Score: Raw -31458.942678 + Penalty 296.342089 = -31162.600589 nChanged 92 SP:Iteration 3F (17.119062 sec): 3 clusters Score: Raw -31528.866817 + Penalty 289.559839 = -31239.306977 nChanged 55 SP:Iteration 4Q (17.121167 sec): 3 clusters Score: Raw -31573.000134 + Penalty 285.147972 = -31287.852162 nChanged 44 SP:Iteration 5Q (17.123260 sec): 3 clusters Score: Raw -31610.408337 + Penalty 272.713398 = -31337.694938 nChanged 35 SP:Iteration 6Q (17.125306 sec): 3 clusters Score: Raw -31636.137443 + Penalty 274.453678 = -31361.683765 nChanged 31 SP:Iteration 7Q (17.127304 sec): 3 clusters Score: Raw -31656.445547 + Penalty 269.975087 = -31386.470460 nChanged 22 SP:Iteration 8Q (17.129282 sec): 3 clusters Score: Raw -31675.557175 + Penalty 271.998603 = -31403.558572 nChanged 22 SP:Iteration 9Q (17.131239 sec): 3 clusters Score: Raw -31701.325792 + Penalty 291.283624 = -31410.042168 nChanged 17 SP:Iteration 10F (17.133320 sec): 3 clusters Score: Raw -31719.630538 + Penalty 294.809566 = -31424.820971 nChanged 3 SP:Iteration 11Q (17.135416 sec): 3 clusters Score: Raw -31722.257133 + Penalty 303.525110 = -31418.732022 nChanged 4 SP:Iteration 12F (17.137544 sec): 3 clusters Score: Raw -31727.444139 + Penalty 305.835320 = -31421.608819 nChanged 2 SP:Iteration 13Q (17.139548 sec): 3 clusters Score: Raw -31729.926260 + Penalty 310.775444 = -31419.150815 nChanged 1 SP:Iteration 14F (17.141629 sec): 3 clusters Score: Raw -31731.407391 + Penalty 310.775444 = -31420.631946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.142271 sec): 2 clusters Score: Raw -1563.533298 + Penalty 116.002297 = -1447.531000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.142594 sec): 3 clusters Score: Raw -1537.877391 + Penalty 234.841504 = -1303.035888 nChanged 14 SP:Iteration 1F (17.142903 sec): 3 clusters Score: Raw -1556.300804 + Penalty 236.191138 = -1320.109666 nChanged 5 SP:Iteration 2F (17.143211 sec): 3 clusters Score: Raw -1563.341663 + Penalty 236.965366 = -1326.376297 nChanged 1 SP:Iteration 3Q (17.143514 sec): 3 clusters Score: Raw -1563.954032 + Penalty 236.965366 = -1326.988666 nChanged 0 SP:Iteration 4F (17.143821 sec): 3 clusters Score: Raw -1563.954032 + Penalty 236.965366 = -1326.988666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 3 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.151237 sec): 2 clusters Score: Raw -42728.135537 + Penalty 89.790132 = -42638.345405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.154228 sec): 3 clusters Score: Raw -41744.040296 + Penalty 183.113254 = -41560.927041 nChanged 689 SP:Iteration 1F (17.157115 sec): 3 clusters Score: Raw -42277.427281 + Penalty 187.710291 = -42089.716991 nChanged 142 SP:Iteration 2F (17.159974 sec): 3 clusters Score: Raw -42385.580929 + Penalty 192.825044 = -42192.755885 nChanged 107 SP:Iteration 3F (17.162925 sec): 3 clusters Score: Raw -42482.052842 + Penalty 196.835899 = -42285.216942 nChanged 72 SP:Iteration 4Q (17.165707 sec): 3 clusters Score: Raw -42536.974446 + Penalty 200.426738 = -42336.547708 nChanged 49 SP:Iteration 5Q (17.168478 sec): 3 clusters Score: Raw -42559.591487 + Penalty 203.457359 = -42356.134129 nChanged 44 SP:Iteration 6Q (17.171290 sec): 3 clusters Score: Raw -42577.508535 + Penalty 207.123929 = -42370.384606 nChanged 44 SP:Iteration 7Q (17.174013 sec): 3 clusters Score: Raw -42600.152958 + Penalty 210.227532 = -42389.925426 nChanged 38 SP:Iteration 8Q (17.176757 sec): 3 clusters Score: Raw -42615.731538 + Penalty 214.374843 = -42401.356695 nChanged 31 SP:Iteration 9Q (17.179573 sec): 3 clusters Score: Raw -42629.057963 + Penalty 217.552754 = -42411.505208 nChanged 35 SP:Iteration 10F (17.182653 sec): 3 clusters Score: Raw -42644.102600 + Penalty 221.167532 = -42422.935068 nChanged 25 SP:Iteration 11Q (17.185524 sec): 3 clusters Score: Raw -42651.088261 + Penalty 224.527229 = -42426.561032 nChanged 21 SP:Iteration 12Q (17.188220 sec): 3 clusters Score: Raw -42657.196116 + Penalty 228.690821 = -42428.505295 nChanged 20 SP:Iteration 13Q (17.190798 sec): 3 clusters Score: Raw -42662.745138 + Penalty 232.660943 = -42430.084195 nChanged 17 SP:Iteration 14Q (17.193343 sec): 3 clusters Score: Raw -42666.581905 + Penalty 235.810725 = -42430.771180 nChanged 13 SP:Iteration 15Q (17.195966 sec): 3 clusters Score: Raw -42669.519930 + Penalty 236.885349 = -42432.634582 nChanged 19 SP:Iteration 16Q (17.198480 sec): 3 clusters Score: Raw -42676.847733 + Penalty 238.270514 = -42438.577219 nChanged 19 SP:Iteration 17Q (17.201035 sec): 3 clusters Score: Raw -42684.843704 + Penalty 243.830777 = -42441.012927 nChanged 28 SP:Iteration 18Q (17.203680 sec): 3 clusters Score: Raw -42697.690419 + Penalty 250.705871 = -42446.984548 nChanged 19 SP:Iteration 19Q (17.206207 sec): 3 clusters Score: Raw -42705.214275 + Penalty 254.395537 = -42450.818738 nChanged 14 SP:Iteration 20F (17.209014 sec): 3 clusters Score: Raw -42709.440300 + Penalty 255.812033 = -42453.628266 nChanged 10 SP:Iteration 21Q (17.211481 sec): 3 clusters Score: Raw -42711.727560 + Penalty 259.623308 = -42452.104252 nChanged 8 SP:Iteration 22F (17.214363 sec): 3 clusters Score: Raw -42713.710281 + Penalty 261.370390 = -42452.339891 nChanged 7 SP:Iteration 23Q (17.216783 sec): 3 clusters Score: Raw -42715.503139 + Penalty 266.389833 = -42449.113306 nChanged 10 SP:Iteration 24F (17.219577 sec): 3 clusters Score: Raw -42718.920814 + Penalty 271.458053 = -42447.462761 nChanged 16 SP:Iteration 25F (17.222367 sec): 3 clusters Score: Raw -42726.923637 + Penalty 276.551613 = -42450.372023 nChanged 13 SP:Iteration 26Q (17.224707 sec): 3 clusters Score: Raw -42734.134833 + Penalty 282.987788 = -42451.147045 nChanged 11 SP:Iteration 27Q (17.227031 sec): 3 clusters Score: Raw -42739.328807 + Penalty 279.895510 = -42459.433297 nChanged 6 SP:Iteration 28Q (17.229332 sec): 3 clusters Score: Raw -42741.771470 + Penalty 279.724792 = -42462.046679 nChanged 2 SP:Iteration 29Q (17.231620 sec): 3 clusters Score: Raw -42742.668161 + Penalty 282.784567 = -42459.883594 nChanged 2 SP:Iteration 30F (17.234446 sec): 3 clusters Score: Raw -42743.758949 + Penalty 285.236235 = -42458.522714 nChanged 2 SP:Iteration 31F (17.237284 sec): 3 clusters Score: Raw -42745.329005 + Penalty 285.236235 = -42460.092769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.238804 sec): 2 clusters Score: Raw -3446.591724 + Penalty 343.490889 = -3103.100835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.239216 sec): 3 clusters Score: Raw -3438.061318 + Penalty 692.006227 = -2746.055091 nChanged 19 SP:Iteration 1F (17.239614 sec): 3 clusters Score: Raw -3475.638686 + Penalty 693.276434 = -2782.362252 nChanged 3 SP:Iteration 2Q (17.240003 sec): 3 clusters Score: Raw -3480.114535 + Penalty 694.841215 = -2785.273320 nChanged 1 SP:Iteration 3Q (17.240394 sec): 3 clusters Score: Raw -3480.293889 + Penalty 694.841215 = -2785.452675 nChanged 0 SP:Iteration 4F (17.240817 sec): 3 clusters Score: Raw -3480.293889 + Penalty 694.841215 = -2785.452675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.241899 sec): 2 clusters Score: Raw -2726.445732 + Penalty 413.335190 = -2313.110542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.242295 sec): 3 clusters Score: Raw -2757.714350 + Penalty 827.373611 = -1930.340739 nChanged 9 SP:Iteration 1F (17.242683 sec): 3 clusters Score: Raw -2787.221677 + Penalty 836.764922 = -1950.456754 nChanged 7 SP:Iteration 2F (17.243070 sec): 3 clusters Score: Raw -2802.636156 + Penalty 835.907876 = -1966.728281 nChanged 2 SP:Iteration 3Q (17.243440 sec): 3 clusters Score: Raw -2806.702260 + Penalty 835.907876 = -1970.794384 nChanged 0 SP:Iteration 4F (17.243827 sec): 3 clusters Score: Raw -2806.702260 + Penalty 835.907876 = -1970.794384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.251058 sec): 2 clusters Score: Raw -50329.103045 + Penalty 135.484629 = -50193.618417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.254066 sec): 3 clusters Score: Raw -49365.453260 + Penalty 270.649034 = -49094.804226 nChanged 681 SP:Iteration 1F (17.256952 sec): 3 clusters Score: Raw -49703.971215 + Penalty 270.180754 = -49433.790462 nChanged 111 SP:Iteration 2F (17.259839 sec): 3 clusters Score: Raw -49768.629484 + Penalty 269.222371 = -49499.407113 nChanged 124 SP:Iteration 3F (17.262739 sec): 3 clusters Score: Raw -49855.347908 + Penalty 267.541644 = -49587.806264 nChanged 117 SP:Iteration 4F (17.265729 sec): 3 clusters Score: Raw -49960.579586 + Penalty 265.628620 = -49694.950966 nChanged 111 SP:Iteration 5F (17.268707 sec): 3 clusters Score: Raw -50080.944659 + Penalty 264.734148 = -49816.210512 nChanged 83 SP:Iteration 6F (17.271640 sec): 3 clusters Score: Raw -50157.124847 + Penalty 263.397035 = -49893.727812 nChanged 42 SP:Iteration 7Q (17.274457 sec): 3 clusters Score: Raw -50186.322389 + Penalty 263.135803 = -49923.186586 nChanged 28 SP:Iteration 8Q (17.277219 sec): 3 clusters Score: Raw -50199.960390 + Penalty 262.931730 = -49937.028660 nChanged 29 SP:Iteration 9Q (17.279879 sec): 3 clusters Score: Raw -50215.975350 + Penalty 263.292992 = -49952.682358 nChanged 30 SP:Iteration 10F (17.282830 sec): 3 clusters Score: Raw -50234.209373 + Penalty 264.257261 = -49969.952112 nChanged 28 SP:Iteration 11Q (17.285453 sec): 3 clusters Score: Raw -50253.035698 + Penalty 262.714394 = -49990.321304 nChanged 25 SP:Iteration 12Q (17.288182 sec): 3 clusters Score: Raw -50266.194276 + Penalty 262.129306 = -50004.064971 nChanged 20 SP:Iteration 13Q (17.290869 sec): 3 clusters Score: Raw -50277.413671 + Penalty 261.303258 = -50016.110413 nChanged 15 SP:Iteration 14Q (17.293402 sec): 3 clusters Score: Raw -50284.195305 + Penalty 261.025334 = -50023.169971 nChanged 12 SP:Iteration 15Q (17.295909 sec): 3 clusters Score: Raw -50290.232127 + Penalty 260.473871 = -50029.758256 nChanged 13 SP:Iteration 16Q (17.298493 sec): 3 clusters Score: Raw -50294.917019 + Penalty 260.533021 = -50034.383998 nChanged 9 SP:Iteration 17Q (17.301010 sec): 3 clusters Score: Raw -50296.871619 + Penalty 261.210609 = -50035.661011 nChanged 5 SP:Iteration 18Q (17.303553 sec): 3 clusters Score: Raw -50298.067070 + Penalty 261.384804 = -50036.682266 nChanged 1 SP:Iteration 19Q (17.306086 sec): 3 clusters Score: Raw -50298.252445 + Penalty 259.971977 = -50038.280467 nChanged 1 SP:Iteration 20F (17.309007 sec): 3 clusters Score: Raw -50298.401469 + Penalty 260.145423 = -50038.256047 nChanged 1 SP:Iteration 21F (17.311925 sec): 3 clusters Score: Raw -50299.156655 + Penalty 260.382537 = -50038.774119 nChanged 3 SP:Iteration 22Q (17.314448 sec): 3 clusters Score: Raw -50300.355618 + Penalty 260.953195 = -50039.402423 nChanged 3 SP:Iteration 23Q (17.316977 sec): 3 clusters Score: Raw -50301.153838 + Penalty 261.358536 = -50039.795302 nChanged 5 SP:Iteration 24Q (17.319453 sec): 3 clusters Score: Raw -50305.003778 + Penalty 260.815182 = -50044.188596 nChanged 6 SP:Iteration 25Q (17.321927 sec): 3 clusters Score: Raw -50308.251786 + Penalty 261.321185 = -50046.930601 nChanged 4 SP:Iteration 26Q (17.324363 sec): 3 clusters Score: Raw -50308.938803 + Penalty 261.532124 = -50047.406679 nChanged 1 SP:Iteration 27Q (17.326792 sec): 3 clusters Score: Raw -50308.916486 + Penalty 261.620679 = -50047.295806 nChanged 1 SP:Iteration 28F (17.329729 sec): 3 clusters Score: Raw -50308.983141 + Penalty 261.127413 = -50047.855729 nChanged 2 SP:Iteration 29Q (17.332162 sec): 3 clusters Score: Raw -50309.059024 + Penalty 259.994297 = -50049.064727 nChanged 1 SP:Iteration 30F (17.335080 sec): 3 clusters Score: Raw -50309.096245 + Penalty 260.221667 = -50048.874579 nChanged 1 SP:Iteration 31F (17.338037 sec): 3 clusters Score: Raw -50309.170303 + Penalty 260.379234 = -50048.791069 nChanged 2 SP:Iteration 32F (17.341067 sec): 3 clusters Score: Raw -50309.396353 + Penalty 260.562938 = -50048.833415 nChanged 2 SP:Iteration 33Q (17.343508 sec): 3 clusters Score: Raw -50309.703209 + Penalty 260.866241 = -50048.836968 nChanged 2 SP:Iteration 34Q (17.345928 sec): 3 clusters Score: Raw -50310.352952 + Penalty 261.171239 = -50049.181713 nChanged 1 SP:Iteration 35Q (17.348369 sec): 3 clusters Score: Raw -50310.884110 + Penalty 261.394522 = -50049.489588 nChanged 2 SP:Iteration 36Q (17.350886 sec): 3 clusters Score: Raw -50311.162021 + Penalty 262.047824 = -50049.114198 nChanged 2 SP:Iteration 37F (17.353890 sec): 3 clusters Score: Raw -50312.512605 + Penalty 262.403463 = -50050.109142 nChanged 1 SP:Iteration 38Q (17.356349 sec): 3 clusters Score: Raw -50312.886062 + Penalty 262.462689 = -50050.423374 nChanged 2 SP:Iteration 39Q (17.358756 sec): 3 clusters Score: Raw -50313.585656 + Penalty 263.379924 = -50050.205732 nChanged 3 SP:Iteration 40F (17.361536 sec): 3 clusters Score: Raw -50313.968852 + Penalty 263.444281 = -50050.524572 nChanged 3 SP:Iteration 41Q (17.363796 sec): 3 clusters Score: Raw -50314.653590 + Penalty 263.851716 = -50050.801873 nChanged 1 SP:Iteration 42Q (17.366077 sec): 3 clusters Score: Raw -50314.658441 + Penalty 261.678512 = -50052.979929 nChanged 1 SP:Iteration 43Q (17.368338 sec): 3 clusters Score: Raw -50314.623897 + Penalty 262.317134 = -50052.306763 nChanged 1 SP:Iteration 44F (17.371125 sec): 3 clusters Score: Raw -50315.262378 + Penalty 262.136618 = -50053.125760 nChanged 2 SP:Iteration 45Q (17.373457 sec): 3 clusters Score: Raw -50316.085007 + Penalty 262.038410 = -50054.046597 nChanged 2 SP:Iteration 46Q (17.375762 sec): 3 clusters Score: Raw -50316.859927 + Penalty 262.776115 = -50054.083812 nChanged 2 SP:Iteration 47Q (17.378005 sec): 3 clusters Score: Raw -50317.272778 + Penalty 263.644691 = -50053.628088 nChanged 2 SP:Iteration 48F (17.380879 sec): 3 clusters Score: Raw -50317.249151 + Penalty 263.621584 = -50053.627567 nChanged 1 SP:Iteration 49F (17.383751 sec): 3 clusters Score: Raw -50317.185137 + Penalty 263.559660 = -50053.625478 nChanged 1 SP:Iteration 50F (17.386603 sec): 3 clusters Score: Raw -50317.060612 + Penalty 264.095788 = -50052.964824 nChanged 1 SP:Iteration 51F (17.389421 sec): 3 clusters Score: Raw -50317.087827 + Penalty 264.095788 = -50052.992039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.391323 sec): 2 clusters Score: Raw -285.108321 + Penalty 54.594456 = -230.513865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.391558 sec): 3 clusters Score: Raw -288.680054 + Penalty 109.188913 = -179.491141 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 13 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.395325 sec): 2 clusters Score: Raw -32828.295928 + Penalty 531.677385 = -32296.618543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.397491 sec): 3 clusters Score: Raw -32286.519624 + Penalty 1061.808275 = -31224.711349 nChanged 365 SP:Iteration 1F (17.399569 sec): 3 clusters Score: Raw -32502.557044 + Penalty 1058.910381 = -31443.646663 nChanged 112 SP:Iteration 2F (17.401596 sec): 3 clusters Score: Raw -32584.421100 + Penalty 1056.438240 = -31527.982859 nChanged 65 SP:Iteration 3F (17.403686 sec): 3 clusters Score: Raw -32635.156919 + Penalty 1054.102988 = -31581.053931 nChanged 48 SP:Iteration 4Q (17.405752 sec): 3 clusters Score: Raw -32668.750846 + Penalty 1052.787681 = -31615.963165 nChanged 54 SP:Iteration 5F (17.407802 sec): 3 clusters Score: Raw -32705.890612 + Penalty 1051.619911 = -31654.270702 nChanged 46 SP:Iteration 6Q (17.409856 sec): 3 clusters Score: Raw -32753.478010 + Penalty 1052.966898 = -31700.511112 nChanged 37 SP:Iteration 7Q (17.411879 sec): 3 clusters Score: Raw -32782.477739 + Penalty 1059.815110 = -31722.662629 nChanged 34 SP:Iteration 8Q (17.413815 sec): 3 clusters Score: Raw -32808.670553 + Penalty 1071.303699 = -31737.366854 nChanged 30 SP:Iteration 9Q (17.415744 sec): 3 clusters Score: Raw -32840.273505 + Penalty 1084.759349 = -31755.514156 nChanged 22 SP:Iteration 10F (17.417744 sec): 3 clusters Score: Raw -32860.951906 + Penalty 1099.006497 = -31761.945410 nChanged 16 SP:Iteration 11Q (17.419575 sec): 3 clusters Score: Raw -32872.130173 + Penalty 1105.814677 = -31766.315496 nChanged 10 SP:Iteration 12Q (17.421386 sec): 3 clusters Score: Raw -32876.365201 + Penalty 1106.127884 = -31770.237317 nChanged 5 SP:Iteration 13Q (17.423182 sec): 3 clusters Score: Raw -32879.382319 + Penalty 1107.319824 = -31772.062495 nChanged 4 SP:Iteration 14Q (17.424974 sec): 3 clusters Score: Raw -32882.765827 + Penalty 1113.132101 = -31769.633726 nChanged 7 SP:Iteration 15F (17.426966 sec): 3 clusters Score: Raw -32887.500128 + Penalty 1122.119329 = -31765.380799 nChanged 6 SP:Iteration 16F (17.428961 sec): 3 clusters Score: Raw -32892.111544 + Penalty 1139.773655 = -31752.337889 nChanged 8 SP:Iteration 17F (17.430960 sec): 3 clusters Score: Raw -32900.732117 + Penalty 1147.939425 = -31752.792692 nChanged 6 SP:Iteration 18Q (17.432716 sec): 3 clusters Score: Raw -32905.542818 + Penalty 1150.157561 = -31755.385257 nChanged 8 SP:Iteration 19Q (17.434459 sec): 3 clusters Score: Raw -32912.162125 + Penalty 1151.931442 = -31760.230683 nChanged 8 SP:Iteration 20F (17.436447 sec): 3 clusters Score: Raw -32917.944303 + Penalty 1170.954497 = -31746.989806 nChanged 8 SP:Iteration 21F (17.438432 sec): 3 clusters Score: Raw -32925.467716 + Penalty 1177.162876 = -31748.304841 nChanged 4 SP:Iteration 22Q (17.440206 sec): 3 clusters Score: Raw -32930.917739 + Penalty 1192.885654 = -31738.032086 nChanged 5 SP:Iteration 23F (17.442248 sec): 3 clusters Score: Raw -32948.104307 + Penalty 1215.023303 = -31733.081005 nChanged 7 SP:Iteration 24F (17.444263 sec): 3 clusters Score: Raw -32960.935194 + Penalty 1228.080049 = -31732.855145 nChanged 4 SP:Iteration 25F (17.446238 sec): 3 clusters Score: Raw -32966.000249 + Penalty 1234.635749 = -31731.364500 nChanged 2 SP:Iteration 26F (17.448211 sec): 3 clusters Score: Raw -32968.063264 + Penalty 1240.341363 = -31727.721901 nChanged 3 SP:Iteration 27F (17.450189 sec): 3 clusters Score: Raw -32973.979708 + Penalty 1248.427012 = -31725.552696 nChanged 1 SP:Iteration 28F (17.452162 sec): 3 clusters Score: Raw -32976.159520 + Penalty 1248.427012 = -31727.732508 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 14 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.466810 sec): 2 clusters Score: Raw -82088.384023 + Penalty 152.771152 = -81935.612871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.472528 sec): 3 clusters Score: Raw -80131.174309 + Penalty 303.955913 = -79827.218396 nChanged 1367 SP:Iteration 1F (17.478079 sec): 3 clusters Score: Raw -81023.396465 + Penalty 301.727519 = -80721.668946 nChanged 465 SP:Iteration 2F (17.483627 sec): 3 clusters Score: Raw -81382.416025 + Penalty 293.355742 = -81089.060283 nChanged 256 SP:Iteration 3F (17.489286 sec): 3 clusters Score: Raw -81557.024849 + Penalty 280.894980 = -81276.129869 nChanged 157 SP:Iteration 4F (17.495105 sec): 3 clusters Score: Raw -81672.241054 + Penalty 267.293424 = -81404.947630 nChanged 136 SP:Iteration 5Q (17.500551 sec): 3 clusters Score: Raw -81788.874313 + Penalty 262.934450 = -81525.939863 nChanged 113 SP:Iteration 6Q (17.506151 sec): 3 clusters Score: Raw -81879.250218 + Penalty 254.197708 = -81625.052510 nChanged 101 SP:Iteration 7Q (17.511523 sec): 3 clusters Score: Raw -81986.058435 + Penalty 251.189005 = -81734.869430 nChanged 65 SP:Iteration 8Q (17.516401 sec): 3 clusters Score: Raw -82093.649695 + Penalty 247.439494 = -81846.210202 nChanged 15 SP:Iteration 9Q (17.520921 sec): 3 clusters Score: Raw -82131.831465 + Penalty 248.005078 = -81883.826386 nChanged 11 SP:Iteration 10F (17.526283 sec): 3 clusters Score: Raw -82134.953641 + Penalty 246.652099 = -81888.301543 nChanged 8 SP:Iteration 11Q (17.530623 sec): 3 clusters Score: Raw -82137.082647 + Penalty 239.643802 = -81897.438845 nChanged 9 SP:Iteration 12Q (17.534951 sec): 3 clusters Score: Raw -82140.587745 + Penalty 240.087257 = -81900.500488 nChanged 4 SP:Iteration 13Q (17.539289 sec): 3 clusters Score: Raw -82141.292793 + Penalty 238.863575 = -81902.429218 nChanged 2 SP:Iteration 14Q (17.543702 sec): 3 clusters Score: Raw -82141.555101 + Penalty 236.566531 = -81904.988570 nChanged 2 SP:Iteration 15Q (17.548142 sec): 3 clusters Score: Raw -82141.953738 + Penalty 236.099611 = -81905.854127 nChanged 1 SP:Iteration 16Q (17.553094 sec): 3 clusters Score: Raw -82141.985845 + Penalty 236.099611 = -81905.886233 nChanged 0 SP:Iteration 17F (17.559166 sec): 3 clusters Score: Raw -82141.985845 + Penalty 236.099611 = -81905.886233 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 16 (3591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.578251 sec): 2 clusters Score: Raw -106388.140339 + Penalty 398.805133 = -105989.335205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.585108 sec): 3 clusters Score: Raw -104102.009722 + Penalty 819.064077 = -103282.945645 nChanged 1614 SP:Iteration 1F (17.592078 sec): 3 clusters Score: Raw -105159.423841 + Penalty 860.347817 = -104299.076023 nChanged 551 SP:Iteration 2F (17.598716 sec): 3 clusters Score: Raw -105526.005563 + Penalty 907.394122 = -104618.611441 nChanged 330 SP:Iteration 3F (17.605346 sec): 3 clusters Score: Raw -105823.960391 + Penalty 964.362735 = -104859.597656 nChanged 254 SP:Iteration 4F (17.612181 sec): 3 clusters Score: Raw -106081.846260 + Penalty 1027.128142 = -105054.718118 nChanged 162 SP:Iteration 5Q (17.619213 sec): 3 clusters Score: Raw -106247.546479 + Penalty 1081.087205 = -105166.459274 nChanged 105 SP:Iteration 6Q (17.626099 sec): 3 clusters Score: Raw -106351.683278 + Penalty 1144.131092 = -105207.552185 nChanged 73 SP:Iteration 7Q (17.632628 sec): 3 clusters Score: Raw -106427.027683 + Penalty 1171.052468 = -105255.975215 nChanged 42 SP:Iteration 8Q (17.638755 sec): 3 clusters Score: Raw -106467.527285 + Penalty 1195.086185 = -105272.441101 nChanged 18 SP:Iteration 9Q (17.644690 sec): 3 clusters Score: Raw -106488.577846 + Penalty 1212.668778 = -105275.909069 nChanged 15 SP:Iteration 10F (17.651880 sec): 3 clusters Score: Raw -106505.460106 + Penalty 1223.192676 = -105282.267430 nChanged 8 SP:Iteration 11Q (17.657574 sec): 3 clusters Score: Raw -106511.605997 + Penalty 1235.335391 = -105276.270606 nChanged 6 SP:Iteration 12F (17.664581 sec): 3 clusters Score: Raw -106520.381084 + Penalty 1257.422490 = -105262.958593 nChanged 9 SP:Iteration 13F (17.671384 sec): 3 clusters Score: Raw -106534.411239 + Penalty 1260.335520 = -105274.075719 nChanged 5 SP:Iteration 14Q (17.676917 sec): 3 clusters Score: Raw -106541.409228 + Penalty 1260.335520 = -105281.073708 nChanged 0 SP:Iteration 15F (17.683627 sec): 3 clusters Score: Raw -106541.409228 + Penalty 1260.335520 = -105281.073708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.687483 sec): 2 clusters Score: Raw -6252.758700 + Penalty 673.792371 = -5578.966329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.688114 sec): 3 clusters Score: Raw -6230.066724 + Penalty 1347.006527 = -4883.060196 nChanged 36 SP:Iteration 1F (17.688731 sec): 3 clusters Score: Raw -6298.672726 + Penalty 1347.737029 = -4950.935697 nChanged 12 SP:Iteration 2F (17.689354 sec): 3 clusters Score: Raw -6327.341264 + Penalty 1348.918079 = -4978.423185 nChanged 8 SP:Iteration 3Q (17.689947 sec): 3 clusters Score: Raw -6338.866187 + Penalty 1348.031261 = -4990.834926 nChanged 2 SP:Iteration 4Q (17.690602 sec): 3 clusters Score: Raw -6341.672860 + Penalty 1348.031261 = -4993.641599 nChanged 0 SP:Iteration 5F (17.691238 sec): 3 clusters Score: Raw -6341.672860 + Penalty 1348.031261 = -4993.641599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.691761 sec): 2 clusters Score: Raw -361.021234 + Penalty 176.461776 = -184.559458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.691994 sec): 3 clusters Score: Raw -380.256543 + Penalty 376.710319 = -3.546224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.692754 sec): 2 clusters Score: Raw -3505.405837 + Penalty 93.933146 = -3411.472690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.693182 sec): 3 clusters Score: Raw -3443.644230 + Penalty 197.997824 = -3245.646405 nChanged 41 SP:Iteration 1F (17.693602 sec): 3 clusters Score: Raw -3492.068931 + Penalty 231.676454 = -3260.392477 nChanged 14 SP:Iteration 2F (17.694029 sec): 3 clusters Score: Raw -3504.597393 + Penalty 252.634125 = -3251.963268 nChanged 5 SP:Iteration 3F (17.694454 sec): 3 clusters Score: Raw -3510.464994 + Penalty 296.026802 = -3214.438192 nChanged 2 SP:Iteration 4F (17.694880 sec): 3 clusters Score: Raw -3512.101447 + Penalty 296.026802 = -3216.074645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.695371 sec): 2 clusters Score: Raw -511.247298 + Penalty 220.209416 = -291.037882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.695610 sec): 3 clusters Score: Raw -526.980846 + Penalty 458.620099 = -68.360747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.696104 sec): 2 clusters Score: Raw -544.090032 + Penalty 215.363923 = -328.726109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.696349 sec): 3 clusters Score: Raw -575.559518 + Penalty 425.148664 = -150.410853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 30 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.699656 sec): 2 clusters Score: Raw -18641.312989 + Penalty 543.197338 = -18098.115650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.700912 sec): 3 clusters Score: Raw -18383.372019 + Penalty 1084.003291 = -17299.368727 nChanged 154 SP:Iteration 1F (17.702148 sec): 3 clusters Score: Raw -18485.315034 + Penalty 1081.915047 = -17403.399987 nChanged 62 SP:Iteration 2F (17.703417 sec): 3 clusters Score: Raw -18545.382299 + Penalty 1077.536885 = -17467.845415 nChanged 29 SP:Iteration 3Q (17.704662 sec): 3 clusters Score: Raw -18582.206824 + Penalty 1073.275216 = -17508.931608 nChanged 30 SP:Iteration 4F (17.705914 sec): 3 clusters Score: Raw -18614.631989 + Penalty 1069.215848 = -17545.416141 nChanged 22 SP:Iteration 5Q (17.707170 sec): 3 clusters Score: Raw -18628.652495 + Penalty 1067.527842 = -17561.124653 nChanged 16 SP:Iteration 6Q (17.708451 sec): 3 clusters Score: Raw -18640.331813 + Penalty 1064.197026 = -17576.134787 nChanged 13 SP:Iteration 7Q (17.709689 sec): 3 clusters Score: Raw -18649.413209 + Penalty 1063.389569 = -17586.023640 nChanged 12 SP:Iteration 8Q (17.710922 sec): 3 clusters Score: Raw -18659.249712 + Penalty 1064.227327 = -17595.022385 nChanged 8 SP:Iteration 9Q (17.712149 sec): 3 clusters Score: Raw -18663.561763 + Penalty 1064.019297 = -17599.542465 nChanged 4 SP:Iteration 10F (17.713402 sec): 3 clusters Score: Raw -18666.318102 + Penalty 1063.980609 = -17602.337493 nChanged 6 SP:Iteration 11Q (17.714637 sec): 3 clusters Score: Raw -18673.532925 + Penalty 1062.846217 = -17610.686708 nChanged 7 SP:Iteration 12Q (17.715866 sec): 3 clusters Score: Raw -18677.424693 + Penalty 1063.080326 = -17614.344368 nChanged 4 SP:Iteration 13Q (17.717093 sec): 3 clusters Score: Raw -18678.973194 + Penalty 1062.733430 = -17616.239764 nChanged 3 SP:Iteration 14Q (17.718327 sec): 3 clusters Score: Raw -18679.881972 + Penalty 1062.535694 = -17617.346278 nChanged 4 SP:Iteration 15Q (17.719559 sec): 3 clusters Score: Raw -18683.080217 + Penalty 1061.546140 = -17621.534077 nChanged 3 SP:Iteration 16Q (17.720783 sec): 3 clusters Score: Raw -18686.438663 + Penalty 1061.720237 = -17624.718426 nChanged 1 SP:Iteration 17Q (17.722014 sec): 3 clusters Score: Raw -18686.698942 + Penalty 1062.013421 = -17624.685521 nChanged 1 SP:Iteration 18F (17.723281 sec): 3 clusters Score: Raw -18686.818390 + Penalty 1062.013421 = -17624.804969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.723889 sec): 2 clusters Score: Raw -787.509524 + Penalty 263.309741 = -524.199783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.724148 sec): 3 clusters Score: Raw -811.104207 + Penalty 526.324385 = -284.779822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.724627 sec): 2 clusters Score: Raw -409.516292 + Penalty 187.415341 = -222.100951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.724859 sec): 3 clusters Score: Raw -425.698766 + Penalty 373.164847 = -52.533920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.725309 sec): 2 clusters Score: Raw -102.037798 + Penalty 59.130626 = -42.907172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.725516 sec): 3 clusters Score: Raw -95.634892 + Penalty 113.240257 = 17.605365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.725965 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.726160 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.726631 sec): 2 clusters Score: Raw -388.485665 + Penalty 157.283868 = -231.201797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.726861 sec): 3 clusters Score: Raw -391.135361 + Penalty 335.573497 = -55.561865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.727325 sec): 2 clusters Score: Raw -274.293588 + Penalty 143.915334 = -130.378254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.727545 sec): 3 clusters Score: Raw -282.560526 + Penalty 271.001223 = -11.559304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.728020 sec): 2 clusters Score: Raw -163.584587 + Penalty 85.771785 = -77.812802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.728237 sec): 3 clusters Score: Raw -162.630604 + Penalty 163.613779 = 0.983175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.728707 sec): 2 clusters Score: Raw -308.140032 + Penalty 107.545918 = -200.594114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.728935 sec): 3 clusters Score: Raw -325.287616 + Penalty 211.535219 = -113.752397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.729567 sec): 2 clusters Score: Raw -1887.366362 + Penalty 321.741711 = -1565.624651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.729894 sec): 3 clusters Score: Raw -1915.777116 + Penalty 643.835168 = -1271.941948 nChanged 3 SP:Iteration 1Q (17.730210 sec): 3 clusters Score: Raw -1921.933695 + Penalty 644.209490 = -1277.724205 nChanged 1 SP:Iteration 2Q (17.730524 sec): 3 clusters Score: Raw -1922.643469 + Penalty 643.622076 = -1279.021392 nChanged 1 SP:Iteration 3Q (17.730837 sec): 3 clusters Score: Raw -1926.505920 + Penalty 643.622076 = -1282.883844 nChanged 0 SP:Iteration 4F (17.731159 sec): 3 clusters Score: Raw -1926.505920 + Penalty 643.622076 = -1282.883844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.731643 sec): 2 clusters Score: Raw -425.321497 + Penalty 156.769053 = -268.552444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.731877 sec): 3 clusters Score: Raw -442.249986 + Penalty 313.574232 = -128.675754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.732357 sec): 2 clusters Score: Raw -429.165290 + Penalty 183.766983 = -245.398308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.732589 sec): 3 clusters Score: Raw -452.865666 + Penalty 369.216043 = -83.649622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.733046 sec): 2 clusters Score: Raw -186.164719 + Penalty 70.993759 = -115.170960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.733262 sec): 3 clusters Score: Raw -189.049031 + Penalty 141.987518 = -47.061513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.734068 sec): 2 clusters Score: Raw -3573.069841 + Penalty 158.094449 = -3414.975391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.734537 sec): 3 clusters Score: Raw -3515.224905 + Penalty 316.670227 = -3198.554678 nChanged 39 SP:Iteration 1F (17.734998 sec): 3 clusters Score: Raw -3537.352434 + Penalty 319.827285 = -3217.525150 nChanged 10 SP:Iteration 2F (17.735457 sec): 3 clusters Score: Raw -3549.426035 + Penalty 329.708452 = -3219.717583 nChanged 13 SP:Iteration 3F (17.735917 sec): 3 clusters Score: Raw -3570.122731 + Penalty 340.029156 = -3230.093575 nChanged 15 SP:Iteration 4F (17.736367 sec): 3 clusters Score: Raw -3592.941400 + Penalty 351.662940 = -3241.278461 nChanged 9 SP:Iteration 5F (17.736817 sec): 3 clusters Score: Raw -3613.938904 + Penalty 350.241534 = -3263.697370 nChanged 4 SP:Iteration 6Q (17.737233 sec): 3 clusters Score: Raw -3621.297428 + Penalty 352.816283 = -3268.481145 nChanged 1 SP:Iteration 7Q (17.737666 sec): 3 clusters Score: Raw -3621.963667 + Penalty 355.173397 = -3266.790270 nChanged 1 SP:Iteration 8F (17.738116 sec): 3 clusters Score: Raw -3623.135203 + Penalty 355.173397 = -3267.961806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.738725 sec): 2 clusters Score: Raw -2284.916067 + Penalty 239.676015 = -2045.240052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.739057 sec): 3 clusters Score: Raw -2280.145333 + Penalty 475.579451 = -1804.565882 nChanged 11 SP:Iteration 1F (17.739378 sec): 3 clusters Score: Raw -2306.447179 + Penalty 475.322549 = -1831.124629 nChanged 5 SP:Iteration 2F (17.739700 sec): 3 clusters Score: Raw -2314.565534 + Penalty 475.322549 = -1839.242985 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 (17.740151 sec): 2 clusters Score: Raw -70.001865 + Penalty 45.216203 = -24.785662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.740359 sec): 3 clusters Score: Raw -63.874189 + Penalty 90.432406 = 26.558218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.740815 sec): 2 clusters Score: Raw -169.132440 + Penalty 99.668521 = -69.463919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.741031 sec): 3 clusters Score: Raw -167.613513 + Penalty 206.493918 = 38.880405 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 (17.741487 sec): 2 clusters Score: Raw -170.668958 + Penalty 104.055858 = -66.613100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.741701 sec): 3 clusters Score: Raw -166.795752 + Penalty 238.691657 = 71.895906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.742140 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.742327 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.742766 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.742954 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 Deleting Class 26 (17 points): Lose 96.145580 but Gain 739.048249 Iteration 119Q (17.793006 sec): 35 clusters Score: Raw -354600.652171 + Penalty 18585.499779 = -336015.152392 nChanged 53 Deleting Class 32 (23 points): Lose 164.586555 but Gain 798.504021 Iteration 120F (18.010753 sec): 34 clusters Score: Raw -354506.706337 + Penalty 17811.760273 = -336694.946064 nChanged 41 Deleting Class 36 (13 points): Lose 61.438138 but Gain 694.772353 Iteration 121Q (18.051715 sec): 33 clusters Score: Raw -354495.083273 + Penalty 17140.854498 = -337354.228776 nChanged 25 Deleting Class 28 (25 points): Lose 105.195346 but Gain 724.436503 Iteration 122Q (18.091882 sec): 32 clusters Score: Raw -354420.170927 + Penalty 16450.048789 = -337970.122137 nChanged 32 Deleting Class 47 (8 points): Lose 40.413209 but Gain 658.076737 Iteration 123Q (18.133023 sec): 31 clusters Score: Raw -354425.582562 + Penalty 15877.936099 = -338547.646463 nChanged 18 Deleting Class 91 (2 points): Lose 9.351337 but Gain 620.275769 Iteration 124Q (18.172928 sec): 30 clusters Score: Raw -354435.975195 + Penalty 15313.983652 = -339121.991543 nChanged 11 Deleting Class 118 (5 points): Lose 10.484558 but Gain 614.764090 Iteration 125Q (18.212829 sec): 29 clusters Score: Raw -354436.234288 + Penalty 14708.590033 = -339727.644255 nChanged 14 Deleting Class 137 (1 points): Lose 1.944024 but Gain 605.779429 Iteration 126Q (18.251943 sec): 28 clusters Score: Raw -354441.684062 + Penalty 14111.033078 = -340330.650984 nChanged 6 Deleting Class 68 (18 points): Lose 103.410143 but Gain 705.336965 Iteration 127Q (18.290806 sec): 27 clusters Score: Raw -354345.412511 + Penalty 13417.688978 = -340927.723534 nChanged 20 Deleting Class 142 (1 points): Lose 2.242119 but Gain 585.841789 Iteration 128Q (18.330457 sec): 26 clusters Score: Raw -354379.355120 + Penalty 12838.931993 = -341540.423127 nChanged 3 Deleting Class 45 (14 points): Lose 61.940635 but Gain 633.089866 Iteration 129Q (18.369326 sec): 25 clusters Score: Raw -354322.939764 + Penalty 12222.321927 = -342100.617838 nChanged 15 Deleting Class 20 (15 points): Lose 118.045960 but Gain 685.361755 Iteration 130F (18.529543 sec): 24 clusters Score: Raw -354229.678411 + Penalty 12312.635505 = -341917.042906 nChanged 23 Deleting Class 110 (5 points): Lose 27.009652 but Gain 588.843616 Iteration 131F (18.685171 sec): 23 clusters Score: Raw -354234.977464 + Penalty 10994.179208 = -343240.798256 nChanged 19 Deleting Class 44 (2 points): Lose 9.887892 but Gain 570.223757 Iteration 132Q (18.725520 sec): 22 clusters Score: Raw -354255.669736 + Penalty 10445.006843 = -343810.662893 nChanged 24 Deleting Class 40 (3 points): Lose 14.376992 but Gain 511.781060 Iteration 133Q (18.763367 sec): 21 clusters Score: Raw -354267.428823 + Penalty 9955.449548 = -344311.979275 nChanged 19 Deleting Class 54 (5 points): Lose 24.315951 but Gain 506.741420 Iteration 134Q (18.801443 sec): 20 clusters Score: Raw -354264.510413 + Penalty 9457.958817 = -344806.551596 nChanged 20 Deleting Class 6 (102 points): Lose 227.074865 but Gain 709.478303 Iteration 135Q (18.839339 sec): 19 clusters Score: Raw -354051.963701 + Penalty 8763.759647 = -345288.204053 nChanged 114 Deleting Class 70 (8 points): Lose 29.209504 but Gain 509.060011 Iteration 136Q (18.876270 sec): 18 clusters Score: Raw -354179.298907 + Penalty 8299.400879 = -345879.898028 nChanged 45 Deleting Class 55 (13 points): Lose 77.724513 but Gain 551.991206 Iteration 137Q (18.912690 sec): 17 clusters Score: Raw -354135.169604 + Penalty 7760.836670 = -346374.332934 nChanged 39 Deleting Class 56 (65 points): Lose 268.839575 but Gain 736.255770 Iteration 138Q (18.949986 sec): 16 clusters Score: Raw -353900.319082 + Penalty 7052.463926 = -346847.855156 nChanged 95 Deleting Class 67 (15 points): Lose 121.797552 but Gain 550.452450 Iteration 139Q (18.985685 sec): 15 clusters Score: Raw -353921.383534 + Penalty 6498.282084 = -347423.101450 nChanged 48 Deleting Class 12 (10 points): Lose 27.575054 but Gain 225.449379 Iteration 140F (19.085554 sec): 14 clusters Score: Raw -353933.651495 + Penalty 6266.666637 = -347666.984859 nChanged 40 Deleting Class 19 (256 points): Lose 1121.242617 but Gain 1179.939794 Iteration 141Q (19.121351 sec): 13 clusters Score: Raw -352839.769648 + Penalty 6714.473110 = -346125.296538 nChanged 270 Deleting Class 24 (113 points): Lose 185.367159 but Gain 229.067030 Iteration 142F (19.208477 sec): 12 clusters Score: Raw -353415.799793 + Penalty 5096.396686 = -348319.403107 nChanged 184 Iteration 143Q (19.244403 sec): 12 clusters Score: Raw -353622.516037 + Penalty 5109.187563 = -348513.328474 nChanged 45 Iteration 144Q (19.279085 sec): 12 clusters Score: Raw -353635.569416 + Penalty 5118.641845 = -348516.927571 nChanged 32 Iteration 145Q (19.314381 sec): 12 clusters Score: Raw -353644.323797 + Penalty 5127.191793 = -348517.132004 nChanged 25 Iteration 146Q (19.349094 sec): 12 clusters Score: Raw -353650.549886 + Penalty 5135.607337 = -348514.942549 nChanged 24 Iteration 147F (19.431587 sec): 12 clusters Score: Raw -353660.710632 + Penalty 5144.217552 = -348516.493079 nChanged 30 Iteration 148Q (19.466056 sec): 12 clusters Score: Raw -353668.352793 + Penalty 5156.248630 = -348512.104163 nChanged 22 Iteration 149F (19.549058 sec): 12 clusters Score: Raw -353676.209077 + Penalty 5162.376482 = -348513.832595 nChanged 26 Iteration 150F (19.631981 sec): 12 clusters Score: Raw -353684.146989 + Penalty 5168.288390 = -348515.858599 nChanged 24 Iteration 151Q (19.667885 sec): 12 clusters Score: Raw -353689.256967 + Penalty 5172.523224 = -348516.733742 nChanged 16 Iteration 152Q (19.703001 sec): 12 clusters Score: Raw -353695.405255 + Penalty 5174.626811 = -348520.778444 nChanged 17 Iteration 153Q (19.737626 sec): 12 clusters Score: Raw -353701.636100 + Penalty 5175.959855 = -348525.676245 nChanged 12 Iteration 154Q (19.772526 sec): 12 clusters Score: Raw -353705.610581 + Penalty 5178.751328 = -348526.859252 nChanged 10 Iteration 155Q (19.807130 sec): 12 clusters Score: Raw -353707.386086 + Penalty 5180.418817 = -348526.967270 nChanged 5 Iteration 156Q (19.841883 sec): 12 clusters Score: Raw -353708.963416 + Penalty 5180.781354 = -348528.182062 nChanged 3 Iteration 157Q (19.876704 sec): 12 clusters Score: Raw -353709.634167 + Penalty 5181.308059 = -348528.326107 nChanged 3 Iteration 158Q (19.911541 sec): 12 clusters Score: Raw -353710.058935 + Penalty 5181.401384 = -348528.657550 nChanged 1 Iteration 159Q (19.946157 sec): 12 clusters Score: Raw -353710.119014 + Penalty 5181.919946 = -348528.199068 nChanged 3 Iteration 160F (20.028836 sec): 12 clusters Score: Raw -353710.892324 + Penalty 5182.220869 = -348528.671454 nChanged 3 Iteration 161Q (20.063906 sec): 12 clusters Score: Raw -353711.172984 + Penalty 5183.199822 = -348527.973162 nChanged 7 Iteration 162F (20.146428 sec): 12 clusters Score: Raw -353712.023728 + Penalty 5187.668276 = -348524.355452 nChanged 5 Iteration 163F (20.229464 sec): 12 clusters Score: Raw -353714.768039 + Penalty 5194.740826 = -348520.027213 nChanged 8 Iteration 164F (20.312649 sec): 12 clusters Score: Raw -353716.442458 + Penalty 5198.206165 = -348518.236294 nChanged 10 Iteration 165F (20.395744 sec): 12 clusters Score: Raw -353718.272729 + Penalty 5202.415302 = -348515.857427 nChanged 7 Iteration 166F (20.478768 sec): 12 clusters Score: Raw -353719.869860 + Penalty 5210.810204 = -348509.059657 nChanged 8 Iteration 167F (20.562733 sec): 12 clusters Score: Raw -353723.052283 + Penalty 5211.454792 = -348511.597490 nChanged 2 Iteration 168Q (20.597739 sec): 12 clusters Score: Raw -353724.351366 + Penalty 5211.730930 = -348512.620436 nChanged 2 Iteration 169Q (20.632389 sec): 12 clusters Score: Raw -353724.442913 + Penalty 5212.048865 = -348512.394047 nChanged 2 Iteration 170F (20.716513 sec): 12 clusters Score: Raw -353724.606901 + Penalty 5212.602724 = -348512.004177 nChanged 3 Iteration 171F (20.799849 sec): 12 clusters Score: Raw -353724.660641 + Penalty 5212.852955 = -348511.807686 nChanged 1 Iteration 172F (20.883106 sec): 12 clusters Score: Raw -353724.774807 + Penalty 5212.852955 = -348511.921852 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 -353724.774807 + Penalty 5212.852955 = -348511.921852Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.912697 sec): 2 clusters Score: Raw -32508.946763 + Penalty 155.695416 = -32353.251347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.915032 sec): 3 clusters Score: Raw -31786.956322 + Penalty 315.940976 = -31471.015346 nChanged 513 SP:Iteration 1F (20.917280 sec): 3 clusters Score: Raw -32165.268904 + Penalty 328.614311 = -31836.654592 nChanged 186 SP:Iteration 2F (20.919630 sec): 3 clusters Score: Raw -32355.104278 + Penalty 351.869034 = -32003.235243 nChanged 83 SP:Iteration 3F (20.922104 sec): 3 clusters Score: Raw -32420.764808 + Penalty 378.460492 = -32042.304316 nChanged 58 SP:Iteration 4F (20.924470 sec): 3 clusters Score: Raw -32490.551334 + Penalty 420.279478 = -32070.271856 nChanged 47 SP:Iteration 5Q (20.926666 sec): 3 clusters Score: Raw -32548.290049 + Penalty 442.418141 = -32105.871908 nChanged 16 SP:Iteration 6Q (20.928744 sec): 3 clusters Score: Raw -32563.104080 + Penalty 455.834014 = -32107.270066 nChanged 8 SP:Iteration 7Q (20.930780 sec): 3 clusters Score: Raw -32568.970608 + Penalty 465.016778 = -32103.953830 nChanged 2 SP:Iteration 8F (20.933054 sec): 3 clusters Score: Raw -32570.936920 + Penalty 469.455363 = -32101.481556 nChanged 1 SP:Iteration 9F (20.935319 sec): 3 clusters Score: Raw -32572.925659 + Penalty 478.651022 = -32094.274637 nChanged 2 SP:Iteration 10F (20.937581 sec): 3 clusters Score: Raw -32574.516526 + Penalty 482.130354 = -32092.386172 nChanged 1 SP:Iteration 11F (20.939841 sec): 3 clusters Score: Raw -32575.021632 + Penalty 487.547099 = -32087.474532 nChanged 1 SP:Iteration 12F (20.942103 sec): 3 clusters Score: Raw -32575.091735 + Penalty 487.547099 = -32087.544636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.942766 sec): 2 clusters Score: Raw -1638.521809 + Penalty 159.910763 = -1478.611046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.943096 sec): 3 clusters Score: Raw -1631.780456 + Penalty 322.846408 = -1308.934048 nChanged 12 SP:Iteration 1F (20.943413 sec): 3 clusters Score: Raw -1651.665222 + Penalty 340.450652 = -1311.214570 nChanged 6 SP:Iteration 2F (20.943731 sec): 3 clusters Score: Raw -1660.511111 + Penalty 345.087224 = -1315.423887 nChanged 1 SP:Iteration 3Q (20.944042 sec): 3 clusters Score: Raw -1661.270021 + Penalty 357.310347 = -1303.959674 nChanged 2 SP:Iteration 4F (20.944369 sec): 3 clusters Score: Raw -1665.995554 + Penalty 392.517308 = -1273.478247 nChanged 4 SP:Iteration 5F (20.944685 sec): 3 clusters Score: Raw -1679.214883 + Penalty 398.928804 = -1280.286079 nChanged 1 SP:Iteration 6Q (20.944982 sec): 3 clusters Score: Raw -1685.307164 + Penalty 398.928804 = -1286.378361 nChanged 0 SP:Iteration 7F (20.945297 sec): 3 clusters Score: Raw -1685.307164 + Penalty 398.928804 = -1286.378361 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 3 (1542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.952725 sec): 2 clusters Score: Raw -43149.343581 + Penalty 91.900221 = -43057.443360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.955765 sec): 3 clusters Score: Raw -42204.833775 + Penalty 188.154359 = -42016.679416 nChanged 712 SP:Iteration 1F (20.958714 sec): 3 clusters Score: Raw -42778.574827 + Penalty 192.068468 = -42586.506359 nChanged 156 SP:Iteration 2F (20.961662 sec): 3 clusters Score: Raw -42869.842036 + Penalty 196.324349 = -42673.517687 nChanged 87 SP:Iteration 3F (20.964638 sec): 3 clusters Score: Raw -42919.438245 + Penalty 198.987371 = -42720.450874 nChanged 57 SP:Iteration 4Q (20.967545 sec): 3 clusters Score: Raw -42934.243814 + Penalty 201.732108 = -42732.511706 nChanged 31 SP:Iteration 5Q (20.970649 sec): 3 clusters Score: Raw -42942.091174 + Penalty 204.803008 = -42737.288166 nChanged 29 SP:Iteration 6Q (20.973643 sec): 3 clusters Score: Raw -42951.887575 + Penalty 208.236320 = -42743.651255 nChanged 43 SP:Iteration 7Q (20.976689 sec): 3 clusters Score: Raw -42971.513011 + Penalty 212.017031 = -42759.495980 nChanged 50 SP:Iteration 8Q (20.979874 sec): 3 clusters Score: Raw -42996.329105 + Penalty 213.592496 = -42782.736608 nChanged 53 SP:Iteration 9Q (20.982995 sec): 3 clusters Score: Raw -43029.209227 + Penalty 218.955539 = -42810.253689 nChanged 51 SP:Iteration 10F (20.986011 sec): 3 clusters Score: Raw -43060.679247 + Penalty 221.190614 = -42839.488633 nChanged 41 SP:Iteration 11Q (20.989035 sec): 3 clusters Score: Raw -43086.133811 + Penalty 224.609833 = -42861.523978 nChanged 29 SP:Iteration 12Q (20.992064 sec): 3 clusters Score: Raw -43110.828890 + Penalty 231.492967 = -42879.335923 nChanged 24 SP:Iteration 13Q (20.995094 sec): 3 clusters Score: Raw -43125.793387 + Penalty 236.650899 = -42889.142488 nChanged 20 SP:Iteration 14Q (20.998147 sec): 3 clusters Score: Raw -43137.428073 + Penalty 249.300674 = -42888.127399 nChanged 21 SP:Iteration 15F (21.001243 sec): 3 clusters Score: Raw -43149.105167 + Penalty 256.791669 = -42892.313497 nChanged 16 SP:Iteration 16Q (21.004196 sec): 3 clusters Score: Raw -43157.967151 + Penalty 253.025058 = -42904.942094 nChanged 7 SP:Iteration 17Q (21.007315 sec): 3 clusters Score: Raw -43162.926641 + Penalty 259.813222 = -42903.113419 nChanged 7 SP:Iteration 18F (21.010662 sec): 3 clusters Score: Raw -43168.262517 + Penalty 256.472326 = -42911.790191 nChanged 5 SP:Iteration 19Q (21.013975 sec): 3 clusters Score: Raw -43173.053299 + Penalty 257.395472 = -42915.657826 nChanged 4 SP:Iteration 20F (21.017595 sec): 3 clusters Score: Raw -43176.881282 + Penalty 265.480154 = -42911.401128 nChanged 2 SP:Iteration 21F (21.021195 sec): 3 clusters Score: Raw -43177.446000 + Penalty 263.927135 = -42913.518865 nChanged 3 SP:Iteration 22Q (21.024208 sec): 3 clusters Score: Raw -43178.277999 + Penalty 263.927135 = -42914.350864 nChanged 0 SP:Iteration 23F (21.027953 sec): 3 clusters Score: Raw -43178.277999 + Penalty 263.927135 = -42914.350864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.030091 sec): 2 clusters Score: Raw -5084.381740 + Penalty 536.010268 = -4548.371472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.030709 sec): 3 clusters Score: Raw -5094.681682 + Penalty 1071.838134 = -4022.843548 nChanged 36 SP:Iteration 1F (21.031314 sec): 3 clusters Score: Raw -5143.797986 + Penalty 1070.850163 = -4072.947823 nChanged 12 SP:Iteration 2F (21.031919 sec): 3 clusters Score: Raw -5163.059371 + Penalty 1071.127121 = -4091.932250 nChanged 4 SP:Iteration 3Q (21.032499 sec): 3 clusters Score: Raw -5166.609593 + Penalty 1071.205143 = -4095.404450 nChanged 1 SP:Iteration 4Q (21.033092 sec): 3 clusters Score: Raw -5173.620985 + Penalty 1071.205143 = -4102.415842 nChanged 0 SP:Iteration 5F (21.033693 sec): 3 clusters Score: Raw -5173.620985 + Penalty 1071.205143 = -4102.415842 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.039052 sec): 2 clusters Score: Raw -50333.313182 + Penalty 135.342621 = -50197.970561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.042652 sec): 3 clusters Score: Raw -49374.045690 + Penalty 272.406129 = -49101.639561 nChanged 700 SP:Iteration 1F (21.045941 sec): 3 clusters Score: Raw -49894.308717 + Penalty 273.719452 = -49620.589264 nChanged 185 SP:Iteration 2F (21.049268 sec): 3 clusters Score: Raw -50075.075834 + Penalty 276.216210 = -49798.859624 nChanged 105 SP:Iteration 3F (21.052721 sec): 3 clusters Score: Raw -50184.438869 + Penalty 279.051514 = -49905.387355 nChanged 71 SP:Iteration 4Q (21.055797 sec): 3 clusters Score: Raw -50249.218633 + Penalty 276.076045 = -49973.142589 nChanged 40 SP:Iteration 5Q (21.058693 sec): 3 clusters Score: Raw -50280.391037 + Penalty 275.890948 = -50004.500089 nChanged 27 SP:Iteration 6Q (21.061565 sec): 3 clusters Score: Raw -50296.057177 + Penalty 274.632887 = -50021.424290 nChanged 18 SP:Iteration 7Q (21.064369 sec): 3 clusters Score: Raw -50302.125747 + Penalty 274.698862 = -50027.426885 nChanged 6 SP:Iteration 8Q (21.067208 sec): 3 clusters Score: Raw -50304.075991 + Penalty 273.563518 = -50030.512473 nChanged 13 SP:Iteration 9Q (21.070026 sec): 3 clusters Score: Raw -50307.553906 + Penalty 274.036448 = -50033.517458 nChanged 7 SP:Iteration 10F (21.073297 sec): 3 clusters Score: Raw -50309.581218 + Penalty 271.717756 = -50037.863462 nChanged 7 SP:Iteration 11Q (21.076137 sec): 3 clusters Score: Raw -50312.025111 + Penalty 270.635621 = -50041.389490 nChanged 5 SP:Iteration 12Q (21.079037 sec): 3 clusters Score: Raw -50313.230926 + Penalty 267.570782 = -50045.660144 nChanged 2 SP:Iteration 13Q (21.081893 sec): 3 clusters Score: Raw -50313.485526 + Penalty 267.225135 = -50046.260390 nChanged 2 SP:Iteration 14Q (21.084635 sec): 3 clusters Score: Raw -50313.840776 + Penalty 267.661167 = -50046.179609 nChanged 2 SP:Iteration 15F (21.088067 sec): 3 clusters Score: Raw -50313.985322 + Penalty 266.567760 = -50047.417563 nChanged 3 SP:Iteration 16Q (21.090869 sec): 3 clusters Score: Raw -50314.427823 + Penalty 264.041555 = -50050.386268 nChanged 3 SP:Iteration 17Q (21.093433 sec): 3 clusters Score: Raw -50315.092108 + Penalty 263.598171 = -50051.493938 nChanged 4 SP:Iteration 18Q (21.095817 sec): 3 clusters Score: Raw -50315.498822 + Penalty 262.930717 = -50052.568105 nChanged 2 SP:Iteration 19Q (21.098194 sec): 3 clusters Score: Raw -50316.566924 + Penalty 262.998167 = -50053.568757 nChanged 1 SP:Iteration 20F (21.100989 sec): 3 clusters Score: Raw -50316.933004 + Penalty 261.078166 = -50055.854838 nChanged 1 SP:Iteration 21Q (21.103276 sec): 3 clusters Score: Raw -50317.855032 + Penalty 260.912920 = -50056.942112 nChanged 3 SP:Iteration 22Q (21.105590 sec): 3 clusters Score: Raw -50318.871500 + Penalty 261.165023 = -50057.706477 nChanged 1 SP:Iteration 23Q (21.107934 sec): 3 clusters Score: Raw -50319.178091 + Penalty 261.165023 = -50058.013068 nChanged 0 SP:Iteration 24F (21.110742 sec): 3 clusters Score: Raw -50319.178091 + Penalty 261.165023 = -50058.013068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (1351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.115785 sec): 2 clusters Score: Raw -41446.495239 + Penalty 571.122294 = -40875.372945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.118367 sec): 3 clusters Score: Raw -40738.843992 + Penalty 1141.760831 = -39597.083161 nChanged 507 SP:Iteration 1F (21.120983 sec): 3 clusters Score: Raw -41051.170970 + Penalty 1141.560865 = -39909.610105 nChanged 138 SP:Iteration 2F (21.123681 sec): 3 clusters Score: Raw -41136.002250 + Penalty 1141.408495 = -39994.593755 nChanged 80 SP:Iteration 3F (21.126333 sec): 3 clusters Score: Raw -41198.973049 + Penalty 1142.718809 = -40056.254240 nChanged 63 SP:Iteration 4Q (21.128835 sec): 3 clusters Score: Raw -41250.985308 + Penalty 1145.451404 = -40105.533904 nChanged 54 SP:Iteration 5Q (21.131320 sec): 3 clusters Score: Raw -41294.964057 + Penalty 1147.568074 = -40147.395983 nChanged 43 SP:Iteration 6Q (21.133783 sec): 3 clusters Score: Raw -41319.028044 + Penalty 1149.291223 = -40169.736821 nChanged 28 SP:Iteration 7Q (21.136276 sec): 3 clusters Score: Raw -41333.895525 + Penalty 1150.856695 = -40183.038830 nChanged 22 SP:Iteration 8Q (21.138723 sec): 3 clusters Score: Raw -41344.832847 + Penalty 1152.018231 = -40192.814616 nChanged 15 SP:Iteration 9Q (21.141160 sec): 3 clusters Score: Raw -41351.208731 + Penalty 1154.050831 = -40197.157900 nChanged 19 SP:Iteration 10F (21.143659 sec): 3 clusters Score: Raw -41360.013204 + Penalty 1155.524289 = -40204.488915 nChanged 12 SP:Iteration 11Q (21.146083 sec): 3 clusters Score: Raw -41363.160680 + Penalty 1155.983217 = -40207.177463 nChanged 8 SP:Iteration 12Q (21.148600 sec): 3 clusters Score: Raw -41365.007814 + Penalty 1156.912169 = -40208.095645 nChanged 12 SP:Iteration 13Q (21.151081 sec): 3 clusters Score: Raw -41370.401839 + Penalty 1157.747632 = -40212.654206 nChanged 15 SP:Iteration 14Q (21.153496 sec): 3 clusters Score: Raw -41377.803926 + Penalty 1158.227695 = -40219.576231 nChanged 9 SP:Iteration 15Q (21.155911 sec): 3 clusters Score: Raw -41380.427611 + Penalty 1159.544214 = -40220.883397 nChanged 7 SP:Iteration 16Q (21.158320 sec): 3 clusters Score: Raw -41383.227101 + Penalty 1160.940702 = -40222.286398 nChanged 7 SP:Iteration 17Q (21.160727 sec): 3 clusters Score: Raw -41385.229284 + Penalty 1161.712280 = -40223.517004 nChanged 3 SP:Iteration 18Q (21.163181 sec): 3 clusters Score: Raw -41386.865075 + Penalty 1162.547231 = -40224.317844 nChanged 4 SP:Iteration 19Q (21.165654 sec): 3 clusters Score: Raw -41388.428337 + Penalty 1163.480094 = -40224.948243 nChanged 6 SP:Iteration 20F (21.168496 sec): 3 clusters Score: Raw -41389.895877 + Penalty 1164.447495 = -40225.448382 nChanged 3 SP:Iteration 21Q (21.170964 sec): 3 clusters Score: Raw -41390.878983 + Penalty 1165.557910 = -40225.321073 nChanged 4 SP:Iteration 22F (21.173581 sec): 3 clusters Score: Raw -41391.875861 + Penalty 1168.321574 = -40223.554287 nChanged 9 SP:Iteration 23F (21.176228 sec): 3 clusters Score: Raw -41395.170837 + Penalty 1171.542789 = -40223.628048 nChanged 12 SP:Iteration 24Q (21.178716 sec): 3 clusters Score: Raw -41399.605493 + Penalty 1173.912371 = -40225.693122 nChanged 10 SP:Iteration 25Q (21.181136 sec): 3 clusters Score: Raw -41403.959490 + Penalty 1176.254032 = -40227.705458 nChanged 8 SP:Iteration 26Q (21.183621 sec): 3 clusters Score: Raw -41406.547357 + Penalty 1178.588443 = -40227.958914 nChanged 8 SP:Iteration 27Q (21.186077 sec): 3 clusters Score: Raw -41409.725573 + Penalty 1181.367133 = -40228.358440 nChanged 11 SP:Iteration 28Q (21.188473 sec): 3 clusters Score: Raw -41415.157651 + Penalty 1185.133892 = -40230.023758 nChanged 14 SP:Iteration 29Q (21.190860 sec): 3 clusters Score: Raw -41422.354304 + Penalty 1188.798790 = -40233.555514 nChanged 16 SP:Iteration 30F (21.193354 sec): 3 clusters Score: Raw -41429.083007 + Penalty 1194.332190 = -40234.750816 nChanged 19 SP:Iteration 31Q (21.195740 sec): 3 clusters Score: Raw -41436.465037 + Penalty 1201.548834 = -40234.916204 nChanged 21 SP:Iteration 32Q (21.198137 sec): 3 clusters Score: Raw -41448.400629 + Penalty 1206.565244 = -40241.835385 nChanged 13 SP:Iteration 33Q (21.200575 sec): 3 clusters Score: Raw -41462.474824 + Penalty 1212.449417 = -40250.025407 nChanged 16 SP:Iteration 34Q (21.203100 sec): 3 clusters Score: Raw -41473.409128 + Penalty 1217.605427 = -40255.803701 nChanged 16 SP:Iteration 35Q (21.205655 sec): 3 clusters Score: Raw -41483.399774 + Penalty 1223.849206 = -40259.550568 nChanged 20 SP:Iteration 36Q (21.208080 sec): 3 clusters Score: Raw -41501.205029 + Penalty 1234.283644 = -40266.921384 nChanged 32 SP:Iteration 37Q (21.210459 sec): 3 clusters Score: Raw -41531.760256 + Penalty 1245.369873 = -40286.390382 nChanged 24 SP:Iteration 38Q (21.212828 sec): 3 clusters Score: Raw -41550.763005 + Penalty 1252.656294 = -40298.106711 nChanged 21 SP:Iteration 39Q (21.215188 sec): 3 clusters Score: Raw -41562.317193 + Penalty 1264.678184 = -40297.639009 nChanged 21 SP:Iteration 40F (21.217739 sec): 3 clusters Score: Raw -41578.493285 + Penalty 1277.933637 = -40300.559648 nChanged 20 SP:Iteration 41Q (21.220111 sec): 3 clusters Score: Raw -41595.671524 + Penalty 1288.754946 = -40306.916578 nChanged 18 SP:Iteration 42Q (21.222507 sec): 3 clusters Score: Raw -41611.748774 + Penalty 1301.292845 = -40310.455930 nChanged 20 SP:Iteration 43Q (21.224972 sec): 3 clusters Score: Raw -41629.341242 + Penalty 1310.792985 = -40318.548257 nChanged 14 SP:Iteration 44Q (21.227245 sec): 3 clusters Score: Raw -41637.512257 + Penalty 1321.185456 = -40316.326801 nChanged 13 SP:Iteration 45F (21.229934 sec): 3 clusters Score: Raw -41648.822788 + Penalty 1334.758930 = -40314.063858 nChanged 17 SP:Iteration 46F (21.232484 sec): 3 clusters Score: Raw -41671.761842 + Penalty 1351.088444 = -40320.673398 nChanged 20 SP:Iteration 47Q (21.234727 sec): 3 clusters Score: Raw -41696.650923 + Penalty 1367.502564 = -40329.148358 nChanged 17 SP:Iteration 48Q (21.236927 sec): 3 clusters Score: Raw -41711.359071 + Penalty 1376.371020 = -40334.988051 nChanged 12 SP:Iteration 49Q (21.239107 sec): 3 clusters Score: Raw -41729.634770 + Penalty 1384.401557 = -40345.233213 nChanged 12 SP:Iteration 50F (21.241597 sec): 3 clusters Score: Raw -41741.735628 + Penalty 1389.249679 = -40352.485949 nChanged 11 SP:Iteration 51Q (21.243744 sec): 3 clusters Score: Raw -41749.671559 + Penalty 1388.868551 = -40360.803008 nChanged 3 SP:Iteration 52Q (21.245928 sec): 3 clusters Score: Raw -41751.659087 + Penalty 1388.903866 = -40362.755221 nChanged 1 SP:Iteration 53Q (21.248117 sec): 3 clusters Score: Raw -41752.349879 + Penalty 1391.571842 = -40360.778037 nChanged 2 SP:Iteration 54F (21.250669 sec): 3 clusters Score: Raw -41752.747616 + Penalty 1392.121223 = -40360.626393 nChanged 1 SP:Iteration 55F (21.253164 sec): 3 clusters Score: Raw -41753.270673 + Penalty 1392.121223 = -40361.149450 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 14 (3129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.268474 sec): 2 clusters Score: Raw -85006.609642 + Penalty 155.944522 = -84850.665120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.274438 sec): 3 clusters Score: Raw -83016.857157 + Penalty 313.044939 = -82703.812218 nChanged 1395 SP:Iteration 1F (21.280067 sec): 3 clusters Score: Raw -83874.280470 + Penalty 306.245638 = -83568.034832 nChanged 376 SP:Iteration 2F (21.286113 sec): 3 clusters Score: Raw -84098.405491 + Penalty 302.185934 = -83796.219557 nChanged 195 SP:Iteration 3F (21.291773 sec): 3 clusters Score: Raw -84209.524953 + Penalty 300.523721 = -83909.001232 nChanged 143 SP:Iteration 4Q (21.297624 sec): 3 clusters Score: Raw -84257.275972 + Penalty 301.326054 = -83955.949918 nChanged 101 SP:Iteration 5Q (21.303303 sec): 3 clusters Score: Raw -84287.047809 + Penalty 302.725370 = -83984.322439 nChanged 95 SP:Iteration 6Q (21.309100 sec): 3 clusters Score: Raw -84317.718607 + Penalty 303.587442 = -84014.131165 nChanged 97 SP:Iteration 7Q (21.314808 sec): 3 clusters Score: Raw -84358.249378 + Penalty 305.021096 = -84053.228282 nChanged 135 SP:Iteration 8Q (21.320528 sec): 3 clusters Score: Raw -84427.434358 + Penalty 306.964306 = -84120.470052 nChanged 132 SP:Iteration 9Q (21.326174 sec): 3 clusters Score: Raw -84503.258968 + Penalty 308.561569 = -84194.697399 nChanged 146 SP:Iteration 10F (21.331832 sec): 3 clusters Score: Raw -84608.285488 + Penalty 313.469313 = -84294.816175 nChanged 130 SP:Iteration 11Q (21.337653 sec): 3 clusters Score: Raw -84718.857204 + Penalty 318.037248 = -84400.819957 nChanged 119 SP:Iteration 12Q (21.343287 sec): 3 clusters Score: Raw -84826.540732 + Penalty 320.257746 = -84506.282986 nChanged 79 SP:Iteration 13Q (21.348710 sec): 3 clusters Score: Raw -84886.786261 + Penalty 317.397406 = -84569.388856 nChanged 50 SP:Iteration 14Q (21.353621 sec): 3 clusters Score: Raw -84918.777865 + Penalty 327.019895 = -84591.757970 nChanged 41 SP:Iteration 15Q (21.358469 sec): 3 clusters Score: Raw -84943.534544 + Penalty 340.017270 = -84603.517275 nChanged 32 SP:Iteration 16Q (21.363436 sec): 3 clusters Score: Raw -84966.169052 + Penalty 376.901486 = -84589.267567 nChanged 40 SP:Iteration 17F (21.369273 sec): 3 clusters Score: Raw -85000.363479 + Penalty 432.190532 = -84568.172946 nChanged 34 SP:Iteration 18F (21.375259 sec): 3 clusters Score: Raw -85031.907104 + Penalty 467.413919 = -84564.493186 nChanged 20 SP:Iteration 19F (21.381017 sec): 3 clusters Score: Raw -85053.472287 + Penalty 534.642464 = -84518.829822 nChanged 9 SP:Iteration 20F (21.386599 sec): 3 clusters Score: Raw -85062.132677 + Penalty 595.125075 = -84467.007602 nChanged 6 SP:Iteration 21F (21.392166 sec): 3 clusters Score: Raw -85066.988353 + Penalty 595.125075 = -84471.863278 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 16 (3793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.410978 sec): 2 clusters Score: Raw -112043.002805 + Penalty 406.719949 = -111636.282856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.417928 sec): 3 clusters Score: Raw -109615.679758 + Penalty 813.739100 = -108801.940659 nChanged 1678 SP:Iteration 1F (21.425050 sec): 3 clusters Score: Raw -110553.321827 + Penalty 815.912725 = -109737.409102 nChanged 572 SP:Iteration 2F (21.431884 sec): 3 clusters Score: Raw -111064.628945 + Penalty 816.733006 = -110247.895939 nChanged 336 SP:Iteration 3F (21.438658 sec): 3 clusters Score: Raw -111348.966600 + Penalty 821.558373 = -110527.408227 nChanged 217 SP:Iteration 4F (21.445458 sec): 3 clusters Score: Raw -111510.596056 + Penalty 827.407291 = -110683.188765 nChanged 173 SP:Iteration 5Q (21.452514 sec): 3 clusters Score: Raw -111612.822453 + Penalty 835.429022 = -110777.393430 nChanged 132 SP:Iteration 6Q (21.459255 sec): 3 clusters Score: Raw -111690.125083 + Penalty 841.330009 = -110848.795074 nChanged 106 SP:Iteration 7Q (21.465897 sec): 3 clusters Score: Raw -111744.554405 + Penalty 851.492191 = -110893.062215 nChanged 90 SP:Iteration 8Q (21.472528 sec): 3 clusters Score: Raw -111785.709059 + Penalty 858.676119 = -110927.032940 nChanged 84 SP:Iteration 9Q (21.479174 sec): 3 clusters Score: Raw -111821.661169 + Penalty 873.750991 = -110947.910178 nChanged 82 SP:Iteration 10F (21.486035 sec): 3 clusters Score: Raw -111866.334186 + Penalty 893.286246 = -110973.047940 nChanged 70 SP:Iteration 11Q (21.492930 sec): 3 clusters Score: Raw -111902.411521 + Penalty 916.898331 = -110985.513190 nChanged 52 SP:Iteration 12Q (21.499304 sec): 3 clusters Score: Raw -111925.846936 + Penalty 934.899175 = -110990.947761 nChanged 35 SP:Iteration 13Q (21.505869 sec): 3 clusters Score: Raw -111947.202734 + Penalty 957.282119 = -110989.920615 nChanged 37 SP:Iteration 14F (21.512883 sec): 3 clusters Score: Raw -111972.532398 + Penalty 984.412661 = -110988.119737 nChanged 34 SP:Iteration 15F (21.519763 sec): 3 clusters Score: Raw -112003.276390 + Penalty 1016.019643 = -110987.256747 nChanged 39 SP:Iteration 16F (21.526912 sec): 3 clusters Score: Raw -112034.850100 + Penalty 1034.354575 = -111000.495525 nChanged 31 SP:Iteration 17Q (21.533015 sec): 3 clusters Score: Raw -112056.417062 + Penalty 1054.852003 = -111001.565059 nChanged 25 SP:Iteration 18Q (21.538904 sec): 3 clusters Score: Raw -112073.352232 + Penalty 1065.636818 = -111007.715415 nChanged 18 SP:Iteration 19Q (21.544698 sec): 3 clusters Score: Raw -112084.335854 + Penalty 1077.437568 = -111006.898286 nChanged 15 SP:Iteration 20F (21.551699 sec): 3 clusters Score: Raw -112093.197381 + Penalty 1079.480831 = -111013.716550 nChanged 10 SP:Iteration 21Q (21.557406 sec): 3 clusters Score: Raw -112101.100730 + Penalty 1085.754514 = -111015.346216 nChanged 6 SP:Iteration 22Q (21.563297 sec): 3 clusters Score: Raw -112105.179513 + Penalty 1099.358335 = -111005.821178 nChanged 10 SP:Iteration 23F (21.570308 sec): 3 clusters Score: Raw -112112.262311 + Penalty 1110.285760 = -111001.976551 nChanged 11 SP:Iteration 24F (21.577431 sec): 3 clusters Score: Raw -112119.533804 + Penalty 1114.674779 = -111004.859025 nChanged 5 SP:Iteration 25Q (21.583229 sec): 3 clusters Score: Raw -112121.801789 + Penalty 1123.358817 = -110998.442972 nChanged 6 SP:Iteration 26F (21.590239 sec): 3 clusters Score: Raw -112123.770079 + Penalty 1125.093698 = -110998.676381 nChanged 3 SP:Iteration 27Q (21.595934 sec): 3 clusters Score: Raw -112124.752207 + Penalty 1128.014968 = -110996.737239 nChanged 1 SP:Iteration 28F (21.602838 sec): 3 clusters Score: Raw -112125.189282 + Penalty 1128.014968 = -110997.174314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.607927 sec): 2 clusters Score: Raw -13416.410812 + Penalty 592.573479 = -12823.837334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608924 sec): 3 clusters Score: Raw -13260.325458 + Penalty 1183.739408 = -12076.586050 nChanged 131 SP:Iteration 1F (21.609900 sec): 3 clusters Score: Raw -13427.886572 + Penalty 1192.296784 = -12235.589788 nChanged 48 SP:Iteration 2F (21.610884 sec): 3 clusters Score: Raw -13500.778229 + Penalty 1201.202187 = -12299.576042 nChanged 25 SP:Iteration 3F (21.611858 sec): 3 clusters Score: Raw -13536.663991 + Penalty 1206.229539 = -12330.434452 nChanged 15 SP:Iteration 4Q (21.612804 sec): 3 clusters Score: Raw -13560.941691 + Penalty 1209.550128 = -12351.391563 nChanged 10 SP:Iteration 5Q (21.613740 sec): 3 clusters Score: Raw -13571.958626 + Penalty 1212.739191 = -12359.219435 nChanged 5 SP:Iteration 6Q (21.614678 sec): 3 clusters Score: Raw -13578.422750 + Penalty 1214.229864 = -12364.192885 nChanged 3 SP:Iteration 7Q (21.615799 sec): 3 clusters Score: Raw -13586.526557 + Penalty 1218.045834 = -12368.480724 nChanged 4 SP:Iteration 8Q (21.616727 sec): 3 clusters Score: Raw -13590.594567 + Penalty 1222.685295 = -12367.909272 nChanged 5 SP:Iteration 9F (21.617700 sec): 3 clusters Score: Raw -13594.935434 + Penalty 1223.824026 = -12371.111408 nChanged 1 SP:Iteration 10F (21.618675 sec): 3 clusters Score: Raw -13596.182589 + Penalty 1225.903414 = -12370.279175 nChanged 2 SP:Iteration 11F (21.619649 sec): 3 clusters Score: Raw -13597.635284 + Penalty 1228.180823 = -12369.454461 nChanged 2 SP:Iteration 12F (21.620623 sec): 3 clusters Score: Raw -13598.558278 + Penalty 1228.180823 = -12370.377456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.621627 sec): 2 clusters Score: Raw -4725.126952 + Penalty 280.309103 = -4444.817850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.622197 sec): 3 clusters Score: Raw -4657.831369 + Penalty 561.832184 = -4095.999185 nChanged 52 SP:Iteration 1F (21.622758 sec): 3 clusters Score: Raw -4717.333769 + Penalty 581.262354 = -4136.071415 nChanged 22 SP:Iteration 2F (21.623314 sec): 3 clusters Score: Raw -4757.062340 + Penalty 591.222059 = -4165.840281 nChanged 13 SP:Iteration 3F (21.623871 sec): 3 clusters Score: Raw -4787.106826 + Penalty 602.642293 = -4184.464533 nChanged 8 SP:Iteration 4Q (21.624404 sec): 3 clusters Score: Raw -4801.780911 + Penalty 611.035300 = -4190.745611 nChanged 3 SP:Iteration 5Q (21.624936 sec): 3 clusters Score: Raw -4803.483412 + Penalty 611.035300 = -4192.448112 nChanged 0 SP:Iteration 6F (21.625497 sec): 3 clusters Score: Raw -4803.483412 + Penalty 611.035300 = -4192.448112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.626155 sec): 2 clusters Score: Raw -2309.236214 + Penalty 239.515512 = -2069.720702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.626494 sec): 3 clusters Score: Raw -2295.856073 + Penalty 480.159185 = -1815.696887 nChanged 8 SP:Iteration 1F (21.626824 sec): 3 clusters Score: Raw -2304.608424 + Penalty 480.049658 = -1824.558766 nChanged 2 SP:Iteration 2Q (21.627151 sec): 3 clusters Score: Raw -2307.958367 + Penalty 480.982794 = -1826.975573 nChanged 3 SP:Iteration 3Q (21.627477 sec): 3 clusters Score: Raw -2313.269158 + Penalty 480.982794 = -1832.286364 nChanged 0 SP:Iteration 4F (21.627806 sec): 3 clusters Score: Raw -2313.269158 + Penalty 480.982794 = -1832.286364 nChanged 0 Time taken for this iteration:21.259961 seconds. 300->12 Clusters: Score -348511.921852, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 173 (time per iteration =125.111468 ms) Total iterations: 1169 (time per iteration =18.515213 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2094402500.000000 (time per metric unit =10.334348ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 52360062500.000000 (time per metric unit=413.373915ps) That took 21.644284 seconds. FileBase PeterP-2014-02-27_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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10946 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 10946 points ------ Starting initial clusters from distinct float masks Not enough masks (162) to generate starting clusters (300), so starting with (163) clusters instead. Assigned 163 initial classes from 162 unique masks. Deleting Class 89 (1 points): Lose 0.444816 but Gain 1492.229142 Iteration 0F (1.099190 sec): 162 clusters Score: Raw -306167.295950 + Penalty 143762.085077 = -162405.210873 nChanged 2374 Deleting Class 58 (1 points): Lose 4.457509 but Gain 1490.340656 Iteration 1F (1.870850 sec): 155 clusters Score: Raw -308953.741715 + Penalty 142459.237218 = -166494.504496 nChanged 841 Deleting Class 155 (1 points): Lose 7.072802 but Gain 1462.513924 Iteration 2F (2.643977 sec): 154 clusters Score: Raw -310026.945641 + Penalty 141515.523795 = -168511.421846 nChanged 753 Deleting Class 78 (2 points): Lose 31.589257 but Gain 1456.983163 Iteration 3F (3.394999 sec): 153 clusters Score: Raw -310948.622915 + Penalty 140503.169855 = -170445.453060 nChanged 717 Deleting Class 147 (1 points): Lose 15.188983 but Gain 1420.140504 Iteration 4F (4.131066 sec): 152 clusters Score: Raw -311691.174477 + Penalty 138403.564911 = -173287.609566 nChanged 591 Deleting Class 139 (2 points): Lose 53.224584 but Gain 1449.797564 Iteration 5F (4.863916 sec): 150 clusters Score: Raw -312214.963131 + Penalty 136771.440672 = -175443.522460 nChanged 442 Deleting Class 140 (1 points): Lose 1.781184 but Gain 1384.919589 Iteration 6Q (4.946340 sec): 149 clusters Score: Raw -312569.533085 + Penalty 134815.785654 = -177753.747431 nChanged 304 Deleting Class 69 (3 points): Lose 48.357077 but Gain 1430.392869 Iteration 7Q (5.017664 sec): 148 clusters Score: Raw -312754.589294 + Penalty 133640.050249 = -179114.539045 nChanged 240 Deleting Class 158 (1 points): Lose 6.641177 but Gain 1320.309753 Iteration 8Q (5.084247 sec): 147 clusters Score: Raw -312928.471645 + Penalty 131374.196251 = -181554.275394 nChanged 163 Deleting Class 150 (2 points): Lose 33.689862 but Gain 1347.185465 Iteration 9Q (5.145598 sec): 145 clusters Score: Raw -312993.501510 + Penalty 130120.692535 = -182872.808975 nChanged 123 Deleting Class 60 (1 points): Lose 3.076760 but Gain 1294.733893 Iteration 10F (5.856316 sec): 144 clusters Score: Raw -313063.260943 + Penalty 128842.712961 = -184220.547982 nChanged 87 Deleting Class 65 (1 points): Lose 4.267484 but Gain 1294.020756 Iteration 11Q (5.912043 sec): 143 clusters Score: Raw -313091.708372 + Penalty 127530.748130 = -185560.960242 nChanged 82 Deleting Class 160 (2 points): Lose 36.591436 but Gain 1325.245508 Iteration 12Q (5.967764 sec): 142 clusters Score: Raw -313089.694593 + Penalty 126247.204213 = -186842.490379 nChanged 59 Deleting Class 70 (1 points): Lose 15.568320 but Gain 1288.308705 Iteration 13Q (6.021428 sec): 141 clusters Score: Raw -313107.257403 + Penalty 124984.669443 = -188122.587960 nChanged 47 Deleting Class 142 (3 points): Lose 47.453736 but Gain 1310.111079 Iteration 14Q (6.073923 sec): 140 clusters Score: Raw -313085.185789 + Penalty 123693.180090 = -189392.005699 nChanged 45 Deleting Class 117 (3 points): Lose 35.449247 but Gain 1294.039250 Iteration 15Q (6.126524 sec): 139 clusters Score: Raw -313091.598738 + Penalty 122398.407444 = -190693.191294 nChanged 48 Deleting Class 71 (2 points): Lose 23.400718 but Gain 1274.624059 Iteration 16Q (6.178693 sec): 138 clusters Score: Raw -313104.482101 + Penalty 121166.535176 = -191937.946924 nChanged 37 Deleting Class 88 (1 points): Lose 23.496203 but Gain 1271.371299 Iteration 17Q (6.230352 sec): 137 clusters Score: Raw -313122.721979 + Penalty 120102.408218 = -193020.313761 nChanged 31 Deleting Class 102 (1 points): Lose 5.163633 but Gain 1252.579213 Iteration 18Q (6.280972 sec): 136 clusters Score: Raw -313172.672532 + Penalty 118842.899886 = -194329.772646 nChanged 20 Deleting Class 125 (2 points): Lose 19.923286 but Gain 1264.470575 Iteration 19Q (6.331169 sec): 135 clusters Score: Raw -313162.904021 + Penalty 117672.190759 = -195490.713262 nChanged 15 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 -313162.904021 + Penalty 117672.190759 = -195490.713262Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.373329 sec): 2 clusters Score: Raw -25247.709584 + Penalty 763.621927 = -24484.087657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.374923 sec): 3 clusters Score: Raw -24945.500154 + Penalty 1527.177664 = -23418.322490 nChanged 230 SP:Iteration 1F (6.376480 sec): 3 clusters Score: Raw -25141.325341 + Penalty 1527.361883 = -23613.963458 nChanged 67 SP:Iteration 2F (6.377998 sec): 3 clusters Score: Raw -25206.069886 + Penalty 1527.321566 = -23678.748320 nChanged 43 SP:Iteration 3F (6.379479 sec): 3 clusters Score: Raw -25253.358984 + Penalty 1527.370854 = -23725.988131 nChanged 26 SP:Iteration 4Q (6.380973 sec): 3 clusters Score: Raw -25283.580159 + Penalty 1527.394454 = -23756.185705 nChanged 27 SP:Iteration 5Q (6.382452 sec): 3 clusters Score: Raw -25308.066800 + Penalty 1527.543262 = -23780.523538 nChanged 17 SP:Iteration 6Q (6.384032 sec): 3 clusters Score: Raw -25318.310037 + Penalty 1527.360466 = -23790.949571 nChanged 12 SP:Iteration 7Q (6.385488 sec): 3 clusters Score: Raw -25329.364181 + Penalty 1527.468588 = -23801.895593 nChanged 13 SP:Iteration 8Q (6.386977 sec): 3 clusters Score: Raw -25339.336142 + Penalty 1527.364741 = -23811.971402 nChanged 10 SP:Iteration 9Q (6.388451 sec): 3 clusters Score: Raw -25346.065049 + Penalty 1527.159559 = -23818.905490 nChanged 10 SP:Iteration 10F (6.389945 sec): 3 clusters Score: Raw -25351.813137 + Penalty 1526.713166 = -23825.099971 nChanged 6 SP:Iteration 11Q (6.391399 sec): 3 clusters Score: Raw -25358.755759 + Penalty 1526.163802 = -23832.591957 nChanged 9 SP:Iteration 12Q (6.392850 sec): 3 clusters Score: Raw -25368.412528 + Penalty 1525.950475 = -23842.462052 nChanged 8 SP:Iteration 13Q (6.394304 sec): 3 clusters Score: Raw -25375.119711 + Penalty 1525.712422 = -23849.407289 nChanged 2 SP:Iteration 14Q (6.395753 sec): 3 clusters Score: Raw -25376.356956 + Penalty 1525.750049 = -23850.606907 nChanged 1 SP:Iteration 15Q (6.397246 sec): 3 clusters Score: Raw -25377.200663 + Penalty 1525.750049 = -23851.450614 nChanged 0 SP:Iteration 16F (6.398746 sec): 3 clusters Score: Raw -25377.200663 + Penalty 1525.750049 = -23851.450614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.399354 sec): 2 clusters Score: Raw -806.976996 + Penalty 181.026037 = -625.950959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.399642 sec): 3 clusters Score: Raw -804.571545 + Penalty 364.183886 = -440.387658 nChanged 1 SP:Iteration 1Q (6.399896 sec): 3 clusters Score: Raw -806.587018 + Penalty 364.183886 = -442.403131 nChanged 0 SP:Iteration 2F (6.400146 sec): 3 clusters Score: Raw -806.587018 + Penalty 364.183886 = -442.403131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.402282 sec): 2 clusters Score: Raw -16519.388261 + Penalty 54.780537 = -16464.607724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.403502 sec): 3 clusters Score: Raw -16167.322469 + Penalty 108.243212 = -16059.079257 nChanged 277 SP:Iteration 1F (6.404712 sec): 3 clusters Score: Raw -16407.575915 + Penalty 108.365093 = -16299.210822 nChanged 49 SP:Iteration 2F (6.405909 sec): 3 clusters Score: Raw -16445.505507 + Penalty 108.698785 = -16336.806722 nChanged 32 SP:Iteration 3F (6.407104 sec): 3 clusters Score: Raw -16464.880544 + Penalty 109.357505 = -16355.523040 nChanged 22 SP:Iteration 4Q (6.408270 sec): 3 clusters Score: Raw -16479.432170 + Penalty 110.332572 = -16369.099598 nChanged 24 SP:Iteration 5Q (6.409431 sec): 3 clusters Score: Raw -16498.850649 + Penalty 111.321168 = -16387.529481 nChanged 28 SP:Iteration 6Q (6.410583 sec): 3 clusters Score: Raw -16526.851646 + Penalty 112.248383 = -16414.603263 nChanged 23 SP:Iteration 7Q (6.411725 sec): 3 clusters Score: Raw -16559.071527 + Penalty 112.543247 = -16446.528281 nChanged 15 SP:Iteration 8Q (6.412843 sec): 3 clusters Score: Raw -16575.091114 + Penalty 113.000405 = -16462.090709 nChanged 11 SP:Iteration 9Q (6.413978 sec): 3 clusters Score: Raw -16581.483935 + Penalty 113.047801 = -16468.436134 nChanged 10 SP:Iteration 10F (6.415252 sec): 3 clusters Score: Raw -16593.277270 + Penalty 112.740496 = -16480.536775 nChanged 17 SP:Iteration 11Q (6.416332 sec): 3 clusters Score: Raw -16613.653959 + Penalty 112.406580 = -16501.247380 nChanged 10 SP:Iteration 12Q (6.417390 sec): 3 clusters Score: Raw -16624.086126 + Penalty 112.612579 = -16511.473546 nChanged 6 SP:Iteration 13Q (6.418437 sec): 3 clusters Score: Raw -16626.909856 + Penalty 111.855208 = -16515.054648 nChanged 7 SP:Iteration 14Q (6.419477 sec): 3 clusters Score: Raw -16629.280014 + Penalty 111.942492 = -16517.337522 nChanged 1 SP:Iteration 15Q (6.420510 sec): 3 clusters Score: Raw -16629.331442 + Penalty 111.942492 = -16517.388950 nChanged 0 SP:Iteration 16F (6.421704 sec): 3 clusters Score: Raw -16629.331442 + Penalty 111.942492 = -16517.388950 nChanged 0 Score: Raw -323438.850999 + Penalty 117755.675723 = -205683.175276 Splitting cluster 3 changes total score from -195490.713262 to -205683.175276 So it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.079517 sec): 2 clusters Score: Raw -13558.532393 + Penalty 122.393668 = -13436.138725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.080478 sec): 3 clusters Score: Raw -13322.142212 + Penalty 262.533221 = -13059.608991 nChanged 166 SP:Iteration 1F (7.081405 sec): 3 clusters Score: Raw -13480.019636 + Penalty 287.899135 = -13192.120502 nChanged 54 SP:Iteration 2F (7.082327 sec): 3 clusters Score: Raw -13548.096156 + Penalty 303.411572 = -13244.684584 nChanged 25 SP:Iteration 3F (7.083268 sec): 3 clusters Score: Raw -13575.641839 + Penalty 294.981743 = -13280.660096 nChanged 13 SP:Iteration 4Q (7.084187 sec): 3 clusters Score: Raw -13589.759865 + Penalty 310.893507 = -13278.866358 nChanged 5 SP:Iteration 5F (7.085109 sec): 3 clusters Score: Raw -13594.762666 + Penalty 316.035549 = -13278.727116 nChanged 3 SP:Iteration 6F (7.086032 sec): 3 clusters Score: Raw -13595.881075 + Penalty 302.815763 = -13293.065312 nChanged 2 SP:Iteration 7Q (7.086867 sec): 3 clusters Score: Raw -13596.476891 + Penalty 302.815763 = -13293.661128 nChanged 0 SP:Iteration 8F (7.087823 sec): 3 clusters Score: Raw -13596.476891 + Penalty 302.815763 = -13293.661128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.088559 sec): 2 clusters Score: Raw -3209.205649 + Penalty 422.906889 = -2786.298760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.088950 sec): 3 clusters Score: Raw -3222.530565 + Penalty 845.737676 = -2376.792889 nChanged 10 SP:Iteration 1F (7.089334 sec): 3 clusters Score: Raw -3244.092278 + Penalty 845.813923 = -2398.278355 nChanged 1 SP:Iteration 2Q (7.089740 sec): 3 clusters Score: Raw -3245.451647 + Penalty 845.813923 = -2399.637724 nChanged 0 SP:Iteration 3F (7.090138 sec): 3 clusters Score: Raw -3245.451647 + Penalty 845.813923 = -2399.637724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.092150 sec): 2 clusters Score: Raw -10429.515574 + Penalty 69.317616 = -10360.197958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.092985 sec): 3 clusters Score: Raw -10228.445082 + Penalty 136.569921 = -10091.875161 nChanged 141 SP:Iteration 1F (7.093781 sec): 3 clusters Score: Raw -10312.850967 + Penalty 135.842104 = -10177.008863 nChanged 39 SP:Iteration 2F (7.094593 sec): 3 clusters Score: Raw -10342.364412 + Penalty 134.601312 = -10207.763100 nChanged 25 SP:Iteration 3F (7.095380 sec): 3 clusters Score: Raw -10359.346631 + Penalty 136.209272 = -10223.137360 nChanged 26 SP:Iteration 4F (7.096167 sec): 3 clusters Score: Raw -10384.886053 + Penalty 141.670158 = -10243.215895 nChanged 25 SP:Iteration 5F (7.096951 sec): 3 clusters Score: Raw -10413.860439 + Penalty 151.824744 = -10262.035695 nChanged 16 SP:Iteration 6Q (7.097717 sec): 3 clusters Score: Raw -10435.169300 + Penalty 161.327384 = -10273.841916 nChanged 8 SP:Iteration 7Q (7.098469 sec): 3 clusters Score: Raw -10448.640985 + Penalty 164.040216 = -10284.600769 nChanged 3 SP:Iteration 8Q (7.099161 sec): 3 clusters Score: Raw -10451.375105 + Penalty 165.242653 = -10286.132452 nChanged 1 SP:Iteration 9Q (7.099828 sec): 3 clusters Score: Raw -10452.085629 + Penalty 166.557442 = -10285.528188 nChanged 1 SP:Iteration 10F (7.100593 sec): 3 clusters Score: Raw -10452.872317 + Penalty 166.557442 = -10286.314876 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 7 (4845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.121977 sec): 2 clusters Score: Raw -144818.524503 + Penalty 263.417447 = -144555.107057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.131100 sec): 3 clusters Score: Raw -141656.051946 + Penalty 532.864921 = -141123.187025 nChanged 2241 SP:Iteration 1F (7.139759 sec): 3 clusters Score: Raw -143162.914574 + Penalty 546.167359 = -142616.747215 nChanged 676 SP:Iteration 2F (7.148954 sec): 3 clusters Score: Raw -143603.670970 + Penalty 552.892338 = -143050.778633 nChanged 264 SP:Iteration 3F (7.157999 sec): 3 clusters Score: Raw -143710.093280 + Penalty 558.271338 = -143151.821941 nChanged 136 SP:Iteration 4Q (7.166758 sec): 3 clusters Score: Raw -143748.971894 + Penalty 564.917226 = -143184.054668 nChanged 91 SP:Iteration 5Q (7.175644 sec): 3 clusters Score: Raw -143774.969771 + Penalty 573.001847 = -143201.967924 nChanged 87 SP:Iteration 6Q (7.184278 sec): 3 clusters Score: Raw -143803.482295 + Penalty 581.702887 = -143221.779408 nChanged 88 SP:Iteration 7Q (7.193107 sec): 3 clusters Score: Raw -143827.695083 + Penalty 591.869594 = -143235.825489 nChanged 99 SP:Iteration 8Q (7.201872 sec): 3 clusters Score: Raw -143854.103661 + Penalty 604.768240 = -143249.335421 nChanged 134 SP:Iteration 9Q (7.210485 sec): 3 clusters Score: Raw -143897.023842 + Penalty 620.403587 = -143276.620255 nChanged 141 SP:Iteration 10F (7.219289 sec): 3 clusters Score: Raw -143947.151149 + Penalty 638.068487 = -143309.082662 nChanged 159 SP:Iteration 11Q (7.228052 sec): 3 clusters Score: Raw -144019.979641 + Penalty 659.418137 = -143360.561504 nChanged 190 SP:Iteration 12Q (7.236569 sec): 3 clusters Score: Raw -144124.214670 + Penalty 681.605092 = -143442.609578 nChanged 183 SP:Iteration 13Q (7.245479 sec): 3 clusters Score: Raw -144227.970413 + Penalty 699.874318 = -143528.096095 nChanged 179 SP:Iteration 14Q (7.254035 sec): 3 clusters Score: Raw -144350.751224 + Penalty 714.441242 = -143636.309982 nChanged 175 SP:Iteration 15Q (7.261991 sec): 3 clusters Score: Raw -144476.330910 + Penalty 735.759963 = -143740.570947 nChanged 140 SP:Iteration 16Q (7.269860 sec): 3 clusters Score: Raw -144569.040639 + Penalty 744.058567 = -143824.982072 nChanged 106 SP:Iteration 17Q (7.277746 sec): 3 clusters Score: Raw -144640.794780 + Penalty 753.937995 = -143886.856785 nChanged 88 SP:Iteration 18Q (7.285233 sec): 3 clusters Score: Raw -144703.019187 + Penalty 766.323016 = -143936.696171 nChanged 64 SP:Iteration 19Q (7.292621 sec): 3 clusters Score: Raw -144747.735147 + Penalty 774.145414 = -143973.589733 nChanged 41 SP:Iteration 20F (7.301388 sec): 3 clusters Score: Raw -144778.541542 + Penalty 779.214907 = -143999.326635 nChanged 27 SP:Iteration 21Q (7.308345 sec): 3 clusters Score: Raw -144793.606596 + Penalty 803.885663 = -143989.720933 nChanged 19 SP:Iteration 22F (7.316902 sec): 3 clusters Score: Raw -144808.156660 + Penalty 809.275959 = -143998.880702 nChanged 16 SP:Iteration 23Q (7.323887 sec): 3 clusters Score: Raw -144820.789413 + Penalty 811.898390 = -144008.891023 nChanged 7 SP:Iteration 24Q (7.330771 sec): 3 clusters Score: Raw -144825.473006 + Penalty 813.207950 = -144012.265056 nChanged 6 SP:Iteration 25Q (7.337560 sec): 3 clusters Score: Raw -144828.242308 + Penalty 817.206149 = -144011.036159 nChanged 3 SP:Iteration 26F (7.346264 sec): 3 clusters Score: Raw -144829.568004 + Penalty 826.819594 = -144002.748410 nChanged 4 SP:Iteration 27F (7.355471 sec): 3 clusters Score: Raw -144831.357673 + Penalty 829.740499 = -144001.617175 nChanged 1 SP:Iteration 28F (7.365221 sec): 3 clusters Score: Raw -144832.846062 + Penalty 829.740499 = -144003.105563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.368186 sec): 2 clusters Score: Raw -791.363682 + Penalty 131.389364 = -659.974318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.368458 sec): 3 clusters Score: Raw -797.005426 + Penalty 292.329694 = -504.675732 nChanged 2 SP:Iteration 1F (7.368716 sec): 3 clusters Score: Raw -799.335108 + Penalty 292.329694 = -507.005414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.369324 sec): 2 clusters Score: Raw -1717.675187 + Penalty 224.310694 = -1493.364494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.369656 sec): 3 clusters Score: Raw -1715.691275 + Penalty 449.484771 = -1266.206504 nChanged 8 SP:Iteration 1F (7.369987 sec): 3 clusters Score: Raw -1726.900953 + Penalty 447.474172 = -1279.426782 nChanged 1 SP:Iteration 2Q (7.370310 sec): 3 clusters Score: Raw -1732.781981 + Penalty 447.474172 = -1285.307809 nChanged 0 SP:Iteration 3F (7.370634 sec): 3 clusters Score: Raw -1732.781981 + Penalty 447.474172 = -1285.307809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.373106 sec): 2 clusters Score: Raw -21189.877069 + Penalty 657.091230 = -20532.785839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.374423 sec): 3 clusters Score: Raw -20954.922205 + Penalty 1314.719893 = -19640.202313 nChanged 151 SP:Iteration 1F (7.375686 sec): 3 clusters Score: Raw -21093.221639 + Penalty 1315.225935 = -19777.995704 nChanged 45 SP:Iteration 2F (7.377004 sec): 3 clusters Score: Raw -21146.310539 + Penalty 1315.245387 = -19831.065152 nChanged 29 SP:Iteration 3F (7.378280 sec): 3 clusters Score: Raw -21172.239224 + Penalty 1315.148055 = -19857.091169 nChanged 15 SP:Iteration 4Q (7.379542 sec): 3 clusters Score: Raw -21181.717154 + Penalty 1315.293723 = -19866.423431 nChanged 10 SP:Iteration 5Q (7.380812 sec): 3 clusters Score: Raw -21193.690026 + Penalty 1314.984157 = -19878.705870 nChanged 11 SP:Iteration 6Q (7.382070 sec): 3 clusters Score: Raw -21204.905001 + Penalty 1314.870885 = -19890.034116 nChanged 6 SP:Iteration 7Q (7.383328 sec): 3 clusters Score: Raw -21210.193511 + Penalty 1314.677954 = -19895.515557 nChanged 7 SP:Iteration 8Q (7.384526 sec): 3 clusters Score: Raw -21214.428357 + Penalty 1314.575111 = -19899.853245 nChanged 8 SP:Iteration 9Q (7.385699 sec): 3 clusters Score: Raw -21224.075346 + Penalty 1314.527037 = -19909.548308 nChanged 10 SP:Iteration 10F (7.386916 sec): 3 clusters Score: Raw -21236.581111 + Penalty 1314.515483 = -19922.065628 nChanged 12 SP:Iteration 11Q (7.388089 sec): 3 clusters Score: Raw -21247.537103 + Penalty 1314.317720 = -19933.219383 nChanged 8 SP:Iteration 12Q (7.389255 sec): 3 clusters Score: Raw -21256.517506 + Penalty 1314.188428 = -19942.329079 nChanged 4 SP:Iteration 13Q (7.390418 sec): 3 clusters Score: Raw -21262.296563 + Penalty 1314.096544 = -19948.200019 nChanged 5 SP:Iteration 14Q (7.391578 sec): 3 clusters Score: Raw -21268.404833 + Penalty 1314.144825 = -19954.260008 nChanged 10 SP:Iteration 15Q (7.392737 sec): 3 clusters Score: Raw -21284.534777 + Penalty 1314.193542 = -19970.341235 nChanged 13 SP:Iteration 16Q (7.393894 sec): 3 clusters Score: Raw -21303.163346 + Penalty 1314.206675 = -19988.956671 nChanged 13 SP:Iteration 17Q (7.395044 sec): 3 clusters Score: Raw -21318.193534 + Penalty 1314.346749 = -20003.846785 nChanged 7 SP:Iteration 18Q (7.396198 sec): 3 clusters Score: Raw -21322.376577 + Penalty 1314.352780 = -20008.023796 nChanged 2 SP:Iteration 19Q (7.397330 sec): 3 clusters Score: Raw -21324.324469 + Penalty 1314.352780 = -20009.971689 nChanged 0 SP:Iteration 20F (7.398525 sec): 3 clusters Score: Raw -21324.324469 + Penalty 1314.352780 = -20009.971689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.399012 sec): 2 clusters Score: Raw -264.391021 + Penalty 171.977254 = -92.413766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.399237 sec): 3 clusters Score: Raw -262.508377 + Penalty 355.314587 = 92.806210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.401657 sec): 2 clusters Score: Raw -23988.813626 + Penalty 529.672626 = -23459.140999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.403160 sec): 3 clusters Score: Raw -23672.603322 + Penalty 1065.623336 = -22606.979986 nChanged 223 SP:Iteration 1F (7.404574 sec): 3 clusters Score: Raw -23806.142374 + Penalty 1070.316124 = -22735.826250 nChanged 53 SP:Iteration 2F (7.405968 sec): 3 clusters Score: Raw -23840.199692 + Penalty 1073.915936 = -22766.283756 nChanged 27 SP:Iteration 3Q (7.407354 sec): 3 clusters Score: Raw -23858.925246 + Penalty 1078.400814 = -22780.524432 nChanged 22 SP:Iteration 4Q (7.408771 sec): 3 clusters Score: Raw -23879.830910 + Penalty 1082.815575 = -22797.015334 nChanged 26 SP:Iteration 5Q (7.410172 sec): 3 clusters Score: Raw -23902.862753 + Penalty 1084.644631 = -22818.218122 nChanged 21 SP:Iteration 6Q (7.411569 sec): 3 clusters Score: Raw -23920.197148 + Penalty 1086.042254 = -22834.154893 nChanged 18 SP:Iteration 7Q (7.412982 sec): 3 clusters Score: Raw -23932.070071 + Penalty 1089.178847 = -22842.891224 nChanged 11 SP:Iteration 8Q (7.414373 sec): 3 clusters Score: Raw -23945.091673 + Penalty 1090.599385 = -22854.492288 nChanged 11 SP:Iteration 9Q (7.415811 sec): 3 clusters Score: Raw -23954.370694 + Penalty 1091.149717 = -22863.220976 nChanged 7 SP:Iteration 10F (7.417242 sec): 3 clusters Score: Raw -23959.500739 + Penalty 1092.691192 = -22866.809547 nChanged 10 SP:Iteration 11Q (7.418613 sec): 3 clusters Score: Raw -23969.103041 + Penalty 1094.232622 = -22874.870420 nChanged 6 SP:Iteration 12Q (7.419966 sec): 3 clusters Score: Raw -23972.614978 + Penalty 1094.419235 = -22878.195742 nChanged 5 SP:Iteration 13Q (7.421314 sec): 3 clusters Score: Raw -23975.766745 + Penalty 1096.450148 = -22879.316597 nChanged 4 SP:Iteration 14Q (7.422746 sec): 3 clusters Score: Raw -23979.653519 + Penalty 1096.951587 = -22882.701932 nChanged 4 SP:Iteration 15Q (7.424177 sec): 3 clusters Score: Raw -23983.338786 + Penalty 1099.182571 = -22884.156214 nChanged 3 SP:Iteration 16Q (7.425585 sec): 3 clusters Score: Raw -23985.665517 + Penalty 1101.630941 = -22884.034576 nChanged 4 SP:Iteration 17F (7.427011 sec): 3 clusters Score: Raw -23989.195278 + Penalty 1100.616335 = -22888.578943 nChanged 5 SP:Iteration 18Q (7.428354 sec): 3 clusters Score: Raw -23996.493259 + Penalty 1101.550850 = -22894.942409 nChanged 2 SP:Iteration 19Q (7.429678 sec): 3 clusters Score: Raw -24001.274745 + Penalty 1102.016031 = -22899.258715 nChanged 3 SP:Iteration 20F (7.431116 sec): 3 clusters Score: Raw -24004.855390 + Penalty 1102.016031 = -22902.839360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.431611 sec): 2 clusters Score: Raw -265.821703 + Penalty 101.926715 = -163.894987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.431839 sec): 3 clusters Score: Raw -261.157752 + Penalty 101.926715 = -159.231037 nChanged 1 SP:Iteration 1F (7.432045 sec): 2 clusters Score: Raw -265.821703 + Penalty 101.926715 = -163.894987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.433277 sec): 2 clusters Score: Raw -9751.384794 + Penalty 75.293000 = -9676.091793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.434028 sec): 3 clusters Score: Raw -9576.498191 + Penalty 152.152684 = -9424.345507 nChanged 126 SP:Iteration 1F (7.434759 sec): 3 clusters Score: Raw -9649.150679 + Penalty 152.715057 = -9496.435622 nChanged 18 SP:Iteration 2F (7.435489 sec): 3 clusters Score: Raw -9654.391554 + Penalty 153.372034 = -9501.019520 nChanged 17 SP:Iteration 3F (7.436219 sec): 3 clusters Score: Raw -9661.957551 + Penalty 153.640189 = -9508.317362 nChanged 16 SP:Iteration 4F (7.436948 sec): 3 clusters Score: Raw -9669.834101 + Penalty 156.633969 = -9513.200131 nChanged 13 SP:Iteration 5Q (7.437674 sec): 3 clusters Score: Raw -9677.567414 + Penalty 160.138880 = -9517.428534 nChanged 12 SP:Iteration 6Q (7.438397 sec): 3 clusters Score: Raw -9685.016424 + Penalty 161.855831 = -9523.160593 nChanged 17 SP:Iteration 7F (7.439124 sec): 3 clusters Score: Raw -9702.512416 + Penalty 167.883030 = -9534.629386 nChanged 21 SP:Iteration 8F (7.439852 sec): 3 clusters Score: Raw -9728.297036 + Penalty 178.625412 = -9549.671624 nChanged 14 SP:Iteration 9Q (7.440633 sec): 3 clusters Score: Raw -9744.765281 + Penalty 182.981349 = -9561.783932 nChanged 5 SP:Iteration 10F (7.441309 sec): 3 clusters Score: Raw -9752.883519 + Penalty 193.569436 = -9559.314082 nChanged 3 SP:Iteration 11F (7.441998 sec): 3 clusters Score: Raw -9755.128064 + Penalty 193.569436 = -9561.558628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.442861 sec): 2 clusters Score: Raw -5592.370642 + Penalty 493.638399 = -5098.732243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.443348 sec): 3 clusters Score: Raw -5571.904540 + Penalty 987.210926 = -4584.693614 nChanged 27 SP:Iteration 1F (7.443827 sec): 3 clusters Score: Raw -5616.626059 + Penalty 987.456545 = -4629.169515 nChanged 4 SP:Iteration 2Q (7.444333 sec): 3 clusters Score: Raw -5624.044282 + Penalty 987.727707 = -4636.316574 nChanged 2 SP:Iteration 3Q (7.444810 sec): 3 clusters Score: Raw -5625.862276 + Penalty 987.599354 = -4638.262922 nChanged 2 SP:Iteration 4Q (7.445284 sec): 3 clusters Score: Raw -5627.872144 + Penalty 987.599354 = -4640.272790 nChanged 0 SP:Iteration 5F (7.445761 sec): 3 clusters Score: Raw -5627.872144 + Penalty 987.599354 = -4640.272790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.447480 sec): 2 clusters Score: Raw -15253.567880 + Penalty 443.477314 = -14810.090566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.448492 sec): 3 clusters Score: Raw -15032.917592 + Penalty 895.777040 = -14137.140552 nChanged 121 SP:Iteration 1F (7.449477 sec): 3 clusters Score: Raw -15120.102417 + Penalty 901.086374 = -14219.016043 nChanged 45 SP:Iteration 2F (7.450416 sec): 3 clusters Score: Raw -15166.727563 + Penalty 913.141081 = -14253.586482 nChanged 28 SP:Iteration 3F (7.451357 sec): 3 clusters Score: Raw -15197.215936 + Penalty 921.264815 = -14275.951121 nChanged 17 SP:Iteration 4Q (7.452286 sec): 3 clusters Score: Raw -15214.871902 + Penalty 924.938669 = -14289.933233 nChanged 8 SP:Iteration 5Q (7.453259 sec): 3 clusters Score: Raw -15222.090413 + Penalty 931.349171 = -14290.741242 nChanged 6 SP:Iteration 6Q (7.454232 sec): 3 clusters Score: Raw -15229.435171 + Penalty 935.117340 = -14294.317831 nChanged 4 SP:Iteration 7Q (7.455185 sec): 3 clusters Score: Raw -15232.135297 + Penalty 944.847682 = -14287.287615 nChanged 4 SP:Iteration 8F (7.456164 sec): 3 clusters Score: Raw -15236.793465 + Penalty 939.864693 = -14296.928772 nChanged 3 SP:Iteration 9Q (7.457107 sec): 3 clusters Score: Raw -15240.923143 + Penalty 941.588589 = -14299.334554 nChanged 2 SP:Iteration 10F (7.458043 sec): 3 clusters Score: Raw -15243.070498 + Penalty 943.888613 = -14299.181885 nChanged 2 SP:Iteration 11F (7.458979 sec): 3 clusters Score: Raw -15244.829186 + Penalty 942.826979 = -14302.002207 nChanged 3 SP:Iteration 12Q (7.459873 sec): 3 clusters Score: Raw -15248.714948 + Penalty 941.488726 = -14307.226221 nChanged 3 SP:Iteration 13Q (7.460764 sec): 3 clusters Score: Raw -15251.868527 + Penalty 937.980675 = -14313.887852 nChanged 1 SP:Iteration 14Q (7.461654 sec): 3 clusters Score: Raw -15252.387811 + Penalty 939.027656 = -14313.360155 nChanged 1 SP:Iteration 15F (7.462589 sec): 3 clusters Score: Raw -15252.991752 + Penalty 942.273572 = -14310.718180 nChanged 1 SP:Iteration 16F (7.463524 sec): 3 clusters Score: Raw -15254.300447 + Penalty 942.273572 = -14312.026875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 17 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.464008 sec): 2 clusters Score: Raw -312.197695 + Penalty 183.817091 = -128.380604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.464236 sec): 3 clusters Score: Raw -308.077653 + Penalty 370.342542 = 62.264889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.465015 sec): 2 clusters Score: Raw -3049.087155 + Penalty 227.096680 = -2821.990476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.465446 sec): 3 clusters Score: Raw -3022.571746 + Penalty 443.805308 = -2578.766438 nChanged 33 SP:Iteration 1F (7.465869 sec): 3 clusters Score: Raw -3060.960296 + Penalty 442.833413 = -2618.126883 nChanged 6 SP:Iteration 2F (7.466290 sec): 3 clusters Score: Raw -3071.619889 + Penalty 442.036680 = -2629.583209 nChanged 3 SP:Iteration 3Q (7.466702 sec): 3 clusters Score: Raw -3075.160565 + Penalty 435.967511 = -2639.193054 nChanged 4 SP:Iteration 4Q (7.467113 sec): 3 clusters Score: Raw -3080.204687 + Penalty 436.316617 = -2643.888070 nChanged 3 SP:Iteration 5Q (7.467554 sec): 3 clusters Score: Raw -3083.283451 + Penalty 438.933830 = -2644.349621 nChanged 2 SP:Iteration 6Q (7.467963 sec): 3 clusters Score: Raw -3085.415506 + Penalty 438.933830 = -2646.481676 nChanged 0 SP:Iteration 7F (7.468383 sec): 3 clusters Score: Raw -3085.415506 + Penalty 438.933830 = -2646.481676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.469036 sec): 2 clusters Score: Raw -2639.308375 + Penalty 59.926319 = -2579.382056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.469391 sec): 3 clusters Score: Raw -2599.256550 + Penalty 118.421360 = -2480.835190 nChanged 29 SP:Iteration 1F (7.469739 sec): 3 clusters Score: Raw -2621.411809 + Penalty 119.703969 = -2501.707840 nChanged 9 SP:Iteration 2F (7.470084 sec): 3 clusters Score: Raw -2631.493205 + Penalty 121.264030 = -2510.229175 nChanged 7 SP:Iteration 3F (7.470428 sec): 3 clusters Score: Raw -2640.264931 + Penalty 123.353459 = -2516.911471 nChanged 7 SP:Iteration 4F (7.470772 sec): 3 clusters Score: Raw -2652.538464 + Penalty 125.256666 = -2527.281798 nChanged 4 SP:Iteration 5Q (7.471109 sec): 3 clusters Score: Raw -2654.135243 + Penalty 125.256666 = -2528.878577 nChanged 0 SP:Iteration 6F (7.471449 sec): 3 clusters Score: Raw -2654.135243 + Penalty 125.256666 = -2528.878577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.471933 sec): 2 clusters Score: Raw -691.205063 + Penalty 311.000742 = -380.204321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.472170 sec): 3 clusters Score: Raw -694.663299 + Penalty 620.613974 = -74.049326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.472633 sec): 2 clusters Score: Raw -327.110232 + Penalty 199.612480 = -127.497753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.472857 sec): 3 clusters Score: Raw -335.558277 + Penalty 377.834117 = 42.275841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.473636 sec): 2 clusters Score: Raw -4320.752274 + Penalty 307.907528 = -4012.844747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.474082 sec): 3 clusters Score: Raw -4276.543910 + Penalty 615.656337 = -3660.887573 nChanged 32 SP:Iteration 1F (7.474519 sec): 3 clusters Score: Raw -4302.725045 + Penalty 616.589815 = -3686.135230 nChanged 8 SP:Iteration 2F (7.474952 sec): 3 clusters Score: Raw -4311.934334 + Penalty 617.597422 = -3694.336912 nChanged 5 SP:Iteration 3Q (7.475383 sec): 3 clusters Score: Raw -4317.018946 + Penalty 618.214204 = -3698.804742 nChanged 1 SP:Iteration 4Q (7.475814 sec): 3 clusters Score: Raw -4317.420484 + Penalty 619.281850 = -3698.138634 nChanged 3 SP:Iteration 5F (7.476250 sec): 3 clusters Score: Raw -4318.426409 + Penalty 618.325239 = -3700.101170 nChanged 4 SP:Iteration 6Q (7.476683 sec): 3 clusters Score: Raw -4324.990909 + Penalty 621.848798 = -3703.142111 nChanged 3 SP:Iteration 7Q (7.477114 sec): 3 clusters Score: Raw -4327.428179 + Penalty 621.495671 = -3705.932509 nChanged 3 SP:Iteration 8Q (7.477544 sec): 3 clusters Score: Raw -4331.498533 + Penalty 621.495671 = -3710.002863 nChanged 0 SP:Iteration 9F (7.477978 sec): 3 clusters Score: Raw -4331.498533 + Penalty 621.495671 = -3710.002863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.478827 sec): 2 clusters Score: Raw -5348.486424 + Penalty 441.625265 = -4906.861159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.479348 sec): 3 clusters Score: Raw -5306.061785 + Penalty 882.994325 = -4423.067461 nChanged 23 SP:Iteration 1F (7.479834 sec): 3 clusters Score: Raw -5339.922651 + Penalty 882.176778 = -4457.745873 nChanged 11 SP:Iteration 2F (7.480318 sec): 3 clusters Score: Raw -5358.197843 + Penalty 881.509892 = -4476.687952 nChanged 4 SP:Iteration 3Q (7.480798 sec): 3 clusters Score: Raw -5364.254357 + Penalty 882.111929 = -4482.142428 nChanged 2 SP:Iteration 4Q (7.481276 sec): 3 clusters Score: Raw -5366.475244 + Penalty 883.131135 = -4483.344109 nChanged 2 SP:Iteration 5Q (7.481754 sec): 3 clusters Score: Raw -5368.504608 + Penalty 883.131135 = -4485.373474 nChanged 0 SP:Iteration 6F (7.482239 sec): 3 clusters Score: Raw -5368.504608 + Penalty 883.131135 = -4485.373474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.482914 sec): 2 clusters Score: Raw -3050.079998 + Penalty 650.615927 = -2399.464072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.483297 sec): 3 clusters Score: Raw -3180.404371 + Penalty 1302.258236 = -1878.146135 nChanged 2 SP:Iteration 1Q (7.483652 sec): 3 clusters Score: Raw -3185.987165 + Penalty 1302.258236 = -1883.728929 nChanged 0 SP:Iteration 2F (7.484033 sec): 3 clusters Score: Raw -3185.987165 + Penalty 1302.258236 = -1883.728929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.484541 sec): 2 clusters Score: Raw -923.421856 + Penalty 292.781840 = -630.640016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.484799 sec): 3 clusters Score: Raw -962.621052 + Penalty 586.127016 = -376.494036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.485272 sec): 2 clusters Score: Raw -590.593310 + Penalty 363.672877 = -226.920434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.485504 sec): 3 clusters Score: Raw -623.440704 + Penalty 728.793636 = 105.352932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.486099 sec): 2 clusters Score: Raw -2138.203640 + Penalty 441.506570 = -1696.697070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.486424 sec): 3 clusters Score: Raw -2203.470633 + Penalty 884.000348 = -1319.470285 nChanged 4 SP:Iteration 1F (7.486748 sec): 3 clusters Score: Raw -2219.910346 + Penalty 884.000348 = -1335.909998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.487200 sec): 2 clusters Score: Raw -145.097395 + Penalty 112.663643 = -32.433752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.487411 sec): 3 clusters Score: Raw -143.893265 + Penalty 199.179722 = 55.286457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.487896 sec): 2 clusters Score: Raw -646.736673 + Penalty 203.152025 = -443.584648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.488136 sec): 3 clusters Score: Raw -651.896233 + Penalty 406.304050 = -245.592183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.488598 sec): 2 clusters Score: Raw -345.828085 + Penalty 184.471565 = -161.356520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.488818 sec): 3 clusters Score: Raw -345.176913 + Penalty 366.921480 = 21.744567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.489297 sec): 2 clusters Score: Raw -208.455724 + Penalty 154.386724 = -54.069000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.489515 sec): 3 clusters Score: Raw -214.430790 + Penalty 308.773448 = 94.342658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.489990 sec): 2 clusters Score: Raw -508.618335 + Penalty 264.984815 = -243.633520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.490226 sec): 3 clusters Score: Raw -525.167385 + Penalty 532.052143 = 6.884759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.490699 sec): 2 clusters Score: Raw -466.932216 + Penalty 212.741978 = -254.190238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.490931 sec): 3 clusters Score: Raw -480.468294 + Penalty 418.793953 = -61.674341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.491531 sec): 2 clusters Score: Raw -2166.091094 + Penalty 295.623262 = -1870.467832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.491856 sec): 3 clusters Score: Raw -2166.319951 + Penalty 592.217477 = -1574.102474 nChanged 8 SP:Iteration 1F (7.492175 sec): 3 clusters Score: Raw -2178.061523 + Penalty 591.246524 = -1586.814999 nChanged 2 SP:Iteration 2Q (7.492490 sec): 3 clusters Score: Raw -2181.921380 + Penalty 591.246524 = -1590.674856 nChanged 0 SP:Iteration 3F (7.492807 sec): 3 clusters Score: Raw -2181.921380 + Penalty 591.246524 = -1590.674856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.493255 sec): 2 clusters Score: Raw -83.277207 + Penalty 87.416466 = 4.139259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.493459 sec): 3 clusters Score: Raw -73.527080 + Penalty 174.832932 = 101.305852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.493906 sec): 2 clusters Score: Raw -120.370210 + Penalty 122.570845 = 2.200635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.494103 sec): 2 clusters Score: Raw -120.370210 + Penalty 122.570845 = 2.200635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.494648 sec): 2 clusters Score: Raw -1573.455020 + Penalty 355.695280 = -1217.759740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.494932 sec): 3 clusters Score: Raw -1605.170336 + Penalty 708.394144 = -896.776192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.495387 sec): 2 clusters Score: Raw -283.859987 + Penalty 250.691776 = -33.168211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.495603 sec): 3 clusters Score: Raw -273.016080 + Penalty 498.674416 = 225.658336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.496183 sec): 2 clusters Score: Raw -2139.088030 + Penalty 346.502911 = -1792.585118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.496492 sec): 3 clusters Score: Raw -2150.504584 + Penalty 692.904167 = -1457.600417 nChanged 5 SP:Iteration 1F (7.496811 sec): 3 clusters Score: Raw -2170.236852 + Penalty 692.904167 = -1477.332685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.497324 sec): 2 clusters Score: Raw -820.867140 + Penalty 400.221739 = -420.645401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.497573 sec): 3 clusters Score: Raw -925.877412 + Penalty 800.443479 = -125.433933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.498056 sec): 2 clusters Score: Raw -738.065970 + Penalty 372.000783 = -366.065187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.498298 sec): 3 clusters Score: Raw -793.256910 + Penalty 742.298902 = -50.958008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.498774 sec): 2 clusters Score: Raw -558.954282 + Penalty 311.925473 = -247.028810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.499009 sec): 3 clusters Score: Raw -590.644679 + Penalty 616.772501 = 26.127822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.499466 sec): 2 clusters Score: Raw -264.414497 + Penalty 151.579267 = -112.835230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.499688 sec): 3 clusters Score: Raw -273.706093 + Penalty 301.740447 = 28.034354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.500176 sec): 2 clusters Score: Raw -739.031987 + Penalty 319.161629 = -419.870358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.500418 sec): 3 clusters Score: Raw -797.920147 + Penalty 635.678636 = -162.241511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.500906 sec): 2 clusters Score: Raw -744.900141 + Penalty 282.739386 = -462.160755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.501150 sec): 3 clusters Score: Raw -759.631423 + Penalty 565.478773 = -194.152650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.501597 sec): 2 clusters Score: Raw -158.890292 + Penalty 124.593628 = -34.296665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.501810 sec): 3 clusters Score: Raw -149.873876 + Penalty 249.187256 = 99.313379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.502264 sec): 2 clusters Score: Raw -195.491994 + Penalty 87.232073 = -108.259921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.502472 sec): 3 clusters Score: Raw -195.849569 + Penalty 140.771388 = -55.078182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.502942 sec): 2 clusters Score: Raw -458.371261 + Penalty 202.020703 = -256.350558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.503174 sec): 3 clusters Score: Raw -477.865758 + Penalty 400.017432 = -77.848327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.503685 sec): 2 clusters Score: Raw -987.081839 + Penalty 211.913497 = -775.168342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.503947 sec): 3 clusters Score: Raw -990.416691 + Penalty 401.452117 = -588.964574 nChanged 2 SP:Iteration 1F (7.504225 sec): 3 clusters Score: Raw -995.979570 + Penalty 401.452117 = -594.527452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.504824 sec): 2 clusters Score: Raw -2218.171881 + Penalty 439.186647 = -1778.985235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.505151 sec): 3 clusters Score: Raw -2301.125753 + Penalty 877.487395 = -1423.638358 nChanged 1 SP:Iteration 1Q (7.505462 sec): 3 clusters Score: Raw -2304.664378 + Penalty 876.186681 = -1428.477697 nChanged 1 SP:Iteration 2Q (7.505764 sec): 3 clusters Score: Raw -2308.637597 + Penalty 876.186681 = -1432.450916 nChanged 0 SP:Iteration 3F (7.506084 sec): 3 clusters Score: Raw -2308.637597 + Penalty 876.186681 = -1432.450916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.506581 sec): 2 clusters Score: Raw -849.707404 + Penalty 289.711999 = -559.995404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.506832 sec): 3 clusters Score: Raw -902.125057 + Penalty 582.819646 = -319.305411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.507277 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.507484 sec): 3 clusters Score: Raw -100.122625 + Penalty 141.088253 = 40.965628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.507936 sec): 2 clusters Score: Raw -193.558253 + Penalty 135.395776 = -58.162477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.508151 sec): 3 clusters Score: Raw -187.968226 + Penalty 276.926460 = 88.958235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.508624 sec): 2 clusters Score: Raw -565.990759 + Penalty 276.206527 = -289.784231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.508854 sec): 3 clusters Score: Raw -556.446180 + Penalty 551.603654 = -4.842526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.509337 sec): 2 clusters Score: Raw -780.820710 + Penalty 469.685411 = -311.135300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.509578 sec): 3 clusters Score: Raw -861.419194 + Penalty 939.370821 = 77.951627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.510016 sec): 2 clusters Score: Raw -36.752264 + Penalty 0.000000 = -36.752264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.510205 sec): 2 clusters Score: Raw -36.752264 + Penalty 0.000000 = -36.752264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.510651 sec): 2 clusters Score: Raw -110.138608 + Penalty 70.167225 = -39.971383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.510860 sec): 3 clusters Score: Raw -105.033863 + Penalty 134.150502 = 29.116638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.511303 sec): 2 clusters Score: Raw -81.693643 + Penalty 82.896822 = 1.203179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.511510 sec): 2 clusters Score: Raw -81.693643 + Penalty 82.896822 = 1.203179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.511991 sec): 2 clusters Score: Raw -601.153361 + Penalty 272.108511 = -329.044850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.512224 sec): 3 clusters Score: Raw -626.686993 + Penalty 529.264587 = -97.422406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.512722 sec): 2 clusters Score: Raw -952.292635 + Penalty 296.236616 = -656.056019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.512973 sec): 3 clusters Score: Raw -981.147571 + Penalty 592.853296 = -388.294275 nChanged 1 SP:Iteration 1Q (7.513213 sec): 3 clusters Score: Raw -987.683664 + Penalty 592.853296 = -394.830368 nChanged 0 SP:Iteration 2F (7.513459 sec): 3 clusters Score: Raw -987.683664 + Penalty 592.853296 = -394.830368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.513946 sec): 2 clusters Score: Raw -779.364311 + Penalty 445.402747 = -333.961564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.514195 sec): 3 clusters Score: Raw -870.738891 + Penalty 890.044216 = 19.305325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.514658 sec): 2 clusters Score: Raw -323.419990 + Penalty 151.541143 = -171.878847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.514882 sec): 3 clusters Score: Raw -326.134847 + Penalty 307.769389 = -18.365458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.515329 sec): 2 clusters Score: Raw -183.836373 + Penalty 190.444715 = 6.608341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.515540 sec): 3 clusters Score: Raw -170.414282 + Penalty 380.889429 = 210.475147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.515997 sec): 2 clusters Score: Raw -244.996087 + Penalty 176.388505 = -68.607582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.516215 sec): 3 clusters Score: Raw -257.707133 + Penalty 345.134220 = 87.427087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.516652 sec): 2 clusters Score: Raw -36.370825 + Penalty 0.000000 = -36.370825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.516841 sec): 2 clusters Score: Raw -36.370825 + Penalty 0.000000 = -36.370825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.517323 sec): 2 clusters Score: Raw -714.329154 + Penalty 281.803678 = -432.525476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.517563 sec): 3 clusters Score: Raw -720.456664 + Penalty 569.446870 = -151.009794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.518013 sec): 2 clusters Score: Raw -181.568282 + Penalty 185.434981 = 3.866699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.518224 sec): 3 clusters Score: Raw -171.592369 + Penalty 185.434981 = 13.842612 nChanged 1 SP:Iteration 1F (7.518416 sec): 2 clusters Score: Raw -181.568282 + Penalty 185.434981 = 3.866699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.518890 sec): 2 clusters Score: Raw -305.456640 + Penalty 237.270942 = -68.185698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.519110 sec): 3 clusters Score: Raw -299.584005 + Penalty 473.854719 = 174.270713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.519547 sec): 2 clusters Score: Raw -34.644844 + Penalty 0.000000 = -34.644844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.519736 sec): 2 clusters Score: Raw -34.644844 + Penalty 0.000000 = -34.644844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.520219 sec): 2 clusters Score: Raw -616.220911 + Penalty 227.366527 = -388.854384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.520459 sec): 3 clusters Score: Raw -639.515808 + Penalty 460.392180 = -179.123628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.520915 sec): 2 clusters Score: Raw -266.323539 + Penalty 181.536968 = -84.786571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.521134 sec): 3 clusters Score: Raw -268.205366 + Penalty 344.736171 = 76.530805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.521579 sec): 2 clusters Score: Raw -110.474708 + Penalty 75.445856 = -35.028852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.521789 sec): 3 clusters Score: Raw -103.860459 + Penalty 161.559433 = 57.698973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522244 sec): 2 clusters Score: Raw -302.867359 + Penalty 241.076015 = -61.791345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.522465 sec): 3 clusters Score: Raw -297.845740 + Penalty 481.647340 = 183.801600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522907 sec): 2 clusters Score: Raw -76.882013 + Penalty 70.402041 = -6.479973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523099 sec): 2 clusters Score: Raw -76.882013 + Penalty 70.402041 = -6.479973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.523541 sec): 2 clusters Score: Raw -83.342299 + Penalty 85.609433 = 2.267134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523747 sec): 3 clusters Score: Raw -73.280445 + Penalty 171.218866 = 97.938421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.524196 sec): 2 clusters Score: Raw -178.753063 + Penalty 190.803884 = 12.050820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.524408 sec): 3 clusters Score: Raw -166.815871 + Penalty 376.456409 = 209.640538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.524851 sec): 2 clusters Score: Raw -78.041223 + Penalty 76.965304 = -1.075919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.525043 sec): 2 clusters Score: Raw -78.041223 + Penalty 76.965304 = -1.075919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.525499 sec): 2 clusters Score: Raw -72.825389 + Penalty 68.241694 = -4.583696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.525705 sec): 3 clusters Score: Raw -67.070958 + Penalty 136.483387 = 69.412429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.526162 sec): 2 clusters Score: Raw -269.668297 + Penalty 148.484298 = -121.183999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.526384 sec): 3 clusters Score: Raw -275.348789 + Penalty 279.964859 = 4.616070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.526825 sec): 2 clusters Score: Raw -85.648862 + Penalty 94.248262 = 8.599400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.527017 sec): 2 clusters Score: Raw -85.648862 + Penalty 94.248262 = 8.599400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.527454 sec): 2 clusters Score: Raw -33.064454 + Penalty 0.000000 = -33.064454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.527642 sec): 2 clusters Score: Raw -33.064454 + Penalty 0.000000 = -33.064454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.528082 sec): 2 clusters Score: Raw -82.854987 + Penalty 85.848168 = 2.993181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528275 sec): 2 clusters Score: Raw -82.854987 + Penalty 85.848168 = 2.993181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.528716 sec): 2 clusters Score: Raw -81.682755 + Penalty 83.834683 = 2.151928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528908 sec): 2 clusters Score: Raw -81.682755 + Penalty 83.834683 = 2.151928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.529356 sec): 2 clusters Score: Raw -155.362630 + Penalty 132.943482 = -22.419148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.529551 sec): 2 clusters Score: Raw -155.362630 + Penalty 132.943482 = -22.419148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.530012 sec): 2 clusters Score: Raw -366.272039 + Penalty 195.918277 = -170.353762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.530235 sec): 3 clusters Score: Raw -365.766122 + Penalty 389.736020 = 23.969899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.530688 sec): 2 clusters Score: Raw -228.944452 + Penalty 183.003283 = -45.941169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.530907 sec): 3 clusters Score: Raw -233.840239 + Penalty 368.321081 = 134.480841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.531356 sec): 2 clusters Score: Raw -180.059778 + Penalty 127.780327 = -52.279451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.531571 sec): 3 clusters Score: Raw -180.655408 + Penalty 256.289525 = 75.634117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.532064 sec): 2 clusters Score: Raw -596.420122 + Penalty 318.788878 = -277.631244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.532299 sec): 3 clusters Score: Raw -631.879418 + Penalty 642.303627 = 10.424209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.532772 sec): 2 clusters Score: Raw -501.641282 + Penalty 215.460003 = -286.181279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.533006 sec): 3 clusters Score: Raw -510.970091 + Penalty 423.363391 = -87.606700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.533457 sec): 2 clusters Score: Raw -209.377430 + Penalty 200.786146 = -8.591284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.533671 sec): 3 clusters Score: Raw -203.046960 + Penalty 401.311710 = 198.264750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534149 sec): 2 clusters Score: Raw -536.512639 + Penalty 255.157755 = -281.354884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.534382 sec): 3 clusters Score: Raw -547.975482 + Penalty 509.973737 = -38.001744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534824 sec): 2 clusters Score: Raw -76.515030 + Penalty 69.979032 = -6.535997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535031 sec): 3 clusters Score: Raw -69.180081 + Penalty 139.958065 = 70.777983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.535488 sec): 2 clusters Score: Raw -316.459379 + Penalty 171.447410 = -145.011969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535703 sec): 3 clusters Score: Raw -311.315534 + Penalty 343.330568 = 32.015035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.536148 sec): 2 clusters Score: Raw -122.304187 + Penalty 114.004705 = -8.299482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.536355 sec): 3 clusters Score: Raw -113.694296 + Penalty 228.671817 = 114.977521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.536789 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.536974 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.537418 sec): 2 clusters Score: Raw -105.081365 + Penalty 63.883143 = -41.198222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.537623 sec): 3 clusters Score: Raw -102.610859 + Penalty 115.254870 = 12.644012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.538088 sec): 2 clusters Score: Raw -398.697118 + Penalty 224.428504 = -174.268614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.538316 sec): 3 clusters Score: Raw -416.199011 + Penalty 445.317196 = 29.118185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.538795 sec): 2 clusters Score: Raw -350.466257 + Penalty 147.538879 = -202.927378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.539020 sec): 3 clusters Score: Raw -358.348563 + Penalty 300.807836 = -57.540728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.539461 sec): 2 clusters Score: Raw -77.667436 + Penalty 70.482281 = -7.185155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.539667 sec): 3 clusters Score: Raw -70.458561 + Penalty 140.964561 = 70.506001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540111 sec): 2 clusters Score: Raw -123.490843 + Penalty 130.226499 = 6.735655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540320 sec): 3 clusters Score: Raw -113.694547 + Penalty 263.236532 = 149.541985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540772 sec): 2 clusters Score: Raw -202.662570 + Penalty 166.926503 = -35.736067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540969 sec): 2 clusters Score: Raw -202.662570 + Penalty 166.926503 = -35.736067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.541411 sec): 2 clusters Score: Raw -82.011080 + Penalty 91.140201 = 9.129121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.541618 sec): 3 clusters Score: Raw -72.127497 + Penalty 182.280403 = 110.152906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.542064 sec): 2 clusters Score: Raw -130.395033 + Penalty 135.433335 = 5.038301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542273 sec): 3 clusters Score: Raw -119.587481 + Penalty 263.297430 = 143.709949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.542710 sec): 2 clusters Score: Raw -35.282334 + Penalty 0.000000 = -35.282334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542900 sec): 2 clusters Score: Raw -35.282334 + Penalty 0.000000 = -35.282334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543341 sec): 2 clusters Score: Raw -79.973432 + Penalty 64.651076 = -15.322356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.543547 sec): 3 clusters Score: Raw -70.789465 + Penalty 129.302152 = 58.512687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543991 sec): 2 clusters Score: Raw -119.179133 + Penalty 106.136922 = -13.042211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544203 sec): 3 clusters Score: Raw -109.724821 + Penalty 223.121136 = 113.396315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.544659 sec): 2 clusters Score: Raw -311.260305 + Penalty 170.344080 = -140.916224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544880 sec): 3 clusters Score: Raw -314.925113 + Penalty 340.688161 = 25.763048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545343 sec): 2 clusters Score: Raw -79.816725 + Penalty 80.215057 = 0.398332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.545535 sec): 2 clusters Score: Raw -79.816725 + Penalty 80.215057 = 0.398332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545978 sec): 2 clusters Score: Raw -117.895853 + Penalty 109.642362 = -8.253491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546187 sec): 3 clusters Score: Raw -109.611425 + Penalty 212.756194 = 103.144769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.546643 sec): 2 clusters Score: Raw -224.723232 + Penalty 106.277300 = -118.445932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546862 sec): 3 clusters Score: Raw -225.986929 + Penalty 216.329578 = -9.657351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547304 sec): 2 clusters Score: Raw -82.145862 + Penalty 79.332690 = -2.813172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.547495 sec): 2 clusters Score: Raw -82.145862 + Penalty 79.332690 = -2.813172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547940 sec): 2 clusters Score: Raw -126.932168 + Penalty 117.139440 = -9.792728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548150 sec): 3 clusters Score: Raw -116.584866 + Penalty 236.386046 = 119.801180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.548584 sec): 2 clusters Score: Raw -38.306524 + Penalty 0.000000 = -38.306524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548770 sec): 2 clusters Score: Raw -38.306524 + Penalty 0.000000 = -38.306524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.549204 sec): 2 clusters Score: Raw -33.114952 + Penalty 0.000000 = -33.114952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.549390 sec): 2 clusters Score: Raw -33.114952 + Penalty 0.000000 = -33.114952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.549843 sec): 2 clusters Score: Raw -241.754380 + Penalty 194.171001 = -47.583378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.550041 sec): 2 clusters Score: Raw -241.754380 + Penalty 194.171001 = -47.583378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.550483 sec): 2 clusters Score: Raw -82.710699 + Penalty 86.635961 = 3.925262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.550689 sec): 3 clusters Score: Raw -73.161130 + Penalty 173.271921 = 100.110791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551129 sec): 2 clusters Score: Raw -74.048754 + Penalty 58.530957 = -15.517797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.551331 sec): 3 clusters Score: Raw -66.766446 + Penalty 117.061914 = 50.295468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551796 sec): 2 clusters Score: Raw -185.527121 + Penalty 137.325281 = -48.201840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552011 sec): 3 clusters Score: Raw -184.485155 + Penalty 283.539732 = 99.054577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.552457 sec): 2 clusters Score: Raw -117.948569 + Penalty 107.660212 = -10.288357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552651 sec): 2 clusters Score: Raw -117.948569 + Penalty 107.660212 = -10.288357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553095 sec): 2 clusters Score: Raw -130.232909 + Penalty 138.331547 = 8.098638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.553289 sec): 2 clusters Score: Raw -130.232909 + Penalty 138.331547 = 8.098638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553729 sec): 2 clusters Score: Raw -79.162208 + Penalty 81.728515 = 2.566308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.553936 sec): 3 clusters Score: Raw -71.519981 + Penalty 163.457030 = 91.937049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.554381 sec): 2 clusters Score: Raw -76.582313 + Penalty 58.216429 = -18.365883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.554587 sec): 3 clusters Score: Raw -68.133361 + Penalty 116.432859 = 48.299498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555040 sec): 2 clusters Score: Raw -233.581181 + Penalty 139.768304 = -93.812877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555254 sec): 3 clusters Score: Raw -225.752553 + Penalty 283.252404 = 57.499851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555699 sec): 2 clusters Score: Raw -76.298270 + Penalty 58.242900 = -18.055370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555905 sec): 3 clusters Score: Raw -68.141943 + Penalty 116.485800 = 48.343858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556348 sec): 2 clusters Score: Raw -83.688949 + Penalty 92.489755 = 8.800806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.556541 sec): 2 clusters Score: Raw -83.688949 + Penalty 92.489755 = 8.800806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556981 sec): 2 clusters Score: Raw -78.626754 + Penalty 59.981078 = -18.645676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557182 sec): 3 clusters Score: Raw -69.691885 + Penalty 119.962155 = 50.270271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557628 sec): 2 clusters Score: Raw -126.206179 + Penalty 122.135723 = -4.070456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557837 sec): 3 clusters Score: Raw -116.849548 + Penalty 238.463526 = 121.613977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558294 sec): 2 clusters Score: Raw -87.057432 + Penalty 94.032012 = 6.974580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558500 sec): 3 clusters Score: Raw -75.647187 + Penalty 188.064024 = 112.416838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558939 sec): 2 clusters Score: Raw -77.066539 + Penalty 68.097106 = -8.969433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559129 sec): 2 clusters Score: Raw -77.066539 + Penalty 68.097106 = -8.969433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.559570 sec): 2 clusters Score: Raw -74.373951 + Penalty 63.224412 = -11.149539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559774 sec): 3 clusters Score: Raw -67.382530 + Penalty 126.448824 = 59.066293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560211 sec): 2 clusters Score: Raw -35.794202 + Penalty 0.000000 = -35.794202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.560400 sec): 2 clusters Score: Raw -35.794202 + Penalty 0.000000 = -35.794202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560836 sec): 2 clusters Score: Raw -36.587186 + Penalty 0.000000 = -36.587186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561025 sec): 2 clusters Score: Raw -36.587186 + Penalty 0.000000 = -36.587186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.561460 sec): 2 clusters Score: Raw -36.844451 + Penalty 0.000000 = -36.844451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561649 sec): 2 clusters Score: Raw -36.844451 + Penalty 0.000000 = -36.844451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.562084 sec): 2 clusters Score: Raw -36.823294 + Penalty 0.000000 = -36.823294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.562273 sec): 2 clusters Score: Raw -36.823294 + Penalty 0.000000 = -36.823294 nChanged 0 Deleting Class 87 (2 points): Lose 22.293442 but Gain 1264.634128 Iteration 20F (8.222021 sec): 135 clusters Score: Raw -313279.040039 + Penalty 116510.565547 = -196768.474492 nChanged 27 Deleting Class 162 (1 points): Lose 16.268069 but Gain 1256.954103 Iteration 21Q (8.272318 sec): 134 clusters Score: Raw -313277.966512 + Penalty 115345.574887 = -197932.391625 nChanged 14 Deleting Class 151 (2 points): Lose 21.966572 but Gain 1261.732461 Iteration 22Q (8.321709 sec): 133 clusters Score: Raw -313275.138011 + Penalty 114119.504869 = -199155.633142 nChanged 7 Deleting Class 66 (4 points): Lose 40.179099 but Gain 1277.704649 Iteration 23Q (8.370157 sec): 132 clusters Score: Raw -313241.059783 + Penalty 112852.366124 = -200388.693659 nChanged 6 Deleting Class 55 (18 points): Lose 274.558998 but Gain 1511.368523 Iteration 24Q (8.418751 sec): 131 clusters Score: Raw -312975.317866 + Penalty 113368.329390 = -199606.988477 nChanged 20 Deleting Class 83 (4 points): Lose 52.055130 but Gain 1280.114335 Iteration 25F (9.052478 sec): 130 clusters Score: Raw -312995.742922 + Penalty 112111.576873 = -200884.166049 nChanged 7 Deleting Class 38 (6 points): Lose 76.211717 but Gain 1301.299870 Iteration 26Q (9.101106 sec): 129 clusters Score: Raw -312934.941650 + Penalty 110899.367245 = -202035.574405 nChanged 10 Deleting Class 114 (3 points): Lose 39.088882 but Gain 1304.609382 Iteration 27Q (9.150075 sec): 128 clusters Score: Raw -312932.970025 + Penalty 109607.439042 = -203325.530984 nChanged 7 Deleting Class 146 (2 points): Lose 47.666351 but Gain 1241.038274 Iteration 28Q (9.198730 sec): 127 clusters Score: Raw -312903.321334 + Penalty 108188.239906 = -204715.081428 nChanged 3 Deleting Class 73 (4 points): Lose 55.554214 but Gain 1244.094058 Iteration 29Q (9.246695 sec): 126 clusters Score: Raw -312854.303549 + Penalty 107008.656711 = -205845.646837 nChanged 5 Deleting Class 35 (2 points): Lose 15.888340 but Gain 1172.964293 Iteration 30F (9.861186 sec): 125 clusters Score: Raw -312859.628494 + Penalty 105839.538069 = -207020.090425 nChanged 5 Deleting Class 129 (1 points): Lose 15.409547 but Gain 1171.848511 Iteration 31Q (9.909432 sec): 124 clusters Score: Raw -312857.609956 + Penalty 104670.854616 = -208186.755339 nChanged 6 Deleting Class 137 (3 points): Lose 26.961439 but Gain 1171.099485 Iteration 32Q (9.957197 sec): 123 clusters Score: Raw -312835.424104 + Penalty 103560.699068 = -209274.725036 nChanged 7 Deleting Class 63 (20 points): Lose 242.858789 but Gain 1382.823974 Iteration 33Q (10.004651 sec): 122 clusters Score: Raw -312612.437955 + Penalty 102189.851104 = -210422.586851 nChanged 23 Deleting Class 91 (2 points): Lose 13.374393 but Gain 1151.920691 Iteration 34Q (10.053161 sec): 121 clusters Score: Raw -312643.099424 + Penalty 101039.365691 = -211603.733733 nChanged 6 Deleting Class 133 (2 points): Lose 25.791962 but Gain 1162.491383 Iteration 35Q (10.100780 sec): 120 clusters Score: Raw -312622.145069 + Penalty 99917.695429 = -212704.449640 nChanged 7 Deleting Class 82 (2 points): Lose 17.685870 but Gain 1148.717313 Iteration 36Q (10.148872 sec): 119 clusters Score: Raw -312620.308368 + Penalty 98815.256050 = -213805.052317 nChanged 6 Deleting Class 56 (1 points): Lose 3.102548 but Gain 1124.867616 Iteration 37Q (10.195790 sec): 118 clusters Score: Raw -312625.329752 + Penalty 97688.575391 = -214936.754361 nChanged 3 Deleting Class 26 (14 points): Lose 173.581696 but Gain 1281.678487 Iteration 38Q (10.242754 sec): 117 clusters Score: Raw -312466.666158 + Penalty 96474.542626 = -215992.123532 nChanged 16 Deleting Class 115 (3 points): Lose 39.966143 but Gain 1146.563539 Iteration 39Q (10.289781 sec): 116 clusters Score: Raw -312488.847857 + Penalty 95425.745009 = -217063.102848 nChanged 8 Deleting Class 92 (3 points): Lose 22.879996 but Gain 1124.891546 Iteration 40F (10.852245 sec): 115 clusters Score: Raw -312502.686639 + Penalty 94368.847746 = -218133.838893 nChanged 8 Deleting Class 100 (5 points): Lose 60.116306 but Gain 1160.316646 Iteration 41Q (10.898452 sec): 114 clusters Score: Raw -312468.971132 + Penalty 93237.862809 = -219231.108323 nChanged 8 Deleting Class 80 (7 points): Lose 53.064237 but Gain 1152.254009 Iteration 42Q (10.946684 sec): 113 clusters Score: Raw -312428.987365 + Penalty 92104.321045 = -220324.666319 nChanged 11 Deleting Class 154 (1 points): Lose 12.555857 but Gain 1110.383727 Iteration 43Q (10.992769 sec): 112 clusters Score: Raw -312430.551116 + Penalty 90997.709128 = -221432.841989 nChanged 4 Deleting Class 59 (3 points): Lose 60.141430 but Gain 1153.970053 Iteration 44Q (11.038810 sec): 111 clusters Score: Raw -312374.027565 + Penalty 89857.568652 = -222516.458912 nChanged 3 Deleting Class 74 (7 points): Lose 42.505597 but Gain 1134.067172 Iteration 45Q (11.084568 sec): 110 clusters Score: Raw -312357.307355 + Penalty 88741.800943 = -223615.506412 nChanged 10 Deleting Class 157 (1 points): Lose 2.432682 but Gain 1084.765429 Iteration 46Q (11.130934 sec): 109 clusters Score: Raw -312379.786863 + Penalty 87656.304854 = -224723.482009 nChanged 4 Deleting Class 161 (1 points): Lose 6.191378 but Gain 1077.982179 Iteration 47Q (11.177281 sec): 108 clusters Score: Raw -312377.114699 + Penalty 86579.037276 = -225798.077423 nChanged 3 Deleting Class 40 (23 points): Lose 146.536723 but Gain 1214.918526 Iteration 48Q (11.222701 sec): 107 clusters Score: Raw -312232.833556 + Penalty 85382.965417 = -226849.868139 nChanged 24 Deleting Class 111 (3 points): Lose 36.238082 but Gain 1102.483046 Iteration 49Q (11.269102 sec): 106 clusters Score: Raw -312238.712326 + Penalty 84336.885363 = -227901.826963 nChanged 11 Deleting Class 127 (3 points): Lose 30.527555 but Gain 1092.867912 Iteration 50F (11.779426 sec): 105 clusters Score: Raw -312248.441225 + Penalty 83315.713858 = -228932.727367 nChanged 10 Deleting Class 41 (19 points): Lose 137.721640 but Gain 1197.840326 Iteration 51Q (11.825636 sec): 104 clusters Score: Raw -312132.952779 + Penalty 82149.205709 = -229983.747069 nChanged 26 Deleting Class 138 (2 points): Lose 39.856612 but Gain 1096.642708 Iteration 52Q (11.871304 sec): 103 clusters Score: Raw -312137.592584 + Penalty 80934.289752 = -231203.302833 nChanged 10 Deleting Class 122 (2 points): Lose 33.872828 but Gain 1076.334953 Iteration 53Q (11.916021 sec): 102 clusters Score: Raw -312130.495915 + Penalty 79866.795423 = -232263.700492 nChanged 11 Deleting Class 36 (5 points): Lose 45.574028 but Gain 1066.190444 Iteration 54Q (11.961027 sec): 101 clusters Score: Raw -312096.327240 + Penalty 78866.404079 = -233229.923161 nChanged 9 Deleting Class 84 (2 points): Lose 16.318726 but Gain 1032.729385 Iteration 55Q (12.005246 sec): 100 clusters Score: Raw -312104.636661 + Penalty 77886.896930 = -234217.739732 nChanged 5 Deleting Class 98 (17 points): Lose 98.958999 but Gain 1109.385896 Iteration 56Q (12.049379 sec): 99 clusters Score: Raw -312016.755909 + Penalty 76813.861775 = -235202.894135 nChanged 20 Deleting Class 149 (3 points): Lose 23.824745 but Gain 1033.987441 Iteration 57Q (12.094578 sec): 98 clusters Score: Raw -312027.523324 + Penalty 75784.746446 = -236242.776878 nChanged 7 Deleting Class 75 (1 points): Lose 17.869547 but Gain 1018.085704 Iteration 58Q (12.139068 sec): 97 clusters Score: Raw -312020.117296 + Penalty 74770.908156 = -237249.209139 nChanged 2 Deleting Class 130 (2 points): Lose 25.577042 but Gain 1017.192213 Iteration 59Q (12.183524 sec): 96 clusters Score: Raw -311999.078931 + Penalty 73780.888478 = -238218.190454 nChanged 2 Deleting Class 128 (3 points): Lose 29.034223 but Gain 991.689464 Iteration 60F (12.652550 sec): 95 clusters Score: Raw -311983.348293 + Penalty 72811.259219 = -239172.089074 nChanged 4 Deleting Class 132 (6 points): Lose 52.037393 but Gain 1007.909803 Iteration 61Q (12.697701 sec): 94 clusters Score: Raw -311944.731048 + Penalty 71813.544692 = -240131.186356 nChanged 8 Deleting Class 42 (17 points): Lose 136.579937 but Gain 1092.077789 Iteration 62Q (12.741386 sec): 93 clusters Score: Raw -311822.817902 + Penalty 70800.918528 = -241021.899375 nChanged 18 Deleting Class 112 (6 points): Lose 53.968963 but Gain 1008.025481 Iteration 63Q (12.786317 sec): 92 clusters Score: Raw -311815.650231 + Penalty 69813.948456 = -242001.701774 nChanged 8 Deleting Class 105 (3 points): Lose 14.194395 but Gain 965.151142 Iteration 64Q (12.830267 sec): 91 clusters Score: Raw -311820.729575 + Penalty 68846.824357 = -242973.905217 nChanged 7 Deleting Class 54 (14 points): Lose 80.082237 but Gain 1018.695682 Iteration 65Q (12.873681 sec): 90 clusters Score: Raw -311748.176592 + Penalty 67844.695355 = -243903.481237 nChanged 14 Deleting Class 85 (3 points): Lose 34.734696 but Gain 973.062876 Iteration 66Q (12.917527 sec): 89 clusters Score: Raw -311735.921981 + Penalty 66912.376379 = -244823.545603 nChanged 7 Deleting Class 81 (2 points): Lose 7.691986 but Gain 944.662758 Iteration 67Q (12.960401 sec): 88 clusters Score: Raw -311743.253078 + Penalty 65999.831236 = -245743.421842 nChanged 3 Deleting Class 20 (17 points): Lose 112.945189 but Gain 1040.396487 Iteration 68Q (13.003351 sec): 87 clusters Score: Raw -311635.303298 + Penalty 64968.814227 = -246666.489070 nChanged 17 Deleting Class 103 (2 points): Lose 16.829662 but Gain 938.986784 Iteration 69Q (13.047064 sec): 86 clusters Score: Raw -311644.749120 + Penalty 64032.697882 = -247612.051238 nChanged 3 Deleting Class 95 (7 points): Lose 44.137105 but Gain 962.450834 Iteration 70F (13.464444 sec): 85 clusters Score: Raw -311609.743224 + Penalty 63104.804652 = -248504.938572 nChanged 8 Deleting Class 110 (2 points): Lose 36.993411 but Gain 945.739428 Iteration 71Q (13.508390 sec): 84 clusters Score: Raw -311591.606632 + Penalty 62188.304670 = -249403.301962 nChanged 4 Deleting Class 68 (1 points): Lose 7.317499 but Gain 914.960565 Iteration 72Q (13.550603 sec): 83 clusters Score: Raw -311605.512888 + Penalty 61273.917495 = -250331.595393 nChanged 1 Deleting Class 123 (3 points): Lose 25.170228 but Gain 928.220038 Iteration 73Q (13.592430 sec): 82 clusters Score: Raw -311583.816272 + Penalty 60345.964767 = -251237.851506 nChanged 4 Deleting Class 152 (2 points): Lose 12.077562 but Gain 913.734879 Iteration 74Q (13.635524 sec): 81 clusters Score: Raw -311576.122735 + Penalty 59432.479125 = -252143.643610 nChanged 2 Deleting Class 53 (8 points): Lose 66.230724 but Gain 964.442962 Iteration 75Q (13.679199 sec): 80 clusters Score: Raw -311512.940598 + Penalty 58500.445391 = -253012.495207 nChanged 8 Deleting Class 44 (21 points): Lose 96.303160 but Gain 991.285321 Iteration 76Q (13.723439 sec): 79 clusters Score: Raw -311429.197104 + Penalty 57519.727417 = -253909.469687 nChanged 22 Deleting Class 136 (4 points): Lose 46.654296 but Gain 931.589923 Iteration 77Q (13.766973 sec): 78 clusters Score: Raw -311417.087613 + Penalty 56598.128955 = -254818.958658 nChanged 9 Deleting Class 120 (3 points): Lose 16.788253 but Gain 898.543370 Iteration 78Q (13.809348 sec): 77 clusters Score: Raw -311421.159786 + Penalty 55704.526563 = -255716.633223 nChanged 6 Deleting Class 46 (5 points): Lose 26.434643 but Gain 898.332707 Iteration 79Q (13.851202 sec): 76 clusters Score: Raw -311400.055039 + Penalty 54806.990380 = -256593.064659 nChanged 5 Deleting Class 93 (4 points): Lose 24.395926 but Gain 891.925541 Iteration 80F (14.231286 sec): 75 clusters Score: Raw -311382.154364 + Penalty 53921.051670 = -257461.102695 nChanged 5 Deleting Class 72 (16 points): Lose 62.701579 but Gain 929.722882 Iteration 81Q (14.272934 sec): 74 clusters Score: Raw -311326.214766 + Penalty 53012.602818 = -258313.611949 nChanged 20 Deleting Class 32 (19 points): Lose 92.420755 but Gain 956.671842 Iteration 82Q (14.314330 sec): 73 clusters Score: Raw -311263.136554 + Penalty 52131.814722 = -259131.321832 nChanged 25 Deleting Class 119 (2 points): Lose 9.794362 but Gain 867.495650 Iteration 83Q (14.355118 sec): 72 clusters Score: Raw -311305.345919 + Penalty 51278.790634 = -260026.555285 nChanged 11 Deleting Class 118 (1 points): Lose 8.185603 but Gain 865.361816 Iteration 84Q (14.398420 sec): 71 clusters Score: Raw -311315.903438 + Penalty 50435.759442 = -260880.143996 nChanged 7 Deleting Class 77 (7 points): Lose 33.475767 but Gain 867.679431 Iteration 85Q (14.439909 sec): 70 clusters Score: Raw -311299.860379 + Penalty 49582.401681 = -261717.458698 nChanged 10 Deleting Class 101 (14 points): Lose 67.617063 but Gain 899.242770 Iteration 86Q (14.480796 sec): 69 clusters Score: Raw -311245.316142 + Penalty 48692.144290 = -262553.171852 nChanged 17 Deleting Class 153 (2 points): Lose 25.482244 but Gain 848.352502 Iteration 87Q (14.521463 sec): 68 clusters Score: Raw -311243.324522 + Penalty 47844.419044 = -263398.905478 nChanged 5 Deleting Class 61 (16 points): Lose 100.721235 but Gain 912.795900 Iteration 88Q (14.560902 sec): 67 clusters Score: Raw -311151.059371 + Penalty 47001.285694 = -264149.773677 nChanged 19 Deleting Class 21 (9 points): Lose 34.442369 but Gain 844.948519 Iteration 89Q (14.600842 sec): 66 clusters Score: Raw -311175.727990 + Penalty 46164.341221 = -265011.386769 nChanged 13 Deleting Class 11 (8 points): Lose 59.448805 but Gain 868.962617 Iteration 90F (14.922392 sec): 65 clusters Score: Raw -311130.581243 + Penalty 45265.143200 = -265865.438043 nChanged 11 Deleting Class 45 (20 points): Lose 74.013367 but Gain 877.809589 Iteration 91Q (14.962053 sec): 64 clusters Score: Raw -311082.408109 + Penalty 44403.374255 = -266679.033853 nChanged 26 Deleting Class 148 (2 points): Lose 5.346492 but Gain 804.833066 Iteration 92Q (15.001741 sec): 63 clusters Score: Raw -311112.555921 + Penalty 43602.310365 = -267510.245555 nChanged 10 Deleting Class 108 (11 points): Lose 72.550338 but Gain 870.492055 Iteration 93Q (15.040851 sec): 62 clusters Score: Raw -311051.041654 + Penalty 42778.763090 = -268272.278564 nChanged 16 Deleting Class 62 (23 points): Lose 81.379661 but Gain 874.011944 Iteration 94Q (15.079645 sec): 61 clusters Score: Raw -311004.393837 + Penalty 41908.377266 = -269096.016571 nChanged 31 Deleting Class 17 (8 points): Lose 35.320983 but Gain 822.159690 Iteration 95Q (15.118429 sec): 60 clusters Score: Raw -311022.590857 + Penalty 41096.143139 = -269926.447718 nChanged 16 Deleting Class 50 (64 points): Lose 226.320143 but Gain 1006.007310 Iteration 96Q (15.157239 sec): 59 clusters Score: Raw -310812.299383 + Penalty 40231.592986 = -270580.706397 nChanged 69 Deleting Class 99 (19 points): Lose 88.523557 but Gain 876.686319 Iteration 97Q (15.196770 sec): 58 clusters Score: Raw -310874.712228 + Penalty 39408.482039 = -271466.230190 nChanged 38 Deleting Class 67 (8 points): Lose 74.180108 but Gain 851.854275 Iteration 98Q (15.235959 sec): 57 clusters Score: Raw -310853.850838 + Penalty 38408.838533 = -272445.012305 nChanged 26 Deleting Class 31 (6 points): Lose 23.789103 but Gain 801.396149 Iteration 99Q (15.274443 sec): 56 clusters Score: Raw -310855.532308 + Penalty 37774.513153 = -273081.019155 nChanged 15 Deleting Class 25 (28 points): Lose 150.889983 but Gain 931.122382 Iteration 100F (15.552492 sec): 55 clusters Score: Raw -310727.952704 + Penalty 36877.711607 = -273850.241097 nChanged 35 Deleting Class 134 (2 points): Lose 8.908392 but Gain 785.375177 Iteration 101Q (15.590851 sec): 54 clusters Score: Raw -310782.172458 + Penalty 36120.862914 = -274661.309544 nChanged 18 Deleting Class 145 (2 points): Lose 7.820195 but Gain 781.510000 Iteration 102Q (15.628621 sec): 53 clusters Score: Raw -310792.048527 + Penalty 35334.366631 = -275457.681896 nChanged 8 Deleting Class 94 (9 points): Lose 57.022581 but Gain 829.311163 Iteration 103Q (15.667004 sec): 52 clusters Score: Raw -310744.045387 + Penalty 34522.714632 = -276221.330754 nChanged 11 Deleting Class 141 (2 points): Lose 11.888537 but Gain 781.154810 Iteration 104Q (15.704863 sec): 51 clusters Score: Raw -310748.818438 + Penalty 33757.329750 = -276991.488688 nChanged 5 Deleting Class 135 (5 points): Lose 25.348886 but Gain 793.584682 Iteration 105Q (15.743732 sec): 50 clusters Score: Raw -310729.491410 + Penalty 32965.992511 = -277763.498899 nChanged 7 Deleting Class 143 (8 points): Lose 50.488207 but Gain 818.297063 Iteration 106Q (15.780866 sec): 49 clusters Score: Raw -310691.047502 + Penalty 32148.899391 = -278542.148111 nChanged 12 Deleting Class 27 (60 points): Lose 256.856682 but Gain 1016.578651 Iteration 107Q (15.817379 sec): 48 clusters Score: Raw -310445.857292 + Penalty 31195.395010 = -279250.462282 nChanged 65 Deleting Class 51 (26 points): Lose 124.436758 but Gain 876.355907 Iteration 108Q (15.855392 sec): 47 clusters Score: Raw -310439.982738 + Penalty 30360.636793 = -280079.345945 nChanged 46 Deleting Class 76 (20 points): Lose 90.948273 but Gain 832.688043 Iteration 109Q (15.891975 sec): 46 clusters Score: Raw -310410.307179 + Penalty 29577.999694 = -280832.307485 nChanged 35 Deleting Class 24 (112 points): Lose 591.035847 but Gain 1341.431960 Iteration 110F (16.118283 sec): 45 clusters Score: Raw -309858.378742 + Penalty 28456.152965 = -281402.225776 nChanged 120 Deleting Class 30 (12 points): Lose 80.856622 but Gain 825.062307 Iteration 111Q (16.155982 sec): 44 clusters Score: Raw -310081.315130 + Penalty 26434.706843 = -283646.608287 nChanged 42 Deleting Class 104 (9 points): Lose 43.186376 but Gain 809.094861 Iteration 112Q (16.192057 sec): 43 clusters Score: Raw -310108.760727 + Penalty 25636.332265 = -284472.428462 nChanged 32 Deleting Class 37 (48 points): Lose 172.419080 but Gain 913.201131 Iteration 113Q (16.227371 sec): 42 clusters Score: Raw -309959.656688 + Penalty 24739.920933 = -285219.735755 nChanged 60 Deleting Class 90 (1 points): Lose 20.423473 but Gain 758.775364 Iteration 114Q (16.263006 sec): 41 clusters Score: Raw -310024.424689 + Penalty 24002.290617 = -286022.134072 nChanged 21 Deleting Class 28 (4 points): Lose 20.687049 but Gain 755.866924 Iteration 115Q (16.298424 sec): 40 clusters Score: Raw -310019.223942 + Penalty 23250.455003 = -286768.768939 nChanged 16 Deleting Class 121 (8 points): Lose 28.213511 but Gain 761.898885 Iteration 116Q (16.332530 sec): 39 clusters Score: Raw -310000.970646 + Penalty 22484.888758 = -287516.081887 nChanged 17 Deleting Class 96 (5 points): Lose 17.185159 but Gain 738.425655 Iteration 117Q (16.366582 sec): 38 clusters Score: Raw -309997.540780 + Penalty 21748.355661 = -288249.185118 nChanged 12 Deleting Class 48 (13 points): Lose 71.472560 but Gain 786.747925 Iteration 118Q (16.400292 sec): 37 clusters Score: Raw -309935.010005 + Penalty 20974.388735 = -288960.621271 nChanged 17 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 -309935.010005 + Penalty 20974.388735 = -288960.621271Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.425657 sec): 2 clusters Score: Raw -31007.416811 + Penalty 822.376751 = -30185.040060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.427584 sec): 3 clusters Score: Raw -30633.634264 + Penalty 1644.713707 = -28988.920557 nChanged 313 SP:Iteration 1F (16.429472 sec): 3 clusters Score: Raw -30882.300916 + Penalty 1644.790248 = -29237.510668 nChanged 72 SP:Iteration 2F (16.431389 sec): 3 clusters Score: Raw -30931.820755 + Penalty 1644.934584 = -29286.886172 nChanged 37 SP:Iteration 3Q (16.433339 sec): 3 clusters Score: Raw -30964.572449 + Penalty 1644.945365 = -29319.627083 nChanged 26 SP:Iteration 4Q (16.435343 sec): 3 clusters Score: Raw -30986.508947 + Penalty 1644.877613 = -29341.631334 nChanged 27 SP:Iteration 5Q (16.437296 sec): 3 clusters Score: Raw -31010.073248 + Penalty 1644.973892 = -29365.099356 nChanged 32 SP:Iteration 6Q (16.439242 sec): 3 clusters Score: Raw -31030.952236 + Penalty 1644.970883 = -29385.981354 nChanged 17 SP:Iteration 7Q (16.441178 sec): 3 clusters Score: Raw -31041.914326 + Penalty 1644.954970 = -29396.959356 nChanged 13 SP:Iteration 8Q (16.443111 sec): 3 clusters Score: Raw -31050.335615 + Penalty 1644.950407 = -29405.385209 nChanged 12 SP:Iteration 9Q (16.445033 sec): 3 clusters Score: Raw -31056.546169 + Penalty 1645.019152 = -29411.527017 nChanged 10 SP:Iteration 10F (16.447013 sec): 3 clusters Score: Raw -31064.325791 + Penalty 1645.097939 = -29419.227853 nChanged 5 SP:Iteration 11Q (16.448974 sec): 3 clusters Score: Raw -31068.805027 + Penalty 1645.162670 = -29423.642357 nChanged 4 SP:Iteration 12Q (16.450951 sec): 3 clusters Score: Raw -31070.780342 + Penalty 1645.167296 = -29425.613046 nChanged 2 SP:Iteration 13Q (16.452904 sec): 3 clusters Score: Raw -31072.244021 + Penalty 1645.206848 = -29427.037173 nChanged 1 SP:Iteration 14Q (16.454824 sec): 3 clusters Score: Raw -31073.144087 + Penalty 1645.234202 = -29427.909885 nChanged 3 SP:Iteration 15Q (16.456744 sec): 3 clusters Score: Raw -31075.224436 + Penalty 1645.262896 = -29429.961540 nChanged 2 SP:Iteration 16Q (16.458693 sec): 3 clusters Score: Raw -31076.619449 + Penalty 1645.328049 = -29431.291401 nChanged 3 SP:Iteration 17Q (16.460656 sec): 3 clusters Score: Raw -31080.568684 + Penalty 1645.366950 = -29435.201735 nChanged 3 SP:Iteration 18Q (16.462613 sec): 3 clusters Score: Raw -31082.253163 + Penalty 1645.464136 = -29436.789027 nChanged 3 SP:Iteration 19Q (16.464702 sec): 3 clusters Score: Raw -31083.214339 + Penalty 1645.534987 = -29437.679353 nChanged 1 SP:Iteration 20F (16.466668 sec): 3 clusters Score: Raw -31083.819058 + Penalty 1645.643889 = -29438.175168 nChanged 2 SP:Iteration 21Q (16.468605 sec): 3 clusters Score: Raw -31085.139925 + Penalty 1645.704548 = -29439.435376 nChanged 2 SP:Iteration 22Q (16.470517 sec): 3 clusters Score: Raw -31085.765268 + Penalty 1645.704548 = -29440.060720 nChanged 0 SP:Iteration 23F (16.472390 sec): 3 clusters Score: Raw -31085.765268 + Penalty 1645.704548 = -29440.060720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.472985 sec): 2 clusters Score: Raw -702.325557 + Penalty 170.738467 = -531.587089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.473238 sec): 3 clusters Score: Raw -702.435172 + Penalty 332.510907 = -369.924265 nChanged 1 SP:Iteration 1Q (16.473481 sec): 3 clusters Score: Raw -703.736393 + Penalty 332.510907 = -371.225486 nChanged 0 SP:Iteration 2F (16.473723 sec): 3 clusters Score: Raw -703.736393 + Penalty 332.510907 = -371.225486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.474693 sec): 2 clusters Score: Raw -6077.367785 + Penalty 52.365258 = -6025.002527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.475280 sec): 3 clusters Score: Raw -5967.903434 + Penalty 101.260056 = -5866.643378 nChanged 84 SP:Iteration 1F (16.475847 sec): 3 clusters Score: Raw -6016.170888 + Penalty 100.341811 = -5915.829077 nChanged 14 SP:Iteration 2F (16.476408 sec): 3 clusters Score: Raw -6029.290276 + Penalty 107.697016 = -5921.593259 nChanged 17 SP:Iteration 3F (16.476981 sec): 3 clusters Score: Raw -6048.809952 + Penalty 110.233851 = -5938.576101 nChanged 15 SP:Iteration 4F (16.477541 sec): 3 clusters Score: Raw -6064.111032 + Penalty 114.987280 = -5949.123752 nChanged 17 SP:Iteration 5F (16.478104 sec): 3 clusters Score: Raw -6086.232194 + Penalty 142.479708 = -5943.752486 nChanged 7 SP:Iteration 6F (16.478667 sec): 3 clusters Score: Raw -6098.058679 + Penalty 160.891379 = -5937.167299 nChanged 2 SP:Iteration 7F (16.479221 sec): 3 clusters Score: Raw -6098.150412 + Penalty 160.891379 = -5937.259033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.480779 sec): 2 clusters Score: Raw -13577.792001 + Penalty 125.844320 = -13451.947681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.481750 sec): 3 clusters Score: Raw -13365.487193 + Penalty 253.333119 = -13112.154073 nChanged 164 SP:Iteration 1F (16.482698 sec): 3 clusters Score: Raw -13576.034965 + Penalty 258.860421 = -13317.174544 nChanged 49 SP:Iteration 2F (16.483633 sec): 3 clusters Score: Raw -13687.960096 + Penalty 256.717060 = -13431.243036 nChanged 29 SP:Iteration 3F (16.484568 sec): 3 clusters Score: Raw -13750.485339 + Penalty 259.760107 = -13490.725232 nChanged 7 SP:Iteration 4Q (16.485390 sec): 3 clusters Score: Raw -13760.776788 + Penalty 259.715377 = -13501.061412 nChanged 4 SP:Iteration 5Q (16.486189 sec): 3 clusters Score: Raw -13767.161272 + Penalty 258.146068 = -13509.015204 nChanged 1 SP:Iteration 6Q (16.486985 sec): 3 clusters Score: Raw -13767.585865 + Penalty 258.146068 = -13509.439797 nChanged 0 SP:Iteration 7F (16.487910 sec): 3 clusters Score: Raw -13767.585865 + Penalty 258.146068 = -13509.439797 nChanged 0 Score: Raw -319784.331079 + Penalty 21177.945670 = -298606.385409 Splitting cluster 4 changes total score from -288960.621271 to -298606.385409 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.674634 sec): 2 clusters Score: Raw -4414.206590 + Penalty 507.490718 = -3906.715872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.675110 sec): 3 clusters Score: Raw -4418.356614 + Penalty 1016.722749 = -3401.633865 nChanged 17 SP:Iteration 1F (16.675569 sec): 3 clusters Score: Raw -4453.916402 + Penalty 1013.326048 = -3440.590354 nChanged 6 SP:Iteration 2Q (16.676021 sec): 3 clusters Score: Raw -4468.032872 + Penalty 1013.370544 = -3454.662327 nChanged 1 SP:Iteration 3Q (16.676501 sec): 3 clusters Score: Raw -4470.815128 + Penalty 1013.370544 = -3457.444583 nChanged 0 SP:Iteration 4F (16.676981 sec): 3 clusters Score: Raw -4470.815128 + Penalty 1013.370544 = -3457.444583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.678379 sec): 2 clusters Score: Raw -10491.848483 + Penalty 72.028689 = -10419.819794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.679247 sec): 3 clusters Score: Raw -10297.691633 + Penalty 144.359008 = -10153.332626 nChanged 146 SP:Iteration 1F (16.680104 sec): 3 clusters Score: Raw -10392.814188 + Penalty 144.285958 = -10248.528230 nChanged 29 SP:Iteration 2F (16.680954 sec): 3 clusters Score: Raw -10407.546071 + Penalty 144.276428 = -10263.269643 nChanged 14 SP:Iteration 3Q (16.681795 sec): 3 clusters Score: Raw -10413.855554 + Penalty 143.884213 = -10269.971340 nChanged 9 SP:Iteration 4Q (16.682611 sec): 3 clusters Score: Raw -10418.984665 + Penalty 142.561264 = -10276.423401 nChanged 9 SP:Iteration 5Q (16.683421 sec): 3 clusters Score: Raw -10434.128361 + Penalty 142.173180 = -10291.955181 nChanged 9 SP:Iteration 6Q (16.684215 sec): 3 clusters Score: Raw -10448.017127 + Penalty 142.114164 = -10305.902963 nChanged 5 SP:Iteration 7Q (16.684998 sec): 3 clusters Score: Raw -10450.141216 + Penalty 142.475925 = -10307.665290 nChanged 4 SP:Iteration 8Q (16.685774 sec): 3 clusters Score: Raw -10451.575829 + Penalty 142.672419 = -10308.903410 nChanged 5 SP:Iteration 9Q (16.686547 sec): 3 clusters Score: Raw -10452.034827 + Penalty 143.207501 = -10308.827327 nChanged 4 SP:Iteration 10F (16.687357 sec): 3 clusters Score: Raw -10452.813049 + Penalty 144.047204 = -10308.765846 nChanged 8 SP:Iteration 11F (16.688165 sec): 3 clusters Score: Raw -10455.428442 + Penalty 144.460098 = -10310.968344 nChanged 6 SP:Iteration 12Q (16.688933 sec): 3 clusters Score: Raw -10457.299754 + Penalty 145.660822 = -10311.638932 nChanged 7 SP:Iteration 13Q (16.689698 sec): 3 clusters Score: Raw -10459.957408 + Penalty 146.833698 = -10313.123710 nChanged 12 SP:Iteration 14Q (16.690460 sec): 3 clusters Score: Raw -10465.771618 + Penalty 150.019897 = -10315.751721 nChanged 12 SP:Iteration 15Q (16.691210 sec): 3 clusters Score: Raw -10476.951399 + Penalty 159.607499 = -10317.343900 nChanged 14 SP:Iteration 16Q (16.691959 sec): 3 clusters Score: Raw -10491.352746 + Penalty 177.936768 = -10313.415977 nChanged 15 SP:Iteration 17F (16.692752 sec): 3 clusters Score: Raw -10508.116145 + Penalty 186.553092 = -10321.563053 nChanged 6 SP:Iteration 18Q (16.693458 sec): 3 clusters Score: Raw -10513.616022 + Penalty 194.189038 = -10319.426984 nChanged 3 SP:Iteration 19F (16.694251 sec): 3 clusters Score: Raw -10515.059830 + Penalty 201.890636 = -10313.169193 nChanged 2 SP:Iteration 20F (16.695048 sec): 3 clusters Score: Raw -10515.824035 + Penalty 208.356079 = -10307.467956 nChanged 1 SP:Iteration 21F (16.695848 sec): 3 clusters Score: Raw -10516.627789 + Penalty 208.356079 = -10308.271709 nChanged 0 Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 7 (5145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.718618 sec): 2 clusters Score: Raw -153200.527923 + Penalty 288.543319 = -152911.984605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.728509 sec): 3 clusters Score: Raw -149883.801238 + Penalty 606.510016 = -149277.291222 nChanged 2347 SP:Iteration 1F (16.738130 sec): 3 clusters Score: Raw -151840.840348 + Penalty 639.820462 = -151201.019886 nChanged 577 SP:Iteration 2F (16.747692 sec): 3 clusters Score: Raw -152276.401642 + Penalty 656.850818 = -151619.550825 nChanged 264 SP:Iteration 3F (16.757188 sec): 3 clusters Score: Raw -152469.517878 + Penalty 669.059945 = -151800.457933 nChanged 207 SP:Iteration 4Q (16.766400 sec): 3 clusters Score: Raw -152617.166008 + Penalty 681.811926 = -151935.354083 nChanged 176 SP:Iteration 5Q (16.775731 sec): 3 clusters Score: Raw -152723.507734 + Penalty 689.576740 = -152033.930993 nChanged 144 SP:Iteration 6Q (16.784301 sec): 3 clusters Score: Raw -152810.077259 + Penalty 701.411791 = -152108.665468 nChanged 137 SP:Iteration 7Q (16.792625 sec): 3 clusters Score: Raw -152895.588078 + Penalty 714.277651 = -152181.310427 nChanged 116 SP:Iteration 8Q (16.800870 sec): 3 clusters Score: Raw -152966.957276 + Penalty 725.379844 = -152241.577431 nChanged 92 SP:Iteration 9Q (16.809031 sec): 3 clusters Score: Raw -153018.937473 + Penalty 726.992380 = -152291.945093 nChanged 75 SP:Iteration 10F (16.818306 sec): 3 clusters Score: Raw -153061.554237 + Penalty 730.906147 = -152330.648090 nChanged 63 SP:Iteration 11Q (16.826104 sec): 3 clusters Score: Raw -153094.123604 + Penalty 743.452794 = -152350.670810 nChanged 48 SP:Iteration 12Q (16.833853 sec): 3 clusters Score: Raw -153120.097561 + Penalty 760.169159 = -152359.928402 nChanged 52 SP:Iteration 13Q (16.841824 sec): 3 clusters Score: Raw -153148.417478 + Penalty 782.983645 = -152365.433833 nChanged 36 SP:Iteration 14Q (16.849734 sec): 3 clusters Score: Raw -153171.327246 + Penalty 797.866981 = -152373.460266 nChanged 27 SP:Iteration 15Q (16.857299 sec): 3 clusters Score: Raw -153185.271091 + Penalty 814.522531 = -152370.748560 nChanged 17 SP:Iteration 16F (16.866675 sec): 3 clusters Score: Raw -153193.993982 + Penalty 835.893188 = -152358.100793 nChanged 17 SP:Iteration 17F (16.876382 sec): 3 clusters Score: Raw -153203.652862 + Penalty 849.684935 = -152353.967927 nChanged 9 SP:Iteration 18F (16.885707 sec): 3 clusters Score: Raw -153206.593331 + Penalty 856.985939 = -152349.607392 nChanged 7 SP:Iteration 19F (16.894994 sec): 3 clusters Score: Raw -153209.762508 + Penalty 868.838515 = -152340.923993 nChanged 6 SP:Iteration 20F (16.904377 sec): 3 clusters Score: Raw -153211.914300 + Penalty 868.801471 = -152343.112829 nChanged 5 SP:Iteration 21Q (16.911867 sec): 3 clusters Score: Raw -153215.432747 + Penalty 874.736418 = -152340.696329 nChanged 5 SP:Iteration 22F (16.921136 sec): 3 clusters Score: Raw -153218.204164 + Penalty 876.430253 = -152341.773911 nChanged 5 SP:Iteration 23Q (16.928560 sec): 3 clusters Score: Raw -153220.773094 + Penalty 884.037274 = -152336.735819 nChanged 2 SP:Iteration 24F (16.937781 sec): 3 clusters Score: Raw -153221.114551 + Penalty 883.697894 = -152337.416657 nChanged 2 SP:Iteration 25Q (16.945439 sec): 3 clusters Score: Raw -153221.739499 + Penalty 881.401038 = -152340.338461 nChanged 1 SP:Iteration 26Q (16.952798 sec): 3 clusters Score: Raw -153221.839167 + Penalty 887.425615 = -152334.413552 nChanged 1 SP:Iteration 27F (16.962128 sec): 3 clusters Score: Raw -153222.001783 + Penalty 887.425615 = -152334.576168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.965492 sec): 2 clusters Score: Raw -889.846087 + Penalty 181.333765 = -708.512323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.965779 sec): 3 clusters Score: Raw -889.441185 + Penalty 363.469869 = -525.971316 nChanged 4 SP:Iteration 1F (16.966044 sec): 3 clusters Score: Raw -895.218885 + Penalty 363.469869 = -531.749016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.966648 sec): 2 clusters Score: Raw -1515.619355 + Penalty 301.148523 = -1214.470833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.966958 sec): 3 clusters Score: Raw -1558.467172 + Penalty 602.942933 = -955.524239 nChanged 3 SP:Iteration 1F (16.967262 sec): 3 clusters Score: Raw -1565.105502 + Penalty 603.908738 = -961.196764 nChanged 1 SP:Iteration 2Q (16.967554 sec): 3 clusters Score: Raw -1566.967441 + Penalty 603.908738 = -963.058703 nChanged 0 SP:Iteration 3F (16.967855 sec): 3 clusters Score: Raw -1566.967441 + Penalty 603.908738 = -963.058703 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.970285 sec): 2 clusters Score: Raw -22076.486995 + Penalty 666.650441 = -21409.836554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.971565 sec): 3 clusters Score: Raw -21839.009006 + Penalty 1333.270224 = -20505.738781 nChanged 175 SP:Iteration 1F (16.972794 sec): 3 clusters Score: Raw -21977.272139 + Penalty 1333.117864 = -20644.154275 nChanged 52 SP:Iteration 2F (16.974024 sec): 3 clusters Score: Raw -22036.652438 + Penalty 1333.052712 = -20703.599726 nChanged 31 SP:Iteration 3F (16.975293 sec): 3 clusters Score: Raw -22069.329393 + Penalty 1332.936180 = -20736.393213 nChanged 23 SP:Iteration 4Q (16.976564 sec): 3 clusters Score: Raw -22090.859613 + Penalty 1333.145091 = -20757.714522 nChanged 14 SP:Iteration 5Q (16.977826 sec): 3 clusters Score: Raw -22101.946955 + Penalty 1333.377246 = -20768.569709 nChanged 9 SP:Iteration 6Q (16.979085 sec): 3 clusters Score: Raw -22109.312877 + Penalty 1333.419657 = -20775.893220 nChanged 3 SP:Iteration 7Q (16.980335 sec): 3 clusters Score: Raw -22111.355834 + Penalty 1333.518845 = -20777.836989 nChanged 2 SP:Iteration 8Q (16.981553 sec): 3 clusters Score: Raw -22112.252015 + Penalty 1333.665588 = -20778.586427 nChanged 3 SP:Iteration 9Q (16.982751 sec): 3 clusters Score: Raw -22116.016406 + Penalty 1333.924385 = -20782.092021 nChanged 5 SP:Iteration 10F (16.983986 sec): 3 clusters Score: Raw -22119.150419 + Penalty 1334.167656 = -20784.982763 nChanged 4 SP:Iteration 11Q (16.985189 sec): 3 clusters Score: Raw -22122.377696 + Penalty 1334.226484 = -20788.151212 nChanged 5 SP:Iteration 12Q (16.986388 sec): 3 clusters Score: Raw -22127.725435 + Penalty 1334.224826 = -20793.500609 nChanged 6 SP:Iteration 13Q (16.987611 sec): 3 clusters Score: Raw -22132.101631 + Penalty 1334.224826 = -20797.876805 nChanged 0 SP:Iteration 14F (16.988840 sec): 3 clusters Score: Raw -22132.101631 + Penalty 1334.224826 = -20797.876805 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.991305 sec): 2 clusters Score: Raw -25014.500732 + Penalty 545.743298 = -24468.757435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.992796 sec): 3 clusters Score: Raw -24666.487805 + Penalty 1092.927413 = -23573.560392 nChanged 235 SP:Iteration 1F (16.994266 sec): 3 clusters Score: Raw -24831.744546 + Penalty 1095.086213 = -23736.658333 nChanged 60 SP:Iteration 2F (16.995742 sec): 3 clusters Score: Raw -24872.994006 + Penalty 1096.190021 = -23776.803985 nChanged 34 SP:Iteration 3Q (16.997223 sec): 3 clusters Score: Raw -24896.474911 + Penalty 1097.593406 = -23798.881506 nChanged 22 SP:Iteration 4Q (16.998715 sec): 3 clusters Score: Raw -24910.478370 + Penalty 1098.447527 = -23812.030843 nChanged 12 SP:Iteration 5Q (17.000252 sec): 3 clusters Score: Raw -24918.718729 + Penalty 1098.640277 = -23820.078451 nChanged 10 SP:Iteration 6Q (17.001786 sec): 3 clusters Score: Raw -24927.182803 + Penalty 1098.630154 = -23828.552649 nChanged 7 SP:Iteration 7Q (17.003266 sec): 3 clusters Score: Raw -24932.077702 + Penalty 1098.870591 = -23833.207111 nChanged 8 SP:Iteration 8Q (17.004706 sec): 3 clusters Score: Raw -24935.956056 + Penalty 1098.537294 = -23837.418763 nChanged 3 SP:Iteration 9Q (17.006134 sec): 3 clusters Score: Raw -24938.378385 + Penalty 1098.983701 = -23839.394683 nChanged 4 SP:Iteration 10F (17.007605 sec): 3 clusters Score: Raw -24943.731848 + Penalty 1099.069803 = -23844.662046 nChanged 5 SP:Iteration 11Q (17.009052 sec): 3 clusters Score: Raw -24946.712452 + Penalty 1099.217138 = -23847.495314 nChanged 3 SP:Iteration 12Q (17.010495 sec): 3 clusters Score: Raw -24948.208379 + Penalty 1099.448843 = -23848.759536 nChanged 2 SP:Iteration 13Q (17.011946 sec): 3 clusters Score: Raw -24949.985835 + Penalty 1099.479254 = -23850.506582 nChanged 2 SP:Iteration 14Q (17.013455 sec): 3 clusters Score: Raw -24950.407527 + Penalty 1099.500321 = -23850.907206 nChanged 1 SP:Iteration 15Q (17.015038 sec): 3 clusters Score: Raw -24950.534652 + Penalty 1099.500321 = -23851.034330 nChanged 0 SP:Iteration 16F (17.016611 sec): 3 clusters Score: Raw -24950.534652 + Penalty 1099.500321 = -23851.034330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.017113 sec): 2 clusters Score: Raw -268.950408 + Penalty 129.309199 = -139.641209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.017343 sec): 3 clusters Score: Raw -271.738258 + Penalty 257.063663 = -14.674595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.018580 sec): 2 clusters Score: Raw -9602.042733 + Penalty 74.573086 = -9527.469647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.019319 sec): 3 clusters Score: Raw -9427.973815 + Penalty 149.187668 = -9278.786147 nChanged 125 SP:Iteration 1F (17.020045 sec): 3 clusters Score: Raw -9511.574026 + Penalty 148.511968 = -9363.062058 nChanged 35 SP:Iteration 2F (17.020770 sec): 3 clusters Score: Raw -9545.438519 + Penalty 153.983706 = -9391.454813 nChanged 28 SP:Iteration 3F (17.021429 sec): 3 clusters Score: Raw -9580.726156 + Penalty 164.037364 = -9416.688792 nChanged 14 SP:Iteration 4Q (17.022077 sec): 3 clusters Score: Raw -9604.038030 + Penalty 165.197395 = -9438.840635 nChanged 3 SP:Iteration 5Q (17.022703 sec): 3 clusters Score: Raw -9612.992483 + Penalty 165.197395 = -9447.795088 nChanged 0 SP:Iteration 6F (17.023367 sec): 3 clusters Score: Raw -9612.992483 + Penalty 165.197395 = -9447.795088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.024306 sec): 2 clusters Score: Raw -6549.456805 + Penalty 522.158642 = -6027.298163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.024841 sec): 3 clusters Score: Raw -6523.978018 + Penalty 1042.723635 = -5481.254383 nChanged 36 SP:Iteration 1F (17.025366 sec): 3 clusters Score: Raw -6570.070115 + Penalty 1043.803742 = -5526.266374 nChanged 6 SP:Iteration 2Q (17.025882 sec): 3 clusters Score: Raw -6580.935242 + Penalty 1044.519511 = -5536.415731 nChanged 8 SP:Iteration 3Q (17.026396 sec): 3 clusters Score: Raw -6590.969357 + Penalty 1044.515800 = -5546.453557 nChanged 2 SP:Iteration 4Q (17.026908 sec): 3 clusters Score: Raw -6594.212830 + Penalty 1044.905649 = -5549.307182 nChanged 1 SP:Iteration 5Q (17.027417 sec): 3 clusters Score: Raw -6595.696335 + Penalty 1045.179365 = -5550.516970 nChanged 1 SP:Iteration 6Q (17.027928 sec): 3 clusters Score: Raw -6596.828593 + Penalty 1045.179365 = -5551.649228 nChanged 0 SP:Iteration 7F (17.028451 sec): 3 clusters Score: Raw -6596.828593 + Penalty 1045.179365 = -5551.649228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.030355 sec): 2 clusters Score: Raw -19144.043019 + Penalty 516.178677 = -18627.864342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.031504 sec): 3 clusters Score: Raw -18882.094236 + Penalty 1031.121484 = -17850.972753 nChanged 148 SP:Iteration 1F (17.032632 sec): 3 clusters Score: Raw -18972.196579 + Penalty 1028.546554 = -17943.650025 nChanged 53 SP:Iteration 2F (17.033761 sec): 3 clusters Score: Raw -19010.480675 + Penalty 1027.285306 = -17983.195370 nChanged 22 SP:Iteration 3Q (17.034888 sec): 3 clusters Score: Raw -19027.392257 + Penalty 1028.066050 = -17999.326207 nChanged 15 SP:Iteration 4Q (17.036013 sec): 3 clusters Score: Raw -19035.907579 + Penalty 1027.575260 = -18008.332320 nChanged 10 SP:Iteration 5Q (17.037175 sec): 3 clusters Score: Raw -19043.420146 + Penalty 1029.260500 = -18014.159646 nChanged 14 SP:Iteration 6Q (17.038304 sec): 3 clusters Score: Raw -19053.243672 + Penalty 1031.967107 = -18021.276564 nChanged 19 SP:Iteration 7Q (17.039500 sec): 3 clusters Score: Raw -19069.141325 + Penalty 1032.337624 = -18036.803701 nChanged 21 SP:Iteration 8Q (17.040682 sec): 3 clusters Score: Raw -19090.974629 + Penalty 1036.267126 = -18054.707503 nChanged 17 SP:Iteration 9Q (17.041843 sec): 3 clusters Score: Raw -19112.938230 + Penalty 1040.384233 = -18072.553997 nChanged 22 SP:Iteration 10F (17.042966 sec): 3 clusters Score: Raw -19140.140198 + Penalty 1047.323005 = -18092.817193 nChanged 15 SP:Iteration 11Q (17.044041 sec): 3 clusters Score: Raw -19152.989404 + Penalty 1051.278607 = -18101.710797 nChanged 7 SP:Iteration 12Q (17.045095 sec): 3 clusters Score: Raw -19159.681862 + Penalty 1055.479671 = -18104.202191 nChanged 7 SP:Iteration 13Q (17.046143 sec): 3 clusters Score: Raw -19165.585879 + Penalty 1062.474461 = -18103.111419 nChanged 4 SP:Iteration 14F (17.047286 sec): 3 clusters Score: Raw -19167.462644 + Penalty 1064.110257 = -18103.352387 nChanged 1 SP:Iteration 15Q (17.048330 sec): 3 clusters Score: Raw -19167.877897 + Penalty 1065.189281 = -18102.688616 nChanged 1 SP:Iteration 16F (17.049453 sec): 3 clusters Score: Raw -19168.101774 + Penalty 1066.461224 = -18101.640551 nChanged 2 SP:Iteration 17F (17.050581 sec): 3 clusters Score: Raw -19169.733640 + Penalty 1065.613423 = -18104.120217 nChanged 1 SP:Iteration 18Q (17.051621 sec): 3 clusters Score: Raw -19171.049808 + Penalty 1066.574570 = -18104.475239 nChanged 1 SP:Iteration 19Q (17.052651 sec): 3 clusters Score: Raw -19171.953054 + Penalty 1065.882562 = -18106.070492 nChanged 3 SP:Iteration 20F (17.053765 sec): 3 clusters Score: Raw -19174.244504 + Penalty 1070.475164 = -18103.769339 nChanged 4 SP:Iteration 21F (17.054892 sec): 3 clusters Score: Raw -19178.867758 + Penalty 1075.463153 = -18103.404605 nChanged 4 SP:Iteration 22F (17.056016 sec): 3 clusters Score: Raw -19181.802779 + Penalty 1074.828892 = -18106.973887 nChanged 1 SP:Iteration 23Q (17.057039 sec): 3 clusters Score: Raw -19182.710866 + Penalty 1074.828892 = -18107.881973 nChanged 0 SP:Iteration 24F (17.058163 sec): 3 clusters Score: Raw -19182.710866 + Penalty 1074.828892 = -18107.881973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.059020 sec): 2 clusters Score: Raw -3799.366220 + Penalty 286.818086 = -3512.548134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.059504 sec): 3 clusters Score: Raw -3775.451459 + Penalty 570.649266 = -3204.802193 nChanged 38 SP:Iteration 1F (17.059977 sec): 3 clusters Score: Raw -3817.648981 + Penalty 572.384062 = -3245.264919 nChanged 9 SP:Iteration 2F (17.060449 sec): 3 clusters Score: Raw -3830.333733 + Penalty 573.237431 = -3257.096301 nChanged 5 SP:Iteration 3Q (17.060910 sec): 3 clusters Score: Raw -3837.009292 + Penalty 572.931431 = -3264.077861 nChanged 2 SP:Iteration 4Q (17.061369 sec): 3 clusters Score: Raw -3838.746760 + Penalty 572.931431 = -3265.815329 nChanged 0 SP:Iteration 5F (17.061858 sec): 3 clusters Score: Raw -3838.746760 + Penalty 572.931431 = -3265.815329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.062680 sec): 2 clusters Score: Raw -2639.308375 + Penalty 59.926319 = -2579.382056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.063035 sec): 3 clusters Score: Raw -2599.159671 + Penalty 119.820294 = -2479.339377 nChanged 30 SP:Iteration 1F (17.063378 sec): 3 clusters Score: Raw -2613.940760 + Penalty 119.778284 = -2494.162476 nChanged 6 SP:Iteration 2F (17.063722 sec): 3 clusters Score: Raw -2616.077338 + Penalty 119.787825 = -2496.289514 nChanged 7 SP:Iteration 3F (17.064090 sec): 3 clusters Score: Raw -2619.679030 + Penalty 119.766604 = -2499.912426 nChanged 5 SP:Iteration 4F (17.064434 sec): 3 clusters Score: Raw -2625.977457 + Penalty 120.143381 = -2505.834077 nChanged 2 SP:Iteration 5Q (17.064792 sec): 3 clusters Score: Raw -2627.584048 + Penalty 120.474586 = -2507.109462 nChanged 3 SP:Iteration 6Q (17.065136 sec): 3 clusters Score: Raw -2630.080980 + Penalty 121.067606 = -2509.013373 nChanged 3 SP:Iteration 7Q (17.065479 sec): 3 clusters Score: Raw -2631.839094 + Penalty 121.971458 = -2509.867636 nChanged 4 SP:Iteration 8Q (17.065824 sec): 3 clusters Score: Raw -2634.397123 + Penalty 122.737312 = -2511.659811 nChanged 4 SP:Iteration 9Q (17.066167 sec): 3 clusters Score: Raw -2636.482772 + Penalty 123.720885 = -2512.761888 nChanged 3 SP:Iteration 10F (17.066516 sec): 3 clusters Score: Raw -2639.784381 + Penalty 126.132501 = -2513.651880 nChanged 5 SP:Iteration 11F (17.066864 sec): 3 clusters Score: Raw -2643.944167 + Penalty 127.918986 = -2516.025181 nChanged 2 SP:Iteration 12Q (17.067212 sec): 3 clusters Score: Raw -2645.986397 + Penalty 128.550359 = -2517.436038 nChanged 1 SP:Iteration 13Q (17.067560 sec): 3 clusters Score: Raw -2646.444190 + Penalty 128.550359 = -2517.893831 nChanged 0 SP:Iteration 14F (17.067910 sec): 3 clusters Score: Raw -2646.444190 + Penalty 128.550359 = -2517.893831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.068748 sec): 2 clusters Score: Raw -4643.050099 + Penalty 353.663100 = -4289.387000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.069213 sec): 3 clusters Score: Raw -4599.350122 + Penalty 709.793598 = -3889.556524 nChanged 28 SP:Iteration 1F (17.069670 sec): 3 clusters Score: Raw -4624.488795 + Penalty 716.065367 = -3908.423428 nChanged 8 SP:Iteration 2F (17.070131 sec): 3 clusters Score: Raw -4633.664648 + Penalty 719.534128 = -3914.130520 nChanged 3 SP:Iteration 3Q (17.070578 sec): 3 clusters Score: Raw -4636.661470 + Penalty 722.064914 = -3914.596556 nChanged 2 SP:Iteration 4Q (17.071023 sec): 3 clusters Score: Raw -4638.752600 + Penalty 723.687659 = -3915.064940 nChanged 1 SP:Iteration 5Q (17.071468 sec): 3 clusters Score: Raw -4639.577416 + Penalty 729.106722 = -3910.470695 nChanged 2 SP:Iteration 6F (17.071914 sec): 3 clusters Score: Raw -4641.614972 + Penalty 731.056319 = -3910.558653 nChanged 1 SP:Iteration 7Q (17.072359 sec): 3 clusters Score: Raw -4641.917673 + Penalty 733.218131 = -3908.699542 nChanged 1 SP:Iteration 8F (17.072828 sec): 3 clusters Score: Raw -4642.230477 + Penalty 733.888568 = -3908.341909 nChanged 1 SP:Iteration 9F (17.073295 sec): 3 clusters Score: Raw -4642.872087 + Penalty 736.957547 = -3905.914540 nChanged 2 SP:Iteration 10F (17.073753 sec): 3 clusters Score: Raw -4645.966081 + Penalty 741.267274 = -3904.698807 nChanged 2 SP:Iteration 11F (17.074209 sec): 3 clusters Score: Raw -4650.599112 + Penalty 742.146582 = -3908.452529 nChanged 1 SP:Iteration 12Q (17.074662 sec): 3 clusters Score: Raw -4652.373829 + Penalty 745.532472 = -3906.841357 nChanged 2 SP:Iteration 13F (17.075119 sec): 3 clusters Score: Raw -4655.902324 + Penalty 745.532472 = -3910.369852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.076150 sec): 2 clusters Score: Raw -7189.336123 + Penalty 513.320201 = -6676.015922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.076752 sec): 3 clusters Score: Raw -7134.564288 + Penalty 1026.373014 = -6108.191274 nChanged 39 SP:Iteration 1F (17.077390 sec): 3 clusters Score: Raw -7190.960206 + Penalty 1026.438568 = -6164.521638 nChanged 13 SP:Iteration 2F (17.078005 sec): 3 clusters Score: Raw -7213.465751 + Penalty 1026.145803 = -6187.319948 nChanged 3 SP:Iteration 3Q (17.078586 sec): 3 clusters Score: Raw -7216.064938 + Penalty 1026.095811 = -6189.969127 nChanged 2 SP:Iteration 4Q (17.079238 sec): 3 clusters Score: Raw -7220.727265 + Penalty 1026.095811 = -6194.631454 nChanged 0 SP:Iteration 5F (17.079830 sec): 3 clusters Score: Raw -7220.727265 + Penalty 1026.095811 = -6194.631454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.080339 sec): 2 clusters Score: Raw -646.344369 + Penalty 198.741573 = -447.602797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.080588 sec): 3 clusters Score: Raw -654.329968 + Penalty 394.916225 = -259.413743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.081073 sec): 2 clusters Score: Raw -571.592169 + Penalty 245.831874 = -325.760295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.081313 sec): 3 clusters Score: Raw -591.278918 + Penalty 485.502204 = -105.776714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.081929 sec): 2 clusters Score: Raw -2309.029295 + Penalty 303.979303 = -2005.049992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.082260 sec): 3 clusters Score: Raw -2319.829032 + Penalty 606.270958 = -1713.558074 nChanged 5 SP:Iteration 1F (17.082587 sec): 3 clusters Score: Raw -2330.061496 + Penalty 606.270958 = -1723.790538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.083165 sec): 2 clusters Score: Raw -1887.130152 + Penalty 344.541884 = -1542.588267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.083466 sec): 3 clusters Score: Raw -1898.608678 + Penalty 688.829301 = -1209.779377 nChanged 1 SP:Iteration 1Q (17.083761 sec): 3 clusters Score: Raw -1899.989692 + Penalty 688.829301 = -1211.160391 nChanged 0 SP:Iteration 2F (17.084053 sec): 3 clusters Score: Raw -1899.989692 + Penalty 688.829301 = -1211.160391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.084509 sec): 2 clusters Score: Raw -236.077765 + Penalty 136.729865 = -99.347899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.084726 sec): 3 clusters Score: Raw -243.597287 + Penalty 272.668861 = 29.071574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.085180 sec): 2 clusters Score: Raw -195.491994 + Penalty 87.232073 = -108.259921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.085398 sec): 3 clusters Score: Raw -198.712611 + Penalty 176.921147 = -21.791465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.085934 sec): 2 clusters Score: Raw -1297.623185 + Penalty 289.900530 = -1007.722656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.086219 sec): 3 clusters Score: Raw -1322.523181 + Penalty 583.105620 = -739.417561 nChanged 1 SP:Iteration 1Q (17.086488 sec): 3 clusters Score: Raw -1324.525794 + Penalty 583.105620 = -741.420174 nChanged 0 SP:Iteration 2F (17.086762 sec): 3 clusters Score: Raw -1324.525794 + Penalty 583.105620 = -741.420174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087210 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.087427 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087875 sec): 2 clusters Score: Raw -110.138608 + Penalty 70.167225 = -39.971383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.088084 sec): 3 clusters Score: Raw -105.033863 + Penalty 134.150502 = 29.116638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.089498 sec): 2 clusters Score: Raw -11281.092323 + Penalty 52.840248 = -11228.252075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.090394 sec): 3 clusters Score: Raw -11051.864489 + Penalty 109.435942 = -10942.428547 nChanged 174 SP:Iteration 1F (17.091283 sec): 3 clusters Score: Raw -11169.779706 + Penalty 118.160036 = -11051.619670 nChanged 40 SP:Iteration 2F (17.092147 sec): 3 clusters Score: Raw -11222.479347 + Penalty 126.699027 = -11095.780320 nChanged 22 SP:Iteration 3F (17.093013 sec): 3 clusters Score: Raw -11244.135317 + Penalty 140.492289 = -11103.643028 nChanged 18 SP:Iteration 4Q (17.093853 sec): 3 clusters Score: Raw -11260.569577 + Penalty 164.066793 = -11096.502784 nChanged 18 SP:Iteration 5F (17.094714 sec): 3 clusters Score: Raw -11277.651141 + Penalty 178.566265 = -11099.084876 nChanged 9 SP:Iteration 6Q (17.095524 sec): 3 clusters Score: Raw -11283.477460 + Penalty 187.237702 = -11096.239758 nChanged 3 SP:Iteration 7F (17.096387 sec): 3 clusters Score: Raw -11286.293477 + Penalty 190.424359 = -11095.869119 nChanged 1 SP:Iteration 8F (17.097247 sec): 3 clusters Score: Raw -11286.607937 + Penalty 194.313639 = -11092.294298 nChanged 1 SP:Iteration 9F (17.098107 sec): 3 clusters Score: Raw -11287.056776 + Penalty 199.520355 = -11087.536421 nChanged 2 SP:Iteration 10F (17.098987 sec): 3 clusters Score: Raw -11287.402961 + Penalty 203.548861 = -11083.854100 nChanged 1 SP:Iteration 11F (17.099852 sec): 3 clusters Score: Raw -11287.654875 + Penalty 197.279894 = -11090.374981 nChanged 1 SP:Iteration 12Q (17.100595 sec): 3 clusters Score: Raw -11288.063602 + Penalty 202.168854 = -11085.894749 nChanged 2 SP:Iteration 13F (17.101455 sec): 3 clusters Score: Raw -11288.866421 + Penalty 211.857083 = -11077.009338 nChanged 2 SP:Iteration 14F (17.102314 sec): 3 clusters Score: Raw -11290.324303 + Penalty 217.693995 = -11072.630308 nChanged 2 SP:Iteration 15F (17.103178 sec): 3 clusters Score: Raw -11291.115400 + Penalty 204.739620 = -11086.375780 nChanged 1 SP:Iteration 16Q (17.103916 sec): 3 clusters Score: Raw -11292.213717 + Penalty 192.182384 = -11100.031332 nChanged 1 SP:Iteration 17Q (17.104647 sec): 3 clusters Score: Raw -11292.279698 + Penalty 192.182384 = -11100.097314 nChanged 0 SP:Iteration 18F (17.105507 sec): 3 clusters Score: Raw -11292.279698 + Penalty 192.182384 = -11100.097314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.105992 sec): 2 clusters Score: Raw -323.419990 + Penalty 151.541143 = -171.878847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106221 sec): 3 clusters Score: Raw -325.243464 + Penalty 297.325963 = -27.917501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.106675 sec): 2 clusters Score: Raw -110.474708 + Penalty 75.445856 = -35.028852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106885 sec): 3 clusters Score: Raw -102.821196 + Penalty 153.379568 = 50.558372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.107347 sec): 2 clusters Score: Raw -305.589188 + Penalty 174.245945 = -131.343242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.107600 sec): 3 clusters Score: Raw -311.850334 + Penalty 347.340185 = 35.489851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.108034 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.108220 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.108664 sec): 2 clusters Score: Raw -105.081365 + Penalty 63.883143 = -41.198222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.108874 sec): 3 clusters Score: Raw -100.162612 + Penalty 128.504928 = 28.342316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.109338 sec): 2 clusters Score: Raw -350.466257 + Penalty 147.538879 = -202.927378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.109564 sec): 3 clusters Score: Raw -361.957451 + Penalty 295.077758 = -66.879693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.110030 sec): 2 clusters Score: Raw -353.454855 + Penalty 135.040068 = -218.414788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.110259 sec): 3 clusters Score: Raw -353.915573 + Penalty 267.361098 = -86.554476 nChanged 0 Deleting Class 33 (17 points): Lose 105.187015 but Gain 807.004434 Iteration 119Q (17.153604 sec): 37 clusters Score: Raw -310065.933805 + Penalty 20372.347451 = -289693.586354 nChanged 63 Deleting Class 39 (49 points): Lose 137.597078 but Gain 823.391261 Iteration 120F (17.336886 sec): 36 clusters Score: Raw -309980.100089 + Penalty 19558.448595 = -290421.651494 nChanged 77 Deleting Class 86 (9 points): Lose 67.380090 but Gain 737.573390 Iteration 121Q (17.371384 sec): 35 clusters Score: Raw -309986.743087 + Penalty 18843.543290 = -291143.199797 nChanged 45 Deleting Class 79 (3 points): Lose 6.382804 but Gain 638.716218 Iteration 122Q (17.406105 sec): 34 clusters Score: Raw -310021.516845 + Penalty 18226.244422 = -291795.272423 nChanged 27 Deleting Class 64 (9 points): Lose 15.516352 but Gain 641.465226 Iteration 123Q (17.440161 sec): 33 clusters Score: Raw -310019.268910 + Penalty 17586.689876 = -292432.579034 nChanged 27 Deleting Class 52 (3 points): Lose 17.543096 but Gain 624.914319 Iteration 124Q (17.474166 sec): 32 clusters Score: Raw -310015.170257 + Penalty 16963.702702 = -293051.467555 nChanged 16 Deleting Class 43 (7 points): Lose 55.406965 but Gain 653.518085 Iteration 125Q (17.507469 sec): 31 clusters Score: Raw -309966.759835 + Penalty 16318.614323 = -293648.145512 nChanged 24 Deleting Class 49 (40 points): Lose 138.289068 but Gain 730.922873 Iteration 126Q (17.540160 sec): 30 clusters Score: Raw -309844.369585 + Penalty 15593.784230 = -294250.585355 nChanged 60 Deleting Class 29 (18 points): Lose 47.043970 but Gain 639.516899 Iteration 127Q (17.572908 sec): 29 clusters Score: Raw -309863.769102 + Penalty 14967.274337 = -294896.494765 nChanged 36 Deleting Class 57 (3 points): Lose 16.565154 but Gain 594.027918 Iteration 128Q (17.605634 sec): 28 clusters Score: Raw -309874.235618 + Penalty 14381.812590 = -295492.423029 nChanged 17 Deleting Class 13 (8 points): Lose 32.894380 but Gain 578.361949 Iteration 129Q (17.637748 sec): 27 clusters Score: Raw -309849.608294 + Penalty 13813.927081 = -296035.681213 nChanged 24 Deleting Class 107 (3 points): Lose 13.488428 but Gain 540.827581 Iteration 130F (17.773333 sec): 26 clusters Score: Raw -309860.175078 + Penalty 13282.418251 = -296577.756827 nChanged 24 Deleting Class 109 (11 points): Lose 55.609181 but Gain 566.526173 Iteration 131Q (17.805633 sec): 25 clusters Score: Raw -309822.992933 + Penalty 12722.873089 = -297100.119844 nChanged 33 Deleting Class 2 (17 points): Lose 30.043714 but Gain 522.195427 Iteration 132Q (17.836843 sec): 24 clusters Score: Raw -309830.775315 + Penalty 12228.351132 = -297602.424182 nChanged 42 Deleting Class 15 (182 points): Lose 456.588055 but Gain 931.403902 Iteration 133Q (17.868408 sec): 23 clusters Score: Raw -309404.965178 + Penalty 11328.273310 = -298076.691868 nChanged 199 Deleting Class 126 (11 points): Lose 54.238726 but Gain 523.780641 Iteration 134Q (17.900538 sec): 22 clusters Score: Raw -309642.613063 + Penalty 10834.936186 = -298807.676876 nChanged 58 Deleting Class 9 (57 points): Lose 251.906779 but Gain 707.758969 Iteration 135Q (17.931092 sec): 21 clusters Score: Raw -309433.508997 + Penalty 10607.122163 = -298826.386834 nChanged 90 Deleting Class 22 (123 points): Lose 244.365066 but Gain 703.827007 Iteration 136Q (17.961314 sec): 19 clusters Score: Raw -309309.769186 + Penalty 9945.533972 = -299364.235214 nChanged 157 Deleting Class 47 (6 points): Lose 39.301584 but Gain 452.807376 Iteration 137Q (17.991028 sec): 18 clusters Score: Raw -309456.320965 + Penalty 9483.071858 = -299973.249107 nChanged 47 Deleting Class 34 (68 points): Lose 279.053367 but Gain 686.211340 Iteration 138Q (18.020197 sec): 17 clusters Score: Raw -309211.363185 + Penalty 8786.063236 = -300425.299949 nChanged 83 Deleting Class 8 (84 points): Lose 323.854369 but Gain 667.707173 Iteration 139Q (18.048567 sec): 16 clusters Score: Raw -309018.252979 + Penalty 8148.167690 = -300870.085289 nChanged 116 Deleting Class 5 (166 points): Lose 589.338524 but Gain 955.731009 Iteration 140F (18.132962 sec): 15 clusters Score: Raw -308592.568458 + Penalty 7257.266093 = -301335.302365 nChanged 216 Deleting Class 23 (259 points): Lose 737.888978 but Gain 887.805699 Iteration 141Q (18.160920 sec): 14 clusters Score: Raw -308221.364062 + Penalty 5600.106243 = -302621.257819 nChanged 330 Iteration 142Q (18.188480 sec): 14 clusters Score: Raw -308727.647208 + Penalty 5629.646622 = -303098.000587 nChanged 118 Iteration 143Q (18.215711 sec): 14 clusters Score: Raw -308791.987845 + Penalty 5650.264178 = -303141.723667 nChanged 84 Iteration 144Q (18.241990 sec): 14 clusters Score: Raw -308834.146730 + Penalty 5656.804018 = -303177.342712 nChanged 57 Iteration 145Q (18.268208 sec): 14 clusters Score: Raw -308854.886603 + Penalty 5664.378761 = -303190.507842 nChanged 42 Iteration 146Q (18.294450 sec): 14 clusters Score: Raw -308873.472659 + Penalty 5669.747039 = -303203.725620 nChanged 37 Iteration 147Q (18.321213 sec): 14 clusters Score: Raw -308891.660651 + Penalty 5673.090907 = -303218.569744 nChanged 29 Iteration 148Q (18.347368 sec): 14 clusters Score: Raw -308904.461669 + Penalty 5679.099421 = -303225.362249 nChanged 26 Iteration 149Q (18.373734 sec): 14 clusters Score: Raw -308912.093026 + Penalty 5681.334038 = -303230.758988 nChanged 22 Iteration 150F (18.447944 sec): 14 clusters Score: Raw -308918.379406 + Penalty 5684.711713 = -303233.667693 nChanged 20 Iteration 151Q (18.475217 sec): 14 clusters Score: Raw -308922.090112 + Penalty 5686.303872 = -303235.786240 nChanged 8 Iteration 152Q (18.502326 sec): 14 clusters Score: Raw -308923.353295 + Penalty 5687.604702 = -303235.748593 nChanged 5 Iteration 153F (18.576544 sec): 14 clusters Score: Raw -308924.314958 + Penalty 5688.707766 = -303235.607192 nChanged 7 Iteration 154F (18.650934 sec): 14 clusters Score: Raw -308926.100898 + Penalty 5690.378537 = -303235.722362 nChanged 8 Iteration 155Q (18.679666 sec): 14 clusters Score: Raw -308928.075879 + Penalty 5691.580295 = -303236.495584 nChanged 9 Iteration 156Q (18.707125 sec): 14 clusters Score: Raw -308930.833609 + Penalty 5692.752397 = -303238.081212 nChanged 10 Iteration 157Q (18.734471 sec): 14 clusters Score: Raw -308933.571593 + Penalty 5694.662992 = -303238.908601 nChanged 11 Iteration 158Q (18.761315 sec): 14 clusters Score: Raw -308936.028458 + Penalty 5695.184844 = -303240.843615 nChanged 5 Iteration 159Q (18.788256 sec): 14 clusters Score: Raw -308936.798804 + Penalty 5695.383026 = -303241.415778 nChanged 3 Iteration 160F (18.862481 sec): 14 clusters Score: Raw -308937.297152 + Penalty 5695.361154 = -303241.935998 nChanged 1 Iteration 161Q (18.889867 sec): 14 clusters Score: Raw -308937.498080 + Penalty 5695.532044 = -303241.966035 nChanged 1 Iteration 162Q (18.916726 sec): 14 clusters Score: Raw -308938.195177 + Penalty 5695.368215 = -303242.826962 nChanged 3 Iteration 163Q (18.943925 sec): 14 clusters Score: Raw -308939.243981 + Penalty 5696.101700 = -303243.142282 nChanged 2 Iteration 164Q (18.971094 sec): 14 clusters Score: Raw -308940.101384 + Penalty 5696.714751 = -303243.386632 nChanged 4 Iteration 165Q (18.997936 sec): 14 clusters Score: Raw -308941.680522 + Penalty 5697.725857 = -303243.954665 nChanged 4 Iteration 166Q (19.025107 sec): 14 clusters Score: Raw -308942.553976 + Penalty 5698.175435 = -303244.378541 nChanged 3 Iteration 167Q (19.052043 sec): 14 clusters Score: Raw -308943.404535 + Penalty 5698.242724 = -303245.161811 nChanged 1 Iteration 168Q (19.079191 sec): 14 clusters Score: Raw -308943.742769 + Penalty 5698.242724 = -303245.500045 nChanged 0 Iteration 169F (19.153298 sec): 14 clusters Score: Raw -308943.742769 + Penalty 5698.242724 = -303245.500045 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 -308943.742769 + Penalty 5698.242724 = -303245.500045Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.177904 sec): 2 clusters Score: Raw -30406.448652 + Penalty 827.721362 = -29578.727290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.179880 sec): 3 clusters Score: Raw -30027.137245 + Penalty 1655.416360 = -28371.720884 nChanged 329 SP:Iteration 1F (19.181779 sec): 3 clusters Score: Raw -30264.594324 + Penalty 1656.194029 = -28608.400294 nChanged 66 SP:Iteration 2F (19.183673 sec): 3 clusters Score: Raw -30322.129209 + Penalty 1656.596966 = -28665.532243 nChanged 39 SP:Iteration 3Q (19.185559 sec): 3 clusters Score: Raw -30352.105191 + Penalty 1656.323257 = -28695.781933 nChanged 36 SP:Iteration 4Q (19.187431 sec): 3 clusters Score: Raw -30383.278306 + Penalty 1656.653985 = -28726.624321 nChanged 32 SP:Iteration 5Q (19.189301 sec): 3 clusters Score: Raw -30408.772832 + Penalty 1657.658572 = -28751.114261 nChanged 27 SP:Iteration 6Q (19.191166 sec): 3 clusters Score: Raw -30429.866920 + Penalty 1660.151318 = -28769.715603 nChanged 29 SP:Iteration 7Q (19.193031 sec): 3 clusters Score: Raw -30449.527750 + Penalty 1662.301612 = -28787.226138 nChanged 23 SP:Iteration 8Q (19.194889 sec): 3 clusters Score: Raw -30465.763038 + Penalty 1665.256254 = -28800.506784 nChanged 18 SP:Iteration 9Q (19.196754 sec): 3 clusters Score: Raw -30478.480067 + Penalty 1666.969403 = -28811.510663 nChanged 20 SP:Iteration 10F (19.198653 sec): 3 clusters Score: Raw -30502.288141 + Penalty 1673.806795 = -28828.481346 nChanged 27 SP:Iteration 11Q (19.200499 sec): 3 clusters Score: Raw -30537.001330 + Penalty 1678.766302 = -28858.235028 nChanged 25 SP:Iteration 12Q (19.202354 sec): 3 clusters Score: Raw -30558.482286 + Penalty 1683.227525 = -28875.254761 nChanged 16 SP:Iteration 13Q (19.204214 sec): 3 clusters Score: Raw -30573.444784 + Penalty 1684.510641 = -28888.934143 nChanged 12 SP:Iteration 14Q (19.206066 sec): 3 clusters Score: Raw -30582.173562 + Penalty 1687.661970 = -28894.511592 nChanged 9 SP:Iteration 15Q (19.207874 sec): 3 clusters Score: Raw -30589.484390 + Penalty 1687.897220 = -28901.587170 nChanged 10 SP:Iteration 16Q (19.209695 sec): 3 clusters Score: Raw -30602.349748 + Penalty 1687.340986 = -28915.008762 nChanged 3 SP:Iteration 17Q (19.211703 sec): 3 clusters Score: Raw -30606.172082 + Penalty 1688.920196 = -28917.251887 nChanged 3 SP:Iteration 18Q (19.213891 sec): 3 clusters Score: Raw -30610.901740 + Penalty 1691.410186 = -28919.491555 nChanged 3 SP:Iteration 19Q (19.216046 sec): 3 clusters Score: Raw -30612.945124 + Penalty 1692.879124 = -28920.066001 nChanged 3 SP:Iteration 20F (19.218222 sec): 3 clusters Score: Raw -30617.108407 + Penalty 1692.879124 = -28924.229284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.219387 sec): 2 clusters Score: Raw -7281.697614 + Penalty 88.131785 = -7193.565829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.220055 sec): 3 clusters Score: Raw -7152.369666 + Penalty 193.185722 = -6959.183944 nChanged 100 SP:Iteration 1F (19.220707 sec): 3 clusters Score: Raw -7237.005597 + Penalty 240.176359 = -6996.829238 nChanged 35 SP:Iteration 2F (19.221361 sec): 3 clusters Score: Raw -7271.667574 + Penalty 270.678179 = -7000.989395 nChanged 9 SP:Iteration 3Q (19.222025 sec): 3 clusters Score: Raw -7279.066637 + Penalty 289.879419 = -6989.187218 nChanged 4 SP:Iteration 4F (19.222663 sec): 3 clusters Score: Raw -7287.225494 + Penalty 380.587096 = -6906.638398 nChanged 9 SP:Iteration 5F (19.223302 sec): 3 clusters Score: Raw -7311.237629 + Penalty 414.112228 = -6897.125401 nChanged 3 SP:Iteration 6F (19.223930 sec): 3 clusters Score: Raw -7320.220031 + Penalty 408.926296 = -6911.293735 nChanged 1 SP:Iteration 7Q (19.224480 sec): 3 clusters Score: Raw -7321.044065 + Penalty 408.926296 = -6912.117768 nChanged 0 SP:Iteration 8F (19.225108 sec): 3 clusters Score: Raw -7321.044065 + Penalty 408.926296 = -6912.117768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.226743 sec): 2 clusters Score: Raw -13729.899015 + Penalty 115.925836 = -13613.973179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.227759 sec): 3 clusters Score: Raw -13496.302442 + Penalty 234.279281 = -13262.023160 nChanged 172 SP:Iteration 1F (19.228744 sec): 3 clusters Score: Raw -13630.054879 + Penalty 234.114431 = -13395.940448 nChanged 46 SP:Iteration 2F (19.229723 sec): 3 clusters Score: Raw -13683.287436 + Penalty 237.568390 = -13445.719046 nChanged 30 SP:Iteration 3F (19.230700 sec): 3 clusters Score: Raw -13709.983055 + Penalty 240.784557 = -13469.198498 nChanged 17 SP:Iteration 4Q (19.231624 sec): 3 clusters Score: Raw -13721.371819 + Penalty 243.729979 = -13477.641840 nChanged 9 SP:Iteration 5Q (19.232527 sec): 3 clusters Score: Raw -13724.934609 + Penalty 245.351490 = -13479.583120 nChanged 6 SP:Iteration 6Q (19.233423 sec): 3 clusters Score: Raw -13728.588047 + Penalty 248.117023 = -13480.471023 nChanged 8 SP:Iteration 7Q (19.234280 sec): 3 clusters Score: Raw -13736.562809 + Penalty 248.419310 = -13488.143499 nChanged 7 SP:Iteration 8Q (19.235121 sec): 3 clusters Score: Raw -13741.268094 + Penalty 249.545521 = -13491.722573 nChanged 3 SP:Iteration 9Q (19.235944 sec): 3 clusters Score: Raw -13742.853367 + Penalty 250.086121 = -13492.767246 nChanged 2 SP:Iteration 10F (19.236865 sec): 3 clusters Score: Raw -13744.089775 + Penalty 250.086121 = -13494.003654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.238051 sec): 2 clusters Score: Raw -8821.929259 + Penalty 66.744314 = -8755.184946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.238764 sec): 3 clusters Score: Raw -8663.296018 + Penalty 149.761730 = -8513.534288 nChanged 122 SP:Iteration 1F (19.239463 sec): 3 clusters Score: Raw -8783.358022 + Penalty 161.892448 = -8621.465574 nChanged 28 SP:Iteration 2F (19.240161 sec): 3 clusters Score: Raw -8810.037769 + Penalty 176.952688 = -8633.085081 nChanged 16 SP:Iteration 3F (19.240857 sec): 3 clusters Score: Raw -8826.325689 + Penalty 198.611937 = -8627.713752 nChanged 11 SP:Iteration 4F (19.241591 sec): 3 clusters Score: Raw -8839.815351 + Penalty 207.046438 = -8632.768913 nChanged 3 SP:Iteration 5Q (19.242221 sec): 3 clusters Score: Raw -8845.104797 + Penalty 215.622236 = -8629.482561 nChanged 3 SP:Iteration 6F (19.242916 sec): 3 clusters Score: Raw -8848.967702 + Penalty 219.474717 = -8629.492985 nChanged 1 SP:Iteration 7Q (19.243516 sec): 3 clusters Score: Raw -8851.163370 + Penalty 223.720859 = -8627.442511 nChanged 1 SP:Iteration 8F (19.244210 sec): 3 clusters Score: Raw -8851.999572 + Penalty 223.720859 = -8628.278713 nChanged 0 Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 7 (5324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.270470 sec): 2 clusters Score: Raw -158497.217108 + Penalty 304.812893 = -158192.404216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.280457 sec): 3 clusters Score: Raw -155028.492816 + Penalty 682.047039 = -154346.445777 nChanged 2422 SP:Iteration 1F (19.290085 sec): 3 clusters Score: Raw -157197.576542 + Penalty 763.664109 = -156433.912434 nChanged 769 SP:Iteration 2F (19.299672 sec): 3 clusters Score: Raw -157900.333649 + Penalty 803.723908 = -157096.609741 nChanged 274 SP:Iteration 3F (19.309326 sec): 3 clusters Score: Raw -158117.127368 + Penalty 823.950104 = -157293.177264 nChanged 147 SP:Iteration 4Q (19.318491 sec): 3 clusters Score: Raw -158206.594363 + Penalty 833.145846 = -157373.448516 nChanged 105 SP:Iteration 5Q (19.327783 sec): 3 clusters Score: Raw -158256.752200 + Penalty 840.565103 = -157416.187096 nChanged 90 SP:Iteration 6Q (19.336678 sec): 3 clusters Score: Raw -158293.709511 + Penalty 849.135924 = -157444.573587 nChanged 76 SP:Iteration 7Q (19.345104 sec): 3 clusters Score: Raw -158326.432658 + Penalty 860.808800 = -157465.623858 nChanged 74 SP:Iteration 8Q (19.353504 sec): 3 clusters Score: Raw -158361.996129 + Penalty 874.047103 = -157487.949026 nChanged 73 SP:Iteration 9Q (19.361817 sec): 3 clusters Score: Raw -158403.122803 + Penalty 880.388234 = -157522.734569 nChanged 59 SP:Iteration 10F (19.371352 sec): 3 clusters Score: Raw -158439.474320 + Penalty 885.226623 = -157554.247698 nChanged 52 SP:Iteration 11Q (19.379492 sec): 3 clusters Score: Raw -158465.362911 + Penalty 891.736954 = -157573.625957 nChanged 33 SP:Iteration 12Q (19.387557 sec): 3 clusters Score: Raw -158478.677719 + Penalty 892.703703 = -157585.974016 nChanged 31 SP:Iteration 13Q (19.395435 sec): 3 clusters Score: Raw -158490.611328 + Penalty 896.770968 = -157593.840360 nChanged 26 SP:Iteration 14Q (19.403281 sec): 3 clusters Score: Raw -158500.145599 + Penalty 902.930208 = -157597.215391 nChanged 28 SP:Iteration 15Q (19.411045 sec): 3 clusters Score: Raw -158512.531951 + Penalty 903.189521 = -157609.342430 nChanged 16 SP:Iteration 16Q (19.418971 sec): 3 clusters Score: Raw -158520.577840 + Penalty 907.605547 = -157612.972293 nChanged 12 SP:Iteration 17Q (19.426954 sec): 3 clusters Score: Raw -158527.690183 + Penalty 909.989965 = -157617.700219 nChanged 10 SP:Iteration 18Q (19.435108 sec): 3 clusters Score: Raw -158531.370199 + Penalty 911.018504 = -157620.351694 nChanged 5 SP:Iteration 19Q (19.442783 sec): 3 clusters Score: Raw -158533.138756 + Penalty 910.820654 = -157622.318102 nChanged 5 SP:Iteration 20F (19.452421 sec): 3 clusters Score: Raw -158536.084283 + Penalty 912.225052 = -157623.859231 nChanged 2 SP:Iteration 21Q (19.460228 sec): 3 clusters Score: Raw -158536.772341 + Penalty 912.436386 = -157624.335955 nChanged 1 SP:Iteration 22Q (19.467894 sec): 3 clusters Score: Raw -158536.982029 + Penalty 912.436386 = -157624.545644 nChanged 0 SP:Iteration 23F (19.477351 sec): 3 clusters Score: Raw -158536.982029 + Penalty 912.436386 = -157624.545644 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.482528 sec): 2 clusters Score: Raw -23004.831297 + Penalty 674.936068 = -22329.895228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.483878 sec): 3 clusters Score: Raw -22767.268483 + Penalty 1349.665940 = -21417.602544 nChanged 182 SP:Iteration 1F (19.485161 sec): 3 clusters Score: Raw -22974.429646 + Penalty 1347.439905 = -21626.989741 nChanged 68 SP:Iteration 2F (19.486446 sec): 3 clusters Score: Raw -23072.108977 + Penalty 1345.210577 = -21726.898400 nChanged 40 SP:Iteration 3F (19.487746 sec): 3 clusters Score: Raw -23137.999287 + Penalty 1341.501307 = -21796.497981 nChanged 31 SP:Iteration 4Q (19.489002 sec): 3 clusters Score: Raw -23173.491722 + Penalty 1339.173582 = -21834.318140 nChanged 17 SP:Iteration 5Q (19.490232 sec): 3 clusters Score: Raw -23185.928470 + Penalty 1337.587482 = -21848.340988 nChanged 13 SP:Iteration 6Q (19.491457 sec): 3 clusters Score: Raw -23198.062880 + Penalty 1335.095962 = -21862.966919 nChanged 11 SP:Iteration 7Q (19.492678 sec): 3 clusters Score: Raw -23207.423785 + Penalty 1333.879605 = -21873.544180 nChanged 6 SP:Iteration 8Q (19.493893 sec): 3 clusters Score: Raw -23212.624793 + Penalty 1333.308513 = -21879.316281 nChanged 6 SP:Iteration 9Q (19.495105 sec): 3 clusters Score: Raw -23216.533570 + Penalty 1332.680662 = -21883.852908 nChanged 3 SP:Iteration 10F (19.496409 sec): 3 clusters Score: Raw -23217.901329 + Penalty 1332.402692 = -21885.498637 nChanged 2 SP:Iteration 11Q (19.497624 sec): 3 clusters Score: Raw -23218.460512 + Penalty 1332.402692 = -21886.057821 nChanged 0 SP:Iteration 12F (19.498904 sec): 3 clusters Score: Raw -23218.460512 + Penalty 1332.402692 = -21886.057821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.499861 sec): 2 clusters Score: Raw -3913.576617 + Penalty 115.504193 = -3798.072424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.500285 sec): 3 clusters Score: Raw -3882.284655 + Penalty 286.488709 = -3595.795945 nChanged 34 SP:Iteration 1F (19.500702 sec): 3 clusters Score: Raw -3937.588334 + Penalty 292.259378 = -3645.328955 nChanged 2 SP:Iteration 2Q (19.501099 sec): 3 clusters Score: Raw -3940.216241 + Penalty 302.817934 = -3637.398307 nChanged 2 SP:Iteration 3F (19.501515 sec): 3 clusters Score: Raw -3943.019699 + Penalty 308.997741 = -3634.021958 nChanged 1 SP:Iteration 4F (19.501951 sec): 3 clusters Score: Raw -3943.305202 + Penalty 308.997741 = -3634.307462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.507321 sec): 2 clusters Score: Raw -34417.244702 + Penalty 589.719063 = -33827.525639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.509328 sec): 3 clusters Score: Raw -33921.101968 + Penalty 1178.944781 = -32742.157187 nChanged 353 SP:Iteration 1F (19.511286 sec): 3 clusters Score: Raw -34119.578659 + Penalty 1179.078352 = -32940.500307 nChanged 89 SP:Iteration 2F (19.513246 sec): 3 clusters Score: Raw -34176.931859 + Penalty 1180.193433 = -32996.738426 nChanged 58 SP:Iteration 3F (19.515204 sec): 3 clusters Score: Raw -34225.733608 + Penalty 1181.229596 = -33044.504012 nChanged 56 SP:Iteration 4F (19.517166 sec): 3 clusters Score: Raw -34282.135316 + Penalty 1181.776378 = -33100.358938 nChanged 39 SP:Iteration 5Q (19.519114 sec): 3 clusters Score: Raw -34309.945783 + Penalty 1182.597932 = -33127.347850 nChanged 31 SP:Iteration 6Q (19.521102 sec): 3 clusters Score: Raw -34328.648185 + Penalty 1183.365262 = -33145.282923 nChanged 20 SP:Iteration 7Q (19.523072 sec): 3 clusters Score: Raw -34340.004614 + Penalty 1185.020758 = -33154.983857 nChanged 13 SP:Iteration 8Q (19.525003 sec): 3 clusters Score: Raw -34345.962807 + Penalty 1186.713250 = -33159.249557 nChanged 12 SP:Iteration 9Q (19.527092 sec): 3 clusters Score: Raw -34354.290885 + Penalty 1188.241438 = -33166.049447 nChanged 17 SP:Iteration 10F (19.529220 sec): 3 clusters Score: Raw -34363.069045 + Penalty 1190.479966 = -33172.589080 nChanged 12 SP:Iteration 11Q (19.531219 sec): 3 clusters Score: Raw -34369.845098 + Penalty 1192.377020 = -33177.468078 nChanged 8 SP:Iteration 12Q (19.533188 sec): 3 clusters Score: Raw -34375.180034 + Penalty 1193.660543 = -33181.519491 nChanged 7 SP:Iteration 13Q (19.535261 sec): 3 clusters Score: Raw -34378.324978 + Penalty 1194.854065 = -33183.470913 nChanged 8 SP:Iteration 14Q (19.537374 sec): 3 clusters Score: Raw -34382.470224 + Penalty 1195.976632 = -33186.493592 nChanged 8 SP:Iteration 15Q (19.539439 sec): 3 clusters Score: Raw -34385.789338 + Penalty 1197.968929 = -33187.820409 nChanged 9 SP:Iteration 16Q (19.541341 sec): 3 clusters Score: Raw -34390.151963 + Penalty 1198.618675 = -33191.533288 nChanged 5 SP:Iteration 17Q (19.543258 sec): 3 clusters Score: Raw -34392.566735 + Penalty 1199.861876 = -33192.704859 nChanged 6 SP:Iteration 18Q (19.545162 sec): 3 clusters Score: Raw -34394.185069 + Penalty 1200.697338 = -33193.487731 nChanged 5 SP:Iteration 19Q (19.547071 sec): 3 clusters Score: Raw -34395.607150 + Penalty 1200.995935 = -33194.611215 nChanged 1 SP:Iteration 20F (19.549023 sec): 3 clusters Score: Raw -34395.843970 + Penalty 1201.119696 = -33194.724274 nChanged 1 SP:Iteration 21Q (19.550929 sec): 3 clusters Score: Raw -34396.065197 + Penalty 1201.332173 = -33194.733024 nChanged 1 SP:Iteration 22Q (19.552912 sec): 3 clusters Score: Raw -34396.264039 + Penalty 1201.817523 = -33194.446516 nChanged 2 SP:Iteration 23F (19.554905 sec): 3 clusters Score: Raw -34396.629609 + Penalty 1202.372758 = -33194.256851 nChanged 3 SP:Iteration 24F (19.556864 sec): 3 clusters Score: Raw -34397.868743 + Penalty 1202.855323 = -33195.013420 nChanged 3 SP:Iteration 25Q (19.558767 sec): 3 clusters Score: Raw -34398.543936 + Penalty 1202.645799 = -33195.898137 nChanged 3 SP:Iteration 26Q (19.560676 sec): 3 clusters Score: Raw -34399.101321 + Penalty 1203.232303 = -33195.869018 nChanged 2 SP:Iteration 27F (19.562624 sec): 3 clusters Score: Raw -34400.890265 + Penalty 1204.001993 = -33196.888272 nChanged 4 SP:Iteration 28Q (19.564525 sec): 3 clusters Score: Raw -34401.984200 + Penalty 1204.602919 = -33197.381281 nChanged 3 SP:Iteration 29Q (19.566429 sec): 3 clusters Score: Raw -34403.462423 + Penalty 1204.747469 = -33198.714954 nChanged 1 SP:Iteration 30F (19.568378 sec): 3 clusters Score: Raw -34403.767212 + Penalty 1204.464096 = -33199.303116 nChanged 1 SP:Iteration 31Q (19.570275 sec): 3 clusters Score: Raw -34403.927179 + Penalty 1204.464096 = -33199.463083 nChanged 0 SP:Iteration 32F (19.572230 sec): 3 clusters Score: Raw -34403.927179 + Penalty 1204.464096 = -33199.463083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.574280 sec): 2 clusters Score: Raw -9633.310419 + Penalty 74.678645 = -9558.631774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.575022 sec): 3 clusters Score: Raw -9453.238838 + Penalty 150.721600 = -9302.517237 nChanged 123 SP:Iteration 1F (19.575753 sec): 3 clusters Score: Raw -9536.025762 + Penalty 153.153218 = -9382.872543 nChanged 40 SP:Iteration 2F (19.576476 sec): 3 clusters Score: Raw -9566.496001 + Penalty 156.469341 = -9410.026660 nChanged 29 SP:Iteration 3F (19.577197 sec): 3 clusters Score: Raw -9595.332521 + Penalty 163.647018 = -9431.685503 nChanged 21 SP:Iteration 4F (19.577936 sec): 3 clusters Score: Raw -9623.358796 + Penalty 170.719240 = -9452.639556 nChanged 10 SP:Iteration 5Q (19.578667 sec): 3 clusters Score: Raw -9647.767879 + Penalty 171.471119 = -9476.296760 nChanged 4 SP:Iteration 6Q (19.579325 sec): 3 clusters Score: Raw -9655.116934 + Penalty 171.471119 = -9483.645815 nChanged 0 SP:Iteration 7F (19.580048 sec): 3 clusters Score: Raw -9655.116934 + Penalty 171.471119 = -9483.645815 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 16 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.582729 sec): 2 clusters Score: Raw -26240.347243 + Penalty 579.429088 = -25660.918155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.584267 sec): 3 clusters Score: Raw -25866.034433 + Penalty 1158.815828 = -24707.218606 nChanged 247 SP:Iteration 1F (19.585806 sec): 3 clusters Score: Raw -26006.735882 + Penalty 1160.549858 = -24846.186024 nChanged 75 SP:Iteration 2F (19.587467 sec): 3 clusters Score: Raw -26052.507437 + Penalty 1164.180680 = -24888.326757 nChanged 44 SP:Iteration 3F (19.589106 sec): 3 clusters Score: Raw -26076.568211 + Penalty 1165.959615 = -24910.608595 nChanged 28 SP:Iteration 4Q (19.590712 sec): 3 clusters Score: Raw -26091.995936 + Penalty 1169.197933 = -24922.798003 nChanged 23 SP:Iteration 5Q (19.592325 sec): 3 clusters Score: Raw -26105.377310 + Penalty 1173.294478 = -24932.082832 nChanged 28 SP:Iteration 6Q (19.593943 sec): 3 clusters Score: Raw -26124.223509 + Penalty 1178.294430 = -24945.929079 nChanged 30 SP:Iteration 7Q (19.595572 sec): 3 clusters Score: Raw -26146.106754 + Penalty 1184.943416 = -24961.163337 nChanged 25 SP:Iteration 8Q (19.597203 sec): 3 clusters Score: Raw -26163.698536 + Penalty 1190.559967 = -24973.138569 nChanged 17 SP:Iteration 9Q (19.598832 sec): 3 clusters Score: Raw -26172.841937 + Penalty 1191.576188 = -24981.265749 nChanged 18 SP:Iteration 10F (19.600470 sec): 3 clusters Score: Raw -26187.241898 + Penalty 1192.283915 = -24994.957983 nChanged 18 SP:Iteration 11Q (19.602111 sec): 3 clusters Score: Raw -26201.608816 + Penalty 1200.480210 = -25001.128606 nChanged 15 SP:Iteration 12Q (19.603761 sec): 3 clusters Score: Raw -26214.744348 + Penalty 1205.368791 = -25009.375557 nChanged 11 SP:Iteration 13Q (19.605458 sec): 3 clusters Score: Raw -26222.559437 + Penalty 1203.556636 = -25019.002801 nChanged 6 SP:Iteration 14Q (19.607126 sec): 3 clusters Score: Raw -26227.948459 + Penalty 1200.473655 = -25027.474804 nChanged 5 SP:Iteration 15Q (19.608761 sec): 3 clusters Score: Raw -26234.202477 + Penalty 1207.346328 = -25026.856149 nChanged 6 SP:Iteration 16F (19.610412 sec): 3 clusters Score: Raw -26241.834406 + Penalty 1209.542054 = -25032.292353 nChanged 4 SP:Iteration 17Q (19.612024 sec): 3 clusters Score: Raw -26244.346361 + Penalty 1212.091050 = -25032.255310 nChanged 4 SP:Iteration 18F (19.613687 sec): 3 clusters Score: Raw -26247.390851 + Penalty 1213.252411 = -25034.138440 nChanged 2 SP:Iteration 19Q (19.615345 sec): 3 clusters Score: Raw -26249.513598 + Penalty 1213.066183 = -25036.447415 nChanged 2 SP:Iteration 20F (19.617029 sec): 3 clusters Score: Raw -26251.323867 + Penalty 1212.231333 = -25039.092533 nChanged 1 SP:Iteration 21Q (19.618725 sec): 3 clusters Score: Raw -26253.072174 + Penalty 1214.973417 = -25038.098756 nChanged 2 SP:Iteration 22F (19.620504 sec): 3 clusters Score: Raw -26254.780370 + Penalty 1214.973417 = -25039.806953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.622802 sec): 2 clusters Score: Raw -8699.398089 + Penalty 428.963766 = -8270.434323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.623706 sec): 3 clusters Score: Raw -8601.298073 + Penalty 855.663257 = -7745.634816 nChanged 105 SP:Iteration 1F (19.624590 sec): 3 clusters Score: Raw -8731.122801 + Penalty 854.213427 = -7876.909373 nChanged 26 SP:Iteration 2F (19.625479 sec): 3 clusters Score: Raw -8767.738884 + Penalty 858.033362 = -7909.705522 nChanged 13 SP:Iteration 3Q (19.626355 sec): 3 clusters Score: Raw -8791.335213 + Penalty 861.119713 = -7930.215499 nChanged 9 SP:Iteration 4Q (19.627216 sec): 3 clusters Score: Raw -8798.585482 + Penalty 862.428427 = -7936.157055 nChanged 5 SP:Iteration 5Q (19.628062 sec): 3 clusters Score: Raw -8803.696779 + Penalty 863.868847 = -7939.827932 nChanged 3 SP:Iteration 6Q (19.628906 sec): 3 clusters Score: Raw -8805.125294 + Penalty 866.277594 = -7938.847701 nChanged 3 SP:Iteration 7F (19.629786 sec): 3 clusters Score: Raw -8808.842644 + Penalty 874.334633 = -7934.508011 nChanged 6 SP:Iteration 8F (19.630703 sec): 3 clusters Score: Raw -8817.633442 + Penalty 882.208003 = -7935.425438 nChanged 7 SP:Iteration 9Q (19.631548 sec): 3 clusters Score: Raw -8829.103012 + Penalty 886.811480 = -7942.291532 nChanged 5 SP:Iteration 10F (19.632416 sec): 3 clusters Score: Raw -8837.610481 + Penalty 889.273551 = -7948.336929 nChanged 2 SP:Iteration 11Q (19.633220 sec): 3 clusters Score: Raw -8840.275940 + Penalty 889.273551 = -7951.002389 nChanged 0 SP:Iteration 12F (19.634067 sec): 3 clusters Score: Raw -8840.275940 + Penalty 889.273551 = -7951.002389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.634886 sec): 2 clusters Score: Raw -2666.740606 + Penalty 62.821048 = -2603.919558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.635243 sec): 3 clusters Score: Raw -2629.672376 + Penalty 124.078043 = -2505.594332 nChanged 27 SP:Iteration 1F (19.635605 sec): 3 clusters Score: Raw -2647.247141 + Penalty 124.105063 = -2523.142077 nChanged 11 SP:Iteration 2F (19.635959 sec): 3 clusters Score: Raw -2663.544621 + Penalty 124.020410 = -2539.524211 nChanged 5 SP:Iteration 3F (19.636335 sec): 3 clusters Score: Raw -2666.035221 + Penalty 124.022437 = -2542.012784 nChanged 2 SP:Iteration 4Q (19.636688 sec): 3 clusters Score: Raw -2666.671839 + Penalty 124.128534 = -2542.543305 nChanged 2 SP:Iteration 5Q (19.637043 sec): 3 clusters Score: Raw -2667.646526 + Penalty 125.023248 = -2542.623278 nChanged 2 SP:Iteration 6Q (19.637398 sec): 3 clusters Score: Raw -2668.125835 + Penalty 124.970237 = -2543.155598 nChanged 1 SP:Iteration 7Q (19.637751 sec): 3 clusters Score: Raw -2669.443401 + Penalty 124.912446 = -2544.530955 nChanged 1 SP:Iteration 8Q (19.638107 sec): 3 clusters Score: Raw -2669.597634 + Penalty 124.912446 = -2544.685189 nChanged 0 SP:Iteration 9F (19.638462 sec): 3 clusters Score: Raw -2669.597634 + Penalty 124.912446 = -2544.685189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.640593 sec): 2 clusters Score: Raw -11379.295473 + Penalty 54.597548 = -11324.697925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.641535 sec): 3 clusters Score: Raw -11137.581267 + Penalty 119.561259 = -11018.020008 nChanged 184 SP:Iteration 1F (19.642415 sec): 3 clusters Score: Raw -11294.761402 + Penalty 131.566109 = -11163.195292 nChanged 38 SP:Iteration 2F (19.643294 sec): 3 clusters Score: Raw -11338.233794 + Penalty 158.932747 = -11179.301047 nChanged 23 SP:Iteration 3F (19.644176 sec): 3 clusters Score: Raw -11364.625612 + Penalty 191.725149 = -11172.900464 nChanged 15 SP:Iteration 4F (19.645052 sec): 3 clusters Score: Raw -11383.626666 + Penalty 224.535241 = -11159.091425 nChanged 9 SP:Iteration 5F (19.645932 sec): 3 clusters Score: Raw -11394.882573 + Penalty 240.056176 = -11154.826397 nChanged 2 SP:Iteration 6F (19.646833 sec): 3 clusters Score: Raw -11396.823698 + Penalty 240.056176 = -11156.767522 nChanged 0 Time taken for this iteration:19.349524 seconds. 300->14 Clusters: Score -303245.500045, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 170 (time per iteration =115.657165 ms) Total iterations: 1133 (time per iteration =17.353679 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1606827500.000000 (time per metric unit =12.236359ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 40170687500.000000 (time per metric unit=489.454356ps) That took 19.661718 seconds. FileBase PeterP-2014-02-27_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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10926 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 10926 points ------ Starting initial clusters from distinct float masks Not enough masks (151) to generate starting clusters (300), so starting with (152) clusters instead. Assigned 152 initial classes from 151 unique masks. Deleting Class 130 (1 points): Lose 3.396351 but Gain 1455.779044 Iteration 0F (1.043154 sec): 151 clusters Score: Raw -294707.757837 + Penalty 135944.974440 = -158762.783397 nChanged 2389 Deleting Class 103 (2 points): Lose 25.569163 but Gain 1440.203572 Iteration 1F (1.761407 sec): 144 clusters Score: Raw -297802.241672 + Penalty 132905.723296 = -164896.518376 nChanged 772 Deleting Class 87 (1 points): Lose 8.250901 but Gain 1422.755135 Iteration 2F (2.440720 sec): 141 clusters Score: Raw -298767.473821 + Penalty 131692.300027 = -167075.173794 nChanged 615 Deleting Class 95 (3 points): Lose 32.986463 but Gain 1430.946044 Iteration 3F (3.162086 sec): 140 clusters Score: Raw -299473.762897 + Penalty 130000.717590 = -169473.045307 nChanged 546 Deleting Class 126 (1 points): Lose 9.161575 but Gain 1324.360537 Iteration 4Q (3.249321 sec): 139 clusters Score: Raw -300005.319484 + Penalty 128808.224550 = -171197.094934 nChanged 505 Deleting Class 151 (1 points): Lose 9.296281 but Gain 1324.169091 Iteration 5Q (3.331693 sec): 138 clusters Score: Raw -300375.346686 + Penalty 126457.398489 = -173917.948197 nChanged 386 Deleting Class 120 (1 points): Lose 1.440611 but Gain 1310.208027 Iteration 6Q (3.407159 sec): 136 clusters Score: Raw -300587.258237 + Penalty 125197.008652 = -175390.249586 nChanged 281 Deleting Class 149 (1 points): Lose 8.625795 but Gain 1293.768958 Iteration 7Q (3.474984 sec): 135 clusters Score: Raw -300706.219280 + Penalty 123994.935999 = -176711.283282 nChanged 210 Deleting Class 140 (1 points): Lose 3.958634 but Gain 1285.657875 Iteration 8Q (3.536109 sec): 134 clusters Score: Raw -300781.838987 + Penalty 122706.117825 = -178075.721163 nChanged 175 Deleting Class 148 (1 points): Lose 16.380734 but Gain 1293.195348 Iteration 9Q (3.593603 sec): 133 clusters Score: Raw -300829.444481 + Penalty 121417.493071 = -179411.951410 nChanged 156 Deleting Class 141 (2 points): Lose 15.763148 but Gain 1287.681715 Iteration 10F (4.233843 sec): 132 clusters Score: Raw -300900.011718 + Penalty 120121.681805 = -180778.329912 nChanged 122 Deleting Class 63 (27 points): Lose 179.694079 but Gain 1433.664658 Iteration 11Q (4.288230 sec): 131 clusters Score: Raw -300774.849763 + Penalty 118749.701371 = -182025.148392 nChanged 117 Deleting Class 147 (2 points): Lose 38.885193 but Gain 1287.937764 Iteration 12Q (4.343071 sec): 130 clusters Score: Raw -300830.686540 + Penalty 117472.790835 = -183357.895705 nChanged 77 Deleting Class 121 (2 points): Lose 12.202319 but Gain 1248.209390 Iteration 13Q (4.395457 sec): 129 clusters Score: Raw -300871.140231 + Penalty 116226.452429 = -184644.687802 nChanged 58 Deleting Class 123 (2 points): Lose 23.912809 but Gain 1256.859014 Iteration 14Q (4.446211 sec): 128 clusters Score: Raw -300870.368740 + Penalty 115005.337573 = -185865.031167 nChanged 45 Deleting Class 112 (2 points): Lose 15.611546 but Gain 1236.587159 Iteration 15Q (4.495373 sec): 127 clusters Score: Raw -300884.005549 + Penalty 113772.806175 = -187111.199374 nChanged 37 Deleting Class 59 (7 points): Lose 83.920486 but Gain 1285.623260 Iteration 16Q (4.544878 sec): 126 clusters Score: Raw -300825.025773 + Penalty 112502.731307 = -188322.294466 nChanged 49 Deleting Class 137 (1 points): Lose 1.058589 but Gain 1194.564305 Iteration 17Q (4.594002 sec): 125 clusters Score: Raw -300874.067206 + Penalty 111302.029695 = -189572.037511 nChanged 33 Deleting Class 58 (22 points): Lose 224.166314 but Gain 1415.311690 Iteration 18Q (4.641842 sec): 124 clusters Score: Raw -300666.195769 + Penalty 109895.803157 = -190770.392612 nChanged 46 Deleting Class 132 (2 points): Lose 5.582433 but Gain 1195.195465 Iteration 19Q (4.690105 sec): 123 clusters Score: Raw -300742.908561 + Penalty 108696.629924 = -192046.278637 nChanged 27 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 -300742.908561 + Penalty 108696.629924 = -192046.278637Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.735548 sec): 2 clusters Score: Raw -35896.846812 + Penalty 93.581188 = -35803.265624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.737755 sec): 3 clusters Score: Raw -35160.038630 + Penalty 187.796330 = -34972.242299 nChanged 532 SP:Iteration 1F (4.739960 sec): 3 clusters Score: Raw -35576.930478 + Penalty 189.468252 = -35387.462226 nChanged 112 SP:Iteration 2F (4.742324 sec): 3 clusters Score: Raw -35651.913558 + Penalty 190.241441 = -35461.672117 nChanged 67 SP:Iteration 3F (4.744591 sec): 3 clusters Score: Raw -35693.306584 + Penalty 191.029057 = -35502.277527 nChanged 44 SP:Iteration 4Q (4.746735 sec): 3 clusters Score: Raw -35706.860383 + Penalty 191.994122 = -35514.866261 nChanged 32 SP:Iteration 5Q (4.748943 sec): 3 clusters Score: Raw -35717.795399 + Penalty 193.034581 = -35524.760818 nChanged 24 SP:Iteration 6Q (4.751181 sec): 3 clusters Score: Raw -35728.507957 + Penalty 194.223288 = -35534.284669 nChanged 24 SP:Iteration 7Q (4.753398 sec): 3 clusters Score: Raw -35742.707908 + Penalty 195.830370 = -35546.877538 nChanged 29 SP:Iteration 8Q (4.755599 sec): 3 clusters Score: Raw -35757.238347 + Penalty 198.343618 = -35558.894729 nChanged 32 SP:Iteration 9Q (4.757788 sec): 3 clusters Score: Raw -35772.912685 + Penalty 200.063071 = -35572.849614 nChanged 25 SP:Iteration 10F (4.760012 sec): 3 clusters Score: Raw -35787.197421 + Penalty 202.570074 = -35584.627348 nChanged 31 SP:Iteration 11Q (4.762163 sec): 3 clusters Score: Raw -35806.340882 + Penalty 206.616447 = -35599.724435 nChanged 31 SP:Iteration 12Q (4.764283 sec): 3 clusters Score: Raw -35826.862694 + Penalty 209.803148 = -35617.059546 nChanged 29 SP:Iteration 13Q (4.766417 sec): 3 clusters Score: Raw -35842.708267 + Penalty 211.587741 = -35631.120526 nChanged 21 SP:Iteration 14Q (4.768486 sec): 3 clusters Score: Raw -35849.708415 + Penalty 213.696795 = -35636.011620 nChanged 11 SP:Iteration 15Q (4.770534 sec): 3 clusters Score: Raw -35852.890041 + Penalty 214.801249 = -35638.088792 nChanged 8 SP:Iteration 16Q (4.772568 sec): 3 clusters Score: Raw -35854.814361 + Penalty 216.014714 = -35638.799648 nChanged 12 SP:Iteration 17Q (4.774589 sec): 3 clusters Score: Raw -35858.590889 + Penalty 218.332636 = -35640.258253 nChanged 18 SP:Iteration 18Q (4.776594 sec): 3 clusters Score: Raw -35865.740811 + Penalty 220.910525 = -35644.830286 nChanged 18 SP:Iteration 19Q (4.778616 sec): 3 clusters Score: Raw -35873.857416 + Penalty 221.185008 = -35652.672408 nChanged 15 SP:Iteration 20F (4.780866 sec): 3 clusters Score: Raw -35880.900121 + Penalty 225.118600 = -35655.781522 nChanged 14 SP:Iteration 21Q (4.782820 sec): 3 clusters Score: Raw -35889.430382 + Penalty 231.721013 = -35657.709369 nChanged 18 SP:Iteration 22Q (4.784737 sec): 3 clusters Score: Raw -35900.264744 + Penalty 233.602722 = -35666.662021 nChanged 14 SP:Iteration 23Q (4.786625 sec): 3 clusters Score: Raw -35908.379435 + Penalty 231.618782 = -35676.760653 nChanged 12 SP:Iteration 24Q (4.788488 sec): 3 clusters Score: Raw -35914.881704 + Penalty 232.907729 = -35681.973974 nChanged 7 SP:Iteration 25Q (4.790390 sec): 3 clusters Score: Raw -35920.369382 + Penalty 235.474937 = -35684.894445 nChanged 3 SP:Iteration 26Q (4.792359 sec): 3 clusters Score: Raw -35923.249885 + Penalty 236.193894 = -35687.055991 nChanged 3 SP:Iteration 27Q (4.794260 sec): 3 clusters Score: Raw -35924.274064 + Penalty 236.193894 = -35688.080170 nChanged 0 SP:Iteration 28F (4.796400 sec): 3 clusters Score: Raw -35924.274064 + Penalty 236.193894 = -35688.080170 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 2 (3984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814330 sec): 2 clusters Score: Raw -113423.473734 + Penalty 247.930831 = -113175.542904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821763 sec): 3 clusters Score: Raw -110874.501227 + Penalty 565.891914 = -110308.609313 nChanged 1793 SP:Iteration 1F (4.828903 sec): 3 clusters Score: Raw -112602.745073 + Penalty 670.150862 = -111932.594211 nChanged 430 SP:Iteration 2F (4.836419 sec): 3 clusters Score: Raw -113101.719860 + Penalty 712.407868 = -112389.311991 nChanged 131 SP:Iteration 3Q (4.843900 sec): 3 clusters Score: Raw -113225.795210 + Penalty 736.838100 = -112488.957110 nChanged 89 SP:Iteration 4Q (4.850423 sec): 3 clusters Score: Raw -113305.806978 + Penalty 740.828304 = -112564.978675 nChanged 56 SP:Iteration 5Q (4.856449 sec): 3 clusters Score: Raw -113352.084243 + Penalty 753.801038 = -112598.283205 nChanged 36 SP:Iteration 6Q (4.862343 sec): 3 clusters Score: Raw -113378.266566 + Penalty 762.181222 = -112616.085343 nChanged 23 SP:Iteration 7Q (4.868185 sec): 3 clusters Score: Raw -113393.577284 + Penalty 773.595345 = -112619.981939 nChanged 18 SP:Iteration 8Q (4.874008 sec): 3 clusters Score: Raw -113404.118617 + Penalty 780.954023 = -112623.164594 nChanged 16 SP:Iteration 9Q (4.879776 sec): 3 clusters Score: Raw -113412.025422 + Penalty 781.357775 = -112630.667647 nChanged 10 SP:Iteration 10F (4.887035 sec): 3 clusters Score: Raw -113418.124966 + Penalty 789.355364 = -112628.769602 nChanged 9 SP:Iteration 11F (4.894238 sec): 3 clusters Score: Raw -113424.188759 + Penalty 825.088605 = -112599.100154 nChanged 13 SP:Iteration 12F (4.901326 sec): 3 clusters Score: Raw -113434.713434 + Penalty 863.620687 = -112571.092747 nChanged 12 SP:Iteration 13F (4.908530 sec): 3 clusters Score: Raw -113444.891900 + Penalty 896.090815 = -112548.801084 nChanged 7 SP:Iteration 14F (4.915690 sec): 3 clusters Score: Raw -113449.097535 + Penalty 894.501614 = -112554.595921 nChanged 1 SP:Iteration 15Q (4.921444 sec): 3 clusters Score: Raw -113450.780127 + Penalty 886.986843 = -112563.793284 nChanged 2 SP:Iteration 16Q (4.927056 sec): 3 clusters Score: Raw -113454.262743 + Penalty 888.787584 = -112565.475159 nChanged 1 SP:Iteration 17Q (4.932733 sec): 3 clusters Score: Raw -113455.580983 + Penalty 892.703534 = -112562.877449 nChanged 1 SP:Iteration 18F (4.940214 sec): 3 clusters Score: Raw -113456.094090 + Penalty 892.703534 = -112563.390556 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.945852 sec): 2 clusters Score: Raw -38460.744892 + Penalty 667.698803 = -37793.046089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.948226 sec): 3 clusters Score: Raw -37897.835976 + Penalty 1332.877363 = -36564.958613 nChanged 381 SP:Iteration 1F (4.950556 sec): 3 clusters Score: Raw -38120.722615 + Penalty 1331.854290 = -36788.868325 nChanged 91 SP:Iteration 2F (4.952850 sec): 3 clusters Score: Raw -38173.962028 + Penalty 1329.681124 = -36844.280904 nChanged 61 SP:Iteration 3F (4.955146 sec): 3 clusters Score: Raw -38213.269791 + Penalty 1327.367428 = -36885.902363 nChanged 48 SP:Iteration 4Q (4.957445 sec): 3 clusters Score: Raw -38252.907039 + Penalty 1327.055917 = -36925.851122 nChanged 37 SP:Iteration 5Q (4.959730 sec): 3 clusters Score: Raw -38274.661575 + Penalty 1326.322783 = -36948.338792 nChanged 33 SP:Iteration 6Q (4.962009 sec): 3 clusters Score: Raw -38287.212377 + Penalty 1326.219664 = -36960.992714 nChanged 22 SP:Iteration 7Q (4.964283 sec): 3 clusters Score: Raw -38298.518432 + Penalty 1326.284722 = -36972.233709 nChanged 23 SP:Iteration 8Q (4.966589 sec): 3 clusters Score: Raw -38309.758427 + Penalty 1326.884356 = -36982.874072 nChanged 23 SP:Iteration 9Q (4.968899 sec): 3 clusters Score: Raw -38324.354029 + Penalty 1327.058297 = -36997.295733 nChanged 30 SP:Iteration 10F (4.971248 sec): 3 clusters Score: Raw -38346.110576 + Penalty 1328.501987 = -37017.608589 nChanged 30 SP:Iteration 11Q (4.973510 sec): 3 clusters Score: Raw -38380.702090 + Penalty 1328.461180 = -37052.240911 nChanged 28 SP:Iteration 12Q (4.975763 sec): 3 clusters Score: Raw -38407.044161 + Penalty 1329.079012 = -37077.965149 nChanged 30 SP:Iteration 13Q (4.978007 sec): 3 clusters Score: Raw -38428.994319 + Penalty 1330.134968 = -37098.859351 nChanged 27 SP:Iteration 14Q (4.980234 sec): 3 clusters Score: Raw -38449.509459 + Penalty 1333.079668 = -37116.429791 nChanged 22 SP:Iteration 15Q (4.982479 sec): 3 clusters Score: Raw -38462.339094 + Penalty 1335.088972 = -37127.250122 nChanged 18 SP:Iteration 16Q (4.984702 sec): 3 clusters Score: Raw -38471.084205 + Penalty 1337.520457 = -37133.563748 nChanged 16 SP:Iteration 17Q (4.986929 sec): 3 clusters Score: Raw -38479.153501 + Penalty 1339.909717 = -37139.243783 nChanged 14 SP:Iteration 18Q (4.989139 sec): 3 clusters Score: Raw -38485.552652 + Penalty 1341.684192 = -37143.868459 nChanged 11 SP:Iteration 19Q (4.991346 sec): 3 clusters Score: Raw -38490.050200 + Penalty 1343.506776 = -37146.543425 nChanged 9 SP:Iteration 20F (4.993642 sec): 3 clusters Score: Raw -38492.879075 + Penalty 1344.132556 = -37148.746520 nChanged 3 SP:Iteration 21Q (4.995869 sec): 3 clusters Score: Raw -38493.710285 + Penalty 1344.552832 = -37149.157453 nChanged 2 SP:Iteration 22Q (4.998084 sec): 3 clusters Score: Raw -38494.559824 + Penalty 1344.894679 = -37149.665145 nChanged 2 SP:Iteration 23Q (5.000296 sec): 3 clusters Score: Raw -38495.554199 + Penalty 1345.305844 = -37150.248354 nChanged 2 SP:Iteration 24Q (5.002507 sec): 3 clusters Score: Raw -38496.385077 + Penalty 1346.286931 = -37150.098147 nChanged 5 SP:Iteration 25F (5.004767 sec): 3 clusters Score: Raw -38498.674464 + Penalty 1347.674603 = -37150.999861 nChanged 6 SP:Iteration 26Q (5.006981 sec): 3 clusters Score: Raw -38501.752662 + Penalty 1349.246128 = -37152.506533 nChanged 8 SP:Iteration 27Q (5.009185 sec): 3 clusters Score: Raw -38505.019078 + Penalty 1350.576438 = -37154.442640 nChanged 7 SP:Iteration 28Q (5.011391 sec): 3 clusters Score: Raw -38506.719690 + Penalty 1350.764945 = -37155.954745 nChanged 1 SP:Iteration 29Q (5.013592 sec): 3 clusters Score: Raw -38506.845627 + Penalty 1351.223780 = -37155.621847 nChanged 2 SP:Iteration 30F (5.015847 sec): 3 clusters Score: Raw -38507.170254 + Penalty 1351.861808 = -37155.308446 nChanged 3 SP:Iteration 31F (5.018128 sec): 3 clusters Score: Raw -38507.827340 + Penalty 1351.861808 = -37155.965532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.018692 sec): 2 clusters Score: Raw -605.392164 + Penalty 360.091973 = -245.300192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.018970 sec): 3 clusters Score: Raw -640.077368 + Penalty 720.511583 = 80.434215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.021349 sec): 2 clusters Score: Raw -22036.418298 + Penalty 368.878086 = -21667.540213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.022886 sec): 3 clusters Score: Raw -21666.286038 + Penalty 744.082886 = -20922.203152 nChanged 234 SP:Iteration 1F (5.024357 sec): 3 clusters Score: Raw -21816.080009 + Penalty 743.694663 = -21072.385346 nChanged 68 SP:Iteration 2F (5.025778 sec): 3 clusters Score: Raw -21861.961172 + Penalty 741.581958 = -21120.379214 nChanged 37 SP:Iteration 3F (5.027237 sec): 3 clusters Score: Raw -21877.971999 + Penalty 739.904582 = -21138.067418 nChanged 24 SP:Iteration 4Q (5.028677 sec): 3 clusters Score: Raw -21891.524376 + Penalty 738.607399 = -21152.916976 nChanged 20 SP:Iteration 5Q (5.030113 sec): 3 clusters Score: Raw -21902.254627 + Penalty 737.459349 = -21164.795278 nChanged 15 SP:Iteration 6Q (5.031569 sec): 3 clusters Score: Raw -21910.464986 + Penalty 736.501361 = -21173.963626 nChanged 17 SP:Iteration 7Q (5.033000 sec): 3 clusters Score: Raw -21915.249191 + Penalty 735.619874 = -21179.629317 nChanged 12 SP:Iteration 8Q (5.034436 sec): 3 clusters Score: Raw -21919.614327 + Penalty 735.241549 = -21184.372778 nChanged 8 SP:Iteration 9Q (5.035902 sec): 3 clusters Score: Raw -21921.711535 + Penalty 734.088129 = -21187.623406 nChanged 10 SP:Iteration 10F (5.037331 sec): 3 clusters Score: Raw -21925.751362 + Penalty 733.867910 = -21191.883452 nChanged 5 SP:Iteration 11Q (5.038761 sec): 3 clusters Score: Raw -21926.696168 + Penalty 733.783970 = -21192.912198 nChanged 5 SP:Iteration 12Q (5.040262 sec): 3 clusters Score: Raw -21927.241488 + Penalty 734.081361 = -21193.160126 nChanged 2 SP:Iteration 13Q (5.041773 sec): 3 clusters Score: Raw -21928.573656 + Penalty 733.802187 = -21194.771469 nChanged 4 SP:Iteration 14Q (5.043265 sec): 3 clusters Score: Raw -21930.155471 + Penalty 733.594287 = -21196.561184 nChanged 2 SP:Iteration 15Q (5.044753 sec): 3 clusters Score: Raw -21930.350536 + Penalty 733.218514 = -21197.132022 nChanged 2 SP:Iteration 16Q (5.046210 sec): 3 clusters Score: Raw -21932.581481 + Penalty 732.588190 = -21199.993290 nChanged 3 SP:Iteration 17Q (5.047604 sec): 3 clusters Score: Raw -21934.706220 + Penalty 731.601351 = -21203.104869 nChanged 6 SP:Iteration 18Q (5.049023 sec): 3 clusters Score: Raw -21937.811013 + Penalty 729.816010 = -21207.995003 nChanged 10 SP:Iteration 19Q (5.050433 sec): 3 clusters Score: Raw -21943.724304 + Penalty 728.841694 = -21214.882610 nChanged 11 SP:Iteration 20F (5.051860 sec): 3 clusters Score: Raw -21951.744341 + Penalty 728.580085 = -21223.164256 nChanged 8 SP:Iteration 21Q (5.053266 sec): 3 clusters Score: Raw -21954.844631 + Penalty 728.426792 = -21226.417838 nChanged 7 SP:Iteration 22Q (5.054653 sec): 3 clusters Score: Raw -21956.784148 + Penalty 727.901405 = -21228.882743 nChanged 6 SP:Iteration 23Q (5.056039 sec): 3 clusters Score: Raw -21958.572026 + Penalty 727.473892 = -21231.098135 nChanged 4 SP:Iteration 24Q (5.057444 sec): 3 clusters Score: Raw -21959.870180 + Penalty 726.522382 = -21233.347799 nChanged 3 SP:Iteration 25Q (5.058826 sec): 3 clusters Score: Raw -21960.633087 + Penalty 725.673676 = -21234.959411 nChanged 4 SP:Iteration 26Q (5.060201 sec): 3 clusters Score: Raw -21961.552313 + Penalty 725.673676 = -21235.878637 nChanged 0 SP:Iteration 27F (5.061592 sec): 3 clusters Score: Raw -21961.552313 + Penalty 725.673676 = -21235.878637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.064201 sec): 2 clusters Score: Raw -13788.617740 + Penalty 46.690622 = -13741.927117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.065324 sec): 3 clusters Score: Raw -13504.542869 + Penalty 93.479159 = -13411.063710 nChanged 222 SP:Iteration 1F (5.066450 sec): 3 clusters Score: Raw -13620.711506 + Penalty 94.698733 = -13526.012772 nChanged 57 SP:Iteration 2F (5.067552 sec): 3 clusters Score: Raw -13682.489133 + Penalty 95.990736 = -13586.498397 nChanged 37 SP:Iteration 3F (5.068651 sec): 3 clusters Score: Raw -13711.821125 + Penalty 98.096822 = -13613.724303 nChanged 26 SP:Iteration 4F (5.069752 sec): 3 clusters Score: Raw -13732.183775 + Penalty 99.397583 = -13632.786192 nChanged 20 SP:Iteration 5Q (5.070841 sec): 3 clusters Score: Raw -13753.400399 + Penalty 100.872812 = -13652.527588 nChanged 25 SP:Iteration 6F (5.071949 sec): 3 clusters Score: Raw -13776.055039 + Penalty 102.260931 = -13673.794108 nChanged 15 SP:Iteration 7Q (5.073038 sec): 3 clusters Score: Raw -13783.436963 + Penalty 103.094447 = -13680.342516 nChanged 6 SP:Iteration 8Q (5.074119 sec): 3 clusters Score: Raw -13785.838220 + Penalty 103.933613 = -13681.904607 nChanged 8 SP:Iteration 9Q (5.075201 sec): 3 clusters Score: Raw -13789.362253 + Penalty 105.079624 = -13684.282629 nChanged 6 SP:Iteration 10F (5.076315 sec): 3 clusters Score: Raw -13791.088806 + Penalty 106.216883 = -13684.871922 nChanged 6 SP:Iteration 11Q (5.077385 sec): 3 clusters Score: Raw -13792.847830 + Penalty 106.943181 = -13685.904649 nChanged 5 SP:Iteration 12Q (5.078447 sec): 3 clusters Score: Raw -13794.660981 + Penalty 106.406502 = -13688.254480 nChanged 6 SP:Iteration 13Q (5.079505 sec): 3 clusters Score: Raw -13797.738758 + Penalty 107.503361 = -13690.235397 nChanged 4 SP:Iteration 14Q (5.080548 sec): 3 clusters Score: Raw -13798.336346 + Penalty 108.393705 = -13689.942641 nChanged 3 SP:Iteration 15F (5.081675 sec): 3 clusters Score: Raw -13798.627342 + Penalty 108.745099 = -13689.882243 nChanged 1 SP:Iteration 16F (5.082799 sec): 3 clusters Score: Raw -13798.809919 + Penalty 109.104797 = -13689.705122 nChanged 1 SP:Iteration 17F (5.083919 sec): 3 clusters Score: Raw -13798.926378 + Penalty 109.393732 = -13689.532646 nChanged 1 SP:Iteration 18F (5.085039 sec): 3 clusters Score: Raw -13798.998479 + Penalty 107.570960 = -13691.427519 nChanged 1 SP:Iteration 19Q (5.086084 sec): 3 clusters Score: Raw -13799.066569 + Penalty 107.922476 = -13691.144093 nChanged 1 SP:Iteration 20F (5.087208 sec): 3 clusters Score: Raw -13799.257217 + Penalty 108.037076 = -13691.220141 nChanged 1 SP:Iteration 21Q (5.088247 sec): 3 clusters Score: Raw -13799.447186 + Penalty 108.037076 = -13691.410110 nChanged 0 SP:Iteration 22F (5.089368 sec): 3 clusters Score: Raw -13799.447186 + Penalty 108.037076 = -13691.410110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.089975 sec): 2 clusters Score: Raw -1604.309210 + Penalty 453.197582 = -1151.111628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.090283 sec): 3 clusters Score: Raw -1673.814080 + Penalty 907.173435 = -766.640645 nChanged 1 SP:Iteration 1Q (5.090571 sec): 3 clusters Score: Raw -1680.197203 + Penalty 907.173435 = -773.023767 nChanged 0 SP:Iteration 2F (5.090865 sec): 3 clusters Score: Raw -1680.197203 + Penalty 907.173435 = -773.023767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.091695 sec): 2 clusters Score: Raw -4469.660571 + Penalty 50.300948 = -4419.359623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.092211 sec): 3 clusters Score: Raw -4376.789255 + Penalty 102.344969 = -4274.444285 nChanged 66 SP:Iteration 1F (5.092716 sec): 3 clusters Score: Raw -4426.265868 + Penalty 97.535333 = -4328.730534 nChanged 16 SP:Iteration 2F (5.093218 sec): 3 clusters Score: Raw -4442.487885 + Penalty 97.686179 = -4344.801706 nChanged 7 SP:Iteration 3Q (5.093701 sec): 3 clusters Score: Raw -4450.287639 + Penalty 93.442638 = -4356.845001 nChanged 9 SP:Iteration 4F (5.094211 sec): 3 clusters Score: Raw -4463.541901 + Penalty 93.351058 = -4370.190843 nChanged 5 SP:Iteration 5Q (5.094686 sec): 3 clusters Score: Raw -4471.083798 + Penalty 96.319072 = -4374.764726 nChanged 4 SP:Iteration 6Q (5.095138 sec): 3 clusters Score: Raw -4473.978853 + Penalty 100.514334 = -4373.464519 nChanged 2 SP:Iteration 7F (5.095622 sec): 3 clusters Score: Raw -4474.871390 + Penalty 100.514334 = -4374.357055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.096089 sec): 2 clusters Score: Raw -180.953180 + Penalty 156.094722 = -24.858458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.096306 sec): 3 clusters Score: Raw -178.703566 + Penalty 318.279532 = 139.575966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.097813 sec): 2 clusters Score: Raw -6804.454581 + Penalty 45.897251 = -6758.557330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.098477 sec): 3 clusters Score: Raw -6672.858577 + Penalty 90.171477 = -6582.687100 nChanged 93 SP:Iteration 1F (5.099130 sec): 3 clusters Score: Raw -6736.191139 + Penalty 89.376825 = -6646.814315 nChanged 23 SP:Iteration 2F (5.099751 sec): 3 clusters Score: Raw -6757.346939 + Penalty 86.776758 = -6670.570180 nChanged 19 SP:Iteration 3F (5.100372 sec): 3 clusters Score: Raw -6794.487356 + Penalty 86.628605 = -6707.858751 nChanged 1 SP:Iteration 4Q (5.100947 sec): 3 clusters Score: Raw -6794.582926 + Penalty 86.628605 = -6707.954321 nChanged 0 SP:Iteration 5F (5.101565 sec): 3 clusters Score: Raw -6794.582926 + Penalty 86.628605 = -6707.954321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.102439 sec): 2 clusters Score: Raw -2762.673580 + Penalty 667.506955 = -2095.166624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.102795 sec): 3 clusters Score: Raw -2871.546549 + Penalty 1335.057674 = -1536.488875 nChanged 1 SP:Iteration 1Q (5.103127 sec): 3 clusters Score: Raw -2875.586112 + Penalty 1335.057674 = -1540.528438 nChanged 0 SP:Iteration 2F (5.103477 sec): 3 clusters Score: Raw -2875.586112 + Penalty 1335.057674 = -1540.528438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.104360 sec): 2 clusters Score: Raw -4609.504577 + Penalty 465.257186 = -4144.247391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.104809 sec): 3 clusters Score: Raw -4574.255967 + Penalty 929.070840 = -3645.185127 nChanged 17 SP:Iteration 1F (5.105260 sec): 3 clusters Score: Raw -4597.508414 + Penalty 929.569743 = -3667.938671 nChanged 7 SP:Iteration 2F (5.105712 sec): 3 clusters Score: Raw -4608.580905 + Penalty 931.775757 = -3676.805148 nChanged 6 SP:Iteration 3Q (5.106161 sec): 3 clusters Score: Raw -4619.865004 + Penalty 932.366661 = -3687.498342 nChanged 5 SP:Iteration 4Q (5.106610 sec): 3 clusters Score: Raw -4628.575508 + Penalty 936.117869 = -3692.457639 nChanged 4 SP:Iteration 5Q (5.107059 sec): 3 clusters Score: Raw -4634.032438 + Penalty 935.833720 = -3698.198719 nChanged 2 SP:Iteration 6Q (5.107503 sec): 3 clusters Score: Raw -4636.642930 + Penalty 936.259320 = -3700.383610 nChanged 1 SP:Iteration 7Q (5.107943 sec): 3 clusters Score: Raw -4638.000351 + Penalty 937.457775 = -3700.542576 nChanged 2 SP:Iteration 8Q (5.108379 sec): 3 clusters Score: Raw -4642.078221 + Penalty 938.937526 = -3703.140695 nChanged 2 SP:Iteration 9Q (5.108813 sec): 3 clusters Score: Raw -4645.549520 + Penalty 938.817876 = -3706.731644 nChanged 1 SP:Iteration 10F (5.109250 sec): 3 clusters Score: Raw -4647.429887 + Penalty 938.302067 = -3709.127820 nChanged 1 SP:Iteration 11Q (5.109708 sec): 3 clusters Score: Raw -4648.658783 + Penalty 936.822106 = -3711.836678 nChanged 1 SP:Iteration 12Q (5.110133 sec): 3 clusters Score: Raw -4650.937193 + Penalty 934.899269 = -3716.037924 nChanged 1 SP:Iteration 13Q (5.110564 sec): 3 clusters Score: Raw -4652.742878 + Penalty 934.899269 = -3717.843608 nChanged 0 SP:Iteration 14F (5.111000 sec): 3 clusters Score: Raw -4652.742878 + Penalty 934.899269 = -3717.843608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.111489 sec): 2 clusters Score: Raw -309.823040 + Penalty 194.677031 = -115.146010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.111713 sec): 3 clusters Score: Raw -311.146710 + Penalty 403.548247 = 92.401536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.113956 sec): 2 clusters Score: Raw -21836.196678 + Penalty 535.204041 = -21300.992637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.115357 sec): 3 clusters Score: Raw -21545.203637 + Penalty 1070.408082 = -20474.795555 nChanged 187 SP:Iteration 1F (5.116710 sec): 3 clusters Score: Raw -21652.782053 + Penalty 1071.328920 = -20581.453133 nChanged 49 SP:Iteration 2F (5.118065 sec): 3 clusters Score: Raw -21685.155768 + Penalty 1072.539413 = -20612.616355 nChanged 39 SP:Iteration 3F (5.119434 sec): 3 clusters Score: Raw -21708.136773 + Penalty 1075.281120 = -20632.855653 nChanged 22 SP:Iteration 4Q (5.120767 sec): 3 clusters Score: Raw -21721.415827 + Penalty 1077.412668 = -20644.003159 nChanged 15 SP:Iteration 5Q (5.122095 sec): 3 clusters Score: Raw -21728.570602 + Penalty 1079.325106 = -20649.245496 nChanged 14 SP:Iteration 6Q (5.123442 sec): 3 clusters Score: Raw -21734.439362 + Penalty 1081.322447 = -20653.116915 nChanged 8 SP:Iteration 7Q (5.124764 sec): 3 clusters Score: Raw -21736.729244 + Penalty 1083.922976 = -20652.806268 nChanged 7 SP:Iteration 8F (5.126087 sec): 3 clusters Score: Raw -21740.876005 + Penalty 1086.898466 = -20653.977539 nChanged 12 SP:Iteration 9Q (5.127429 sec): 3 clusters Score: Raw -21747.583938 + Penalty 1089.368712 = -20658.215227 nChanged 8 SP:Iteration 10F (5.128770 sec): 3 clusters Score: Raw -21751.522802 + Penalty 1093.586907 = -20657.935895 nChanged 12 SP:Iteration 11F (5.130087 sec): 3 clusters Score: Raw -21757.086262 + Penalty 1094.616168 = -20662.470094 nChanged 11 SP:Iteration 12Q (5.131420 sec): 3 clusters Score: Raw -21762.790431 + Penalty 1096.831089 = -20665.959342 nChanged 12 SP:Iteration 13Q (5.132729 sec): 3 clusters Score: Raw -21767.272992 + Penalty 1101.920363 = -20665.352629 nChanged 9 SP:Iteration 14F (5.134036 sec): 3 clusters Score: Raw -21772.638063 + Penalty 1107.680216 = -20664.957847 nChanged 13 SP:Iteration 15F (5.135362 sec): 3 clusters Score: Raw -21783.049668 + Penalty 1116.944501 = -20666.105167 nChanged 18 SP:Iteration 16Q (5.136658 sec): 3 clusters Score: Raw -21795.761597 + Penalty 1120.098388 = -20675.663209 nChanged 16 SP:Iteration 17Q (5.137976 sec): 3 clusters Score: Raw -21809.312393 + Penalty 1134.780030 = -20674.532363 nChanged 17 SP:Iteration 18F (5.139293 sec): 3 clusters Score: Raw -21824.075293 + Penalty 1144.905397 = -20679.169896 nChanged 14 SP:Iteration 19Q (5.140591 sec): 3 clusters Score: Raw -21835.083320 + Penalty 1149.381116 = -20685.702204 nChanged 9 SP:Iteration 20F (5.141985 sec): 3 clusters Score: Raw -21843.632023 + Penalty 1150.309352 = -20693.322672 nChanged 5 SP:Iteration 21Q (5.143315 sec): 3 clusters Score: Raw -21847.582723 + Penalty 1158.080941 = -20689.501782 nChanged 3 SP:Iteration 22F (5.144663 sec): 3 clusters Score: Raw -21851.613292 + Penalty 1158.766199 = -20692.847093 nChanged 2 SP:Iteration 23Q (5.145924 sec): 3 clusters Score: Raw -21853.092575 + Penalty 1160.830243 = -20692.262332 nChanged 1 SP:Iteration 24F (5.147248 sec): 3 clusters Score: Raw -21853.092652 + Penalty 1160.830243 = -20692.262409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.147784 sec): 2 clusters Score: Raw -824.501947 + Penalty 281.927711 = -542.574236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.148047 sec): 3 clusters Score: Raw -853.710620 + Penalty 567.421034 = -286.289586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.148530 sec): 2 clusters Score: Raw -414.003085 + Penalty 234.354816 = -179.648269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.148761 sec): 3 clusters Score: Raw -430.465972 + Penalty 468.709633 = 38.243661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.151414 sec): 2 clusters Score: Raw -25873.418411 + Penalty 426.952773 = -25446.465638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.153040 sec): 3 clusters Score: Raw -25412.213082 + Penalty 853.886540 = -24558.326542 nChanged 302 SP:Iteration 1F (5.154619 sec): 3 clusters Score: Raw -25599.238950 + Penalty 853.177289 = -24746.061661 nChanged 109 SP:Iteration 2F (5.156189 sec): 3 clusters Score: Raw -25702.419021 + Penalty 853.241327 = -24849.177694 nChanged 77 SP:Iteration 3F (5.157761 sec): 3 clusters Score: Raw -25774.719416 + Penalty 854.143319 = -24920.576096 nChanged 59 SP:Iteration 4F (5.159328 sec): 3 clusters Score: Raw -25828.840181 + Penalty 854.900669 = -24973.939511 nChanged 42 SP:Iteration 5F (5.160895 sec): 3 clusters Score: Raw -25865.216938 + Penalty 853.546962 = -25011.669977 nChanged 43 SP:Iteration 6F (5.162462 sec): 3 clusters Score: Raw -25895.536136 + Penalty 849.317898 = -25046.218238 nChanged 30 SP:Iteration 7Q (5.163977 sec): 3 clusters Score: Raw -25920.948787 + Penalty 839.445545 = -25081.503242 nChanged 22 SP:Iteration 8Q (5.165528 sec): 3 clusters Score: Raw -25938.905331 + Penalty 830.969487 = -25107.935844 nChanged 19 SP:Iteration 9Q (5.167073 sec): 3 clusters Score: Raw -25951.760706 + Penalty 819.119546 = -25132.641160 nChanged 17 SP:Iteration 10F (5.168709 sec): 3 clusters Score: Raw -25966.866867 + Penalty 805.551066 = -25161.315801 nChanged 12 SP:Iteration 11Q (5.170277 sec): 3 clusters Score: Raw -25978.723142 + Penalty 806.480650 = -25172.242491 nChanged 13 SP:Iteration 12Q (5.171833 sec): 3 clusters Score: Raw -25985.863249 + Penalty 800.186263 = -25185.676986 nChanged 8 SP:Iteration 13Q (5.173317 sec): 3 clusters Score: Raw -25990.346306 + Penalty 798.670759 = -25191.675547 nChanged 2 SP:Iteration 14Q (5.174779 sec): 3 clusters Score: Raw -25990.572476 + Penalty 798.670759 = -25191.901716 nChanged 0 SP:Iteration 15F (5.176364 sec): 3 clusters Score: Raw -25990.572476 + Penalty 798.670759 = -25191.901716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.176902 sec): 2 clusters Score: Raw -373.414232 + Penalty 79.419549 = -293.994684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.177165 sec): 3 clusters Score: Raw -372.372372 + Penalty 172.566739 = -199.805633 nChanged 1 SP:Iteration 1F (5.177408 sec): 3 clusters Score: Raw -373.972369 + Penalty 182.702185 = -191.270183 nChanged 1 SP:Iteration 2F (5.177639 sec): 3 clusters Score: Raw -376.118979 + Penalty 182.702185 = -193.416794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.178551 sec): 2 clusters Score: Raw -2891.646188 + Penalty 234.091059 = -2657.555128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.178955 sec): 3 clusters Score: Raw -2859.781478 + Penalty 477.916039 = -2381.865439 nChanged 15 SP:Iteration 1F (5.179319 sec): 3 clusters Score: Raw -2881.387401 + Penalty 480.696728 = -2400.690673 nChanged 7 SP:Iteration 2F (5.179681 sec): 3 clusters Score: Raw -2887.919893 + Penalty 488.674318 = -2399.245575 nChanged 3 SP:Iteration 3F (5.180042 sec): 3 clusters Score: Raw -2895.565500 + Penalty 495.143757 = -2400.421743 nChanged 2 SP:Iteration 4Q (5.180395 sec): 3 clusters Score: Raw -2897.248390 + Penalty 497.300832 = -2399.947558 nChanged 1 SP:Iteration 5F (5.180758 sec): 3 clusters Score: Raw -2899.023969 + Penalty 497.300832 = -2401.723136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.181357 sec): 2 clusters Score: Raw -400.507930 + Penalty 240.929507 = -159.578424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.181590 sec): 3 clusters Score: Raw -423.845946 + Penalty 499.734540 = 75.888594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.182667 sec): 2 clusters Score: Raw -5866.469717 + Penalty 58.983590 = -5807.486127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.183272 sec): 3 clusters Score: Raw -5749.988308 + Penalty 119.000753 = -5630.987555 nChanged 86 SP:Iteration 1F (5.183866 sec): 3 clusters Score: Raw -5826.430282 + Penalty 120.599171 = -5705.831111 nChanged 10 SP:Iteration 2Q (5.184454 sec): 3 clusters Score: Raw -5832.231551 + Penalty 122.597318 = -5709.634233 nChanged 12 SP:Iteration 3F (5.185046 sec): 3 clusters Score: Raw -5837.918338 + Penalty 121.525512 = -5716.392826 nChanged 6 SP:Iteration 4Q (5.185624 sec): 3 clusters Score: Raw -5840.508830 + Penalty 119.766944 = -5720.741886 nChanged 2 SP:Iteration 5Q (5.186180 sec): 3 clusters Score: Raw -5841.150808 + Penalty 118.835783 = -5722.315024 nChanged 4 SP:Iteration 6Q (5.186738 sec): 3 clusters Score: Raw -5841.851234 + Penalty 118.835783 = -5723.015451 nChanged 0 SP:Iteration 7F (5.187319 sec): 3 clusters Score: Raw -5841.851234 + Penalty 118.835783 = -5723.015451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.187851 sec): 2 clusters Score: Raw -692.999352 + Penalty 191.353459 = -501.645894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.188123 sec): 3 clusters Score: Raw -690.595852 + Penalty 380.552731 = -310.043121 nChanged 1 SP:Iteration 1Q (5.188369 sec): 3 clusters Score: Raw -693.294165 + Penalty 376.738668 = -316.555497 nChanged 1 SP:Iteration 2Q (5.188612 sec): 3 clusters Score: Raw -695.629188 + Penalty 376.738668 = -318.890521 nChanged 0 SP:Iteration 3F (5.188853 sec): 3 clusters Score: Raw -695.629188 + Penalty 376.738668 = -318.890521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.189299 sec): 2 clusters Score: Raw -33.790844 + Penalty 0.000000 = -33.790844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.189491 sec): 2 clusters Score: Raw -33.790844 + Penalty 0.000000 = -33.790844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.189951 sec): 2 clusters Score: Raw -212.674601 + Penalty 134.189991 = -78.484610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.190173 sec): 3 clusters Score: Raw -210.732453 + Penalty 268.379983 = 57.647530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.190633 sec): 2 clusters Score: Raw -237.658365 + Penalty 172.126228 = -65.532136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.190878 sec): 3 clusters Score: Raw -232.319624 + Penalty 337.963303 = 105.643679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.191443 sec): 2 clusters Score: Raw -1707.945745 + Penalty 543.503162 = -1164.442582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.191741 sec): 3 clusters Score: Raw -1812.389273 + Penalty 1088.063407 = -724.325866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.192215 sec): 2 clusters Score: Raw -313.710227 + Penalty 118.551712 = -195.158515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.192446 sec): 3 clusters Score: Raw -321.389161 + Penalty 237.103423 = -84.285738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.192898 sec): 2 clusters Score: Raw -115.599537 + Penalty 115.810429 = 0.210892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.193110 sec): 3 clusters Score: Raw -108.444199 + Penalty 242.266889 = 133.822690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.193629 sec): 2 clusters Score: Raw -1064.460510 + Penalty 401.481579 = -662.978931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.193894 sec): 3 clusters Score: Raw -1107.701916 + Penalty 807.330582 = -300.371334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.194390 sec): 2 clusters Score: Raw -762.324197 + Penalty 317.594897 = -444.729300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.194640 sec): 3 clusters Score: Raw -784.292026 + Penalty 633.772594 = -150.519432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.195302 sec): 2 clusters Score: Raw -2741.255885 + Penalty 571.800512 = -2169.455373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.195671 sec): 3 clusters Score: Raw -2811.533728 + Penalty 1144.902703 = -1666.631026 nChanged 2 SP:Iteration 1Q (5.196020 sec): 3 clusters Score: Raw -2820.238224 + Penalty 1144.902703 = -1675.335521 nChanged 0 SP:Iteration 2F (5.196383 sec): 3 clusters Score: Raw -2820.238224 + Penalty 1144.902703 = -1675.335521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.196845 sec): 2 clusters Score: Raw -242.494461 + Penalty 201.572840 = -40.921621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.197067 sec): 3 clusters Score: Raw -241.017287 + Penalty 409.818795 = 168.801508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.197565 sec): 2 clusters Score: Raw -800.226426 + Penalty 337.367934 = -462.858493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.197815 sec): 3 clusters Score: Raw -818.255218 + Penalty 672.032955 = -146.222263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.198319 sec): 2 clusters Score: Raw -881.184556 + Penalty 365.317510 = -515.867046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.198575 sec): 3 clusters Score: Raw -921.211847 + Penalty 730.913783 = -190.298064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.199058 sec): 2 clusters Score: Raw -265.057865 + Penalty 150.137839 = -114.920026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.199282 sec): 3 clusters Score: Raw -271.081165 + Penalty 300.275678 = 29.194514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.199926 sec): 2 clusters Score: Raw -2641.225469 + Penalty 715.069161 = -1926.156308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.200291 sec): 3 clusters Score: Raw -2760.912962 + Penalty 1430.001643 = -1330.911319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.200763 sec): 2 clusters Score: Raw -401.386902 + Penalty 259.402522 = -141.984380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.200992 sec): 3 clusters Score: Raw -400.932421 + Penalty 512.280755 = 111.348335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.201502 sec): 2 clusters Score: Raw -822.767956 + Penalty 252.259367 = -570.508588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.201759 sec): 3 clusters Score: Raw -838.886983 + Penalty 504.518735 = -334.368248 nChanged 1 SP:Iteration 1Q (5.202008 sec): 3 clusters Score: Raw -842.418499 + Penalty 504.518735 = -337.899764 nChanged 0 SP:Iteration 2F (5.202262 sec): 3 clusters Score: Raw -842.418499 + Penalty 504.518735 = -337.899764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.202731 sec): 2 clusters Score: Raw -362.706950 + Penalty 181.064854 = -181.642096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.202962 sec): 3 clusters Score: Raw -374.297663 + Penalty 361.636529 = -12.661134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.203405 sec): 2 clusters Score: Raw -35.806716 + Penalty 0.000000 = -35.806716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.203597 sec): 2 clusters Score: Raw -35.806716 + Penalty 0.000000 = -35.806716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.204068 sec): 2 clusters Score: Raw -415.889924 + Penalty 223.734293 = -192.155630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.204299 sec): 3 clusters Score: Raw -415.525879 + Penalty 448.804776 = 33.278897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.204779 sec): 2 clusters Score: Raw -576.066656 + Penalty 354.644607 = -221.422049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.205014 sec): 3 clusters Score: Raw -610.954298 + Penalty 711.181766 = 100.227467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.205488 sec): 2 clusters Score: Raw -423.720825 + Penalty 227.804944 = -195.915881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.205723 sec): 3 clusters Score: Raw -436.039119 + Penalty 447.150323 = 11.111204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.206444 sec): 2 clusters Score: Raw -3403.034161 + Penalty 628.683806 = -2774.350354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.206851 sec): 3 clusters Score: Raw -3457.025513 + Penalty 1257.762218 = -2199.263295 nChanged 4 SP:Iteration 1Q (5.207244 sec): 3 clusters Score: Raw -3466.071787 + Penalty 1257.854623 = -2208.217165 nChanged 3 SP:Iteration 2Q (5.207631 sec): 3 clusters Score: Raw -3470.887725 + Penalty 1258.302900 = -2212.584825 nChanged 1 SP:Iteration 3Q (5.208017 sec): 3 clusters Score: Raw -3473.825223 + Penalty 1258.302900 = -2215.522323 nChanged 0 SP:Iteration 4F (5.208415 sec): 3 clusters Score: Raw -3473.825223 + Penalty 1258.302900 = -2215.522323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.208881 sec): 2 clusters Score: Raw -244.259508 + Penalty 182.248708 = -62.010801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.209106 sec): 3 clusters Score: Raw -248.645301 + Penalty 376.101538 = 127.456237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.209572 sec): 2 clusters Score: Raw -333.604723 + Penalty 191.353535 = -142.251188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.209798 sec): 3 clusters Score: Raw -332.586909 + Penalty 383.790163 = 51.203254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.210245 sec): 2 clusters Score: Raw -76.218657 + Penalty 71.435815 = -4.782842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.210455 sec): 3 clusters Score: Raw -68.290066 + Penalty 142.871631 = 74.581565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.210912 sec): 2 clusters Score: Raw -204.109612 + Penalty 188.664133 = -15.445480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.211129 sec): 3 clusters Score: Raw -196.626345 + Penalty 371.319854 = 174.693509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.211639 sec): 2 clusters Score: Raw -979.367712 + Penalty 393.050840 = -586.316872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.211899 sec): 3 clusters Score: Raw -1051.154891 + Penalty 787.849725 = -263.305166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.212365 sec): 2 clusters Score: Raw -285.046330 + Penalty 154.521703 = -130.524627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.212593 sec): 3 clusters Score: Raw -294.547352 + Penalty 294.546155 = -0.001197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.213042 sec): 2 clusters Score: Raw -69.463241 + Penalty 62.521761 = -6.941480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.213237 sec): 2 clusters Score: Raw -69.463241 + Penalty 62.521761 = -6.941480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.213693 sec): 2 clusters Score: Raw -160.117462 + Penalty 101.458442 = -58.659020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.213912 sec): 3 clusters Score: Raw -162.659888 + Penalty 220.317152 = 57.657263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.214380 sec): 2 clusters Score: Raw -132.197604 + Penalty 93.473348 = -38.724255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.214596 sec): 3 clusters Score: Raw -131.395323 + Penalty 185.007438 = 53.612115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.215039 sec): 2 clusters Score: Raw -35.187445 + Penalty 0.000000 = -35.187445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.215231 sec): 2 clusters Score: Raw -35.187445 + Penalty 0.000000 = -35.187445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.215709 sec): 2 clusters Score: Raw -498.689575 + Penalty 255.050519 = -243.639057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.215944 sec): 3 clusters Score: Raw -514.437094 + Penalty 504.390725 = -10.046369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.216400 sec): 2 clusters Score: Raw -184.148345 + Penalty 137.343631 = -46.804714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.216617 sec): 3 clusters Score: Raw -180.308945 + Penalty 279.633392 = 99.324447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.217088 sec): 2 clusters Score: Raw -276.526756 + Penalty 179.641747 = -96.885009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.217316 sec): 3 clusters Score: Raw -292.231502 + Penalty 362.012787 = 69.781286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.217765 sec): 2 clusters Score: Raw -108.254444 + Penalty 84.833932 = -23.420511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.217963 sec): 2 clusters Score: Raw -108.254444 + Penalty 84.833932 = -23.420511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.218446 sec): 2 clusters Score: Raw -652.018889 + Penalty 338.486546 = -313.532343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.218685 sec): 3 clusters Score: Raw -675.670347 + Penalty 678.427691 = 2.757345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.219145 sec): 2 clusters Score: Raw -221.146794 + Penalty 151.363773 = -69.783020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.219365 sec): 3 clusters Score: Raw -219.283623 + Penalty 299.698268 = 80.414645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.219823 sec): 2 clusters Score: Raw -215.875603 + Penalty 151.420355 = -64.455248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.220044 sec): 3 clusters Score: Raw -221.063110 + Penalty 302.840711 = 81.777601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.220493 sec): 2 clusters Score: Raw -115.446693 + Penalty 114.855725 = -0.590968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.220705 sec): 3 clusters Score: Raw -108.361640 + Penalty 228.482174 = 120.120534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.221201 sec): 2 clusters Score: Raw -643.472249 + Penalty 349.921167 = -293.551081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.221442 sec): 3 clusters Score: Raw -676.652455 + Penalty 701.662453 = 25.009998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.221890 sec): 2 clusters Score: Raw -71.700170 + Penalty 53.508989 = -18.191181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.222097 sec): 3 clusters Score: Raw -64.973112 + Penalty 107.017979 = 42.044867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.222548 sec): 2 clusters Score: Raw -119.000253 + Penalty 114.944228 = -4.056025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.222761 sec): 3 clusters Score: Raw -110.000736 + Penalty 224.859380 = 114.858643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.223207 sec): 2 clusters Score: Raw -73.349546 + Penalty 75.535719 = 2.186173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.223403 sec): 2 clusters Score: Raw -73.349546 + Penalty 75.535719 = 2.186173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.223852 sec): 2 clusters Score: Raw -101.574904 + Penalty 60.902561 = -40.672343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.224064 sec): 3 clusters Score: Raw -96.069207 + Penalty 131.472696 = 35.403490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.224513 sec): 2 clusters Score: Raw -119.330874 + Penalty 116.252096 = -3.078778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.224710 sec): 2 clusters Score: Raw -119.330874 + Penalty 116.252096 = -3.078778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.225166 sec): 2 clusters Score: Raw -192.311985 + Penalty 156.595505 = -35.716480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.225384 sec): 3 clusters Score: Raw -187.142084 + Penalty 305.879113 = 118.737030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.225846 sec): 2 clusters Score: Raw -254.712674 + Penalty 192.161620 = -62.551054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.226068 sec): 3 clusters Score: Raw -256.447030 + Penalty 368.150598 = 111.703568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.226517 sec): 2 clusters Score: Raw -103.162468 + Penalty 80.234769 = -22.927699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.226729 sec): 3 clusters Score: Raw -99.174952 + Penalty 156.832649 = 57.657698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.227185 sec): 2 clusters Score: Raw -145.519688 + Penalty 117.056060 = -28.463628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.227400 sec): 3 clusters Score: Raw -141.066590 + Penalty 234.112121 = 93.045531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.227890 sec): 2 clusters Score: Raw -529.447245 + Penalty 317.131066 = -212.316179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.228123 sec): 3 clusters Score: Raw -555.611548 + Penalty 636.690570 = 81.079022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.228585 sec): 2 clusters Score: Raw -209.701010 + Penalty 160.263806 = -49.437204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.228805 sec): 3 clusters Score: Raw -210.152777 + Penalty 341.538304 = 131.385527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.229302 sec): 2 clusters Score: Raw -851.417907 + Penalty 415.442368 = -435.975539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.229551 sec): 3 clusters Score: Raw -895.790626 + Penalty 831.199827 = -64.590798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.229998 sec): 2 clusters Score: Raw -76.986082 + Penalty 75.817383 = -1.168700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.230209 sec): 3 clusters Score: Raw -68.305033 + Penalty 151.634766 = 83.329732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.230663 sec): 2 clusters Score: Raw -197.676137 + Penalty 155.218996 = -42.457140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.230879 sec): 3 clusters Score: Raw -191.831512 + Penalty 284.203995 = 92.372483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.231329 sec): 2 clusters Score: Raw -113.689364 + Penalty 124.148470 = 10.459106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.231540 sec): 3 clusters Score: Raw -106.313113 + Penalty 250.085090 = 143.771978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.232150 sec): 2 clusters Score: Raw -1563.000417 + Penalty 102.492202 = -1460.508215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.232485 sec): 3 clusters Score: Raw -1547.141558 + Penalty 220.376204 = -1326.765353 nChanged 12 SP:Iteration 1F (5.232814 sec): 3 clusters Score: Raw -1579.959888 + Penalty 237.693868 = -1342.266020 nChanged 5 SP:Iteration 2F (5.233143 sec): 3 clusters Score: Raw -1589.052118 + Penalty 247.415217 = -1341.636902 nChanged 1 SP:Iteration 3F (5.233471 sec): 3 clusters Score: Raw -1591.964778 + Penalty 247.415217 = -1344.549561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.233920 sec): 2 clusters Score: Raw -82.619299 + Penalty 87.127105 = 4.507806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.234116 sec): 2 clusters Score: Raw -82.619299 + Penalty 87.127105 = 4.507806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.234594 sec): 2 clusters Score: Raw -554.826214 + Penalty 371.310030 = -183.516184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.234832 sec): 3 clusters Score: Raw -586.885883 + Penalty 738.439479 = 151.553596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.235294 sec): 2 clusters Score: Raw -77.185343 + Penalty 81.173021 = 3.987677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.235505 sec): 3 clusters Score: Raw -68.390246 + Penalty 162.346041 = 93.955795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.235952 sec): 2 clusters Score: Raw -68.810210 + Penalty 51.340004 = -17.470206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.236159 sec): 3 clusters Score: Raw -62.519252 + Penalty 102.680009 = 40.160756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.236620 sec): 2 clusters Score: Raw -245.657080 + Penalty 152.645382 = -93.011698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.236843 sec): 3 clusters Score: Raw -245.200847 + Penalty 312.931298 = 67.730451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.237299 sec): 2 clusters Score: Raw -173.798121 + Penalty 176.845770 = 3.047648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.237514 sec): 3 clusters Score: Raw -162.807732 + Penalty 364.880397 = 202.072665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.237960 sec): 2 clusters Score: Raw -74.013447 + Penalty 79.485894 = 5.472448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.238155 sec): 2 clusters Score: Raw -74.013447 + Penalty 79.485894 = 5.472448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 92 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.238652 sec): 2 clusters Score: Raw -824.850818 + Penalty 423.091358 = -401.759460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.238903 sec): 3 clusters Score: Raw -881.519911 + Penalty 846.863258 = -34.656653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.239347 sec): 2 clusters Score: Raw -35.400788 + Penalty 0.000000 = -35.400788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.239540 sec): 2 clusters Score: Raw -35.400788 + Penalty 0.000000 = -35.400788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.239992 sec): 2 clusters Score: Raw -168.813359 + Penalty 176.214444 = 7.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.240207 sec): 3 clusters Score: Raw -160.234337 + Penalty 362.435211 = 202.200874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.240680 sec): 2 clusters Score: Raw -474.310591 + Penalty 266.725511 = -207.585080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.240915 sec): 3 clusters Score: Raw -481.220428 + Penalty 535.556920 = 54.336492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.241389 sec): 2 clusters Score: Raw -499.203647 + Penalty 271.769807 = -227.433840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.241624 sec): 3 clusters Score: Raw -506.216178 + Penalty 556.470082 = 50.253904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.242089 sec): 2 clusters Score: Raw -171.881707 + Penalty 173.521319 = 1.639612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.242304 sec): 3 clusters Score: Raw -159.463700 + Penalty 345.829076 = 186.365376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.242763 sec): 2 clusters Score: Raw -240.494021 + Penalty 201.091665 = -39.402355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.242982 sec): 3 clusters Score: Raw -239.928163 + Penalty 402.183331 = 162.255168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.243440 sec): 2 clusters Score: Raw -246.555646 + Penalty 219.962303 = -26.593344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.243660 sec): 3 clusters Score: Raw -243.353768 + Penalty 439.924605 = 196.570837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.244121 sec): 2 clusters Score: Raw -243.337434 + Penalty 205.169670 = -38.167764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.244345 sec): 3 clusters Score: Raw -239.847529 + Penalty 410.339341 = 170.491812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.244798 sec): 2 clusters Score: Raw -126.265417 + Penalty 139.013890 = 12.748474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.245011 sec): 3 clusters Score: Raw -115.753563 + Penalty 275.719305 = 159.965742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.245456 sec): 2 clusters Score: Raw -32.973225 + Penalty 0.000000 = -32.973225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.245649 sec): 2 clusters Score: Raw -32.973225 + Penalty 0.000000 = -32.973225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.246101 sec): 2 clusters Score: Raw -114.931248 + Penalty 123.237442 = 8.306194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.246316 sec): 3 clusters Score: Raw -107.140760 + Penalty 243.583686 = 136.442926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.246769 sec): 2 clusters Score: Raw -154.195053 + Penalty 141.927039 = -12.268015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.246988 sec): 3 clusters Score: Raw -146.509392 + Penalty 272.848961 = 126.339569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.247446 sec): 2 clusters Score: Raw -202.227956 + Penalty 118.289560 = -83.938396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.247666 sec): 3 clusters Score: Raw -199.413953 + Penalty 235.628073 = 36.214119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.248115 sec): 2 clusters Score: Raw -110.441903 + Penalty 85.787403 = -24.654500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.248327 sec): 3 clusters Score: Raw -103.275286 + Penalty 173.816384 = 70.541098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.248783 sec): 2 clusters Score: Raw -35.013182 + Penalty 0.000000 = -35.013182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.248977 sec): 2 clusters Score: Raw -35.013182 + Penalty 0.000000 = -35.013182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.249417 sec): 2 clusters Score: Raw -34.721952 + Penalty 0.000000 = -34.721952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.249611 sec): 2 clusters Score: Raw -34.721952 + Penalty 0.000000 = -34.721952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.250056 sec): 2 clusters Score: Raw -75.733126 + Penalty 68.029182 = -7.703945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.250263 sec): 3 clusters Score: Raw -67.416426 + Penalty 136.058363 = 68.641938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.250715 sec): 2 clusters Score: Raw -141.166147 + Penalty 125.986373 = -15.179774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.250930 sec): 3 clusters Score: Raw -139.306184 + Penalty 251.972746 = 112.666562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.251376 sec): 2 clusters Score: Raw -78.582975 + Penalty 74.104823 = -4.478152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.251584 sec): 3 clusters Score: Raw -69.316370 + Penalty 148.209645 = 78.893275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.252034 sec): 2 clusters Score: Raw -113.252866 + Penalty 117.853593 = 4.600727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.252243 sec): 3 clusters Score: Raw -106.891206 + Penalty 220.385503 = 113.494297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.252692 sec): 2 clusters Score: Raw -115.120405 + Penalty 100.652483 = -14.467922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.252904 sec): 3 clusters Score: Raw -107.045922 + Penalty 192.022921 = 84.976999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.253349 sec): 2 clusters Score: Raw -80.124760 + Penalty 84.507183 = 4.382423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.253544 sec): 2 clusters Score: Raw -80.124760 + Penalty 84.507183 = 4.382423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.253989 sec): 2 clusters Score: Raw -74.066769 + Penalty 65.296565 = -8.770203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.254183 sec): 2 clusters Score: Raw -74.066769 + Penalty 65.296565 = -8.770203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.254633 sec): 2 clusters Score: Raw -161.457944 + Penalty 149.502306 = -11.955638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.254832 sec): 2 clusters Score: Raw -161.457944 + Penalty 149.502306 = -11.955638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.255295 sec): 2 clusters Score: Raw -145.767865 + Penalty 97.893511 = -47.874353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.255494 sec): 2 clusters Score: Raw -145.767865 + Penalty 97.893511 = -47.874353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.255946 sec): 2 clusters Score: Raw -158.634298 + Penalty 156.267966 = -2.366331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.256163 sec): 3 clusters Score: Raw -151.508736 + Penalty 317.493520 = 165.984785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.256604 sec): 2 clusters Score: Raw -35.307546 + Penalty 0.000000 = -35.307546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.256796 sec): 2 clusters Score: Raw -35.307546 + Penalty 0.000000 = -35.307546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.257244 sec): 2 clusters Score: Raw -75.676641 + Penalty 66.888826 = -8.787815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.257440 sec): 2 clusters Score: Raw -75.676641 + Penalty 66.888826 = -8.787815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.257896 sec): 2 clusters Score: Raw -218.691118 + Penalty 204.562221 = -14.128897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.258096 sec): 2 clusters Score: Raw -218.691118 + Penalty 204.562221 = -14.128897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.258538 sec): 2 clusters Score: Raw -34.254354 + Penalty 0.000000 = -34.254354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.258729 sec): 2 clusters Score: Raw -34.254354 + Penalty 0.000000 = -34.254354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.259166 sec): 2 clusters Score: Raw -32.314441 + Penalty 0.000000 = -32.314441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.259353 sec): 2 clusters Score: Raw -32.314441 + Penalty 0.000000 = -32.314441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.259796 sec): 2 clusters Score: Raw -35.218859 + Penalty 0.000000 = -35.218859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.259988 sec): 2 clusters Score: Raw -35.218859 + Penalty 0.000000 = -35.218859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.260428 sec): 2 clusters Score: Raw -34.270344 + Penalty 0.000000 = -34.270344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.260619 sec): 2 clusters Score: Raw -34.270344 + Penalty 0.000000 = -34.270344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.261061 sec): 2 clusters Score: Raw -34.792128 + Penalty 0.000000 = -34.792128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.261252 sec): 2 clusters Score: Raw -34.792128 + Penalty 0.000000 = -34.792128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.261698 sec): 2 clusters Score: Raw -75.775941 + Penalty 76.324553 = 0.548612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.261921 sec): 3 clusters Score: Raw -67.662574 + Penalty 152.649106 = 84.986532 nChanged 0 Deleting Class 131 (1 points): Lose 4.350612 but Gain 1192.631759 Iteration 20F (5.861120 sec): 122 clusters Score: Raw -300764.502916 + Penalty 107530.149975 = -193234.352940 nChanged 19 Deleting Class 85 (14 points): Lose 124.520765 but Gain 1308.336504 Iteration 21Q (5.908455 sec): 121 clusters Score: Raw -300658.849664 + Penalty 106245.939831 = -194412.909833 nChanged 35 Deleting Class 92 (21 points): Lose 126.135797 but Gain 1292.250112 Iteration 22Q (5.955972 sec): 120 clusters Score: Raw -300591.636492 + Penalty 104983.958031 = -195607.678461 nChanged 41 Deleting Class 84 (2 points): Lose 11.296456 but Gain 1168.851740 Iteration 23Q (6.003892 sec): 119 clusters Score: Raw -300628.515744 + Penalty 103825.152002 = -196803.363742 nChanged 25 Deleting Class 102 (3 points): Lose 26.193434 but Gain 1176.644712 Iteration 24Q (6.050864 sec): 118 clusters Score: Raw -300618.808687 + Penalty 102639.489053 = -197979.319634 nChanged 18 Deleting Class 79 (22 points): Lose 146.992045 but Gain 1295.504290 Iteration 25Q (6.097661 sec): 117 clusters Score: Raw -300485.652938 + Penalty 101382.436412 = -199103.216526 nChanged 34 Deleting Class 94 (4 points): Lose 41.522183 but Gain 1182.000472 Iteration 26Q (6.145177 sec): 116 clusters Score: Raw -300498.501780 + Penalty 100216.146739 = -200282.355041 nChanged 24 Deleting Class 135 (5 points): Lose 46.917403 but Gain 1181.905643 Iteration 27Q (6.191521 sec): 115 clusters Score: Raw -300483.642508 + Penalty 99026.193331 = -201457.449176 nChanged 22 Deleting Class 119 (2 points): Lose 11.253701 but Gain 1133.704227 Iteration 28Q (6.237770 sec): 114 clusters Score: Raw -300491.952626 + Penalty 97902.097059 = -202589.855567 nChanged 19 Deleting Class 90 (4 points): Lose 64.895018 but Gain 1186.235241 Iteration 29Q (6.284186 sec): 113 clusters Score: Raw -300443.147521 + Penalty 96883.354250 = -203559.793271 nChanged 17 Deleting Class 26 (49 points): Lose 193.432810 but Gain 1314.521117 Iteration 30F (6.827281 sec): 112 clusters Score: Raw -300297.785251 + Penalty 95632.315677 = -204665.469574 nChanged 61 Deleting Class 98 (4 points): Lose 43.170148 but Gain 1163.935691 Iteration 31Q (6.874946 sec): 111 clusters Score: Raw -300363.850939 + Penalty 94512.090359 = -205851.760580 nChanged 24 Deleting Class 4 (16 points): Lose 91.033946 but Gain 1207.701459 Iteration 32Q (6.920875 sec): 110 clusters Score: Raw -300299.900662 + Penalty 93317.980803 = -206981.919859 nChanged 22 Deleting Class 93 (1 points): Lose 0.014380 but Gain 1114.993408 Iteration 33Q (6.965854 sec): 109 clusters Score: Raw -300327.404118 + Penalty 92202.600818 = -208124.803301 nChanged 8 Deleting Class 42 (14 points): Lose 140.564645 but Gain 1249.614738 Iteration 34Q (7.011720 sec): 108 clusters Score: Raw -300190.179142 + Penalty 91052.650919 = -209137.528224 nChanged 20 Deleting Class 100 (6 points): Lose 41.862406 but Gain 1141.563704 Iteration 35Q (7.056322 sec): 107 clusters Score: Raw -300207.086463 + Penalty 89939.295999 = -210267.790464 nChanged 19 Deleting Class 86 (2 points): Lose 8.526101 but Gain 1088.974847 Iteration 36Q (7.101296 sec): 106 clusters Score: Raw -300226.314308 + Penalty 88858.323035 = -211367.991274 nChanged 10 Deleting Class 77 (14 points): Lose 80.695737 but Gain 1156.185790 Iteration 37Q (7.144955 sec): 105 clusters Score: Raw -300157.453899 + Penalty 87715.597389 = -212441.856510 nChanged 18 Deleting Class 80 (3 points): Lose 37.016712 but Gain 1111.021986 Iteration 38Q (7.189365 sec): 104 clusters Score: Raw -300140.265005 + Penalty 86904.091983 = -213236.173022 nChanged 10 Deleting Class 61 (17 points): Lose 83.166638 but Gain 1149.092568 Iteration 39Q (7.232930 sec): 103 clusters Score: Raw -300088.518076 + Penalty 85736.619777 = -214351.898299 nChanged 25 Deleting Class 54 (1 points): Lose 4.995443 but Gain 1065.906091 Iteration 40F (7.728333 sec): 102 clusters Score: Raw -300113.789241 + Penalty 84671.013816 = -215442.775425 nChanged 11 Deleting Class 91 (2 points): Lose 7.694816 but Gain 1066.341243 Iteration 41Q (7.771719 sec): 101 clusters Score: Raw -300111.198778 + Penalty 83605.913300 = -216505.285478 nChanged 11 Deleting Class 48 (5 points): Lose 37.225966 but Gain 1090.050752 Iteration 42Q (7.815535 sec): 100 clusters Score: Raw -300080.376116 + Penalty 82517.957847 = -217562.418270 nChanged 8 Deleting Class 40 (1 points): Lose 1.674756 but Gain 1053.933830 Iteration 43Q (7.859072 sec): 99 clusters Score: Raw -300086.447042 + Penalty 81468.145785 = -218618.301257 nChanged 8 Deleting Class 67 (16 points): Lose 123.249596 but Gain 1173.589905 Iteration 44Q (7.902689 sec): 98 clusters Score: Raw -299966.596001 + Penalty 80450.541763 = -219516.054238 nChanged 20 Deleting Class 139 (1 points): Lose 12.454275 but Gain 1057.988909 Iteration 45Q (7.946538 sec): 97 clusters Score: Raw -300011.583175 + Penalty 79393.738707 = -220617.844467 nChanged 6 Deleting Class 143 (1 points): Lose 6.714369 but Gain 1046.289182 Iteration 46Q (7.989170 sec): 96 clusters Score: Raw -300013.537688 + Penalty 78378.540739 = -221634.996949 nChanged 9 Deleting Class 101 (6 points): Lose 33.718696 but Gain 1064.792677 Iteration 47Q (8.031946 sec): 95 clusters Score: Raw -300000.952406 + Penalty 77318.488625 = -222682.463781 nChanged 12 Deleting Class 49 (27 points): Lose 92.524638 but Gain 1118.437387 Iteration 48Q (8.074097 sec): 94 clusters Score: Raw -299924.836274 + Penalty 76201.063201 = -223723.773072 nChanged 33 Deleting Class 82 (3 points): Lose 25.025201 but Gain 1050.820464 Iteration 49Q (8.117579 sec): 93 clusters Score: Raw -299941.846859 + Penalty 75226.387333 = -224715.459526 nChanged 7 Deleting Class 105 (3 points): Lose 23.769896 but Gain 1043.109317 Iteration 50F (8.574514 sec): 92 clusters Score: Raw -299932.957828 + Penalty 74209.002272 = -225723.955556 nChanged 6 Deleting Class 99 (7 points): Lose 75.023615 but Gain 1088.540221 Iteration 51Q (8.616422 sec): 91 clusters Score: Raw -299866.708282 + Penalty 73241.199482 = -226625.508800 nChanged 8 Deleting Class 145 (2 points): Lose 13.190951 but Gain 1023.930338 Iteration 52Q (8.658193 sec): 90 clusters Score: Raw -299884.662688 + Penalty 72218.098388 = -227666.564300 nChanged 7 Deleting Class 128 (4 points): Lose 38.313435 but Gain 1048.204710 Iteration 53Q (8.699991 sec): 89 clusters Score: Raw -299852.974421 + Penalty 71165.198452 = -228687.775969 nChanged 11 Deleting Class 109 (1 points): Lose 3.662435 but Gain 1009.854948 Iteration 54Q (8.742092 sec): 88 clusters Score: Raw -299866.273951 + Penalty 70144.523116 = -229721.750835 nChanged 7 Deleting Class 37 (10 points): Lose 48.910598 but Gain 1047.587018 Iteration 55Q (8.783435 sec): 87 clusters Score: Raw -299823.737784 + Penalty 69115.808073 = -230707.929710 nChanged 14 Deleting Class 70 (2 points): Lose 17.757771 but Gain 1013.347755 Iteration 56Q (8.824979 sec): 86 clusters Score: Raw -299829.714158 + Penalty 68113.372704 = -231716.341454 nChanged 15 Deleting Class 32 (6 points): Lose 51.624853 but Gain 1046.125790 Iteration 57Q (8.866656 sec): 85 clusters Score: Raw -299792.068476 + Penalty 67057.629462 = -232734.439015 nChanged 18 Deleting Class 29 (31 points): Lose 149.904680 but Gain 1142.254900 Iteration 58Q (8.908178 sec): 84 clusters Score: Raw -299654.245717 + Penalty 65969.525958 = -233684.719760 nChanged 39 Deleting Class 124 (4 points): Lose 11.422600 but Gain 1002.822429 Iteration 59Q (8.951837 sec): 83 clusters Score: Raw -299696.939311 + Penalty 64969.835642 = -234727.103669 nChanged 17 Deleting Class 111 (1 points): Lose 2.362825 but Gain 993.684620 Iteration 60F (9.359403 sec): 82 clusters Score: Raw -299702.919910 + Penalty 63980.333501 = -235722.586409 nChanged 9 Deleting Class 9 (5 points): Lose 30.318855 but Gain 1018.877108 Iteration 61Q (9.401100 sec): 81 clusters Score: Raw -299676.307243 + Penalty 62967.445977 = -236708.861266 nChanged 14 Deleting Class 116 (2 points): Lose 7.754546 but Gain 994.151595 Iteration 62Q (9.443083 sec): 80 clusters Score: Raw -299676.616966 + Penalty 61974.540823 = -237702.076143 nChanged 9 Deleting Class 11 (84 points): Lose 424.027362 but Gain 1406.801482 Iteration 63Q (9.484801 sec): 79 clusters Score: Raw -299257.076223 + Penalty 60646.271563 = -238610.804661 nChanged 98 Deleting Class 33 (21 points): Lose 80.019287 but Gain 1061.092868 Iteration 64Q (9.529270 sec): 78 clusters Score: Raw -299417.572841 + Penalty 59615.478176 = -239802.094665 nChanged 44 Deleting Class 104 (2 points): Lose 26.791478 but Gain 1007.518461 Iteration 65Q (9.571466 sec): 77 clusters Score: Raw -299440.145352 + Penalty 58615.088373 = -240825.056979 nChanged 14 Deleting Class 34 (25 points): Lose 114.571908 but Gain 1089.166367 Iteration 66Q (9.611376 sec): 76 clusters Score: Raw -299333.767621 + Penalty 57594.030187 = -241739.737433 nChanged 43 Deleting Class 28 (3 points): Lose 16.236340 but Gain 980.245415 Iteration 67Q (9.652632 sec): 75 clusters Score: Raw -299387.333447 + Penalty 56633.720823 = -242753.612625 nChanged 33 Deleting Class 144 (1 points): Lose 10.605608 but Gain 971.150179 Iteration 68Q (9.693139 sec): 74 clusters Score: Raw -299410.162610 + Penalty 55697.318174 = -243712.844436 nChanged 28 Deleting Class 122 (3 points): Lose 25.585712 but Gain 984.779644 Iteration 69Q (9.732996 sec): 73 clusters Score: Raw -299409.939647 + Penalty 54690.512787 = -244719.426859 nChanged 27 Deleting Class 72 (3 points): Lose 25.610591 but Gain 983.983782 Iteration 70F (10.087050 sec): 72 clusters Score: Raw -299402.988692 + Penalty 53708.046911 = -245694.941782 nChanged 24 Deleting Class 117 (3 points): Lose 40.641725 but Gain 997.539213 Iteration 71Q (10.127308 sec): 71 clusters Score: Raw -299376.967790 + Penalty 52775.166798 = -246601.800992 nChanged 30 Deleting Class 47 (2 points): Lose 2.588341 but Gain 958.345588 Iteration 72Q (10.167396 sec): 70 clusters Score: Raw -299399.225090 + Penalty 51807.062901 = -247592.162188 nChanged 23 Deleting Class 69 (3 points): Lose 21.405271 but Gain 972.913699 Iteration 73Q (10.207708 sec): 69 clusters Score: Raw -299401.848228 + Penalty 50856.710621 = -248545.137606 nChanged 30 Deleting Class 65 (3 points): Lose 21.442087 but Gain 972.164586 Iteration 74Q (10.247271 sec): 68 clusters Score: Raw -299398.207597 + Penalty 49912.804671 = -249485.402926 nChanged 35 Deleting Class 136 (1 points): Lose 4.001795 but Gain 949.984741 Iteration 75Q (10.287379 sec): 67 clusters Score: Raw -299417.020593 + Penalty 48966.644600 = -250450.375993 nChanged 33 Deleting Class 96 (12 points): Lose 52.614049 but Gain 998.127637 Iteration 76Q (10.327199 sec): 66 clusters Score: Raw -299375.593544 + Penalty 47986.176067 = -251389.417477 nChanged 43 Deleting Class 74 (9 points): Lose 27.850677 but Gain 956.744610 Iteration 77Q (10.366909 sec): 65 clusters Score: Raw -299371.019143 + Penalty 47032.192581 = -252338.826561 nChanged 32 Deleting Class 106 (4 points): Lose 30.812866 but Gain 952.009511 Iteration 78Q (10.406667 sec): 64 clusters Score: Raw -299355.931096 + Penalty 46080.473614 = -253275.457482 nChanged 17 Deleting Class 97 (14 points): Lose 88.702612 but Gain 1010.056044 Iteration 79Q (10.445275 sec): 63 clusters Score: Raw -299275.751232 + Penalty 45080.238780 = -254195.512452 nChanged 27 Deleting Class 23 (1 points): Lose 0.264453 but Gain 921.395681 Iteration 80F (10.754750 sec): 62 clusters Score: Raw -299307.828406 + Penalty 44170.036330 = -255137.792076 nChanged 20 Deleting Class 30 (22 points): Lose 90.303305 but Gain 1010.885944 Iteration 81Q (10.793881 sec): 61 clusters Score: Raw -299227.717885 + Penalty 43177.043197 = -256050.674688 nChanged 31 Deleting Class 44 (97 points): Lose 365.115905 but Gain 1284.080177 Iteration 82Q (10.832428 sec): 60 clusters Score: Raw -298897.881816 + Penalty 41907.429815 = -256990.452001 nChanged 115 Deleting Class 114 (2 points): Lose 18.511025 but Gain 912.643969 Iteration 83Q (10.872894 sec): 59 clusters Score: Raw -299129.281548 + Penalty 40980.674758 = -258148.606790 nChanged 25 Deleting Class 133 (2 points): Lose 5.797677 but Gain 897.345559 Iteration 84Q (10.911820 sec): 58 clusters Score: Raw -299155.132624 + Penalty 40095.600705 = -259059.531919 nChanged 15 Deleting Class 73 (5 points): Lose 21.782077 but Gain 904.766821 Iteration 85Q (10.949816 sec): 57 clusters Score: Raw -299147.847479 + Penalty 39201.520757 = -259946.326722 nChanged 13 Deleting Class 81 (5 points): Lose 28.857620 but Gain 896.813724 Iteration 86Q (10.987299 sec): 56 clusters Score: Raw -299128.924476 + Penalty 38304.636718 = -260824.287759 nChanged 16 Deleting Class 7 (55 points): Lose 283.489601 but Gain 1144.846532 Iteration 87Q (11.024129 sec): 55 clusters Score: Raw -298862.283403 + Penalty 37163.913422 = -261698.369981 nChanged 69 Deleting Class 25 (6 points): Lose 37.180067 but Gain 893.303318 Iteration 88Q (11.062458 sec): 54 clusters Score: Raw -298961.547772 + Penalty 36291.478255 = -262670.069516 nChanged 38 Deleting Class 55 (14 points): Lose 69.548331 but Gain 922.608783 Iteration 89Q (11.100022 sec): 53 clusters Score: Raw -298919.415625 + Penalty 35403.422096 = -263515.993529 nChanged 40 Deleting Class 16 (14 points): Lose 68.803641 but Gain 909.740144 Iteration 90F (11.358170 sec): 52 clusters Score: Raw -298884.332325 + Penalty 34512.824014 = -264371.508311 nChanged 38 Deleting Class 20 (12 points): Lose 63.234433 but Gain 899.357151 Iteration 91Q (11.396349 sec): 51 clusters Score: Raw -298848.892337 + Penalty 33606.969809 = -265241.922529 nChanged 36 Deleting Class 51 (2 points): Lose 5.597377 but Gain 838.759292 Iteration 92Q (11.432617 sec): 50 clusters Score: Raw -298877.533452 + Penalty 32776.755481 = -266100.777971 nChanged 15 Deleting Class 43 (13 points): Lose 45.689973 but Gain 878.646372 Iteration 93Q (11.468630 sec): 49 clusters Score: Raw -298837.663481 + Penalty 31900.150710 = -266937.512771 nChanged 23 Deleting Class 118 (3 points): Lose 20.341463 but Gain 851.945165 Iteration 94Q (11.504678 sec): 48 clusters Score: Raw -298835.837259 + Penalty 31047.141272 = -267788.695987 nChanged 11 Deleting Class 41 (12 points): Lose 49.199020 but Gain 872.450632 Iteration 95Q (11.540041 sec): 47 clusters Score: Raw -298793.971344 + Penalty 30189.533048 = -268604.438296 nChanged 21 Deleting Class 115 (4 points): Lose 26.574741 but Gain 845.083689 Iteration 96Q (11.575377 sec): 46 clusters Score: Raw -298790.911246 + Penalty 29350.468396 = -269440.442850 nChanged 16 Deleting Class 31 (114 points): Lose 443.879032 but Gain 1253.299224 Iteration 97Q (11.610459 sec): 45 clusters Score: Raw -298357.564226 + Penalty 28092.799365 = -270264.764861 nChanged 120 Deleting Class 78 (6 points): Lose 34.969922 but Gain 831.739540 Iteration 98Q (11.647023 sec): 44 clusters Score: Raw -298592.972552 + Penalty 27269.326532 = -271323.646021 nChanged 36 Deleting Class 13 (7 points): Lose 29.696705 but Gain 823.933963 Iteration 99Q (11.681690 sec): 43 clusters Score: Raw -298584.625884 + Penalty 26456.015053 = -272128.610831 nChanged 40 Deleting Class 45 (6 points): Lose 52.454995 but Gain 833.057991 Iteration 100F (11.894044 sec): 42 clusters Score: Raw -298557.454788 + Penalty 25636.941941 = -272920.512847 nChanged 35 Deleting Class 56 (5 points): Lose 21.275764 but Gain 793.534660 Iteration 101Q (11.928811 sec): 41 clusters Score: Raw -298559.773542 + Penalty 24868.564464 = -273691.209078 nChanged 28 Deleting Class 24 (6 points): Lose 26.630926 but Gain 795.743414 Iteration 102Q (11.963563 sec): 40 clusters Score: Raw -298554.308050 + Penalty 24097.503362 = -274456.804688 nChanged 30 Deleting Class 62 (6 points): Lose 18.184906 but Gain 785.550014 Iteration 103Q (11.998417 sec): 39 clusters Score: Raw -298561.128221 + Penalty 23316.618858 = -275244.509364 nChanged 21 Deleting Class 46 (9 points): Lose 45.993561 but Gain 809.829598 Iteration 104Q (12.032521 sec): 38 clusters Score: Raw -298527.180016 + Penalty 22516.277143 = -276010.902873 nChanged 21 Deleting Class 64 (5 points): Lose 30.837877 but Gain 787.355033 Iteration 105Q (12.065949 sec): 37 clusters Score: Raw -298510.650403 + Penalty 21728.733782 = -276781.916620 nChanged 18 Deleting Class 76 (6 points): Lose 33.124779 but Gain 783.740838 Iteration 106Q (12.099699 sec): 36 clusters Score: Raw -298507.521846 + Penalty 20957.874470 = -277549.647376 nChanged 19 Deleting Class 57 (10 points): Lose 49.570790 but Gain 794.937735 Iteration 107Q (12.133137 sec): 35 clusters Score: Raw -298471.791121 + Penalty 20174.422829 = -278297.368292 nChanged 22 Deleting Class 89 (9 points): Lose 47.780053 but Gain 787.562980 Iteration 108Q (12.165785 sec): 34 clusters Score: Raw -298443.740733 + Penalty 19393.386197 = -279050.354535 nChanged 18 Deleting Class 15 (23 points): Lose 69.786508 but Gain 800.203786 Iteration 109Q (12.198672 sec): 33 clusters Score: Raw -298387.122945 + Penalty 18591.138634 = -279795.984311 nChanged 30 Deleting Class 108 (3 points): Lose 8.993060 but Gain 726.123802 Iteration 110F (12.363248 sec): 32 clusters Score: Raw -298409.982939 + Penalty 17869.371723 = -280540.611216 nChanged 13 Deleting Class 68 (2 points): Lose 4.483187 but Gain 717.848655 Iteration 111Q (12.395570 sec): 31 clusters Score: Raw -298413.790896 + Penalty 17153.630974 = -281260.159923 nChanged 9 Deleting Class 60 (3 points): Lose 21.810467 but Gain 718.053410 Iteration 112Q (12.428135 sec): 30 clusters Score: Raw -298395.783037 + Penalty 16460.413602 = -281935.369435 nChanged 10 Deleting Class 88 (2 points): Lose 3.705960 but Gain 688.750686 Iteration 113Q (12.460156 sec): 29 clusters Score: Raw -298401.388019 + Penalty 15772.903178 = -282628.484842 nChanged 8 Deleting Class 75 (3 points): Lose 7.761222 but Gain 679.125057 Iteration 114Q (12.492157 sec): 28 clusters Score: Raw -298397.622141 + Penalty 15094.484858 = -283303.137283 nChanged 7 Deleting Class 39 (11 points): Lose 41.826301 but Gain 702.159133 Iteration 115Q (12.524743 sec): 27 clusters Score: Raw -298360.301398 + Penalty 14394.124174 = -283966.177224 nChanged 17 Deleting Class 35 (8 points): Lose 28.319932 but Gain 671.390278 Iteration 116Q (12.556157 sec): 26 clusters Score: Raw -298346.029915 + Penalty 13724.773779 = -284621.256136 nChanged 14 Deleting Class 127 (4 points): Lose 21.533698 but Gain 656.644109 Iteration 117Q (12.587386 sec): 25 clusters Score: Raw -298334.395545 + Penalty 13071.971531 = -285262.424014 nChanged 9 Deleting Class 50 (9 points): Lose 41.925530 but Gain 653.953157 Iteration 118Q (12.618898 sec): 24 clusters Score: Raw -298298.232351 + Penalty 12418.681164 = -285879.551187 nChanged 12 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 -298298.232351 + Penalty 12418.681164 = -285879.551187Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.643754 sec): 2 clusters Score: Raw -35724.581628 + Penalty 93.695411 = -35630.886217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.645943 sec): 3 clusters Score: Raw -34987.925757 + Penalty 192.656238 = -34795.269519 nChanged 528 SP:Iteration 1F (12.648085 sec): 3 clusters Score: Raw -35358.540352 + Penalty 197.479841 = -35161.060511 nChanged 120 SP:Iteration 2F (12.650226 sec): 3 clusters Score: Raw -35434.578504 + Penalty 204.387362 = -35230.191142 nChanged 102 SP:Iteration 3F (12.652392 sec): 3 clusters Score: Raw -35531.212319 + Penalty 211.252592 = -35319.959726 nChanged 89 SP:Iteration 4F (12.654528 sec): 3 clusters Score: Raw -35632.939885 + Penalty 212.284571 = -35420.655314 nChanged 40 SP:Iteration 5Q (12.656616 sec): 3 clusters Score: Raw -35664.134112 + Penalty 213.751753 = -35450.382359 nChanged 19 SP:Iteration 6Q (12.658625 sec): 3 clusters Score: Raw -35674.998486 + Penalty 215.059463 = -35459.939022 nChanged 16 SP:Iteration 7Q (12.660608 sec): 3 clusters Score: Raw -35681.267719 + Penalty 215.630994 = -35465.636724 nChanged 17 SP:Iteration 8Q (12.662674 sec): 3 clusters Score: Raw -35685.868814 + Penalty 217.748015 = -35468.120799 nChanged 12 SP:Iteration 9Q (12.664621 sec): 3 clusters Score: Raw -35688.743125 + Penalty 219.433856 = -35469.309270 nChanged 8 SP:Iteration 10F (12.666752 sec): 3 clusters Score: Raw -35690.512914 + Penalty 220.729631 = -35469.783283 nChanged 10 SP:Iteration 11Q (12.668723 sec): 3 clusters Score: Raw -35693.305141 + Penalty 221.682990 = -35471.622151 nChanged 7 SP:Iteration 12Q (12.670790 sec): 3 clusters Score: Raw -35694.576021 + Penalty 223.022829 = -35471.553192 nChanged 6 SP:Iteration 13F (12.673109 sec): 3 clusters Score: Raw -35698.123239 + Penalty 226.906362 = -35471.216878 nChanged 12 SP:Iteration 14F (12.675235 sec): 3 clusters Score: Raw -35705.670747 + Penalty 230.689770 = -35474.980978 nChanged 13 SP:Iteration 15Q (12.677155 sec): 3 clusters Score: Raw -35714.553515 + Penalty 233.370454 = -35481.183061 nChanged 11 SP:Iteration 16Q (12.679041 sec): 3 clusters Score: Raw -35723.054861 + Penalty 236.808902 = -35486.245959 nChanged 9 SP:Iteration 17Q (12.680904 sec): 3 clusters Score: Raw -35729.222634 + Penalty 240.525792 = -35488.696841 nChanged 10 SP:Iteration 18Q (12.682749 sec): 3 clusters Score: Raw -35733.274746 + Penalty 243.816675 = -35489.458071 nChanged 9 SP:Iteration 19Q (12.684579 sec): 3 clusters Score: Raw -35735.800786 + Penalty 247.138492 = -35488.662294 nChanged 7 SP:Iteration 20F (12.686709 sec): 3 clusters Score: Raw -35737.814548 + Penalty 248.479425 = -35489.335123 nChanged 3 SP:Iteration 21Q (12.688529 sec): 3 clusters Score: Raw -35738.249075 + Penalty 249.860342 = -35488.388733 nChanged 2 SP:Iteration 22F (12.690726 sec): 3 clusters Score: Raw -35738.423189 + Penalty 248.852981 = -35489.570208 nChanged 2 SP:Iteration 23Q (12.692586 sec): 3 clusters Score: Raw -35738.759310 + Penalty 247.359371 = -35491.399939 nChanged 5 SP:Iteration 24Q (12.694406 sec): 3 clusters Score: Raw -35740.706912 + Penalty 248.865144 = -35491.841768 nChanged 5 SP:Iteration 25Q (12.696206 sec): 3 clusters Score: Raw -35742.349275 + Penalty 244.476972 = -35497.872303 nChanged 5 SP:Iteration 26Q (12.698007 sec): 3 clusters Score: Raw -35744.696973 + Penalty 245.395368 = -35499.301605 nChanged 1 SP:Iteration 27Q (12.699784 sec): 3 clusters Score: Raw -35744.718932 + Penalty 245.395368 = -35499.323565 nChanged 0 SP:Iteration 28F (12.701962 sec): 3 clusters Score: Raw -35744.718932 + Penalty 245.395368 = -35499.323565 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 2 (4176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.720798 sec): 2 clusters Score: Raw -118423.333212 + Penalty 254.415596 = -118168.917617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.728568 sec): 3 clusters Score: Raw -115715.117889 + Penalty 477.281816 = -115237.836073 nChanged 1890 SP:Iteration 1F (12.736166 sec): 3 clusters Score: Raw -116966.360868 + Penalty 466.560811 = -116499.800057 nChanged 520 SP:Iteration 2F (12.743760 sec): 3 clusters Score: Raw -117309.776685 + Penalty 471.799071 = -116837.977614 nChanged 211 SP:Iteration 3F (12.751272 sec): 3 clusters Score: Raw -117383.313762 + Penalty 479.249131 = -116904.064630 nChanged 122 SP:Iteration 4Q (12.758901 sec): 3 clusters Score: Raw -117413.859413 + Penalty 488.390799 = -116925.468613 nChanged 85 SP:Iteration 5Q (12.766603 sec): 3 clusters Score: Raw -117436.380004 + Penalty 498.622212 = -116937.757792 nChanged 86 SP:Iteration 6Q (12.774405 sec): 3 clusters Score: Raw -117458.960621 + Penalty 509.966559 = -116948.994063 nChanged 91 SP:Iteration 7Q (12.782218 sec): 3 clusters Score: Raw -117481.610569 + Penalty 520.714271 = -116960.896298 nChanged 84 SP:Iteration 8Q (12.789952 sec): 3 clusters Score: Raw -117502.960604 + Penalty 533.643474 = -116969.317130 nChanged 99 SP:Iteration 9Q (12.797546 sec): 3 clusters Score: Raw -117532.083547 + Penalty 547.566610 = -116984.516936 nChanged 106 SP:Iteration 10F (12.805109 sec): 3 clusters Score: Raw -117562.004750 + Penalty 558.749210 = -117003.255540 nChanged 88 SP:Iteration 11Q (12.812779 sec): 3 clusters Score: Raw -117585.372326 + Penalty 571.179175 = -117014.193150 nChanged 98 SP:Iteration 12Q (12.820705 sec): 3 clusters Score: Raw -117614.561346 + Penalty 584.847343 = -117029.714003 nChanged 106 SP:Iteration 13Q (12.828636 sec): 3 clusters Score: Raw -117650.878686 + Penalty 600.049907 = -117050.828779 nChanged 115 SP:Iteration 14Q (12.836246 sec): 3 clusters Score: Raw -117695.497838 + Penalty 614.383021 = -117081.114817 nChanged 112 SP:Iteration 15Q (12.843810 sec): 3 clusters Score: Raw -117736.772169 + Penalty 628.297783 = -117108.474386 nChanged 110 SP:Iteration 16Q (12.851234 sec): 3 clusters Score: Raw -117783.194446 + Penalty 643.782270 = -117139.412176 nChanged 117 SP:Iteration 17Q (12.858839 sec): 3 clusters Score: Raw -117827.477237 + Penalty 658.885754 = -117168.591483 nChanged 110 SP:Iteration 18Q (12.866470 sec): 3 clusters Score: Raw -117877.840035 + Penalty 675.214236 = -117202.625800 nChanged 119 SP:Iteration 19Q (12.873695 sec): 3 clusters Score: Raw -117933.628212 + Penalty 685.954764 = -117247.673448 nChanged 115 SP:Iteration 20F (12.881221 sec): 3 clusters Score: Raw -117986.545118 + Penalty 696.253394 = -117290.291723 nChanged 110 SP:Iteration 21Q (12.888645 sec): 3 clusters Score: Raw -118045.214847 + Penalty 710.219377 = -117334.995470 nChanged 111 SP:Iteration 22Q (12.896222 sec): 3 clusters Score: Raw -118118.427734 + Penalty 723.369565 = -117395.058170 nChanged 115 SP:Iteration 23Q (12.903704 sec): 3 clusters Score: Raw -118205.229949 + Penalty 734.355761 = -117470.874188 nChanged 95 SP:Iteration 24Q (12.911232 sec): 3 clusters Score: Raw -118270.021993 + Penalty 756.589490 = -117513.432502 nChanged 71 SP:Iteration 25Q (12.917580 sec): 3 clusters Score: Raw -118318.631807 + Penalty 783.298254 = -117535.333553 nChanged 55 SP:Iteration 26Q (12.924057 sec): 3 clusters Score: Raw -118360.498017 + Penalty 815.645239 = -117544.852778 nChanged 42 SP:Iteration 27Q (12.930365 sec): 3 clusters Score: Raw -118395.272570 + Penalty 862.257016 = -117533.015554 nChanged 34 SP:Iteration 28F (12.937904 sec): 3 clusters Score: Raw -118431.074540 + Penalty 916.654703 = -117514.419837 nChanged 20 SP:Iteration 29F (12.946324 sec): 3 clusters Score: Raw -118450.350013 + Penalty 958.626244 = -117491.723769 nChanged 12 SP:Iteration 30F (12.953892 sec): 3 clusters Score: Raw -118458.981890 + Penalty 974.780618 = -117484.201272 nChanged 5 SP:Iteration 31F (12.961381 sec): 3 clusters Score: Raw -118462.579936 + Penalty 978.690947 = -117483.888989 nChanged 1 SP:Iteration 32F (12.968939 sec): 3 clusters Score: Raw -118463.794557 + Penalty 978.690947 = -117485.103610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.978239 sec): 2 clusters Score: Raw -45437.916701 + Penalty 782.543527 = -44655.373174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.981244 sec): 3 clusters Score: Raw -44743.739414 + Penalty 1565.198560 = -43178.540855 nChanged 509 SP:Iteration 1F (12.984124 sec): 3 clusters Score: Raw -45044.805012 + Penalty 1565.213850 = -43479.591162 nChanged 115 SP:Iteration 2F (12.986794 sec): 3 clusters Score: Raw -45126.429384 + Penalty 1565.064220 = -43561.365164 nChanged 76 SP:Iteration 3F (12.989522 sec): 3 clusters Score: Raw -45174.962433 + Penalty 1564.908312 = -43610.054121 nChanged 64 SP:Iteration 4Q (12.992214 sec): 3 clusters Score: Raw -45210.986925 + Penalty 1564.923682 = -43646.063242 nChanged 47 SP:Iteration 5Q (12.994855 sec): 3 clusters Score: Raw -45233.104281 + Penalty 1564.603180 = -43668.501101 nChanged 34 SP:Iteration 6Q (12.997487 sec): 3 clusters Score: Raw -45255.948761 + Penalty 1565.167403 = -43690.781358 nChanged 40 SP:Iteration 7Q (13.000116 sec): 3 clusters Score: Raw -45279.926474 + Penalty 1566.363834 = -43713.562640 nChanged 37 SP:Iteration 8Q (13.002745 sec): 3 clusters Score: Raw -45300.516124 + Penalty 1567.761269 = -43732.754855 nChanged 34 SP:Iteration 9Q (13.005460 sec): 3 clusters Score: Raw -45319.181821 + Penalty 1569.873445 = -43749.308376 nChanged 32 SP:Iteration 10F (13.008174 sec): 3 clusters Score: Raw -45340.433491 + Penalty 1572.743566 = -43767.689925 nChanged 33 SP:Iteration 11Q (13.010851 sec): 3 clusters Score: Raw -45356.701819 + Penalty 1577.992360 = -43778.709459 nChanged 39 SP:Iteration 12Q (13.013473 sec): 3 clusters Score: Raw -45379.405152 + Penalty 1585.506302 = -43793.898850 nChanged 43 SP:Iteration 13Q (13.016092 sec): 3 clusters Score: Raw -45408.904608 + Penalty 1595.150167 = -43813.754441 nChanged 40 SP:Iteration 14Q (13.018745 sec): 3 clusters Score: Raw -45438.757782 + Penalty 1606.515431 = -43832.242352 nChanged 36 SP:Iteration 15Q (13.021422 sec): 3 clusters Score: Raw -45458.017564 + Penalty 1616.129676 = -43841.887888 nChanged 25 SP:Iteration 16Q (13.024189 sec): 3 clusters Score: Raw -45477.039955 + Penalty 1625.492594 = -43851.547361 nChanged 25 SP:Iteration 17Q (13.026958 sec): 3 clusters Score: Raw -45491.850888 + Penalty 1633.502908 = -43858.347980 nChanged 23 SP:Iteration 18Q (13.029822 sec): 3 clusters Score: Raw -45507.468961 + Penalty 1639.783453 = -43867.685508 nChanged 14 SP:Iteration 19Q (13.032652 sec): 3 clusters Score: Raw -45518.282659 + Penalty 1641.971509 = -43876.311150 nChanged 7 SP:Iteration 20F (13.035297 sec): 3 clusters Score: Raw -45521.687150 + Penalty 1644.070093 = -43877.617057 nChanged 4 SP:Iteration 21Q (13.037912 sec): 3 clusters Score: Raw -45522.701470 + Penalty 1644.392004 = -43878.309466 nChanged 2 SP:Iteration 22Q (13.040523 sec): 3 clusters Score: Raw -45523.119156 + Penalty 1645.693981 = -43877.425175 nChanged 4 SP:Iteration 23F (13.043157 sec): 3 clusters Score: Raw -45524.639567 + Penalty 1647.048409 = -43877.591158 nChanged 6 SP:Iteration 24Q (13.045879 sec): 3 clusters Score: Raw -45528.239077 + Penalty 1647.910158 = -43880.328920 nChanged 10 SP:Iteration 25Q (13.048530 sec): 3 clusters Score: Raw -45534.717473 + Penalty 1649.804792 = -43884.912680 nChanged 9 SP:Iteration 26Q (13.051236 sec): 3 clusters Score: Raw -45539.841656 + Penalty 1652.030786 = -43887.810870 nChanged 9 SP:Iteration 27Q (13.053869 sec): 3 clusters Score: Raw -45545.824130 + Penalty 1655.735084 = -43890.089047 nChanged 11 SP:Iteration 28Q (13.056472 sec): 3 clusters Score: Raw -45554.877460 + Penalty 1662.895780 = -43891.981680 nChanged 16 SP:Iteration 29Q (13.059067 sec): 3 clusters Score: Raw -45571.055152 + Penalty 1669.566346 = -43901.488806 nChanged 12 SP:Iteration 30F (13.061702 sec): 3 clusters Score: Raw -45580.238586 + Penalty 1672.021610 = -43908.216976 nChanged 9 SP:Iteration 31Q (13.064277 sec): 3 clusters Score: Raw -45584.484159 + Penalty 1672.897023 = -43911.587137 nChanged 7 SP:Iteration 32Q (13.066847 sec): 3 clusters Score: Raw -45590.796029 + Penalty 1674.936016 = -43915.860013 nChanged 12 SP:Iteration 33Q (13.069413 sec): 3 clusters Score: Raw -45597.752269 + Penalty 1678.489535 = -43919.262734 nChanged 9 SP:Iteration 34Q (13.071979 sec): 3 clusters Score: Raw -45603.277546 + Penalty 1680.718814 = -43922.558732 nChanged 3 SP:Iteration 35Q (13.074550 sec): 3 clusters Score: Raw -45604.573779 + Penalty 1680.718814 = -43923.854966 nChanged 0 SP:Iteration 36F (13.077190 sec): 3 clusters Score: Raw -45604.573779 + Penalty 1680.718814 = -43923.854966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.082130 sec): 2 clusters Score: Raw -23146.674406 + Penalty 410.408461 = -22736.265944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.083553 sec): 3 clusters Score: Raw -22770.522104 + Penalty 855.457626 = -21915.064479 nChanged 246 SP:Iteration 1F (13.084974 sec): 3 clusters Score: Raw -22972.274442 + Penalty 888.198061 = -22084.076381 nChanged 89 SP:Iteration 2F (13.086389 sec): 3 clusters Score: Raw -23063.606386 + Penalty 921.905650 = -22141.700736 nChanged 49 SP:Iteration 3F (13.087787 sec): 3 clusters Score: Raw -23123.377517 + Penalty 995.293198 = -22128.084318 nChanged 28 SP:Iteration 4F (13.089177 sec): 3 clusters Score: Raw -23164.857449 + Penalty 1044.432342 = -22120.425106 nChanged 16 SP:Iteration 5F (13.090631 sec): 3 clusters Score: Raw -23191.612374 + Penalty 1087.754247 = -22103.858127 nChanged 6 SP:Iteration 6F (13.092044 sec): 3 clusters Score: Raw -23204.075982 + Penalty 1107.839924 = -22096.236058 nChanged 3 SP:Iteration 7F (13.093452 sec): 3 clusters Score: Raw -23209.917128 + Penalty 1107.839924 = -22102.077205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.097116 sec): 2 clusters Score: Raw -13565.980231 + Penalty 46.378894 = -13519.601338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.098162 sec): 3 clusters Score: Raw -13278.869646 + Penalty 86.287635 = -13192.582012 nChanged 206 SP:Iteration 1F (13.099179 sec): 3 clusters Score: Raw -13476.360860 + Penalty 86.165001 = -13390.195859 nChanged 16 SP:Iteration 2Q (13.100159 sec): 3 clusters Score: Raw -13485.654233 + Penalty 86.292111 = -13399.362122 nChanged 17 SP:Iteration 3Q (13.101124 sec): 3 clusters Score: Raw -13495.331982 + Penalty 87.531206 = -13407.800775 nChanged 20 SP:Iteration 4Q (13.102089 sec): 3 clusters Score: Raw -13513.473801 + Penalty 89.102634 = -13424.371167 nChanged 22 SP:Iteration 5Q (13.103059 sec): 3 clusters Score: Raw -13542.660496 + Penalty 94.115738 = -13448.544758 nChanged 18 SP:Iteration 6Q (13.103985 sec): 3 clusters Score: Raw -13561.847169 + Penalty 101.909712 = -13459.937457 nChanged 10 SP:Iteration 7Q (13.104900 sec): 3 clusters Score: Raw -13572.249457 + Penalty 117.366567 = -13454.882890 nChanged 8 SP:Iteration 8F (13.106035 sec): 3 clusters Score: Raw -13579.556566 + Penalty 124.935808 = -13454.620758 nChanged 2 SP:Iteration 9F (13.107165 sec): 3 clusters Score: Raw -13580.551358 + Penalty 124.935808 = -13455.615549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107996 sec): 2 clusters Score: Raw -2625.242202 + Penalty 41.273919 = -2583.968283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.108371 sec): 3 clusters Score: Raw -2586.887899 + Penalty 85.380354 = -2501.507545 nChanged 30 SP:Iteration 1F (13.108739 sec): 3 clusters Score: Raw -2614.816104 + Penalty 82.747936 = -2532.068168 nChanged 1 SP:Iteration 2Q (13.109102 sec): 3 clusters Score: Raw -2617.972247 + Penalty 83.479080 = -2534.493167 nChanged 1 SP:Iteration 3Q (13.109460 sec): 3 clusters Score: Raw -2624.245103 + Penalty 83.041902 = -2541.203201 nChanged 1 SP:Iteration 4Q (13.109836 sec): 3 clusters Score: Raw -2625.551687 + Penalty 82.664540 = -2542.887147 nChanged 1 SP:Iteration 5Q (13.110198 sec): 3 clusters Score: Raw -2626.188013 + Penalty 82.664540 = -2543.523472 nChanged 0 SP:Iteration 6F (13.110568 sec): 3 clusters Score: Raw -2626.188013 + Penalty 82.664540 = -2543.523472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.112129 sec): 2 clusters Score: Raw -6947.207422 + Penalty 54.858754 = -6892.348668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.112785 sec): 3 clusters Score: Raw -6806.233706 + Penalty 103.645616 = -6702.588089 nChanged 107 SP:Iteration 1F (13.113418 sec): 3 clusters Score: Raw -6864.284059 + Penalty 101.330913 = -6762.953146 nChanged 25 SP:Iteration 2F (13.114041 sec): 3 clusters Score: Raw -6899.843179 + Penalty 102.511237 = -6797.331943 nChanged 16 SP:Iteration 3F (13.114664 sec): 3 clusters Score: Raw -6911.816614 + Penalty 103.334438 = -6808.482176 nChanged 8 SP:Iteration 4Q (13.115269 sec): 3 clusters Score: Raw -6916.359381 + Penalty 104.716969 = -6811.642412 nChanged 6 SP:Iteration 5Q (13.115872 sec): 3 clusters Score: Raw -6920.028731 + Penalty 105.856932 = -6814.171799 nChanged 5 SP:Iteration 6Q (13.116475 sec): 3 clusters Score: Raw -6921.854415 + Penalty 106.047346 = -6815.807069 nChanged 1 SP:Iteration 7Q (13.117106 sec): 3 clusters Score: Raw -6922.118869 + Penalty 106.345710 = -6815.773159 nChanged 1 SP:Iteration 8F (13.117732 sec): 3 clusters Score: Raw -6922.202482 + Penalty 106.567738 = -6815.634744 nChanged 1 SP:Iteration 9F (13.118353 sec): 3 clusters Score: Raw -6922.480346 + Penalty 107.340218 = -6815.140128 nChanged 4 SP:Iteration 10F (13.118976 sec): 3 clusters Score: Raw -6924.037400 + Penalty 107.849780 = -6816.187621 nChanged 2 SP:Iteration 11Q (13.119579 sec): 3 clusters Score: Raw -6924.641939 + Penalty 108.274349 = -6816.367590 nChanged 2 SP:Iteration 12Q (13.120181 sec): 3 clusters Score: Raw -6925.046586 + Penalty 108.274349 = -6816.772238 nChanged 0 SP:Iteration 13F (13.120801 sec): 3 clusters Score: Raw -6925.046586 + Penalty 108.274349 = -6816.772238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.121695 sec): 2 clusters Score: Raw -4800.798076 + Penalty 520.150657 = -4280.647419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.122152 sec): 3 clusters Score: Raw -4787.845144 + Penalty 1037.982912 = -3749.862233 nChanged 15 SP:Iteration 1F (13.122600 sec): 3 clusters Score: Raw -4807.773810 + Penalty 1035.664944 = -3772.108867 nChanged 7 SP:Iteration 2F (13.123047 sec): 3 clusters Score: Raw -4827.810783 + Penalty 1038.261688 = -3789.549095 nChanged 8 SP:Iteration 3F (13.123494 sec): 3 clusters Score: Raw -4842.382399 + Penalty 1039.217003 = -3803.165396 nChanged 6 SP:Iteration 4Q (13.123942 sec): 3 clusters Score: Raw -4850.584960 + Penalty 1039.384567 = -3811.200393 nChanged 1 SP:Iteration 5Q (13.124403 sec): 3 clusters Score: Raw -4851.869192 + Penalty 1039.384567 = -3812.484625 nChanged 0 SP:Iteration 6F (13.124858 sec): 3 clusters Score: Raw -4851.869192 + Penalty 1039.384567 = -3812.484625 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.127019 sec): 2 clusters Score: Raw -21067.517290 + Penalty 560.921725 = -20506.595565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.128314 sec): 3 clusters Score: Raw -20808.813669 + Penalty 1121.244328 = -19687.569342 nChanged 167 SP:Iteration 1F (13.129608 sec): 3 clusters Score: Raw -20939.248879 + Penalty 1123.584256 = -19815.664623 nChanged 52 SP:Iteration 2F (13.130873 sec): 3 clusters Score: Raw -20979.800913 + Penalty 1126.273605 = -19853.527308 nChanged 30 SP:Iteration 3F (13.132141 sec): 3 clusters Score: Raw -21000.412108 + Penalty 1129.754720 = -19870.657388 nChanged 20 SP:Iteration 4Q (13.133378 sec): 3 clusters Score: Raw -21018.462826 + Penalty 1131.440913 = -19887.021913 nChanged 21 SP:Iteration 5Q (13.134589 sec): 3 clusters Score: Raw -21040.191041 + Penalty 1134.223594 = -19905.967447 nChanged 21 SP:Iteration 6Q (13.135779 sec): 3 clusters Score: Raw -21058.706592 + Penalty 1136.470838 = -19922.235754 nChanged 11 SP:Iteration 7Q (13.136967 sec): 3 clusters Score: Raw -21068.401917 + Penalty 1138.098475 = -19930.303442 nChanged 9 SP:Iteration 8Q (13.138156 sec): 3 clusters Score: Raw -21077.027491 + Penalty 1140.430744 = -19936.596747 nChanged 11 SP:Iteration 9Q (13.139343 sec): 3 clusters Score: Raw -21088.047779 + Penalty 1140.480312 = -19947.567467 nChanged 9 SP:Iteration 10F (13.140543 sec): 3 clusters Score: Raw -21094.149758 + Penalty 1141.329108 = -19952.820649 nChanged 4 SP:Iteration 11Q (13.141730 sec): 3 clusters Score: Raw -21095.676877 + Penalty 1141.978414 = -19953.698463 nChanged 2 SP:Iteration 12Q (13.142913 sec): 3 clusters Score: Raw -21096.441615 + Penalty 1141.833029 = -19954.608586 nChanged 2 SP:Iteration 13Q (13.144093 sec): 3 clusters Score: Raw -21097.383175 + Penalty 1141.833029 = -19955.550145 nChanged 0 SP:Iteration 14F (13.145290 sec): 3 clusters Score: Raw -21097.383175 + Penalty 1141.833029 = -19955.550145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.149458 sec): 2 clusters Score: Raw -40132.194038 + Penalty 535.908955 = -39596.285083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.151914 sec): 3 clusters Score: Raw -39416.727251 + Penalty 1069.554846 = -38347.172405 nChanged 471 SP:Iteration 1F (13.154368 sec): 3 clusters Score: Raw -39715.838604 + Penalty 1071.718062 = -38644.120542 nChanged 178 SP:Iteration 2F (13.156832 sec): 3 clusters Score: Raw -39845.140996 + Penalty 1073.003007 = -38772.137990 nChanged 86 SP:Iteration 3F (13.159230 sec): 3 clusters Score: Raw -39893.897775 + Penalty 1075.893883 = -38818.003893 nChanged 50 SP:Iteration 4Q (13.161626 sec): 3 clusters Score: Raw -39934.040327 + Penalty 1079.901063 = -38854.139264 nChanged 52 SP:Iteration 5Q (13.164015 sec): 3 clusters Score: Raw -39970.971657 + Penalty 1084.345447 = -38886.626211 nChanged 49 SP:Iteration 6Q (13.166397 sec): 3 clusters Score: Raw -40003.323043 + Penalty 1089.123527 = -38914.199516 nChanged 42 SP:Iteration 7Q (13.168793 sec): 3 clusters Score: Raw -40024.627606 + Penalty 1094.744742 = -38929.882865 nChanged 26 SP:Iteration 8Q (13.171228 sec): 3 clusters Score: Raw -40038.204730 + Penalty 1099.419351 = -38938.785379 nChanged 22 SP:Iteration 9Q (13.173646 sec): 3 clusters Score: Raw -40047.995064 + Penalty 1103.136235 = -38944.858830 nChanged 15 SP:Iteration 10F (13.176032 sec): 3 clusters Score: Raw -40053.348412 + Penalty 1108.536108 = -38944.812304 nChanged 18 SP:Iteration 11F (13.178469 sec): 3 clusters Score: Raw -40061.546080 + Penalty 1114.151688 = -38947.394392 nChanged 18 SP:Iteration 12Q (13.180892 sec): 3 clusters Score: Raw -40070.732760 + Penalty 1117.458273 = -38953.274487 nChanged 15 SP:Iteration 13Q (13.183247 sec): 3 clusters Score: Raw -40078.862645 + Penalty 1121.987914 = -38956.874731 nChanged 21 SP:Iteration 14Q (13.185590 sec): 3 clusters Score: Raw -40090.517665 + Penalty 1124.265201 = -38966.252464 nChanged 8 SP:Iteration 15Q (13.187920 sec): 3 clusters Score: Raw -40094.787096 + Penalty 1126.070783 = -38968.716312 nChanged 8 SP:Iteration 16Q (13.190268 sec): 3 clusters Score: Raw -40098.607315 + Penalty 1125.721123 = -38972.886192 nChanged 6 SP:Iteration 17Q (13.192623 sec): 3 clusters Score: Raw -40100.906628 + Penalty 1126.992629 = -38973.913998 nChanged 5 SP:Iteration 18Q (13.194941 sec): 3 clusters Score: Raw -40102.147781 + Penalty 1127.312385 = -38974.835396 nChanged 4 SP:Iteration 19Q (13.197247 sec): 3 clusters Score: Raw -40103.019639 + Penalty 1127.301716 = -38975.717923 nChanged 1 SP:Iteration 20F (13.199624 sec): 3 clusters Score: Raw -40103.361269 + Penalty 1127.301716 = -38976.059553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.200175 sec): 2 clusters Score: Raw -373.414232 + Penalty 79.419549 = -293.994684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.200433 sec): 3 clusters Score: Raw -371.767531 + Penalty 186.298691 = -185.468840 nChanged 1 SP:Iteration 1F (13.200666 sec): 3 clusters Score: Raw -374.615527 + Penalty 186.298691 = -188.316836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.201258 sec): 2 clusters Score: Raw -1697.693093 + Penalty 247.202737 = -1450.490356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.201569 sec): 3 clusters Score: Raw -1705.697179 + Penalty 505.175490 = -1200.521690 nChanged 6 SP:Iteration 1F (13.201875 sec): 3 clusters Score: Raw -1716.821501 + Penalty 508.532997 = -1208.288504 nChanged 1 SP:Iteration 2Q (13.202173 sec): 3 clusters Score: Raw -1718.921915 + Penalty 508.532997 = -1210.388918 nChanged 0 SP:Iteration 3F (13.202476 sec): 3 clusters Score: Raw -1718.921915 + Penalty 508.532997 = -1210.388918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.203490 sec): 2 clusters Score: Raw -5897.113128 + Penalty 62.238954 = -5834.874174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.204097 sec): 3 clusters Score: Raw -5777.732955 + Penalty 127.587581 = -5650.145375 nChanged 87 SP:Iteration 1F (13.204694 sec): 3 clusters Score: Raw -5861.319703 + Penalty 131.136693 = -5730.183010 nChanged 27 SP:Iteration 2F (13.205287 sec): 3 clusters Score: Raw -5919.911541 + Penalty 131.030751 = -5788.880790 nChanged 16 SP:Iteration 3F (13.205914 sec): 3 clusters Score: Raw -5962.496619 + Penalty 129.493893 = -5833.002726 nChanged 8 SP:Iteration 4Q (13.206486 sec): 3 clusters Score: Raw -5972.854593 + Penalty 130.246947 = -5842.607645 nChanged 5 SP:Iteration 5Q (13.207050 sec): 3 clusters Score: Raw -5975.947515 + Penalty 130.246947 = -5845.700568 nChanged 0 SP:Iteration 6F (13.207644 sec): 3 clusters Score: Raw -5975.947515 + Penalty 130.246947 = -5845.700568 nChanged 0 Score: Raw -308969.157759 + Penalty 12536.534759 = -296432.623000 Splitting cluster 21 changes total score from -285879.551187 to -296432.623000 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333520 sec): 2 clusters Score: Raw -751.726454 + Penalty 212.766328 = -538.960126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.333777 sec): 3 clusters Score: Raw -757.305546 + Penalty 431.563573 = -325.741974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.334265 sec): 2 clusters Score: Raw -433.296353 + Penalty 162.912924 = -270.383429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334508 sec): 3 clusters Score: Raw -441.958799 + Penalty 312.054849 = -129.903950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335365 sec): 2 clusters Score: Raw -4422.639190 + Penalty 774.041025 = -3648.598165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.335863 sec): 3 clusters Score: Raw -4502.474496 + Penalty 1547.757972 = -2954.716524 nChanged 6 SP:Iteration 1Q (13.336332 sec): 3 clusters Score: Raw -4520.181390 + Penalty 1547.757972 = -2972.423418 nChanged 2 SP:Iteration 2Q (13.336795 sec): 3 clusters Score: Raw -4525.648039 + Penalty 1547.757972 = -2977.890067 nChanged 0 SP:Iteration 3F (13.337280 sec): 3 clusters Score: Raw -4525.648039 + Penalty 1547.757972 = -2977.890067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337836 sec): 2 clusters Score: Raw -1093.211057 + Penalty 314.288826 = -778.922231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338120 sec): 3 clusters Score: Raw -1125.438357 + Penalty 626.579684 = -498.858673 nChanged 2 SP:Iteration 1F (13.338398 sec): 3 clusters Score: Raw -1130.426679 + Penalty 626.579684 = -503.846995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338856 sec): 2 clusters Score: Raw -160.117462 + Penalty 101.458442 = -58.659020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339074 sec): 3 clusters Score: Raw -164.888903 + Penalty 191.372420 = 26.483517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339530 sec): 2 clusters Score: Raw -165.696675 + Penalty 107.617345 = -58.079330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339778 sec): 3 clusters Score: Raw -167.209931 + Penalty 197.658903 = 30.448972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.340229 sec): 2 clusters Score: Raw -101.574904 + Penalty 60.902561 = -40.672343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340440 sec): 3 clusters Score: Raw -96.664617 + Penalty 116.270677 = 19.606060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341328 sec): 2 clusters Score: Raw -4065.707016 + Penalty 180.497788 = -3885.209227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341853 sec): 3 clusters Score: Raw -4007.301341 + Penalty 353.682985 = -3653.618356 nChanged 55 SP:Iteration 1F (13.342362 sec): 3 clusters Score: Raw -4094.447361 + Penalty 357.970412 = -3736.476949 nChanged 12 SP:Iteration 2F (13.342871 sec): 3 clusters Score: Raw -4109.622441 + Penalty 355.380495 = -3754.241946 nChanged 4 SP:Iteration 3Q (13.343361 sec): 3 clusters Score: Raw -4115.436880 + Penalty 353.514816 = -3761.922064 nChanged 3 SP:Iteration 4Q (13.343849 sec): 3 clusters Score: Raw -4117.629945 + Penalty 353.514816 = -3764.115129 nChanged 0 SP:Iteration 5F (13.344355 sec): 3 clusters Score: Raw -4117.629945 + Penalty 353.514816 = -3764.115129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.344817 sec): 2 clusters Score: Raw -202.227956 + Penalty 118.289560 = -83.938396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345036 sec): 3 clusters Score: Raw -201.930556 + Penalty 234.516751 = 32.586195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.345480 sec): 2 clusters Score: Raw -69.871170 + Penalty 41.944111 = -27.927060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345671 sec): 2 clusters Score: Raw -69.871170 + Penalty 41.944111 = -27.927060 nChanged 0 Deleting Class 53 (5 points): Lose 20.694777 but Gain 621.784153 Iteration 119Q (13.384391 sec): 24 clusters Score: Raw -298372.895778 + Penalty 11920.387004 = -286452.508775 nChanged 10 Deleting Class 38 (37 points): Lose 214.812308 but Gain 809.362219 Iteration 120F (13.508000 sec): 23 clusters Score: Raw -298168.336748 + Penalty 11130.848906 = -287037.487842 nChanged 41 Deleting Class 107 (6 points): Lose 26.599586 but Gain 613.900956 Iteration 121Q (13.538751 sec): 22 clusters Score: Raw -298209.516751 + Penalty 10518.633106 = -287690.883645 nChanged 42 Deleting Class 22 (22 points): Lose 85.114829 but Gain 640.073036 Iteration 122Q (13.568628 sec): 21 clusters Score: Raw -298141.340763 + Penalty 9868.222807 = -288273.117956 nChanged 50 Deleting Class 52 (5 points): Lose 31.584345 but Gain 586.199664 Iteration 123Q (13.598536 sec): 20 clusters Score: Raw -298152.869602 + Penalty 9291.373011 = -288861.496591 nChanged 25 Deleting Class 138 (2 points): Lose 37.074676 but Gain 562.700281 Iteration 124Q (13.628537 sec): 19 clusters Score: Raw -298127.803708 + Penalty 8727.057102 = -289400.746607 nChanged 13 Deleting Class 27 (15 points): Lose 61.356332 but Gain 568.285414 Iteration 125Q (13.657734 sec): 18 clusters Score: Raw -298075.193401 + Penalty 8158.017873 = -289917.175528 nChanged 25 Deleting Class 12 (136 points): Lose 480.092614 but Gain 984.565239 Iteration 126Q (13.687142 sec): 17 clusters Score: Raw -297618.937124 + Penalty 7205.940132 = -290412.996992 nChanged 144 Deleting Class 71 (3 points): Lose 13.667866 but Gain 515.492918 Iteration 127Q (13.716757 sec): 16 clusters Score: Raw -297893.833677 + Penalty 6690.518487 = -291203.315190 nChanged 56 Deleting Class 19 (57 points): Lose 172.854006 but Gain 573.752584 Iteration 128Q (13.744825 sec): 15 clusters Score: Raw -297743.484873 + Penalty 6118.007336 = -291625.477537 nChanged 90 Deleting Class 18 (12 points): Lose 39.056645 but Gain 297.200092 Iteration 129Q (13.773131 sec): 14 clusters Score: Raw -297811.410182 + Penalty 5827.217887 = -291984.192295 nChanged 66 Deleting Class 36 (152 points): Lose 1296.041264 but Gain 1430.786517 Iteration 130F (13.848198 sec): 13 clusters Score: Raw -296545.625394 + Penalty 5940.989614 = -290604.635780 nChanged 190 Iteration 131F (13.917870 sec): 13 clusters Score: Raw -297281.963280 + Penalty 4457.369100 = -292824.594180 nChanged 70 Iteration 132Q (13.945898 sec): 13 clusters Score: Raw -297319.435863 + Penalty 4465.107131 = -292854.328733 nChanged 49 Iteration 133Q (13.974066 sec): 13 clusters Score: Raw -297338.226826 + Penalty 4468.379601 = -292869.847225 nChanged 52 Iteration 134Q (14.002661 sec): 13 clusters Score: Raw -297356.256739 + Penalty 4477.224474 = -292879.032265 nChanged 45 Iteration 135Q (14.030562 sec): 13 clusters Score: Raw -297369.798070 + Penalty 4481.396696 = -292888.401373 nChanged 35 Iteration 136Q (14.059046 sec): 13 clusters Score: Raw -297381.225644 + Penalty 4485.058881 = -292896.166763 nChanged 36 Iteration 137Q (14.086804 sec): 13 clusters Score: Raw -297395.272212 + Penalty 4491.076134 = -292904.196078 nChanged 38 Iteration 138Q (14.114706 sec): 13 clusters Score: Raw -297408.946077 + Penalty 4497.504587 = -292911.441490 nChanged 40 Iteration 139Q (14.141480 sec): 13 clusters Score: Raw -297426.292762 + Penalty 4502.794151 = -292923.498611 nChanged 37 Iteration 140F (14.210861 sec): 13 clusters Score: Raw -297440.136435 + Penalty 4506.008045 = -292934.128390 nChanged 29 Iteration 141Q (14.238183 sec): 13 clusters Score: Raw -297448.821598 + Penalty 4508.733619 = -292940.087979 nChanged 26 Iteration 142Q (14.265595 sec): 13 clusters Score: Raw -297455.167682 + Penalty 4511.816181 = -292943.351501 nChanged 15 Iteration 143Q (14.292438 sec): 13 clusters Score: Raw -297459.096050 + Penalty 4514.302216 = -292944.793834 nChanged 16 Iteration 144Q (14.319507 sec): 13 clusters Score: Raw -297462.901968 + Penalty 4514.035746 = -292948.866222 nChanged 9 Iteration 145Q (14.346681 sec): 13 clusters Score: Raw -297464.481812 + Penalty 4513.996611 = -292950.485202 nChanged 8 Iteration 146Q (14.375093 sec): 13 clusters Score: Raw -297465.775208 + Penalty 4513.967294 = -292951.807913 nChanged 9 Iteration 147Q (14.403093 sec): 13 clusters Score: Raw -297468.355516 + Penalty 4515.599286 = -292952.756230 nChanged 13 Iteration 148Q (14.430929 sec): 13 clusters Score: Raw -297471.055786 + Penalty 4518.138011 = -292952.917775 nChanged 15 Iteration 149Q (14.458869 sec): 13 clusters Score: Raw -297475.358170 + Penalty 4521.652908 = -292953.705262 nChanged 22 Iteration 150F (14.529329 sec): 13 clusters Score: Raw -297482.070296 + Penalty 4525.097188 = -292956.973108 nChanged 21 Iteration 151Q (14.557405 sec): 13 clusters Score: Raw -297489.661268 + Penalty 4528.010096 = -292961.651171 nChanged 29 Iteration 152Q (14.585782 sec): 13 clusters Score: Raw -297501.890109 + Penalty 4532.175248 = -292969.714861 nChanged 31 Iteration 153Q (14.613716 sec): 13 clusters Score: Raw -297517.394991 + Penalty 4537.319803 = -292980.075189 nChanged 42 Iteration 154Q (14.641755 sec): 13 clusters Score: Raw -297532.227717 + Penalty 4542.973449 = -292989.254268 nChanged 37 Iteration 155Q (14.669936 sec): 13 clusters Score: Raw -297543.875313 + Penalty 4548.223943 = -292995.651370 nChanged 29 Iteration 156Q (14.697799 sec): 13 clusters Score: Raw -297552.169830 + Penalty 4553.036281 = -292999.133549 nChanged 27 Iteration 157Q (14.725773 sec): 13 clusters Score: Raw -297562.014187 + Penalty 4559.625411 = -293002.388776 nChanged 32 Iteration 158Q (14.753491 sec): 13 clusters Score: Raw -297570.036494 + Penalty 4562.789476 = -293007.247019 nChanged 19 Iteration 159Q (14.781650 sec): 13 clusters Score: Raw -297574.595130 + Penalty 4564.908457 = -293009.686673 nChanged 19 Iteration 160F (14.851240 sec): 13 clusters Score: Raw -297578.558441 + Penalty 4567.800646 = -293010.757795 nChanged 14 Iteration 161Q (14.879538 sec): 13 clusters Score: Raw -297581.451037 + Penalty 4570.443600 = -293011.007437 nChanged 14 Iteration 162Q (14.907275 sec): 13 clusters Score: Raw -297584.701780 + Penalty 4572.354150 = -293012.347630 nChanged 14 Iteration 163Q (14.935322 sec): 13 clusters Score: Raw -297588.419306 + Penalty 4573.629959 = -293014.789347 nChanged 19 Iteration 164Q (14.963001 sec): 13 clusters Score: Raw -297591.604124 + Penalty 4572.430510 = -293019.173614 nChanged 12 Iteration 165Q (14.991334 sec): 13 clusters Score: Raw -297594.126730 + Penalty 4573.662709 = -293020.464021 nChanged 10 Iteration 166Q (15.021300 sec): 13 clusters Score: Raw -297596.396137 + Penalty 4575.418915 = -293020.977223 nChanged 9 Iteration 167Q (15.049424 sec): 13 clusters Score: Raw -297598.739994 + Penalty 4575.764790 = -293022.975203 nChanged 5 Iteration 168Q (15.077062 sec): 13 clusters Score: Raw -297599.847678 + Penalty 4575.883855 = -293023.963823 nChanged 3 Iteration 169Q (15.104649 sec): 13 clusters Score: Raw -297600.225143 + Penalty 4576.577094 = -293023.648049 nChanged 4 Iteration 170F (15.174315 sec): 13 clusters Score: Raw -297601.137265 + Penalty 4577.233515 = -293023.903750 nChanged 2 Iteration 171Q (15.202485 sec): 13 clusters Score: Raw -297601.955833 + Penalty 4578.658444 = -293023.297389 nChanged 6 Iteration 172F (15.272250 sec): 13 clusters Score: Raw -297604.026053 + Penalty 4580.712435 = -293023.313619 nChanged 9 Iteration 173Q (15.300474 sec): 13 clusters Score: Raw -297609.112977 + Penalty 4581.330574 = -293027.782402 nChanged 11 Iteration 174Q (15.328506 sec): 13 clusters Score: Raw -297611.334337 + Penalty 4582.186695 = -293029.147642 nChanged 5 Iteration 175Q (15.356299 sec): 13 clusters Score: Raw -297612.308535 + Penalty 4582.444980 = -293029.863554 nChanged 1 Iteration 176Q (15.384298 sec): 13 clusters Score: Raw -297612.598505 + Penalty 4582.725327 = -293029.873179 nChanged 1 Iteration 177Q (15.412065 sec): 13 clusters Score: Raw -297612.724563 + Penalty 4583.227556 = -293029.497007 nChanged 2 Iteration 178F (15.481728 sec): 13 clusters Score: Raw -297612.955366 + Penalty 4583.227556 = -293029.727810 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 -297612.955366 + Penalty 4583.227556 = -293029.727810Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.507013 sec): 2 clusters Score: Raw -35691.278211 + Penalty 93.661286 = -35597.616925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.509199 sec): 3 clusters Score: Raw -34953.196811 + Penalty 189.319560 = -34763.877251 nChanged 541 SP:Iteration 1F (15.511343 sec): 3 clusters Score: Raw -35333.141658 + Penalty 198.630152 = -35134.511507 nChanged 109 SP:Iteration 2F (15.513528 sec): 3 clusters Score: Raw -35435.409341 + Penalty 207.343816 = -35228.065526 nChanged 65 SP:Iteration 3F (15.515718 sec): 3 clusters Score: Raw -35548.278597 + Penalty 213.136583 = -35335.142014 nChanged 39 SP:Iteration 4Q (15.517787 sec): 3 clusters Score: Raw -35594.582551 + Penalty 215.961814 = -35378.620736 nChanged 23 SP:Iteration 5Q (15.519800 sec): 3 clusters Score: Raw -35611.185791 + Penalty 217.436619 = -35393.749172 nChanged 13 SP:Iteration 6Q (15.521769 sec): 3 clusters Score: Raw -35617.290784 + Penalty 218.329590 = -35398.961194 nChanged 17 SP:Iteration 7Q (15.523680 sec): 3 clusters Score: Raw -35627.501997 + Penalty 220.853091 = -35406.648906 nChanged 17 SP:Iteration 8Q (15.525571 sec): 3 clusters Score: Raw -35637.730989 + Penalty 223.917806 = -35413.813183 nChanged 14 SP:Iteration 9Q (15.527438 sec): 3 clusters Score: Raw -35646.109750 + Penalty 230.071883 = -35416.037867 nChanged 18 SP:Iteration 10F (15.529573 sec): 3 clusters Score: Raw -35656.339824 + Penalty 235.595328 = -35420.744496 nChanged 19 SP:Iteration 11Q (15.531438 sec): 3 clusters Score: Raw -35669.207768 + Penalty 240.802289 = -35428.405479 nChanged 13 SP:Iteration 12Q (15.533251 sec): 3 clusters Score: Raw -35676.213593 + Penalty 244.016887 = -35432.196706 nChanged 10 SP:Iteration 13Q (15.535051 sec): 3 clusters Score: Raw -35681.533419 + Penalty 254.853975 = -35426.679445 nChanged 10 SP:Iteration 14F (15.537194 sec): 3 clusters Score: Raw -35685.234757 + Penalty 252.712994 = -35432.521764 nChanged 6 SP:Iteration 15Q (15.538978 sec): 3 clusters Score: Raw -35688.544605 + Penalty 260.559692 = -35427.984913 nChanged 6 SP:Iteration 16F (15.541118 sec): 3 clusters Score: Raw -35689.538187 + Penalty 254.942545 = -35434.595642 nChanged 5 SP:Iteration 17Q (15.542959 sec): 3 clusters Score: Raw -35690.893442 + Penalty 260.527189 = -35430.366254 nChanged 4 SP:Iteration 18F (15.545149 sec): 3 clusters Score: Raw -35691.636951 + Penalty 258.172560 = -35433.464391 nChanged 3 SP:Iteration 19Q (15.546927 sec): 3 clusters Score: Raw -35693.087707 + Penalty 259.805867 = -35433.281839 nChanged 1 SP:Iteration 20F (15.549063 sec): 3 clusters Score: Raw -35693.062444 + Penalty 260.443550 = -35432.618894 nChanged 1 SP:Iteration 21F (15.551265 sec): 3 clusters Score: Raw -35693.161414 + Penalty 260.443550 = -35432.717864 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 2 (4344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.570925 sec): 2 clusters Score: Raw -123186.028583 + Penalty 264.638271 = -122921.390312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.578945 sec): 3 clusters Score: Raw -120325.954828 + Penalty 566.829527 = -119759.125301 nChanged 1992 SP:Iteration 1F (15.587117 sec): 3 clusters Score: Raw -121690.422554 + Penalty 655.297094 = -121035.125461 nChanged 752 SP:Iteration 2F (15.595071 sec): 3 clusters Score: Raw -122476.768584 + Penalty 724.703144 = -121752.065441 nChanged 366 SP:Iteration 3F (15.602946 sec): 3 clusters Score: Raw -122845.527322 + Penalty 768.459611 = -122077.067711 nChanged 200 SP:Iteration 4Q (15.610430 sec): 3 clusters Score: Raw -123036.597139 + Penalty 812.169920 = -122224.427219 nChanged 107 SP:Iteration 5Q (15.617357 sec): 3 clusters Score: Raw -123138.520146 + Penalty 834.216581 = -122304.303565 nChanged 49 SP:Iteration 6Q (15.624071 sec): 3 clusters Score: Raw -123183.370198 + Penalty 865.805416 = -122317.564782 nChanged 22 SP:Iteration 7Q (15.630397 sec): 3 clusters Score: Raw -123203.868489 + Penalty 884.708870 = -122319.159619 nChanged 11 SP:Iteration 8Q (15.636613 sec): 3 clusters Score: Raw -123216.411489 + Penalty 951.924608 = -122264.486880 nChanged 7 SP:Iteration 9F (15.644575 sec): 3 clusters Score: Raw -123228.780784 + Penalty 1026.942070 = -122201.838714 nChanged 5 SP:Iteration 10F (15.652515 sec): 3 clusters Score: Raw -123246.932778 + Penalty 1026.942070 = -122219.990708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.657844 sec): 2 clusters Score: Raw -30227.130758 + Penalty 830.903678 = -29396.227081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.659816 sec): 3 clusters Score: Raw -29799.707358 + Penalty 1678.821491 = -28120.885867 nChanged 332 SP:Iteration 1F (15.661755 sec): 3 clusters Score: Raw -30204.470845 + Penalty 1703.250863 = -28501.219982 nChanged 130 SP:Iteration 2F (15.663689 sec): 3 clusters Score: Raw -30384.719571 + Penalty 1722.006404 = -28662.713167 nChanged 70 SP:Iteration 3F (15.665628 sec): 3 clusters Score: Raw -30479.765301 + Penalty 1737.619070 = -28742.146232 nChanged 46 SP:Iteration 4Q (15.667558 sec): 3 clusters Score: Raw -30526.459023 + Penalty 1742.675339 = -28783.783684 nChanged 19 SP:Iteration 5Q (15.669517 sec): 3 clusters Score: Raw -30545.422233 + Penalty 1747.793812 = -28797.628421 nChanged 12 SP:Iteration 6Q (15.671458 sec): 3 clusters Score: Raw -30559.747703 + Penalty 1750.782621 = -28808.965082 nChanged 10 SP:Iteration 7Q (15.673396 sec): 3 clusters Score: Raw -30566.978865 + Penalty 1751.165600 = -28815.813265 nChanged 1 SP:Iteration 8Q (15.675287 sec): 3 clusters Score: Raw -30567.371965 + Penalty 1751.281852 = -28816.090113 nChanged 1 SP:Iteration 9Q (15.677192 sec): 3 clusters Score: Raw -30568.070917 + Penalty 1751.281852 = -28816.789064 nChanged 0 SP:Iteration 10F (15.679122 sec): 3 clusters Score: Raw -30568.070917 + Penalty 1751.281852 = -28816.789064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.679924 sec): 2 clusters Score: Raw -3775.804877 + Penalty 43.255839 = -3732.549037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.680368 sec): 3 clusters Score: Raw -3705.443845 + Penalty 90.410084 = -3615.033761 nChanged 51 SP:Iteration 1F (15.680798 sec): 3 clusters Score: Raw -3738.884779 + Penalty 89.074183 = -3649.810596 nChanged 5 SP:Iteration 2Q (15.681228 sec): 3 clusters Score: Raw -3742.218656 + Penalty 88.092838 = -3654.125818 nChanged 6 SP:Iteration 3Q (15.681654 sec): 3 clusters Score: Raw -3746.952563 + Penalty 87.397475 = -3659.555088 nChanged 5 SP:Iteration 4Q (15.682082 sec): 3 clusters Score: Raw -3759.844545 + Penalty 87.739435 = -3672.105110 nChanged 3 SP:Iteration 5Q (15.682510 sec): 3 clusters Score: Raw -3770.177686 + Penalty 88.240054 = -3681.937632 nChanged 4 SP:Iteration 6Q (15.682948 sec): 3 clusters Score: Raw -3772.951574 + Penalty 87.861424 = -3685.090149 nChanged 1 SP:Iteration 7Q (15.683374 sec): 3 clusters Score: Raw -3773.056671 + Penalty 87.861424 = -3685.195247 nChanged 0 SP:Iteration 8F (15.683809 sec): 3 clusters Score: Raw -3773.056671 + Penalty 87.861424 = -3685.195247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.686333 sec): 2 clusters Score: Raw -20880.171124 + Penalty 415.400914 = -20464.770210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.687748 sec): 3 clusters Score: Raw -20538.043731 + Penalty 831.502417 = -19706.541314 nChanged 213 SP:Iteration 1F (15.689135 sec): 3 clusters Score: Raw -20696.910341 + Penalty 842.854861 = -19854.055480 nChanged 73 SP:Iteration 2F (15.690520 sec): 3 clusters Score: Raw -20772.239491 + Penalty 865.330355 = -19906.909136 nChanged 45 SP:Iteration 3F (15.691902 sec): 3 clusters Score: Raw -20818.168957 + Penalty 905.273554 = -19912.895403 nChanged 36 SP:Iteration 4F (15.693284 sec): 3 clusters Score: Raw -20867.434953 + Penalty 947.491180 = -19919.943773 nChanged 24 SP:Iteration 5Q (15.694628 sec): 3 clusters Score: Raw -20902.594951 + Penalty 973.663844 = -19928.931107 nChanged 11 SP:Iteration 6Q (15.695915 sec): 3 clusters Score: Raw -20917.607099 + Penalty 988.602043 = -19929.005056 nChanged 5 SP:Iteration 7Q (15.697133 sec): 3 clusters Score: Raw -20922.330640 + Penalty 988.939348 = -19933.391292 nChanged 1 SP:Iteration 8Q (15.698338 sec): 3 clusters Score: Raw -20924.131994 + Penalty 988.939348 = -19935.192646 nChanged 0 SP:Iteration 9F (15.699665 sec): 3 clusters Score: Raw -20924.131994 + Penalty 988.939348 = -19935.192646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.701273 sec): 2 clusters Score: Raw -13565.980231 + Penalty 46.378894 = -13519.601338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.702304 sec): 3 clusters Score: Raw -13280.161559 + Penalty 95.706762 = -13184.454797 nChanged 211 SP:Iteration 1F (15.703317 sec): 3 clusters Score: Raw -13388.114237 + Penalty 97.137444 = -13290.976793 nChanged 44 SP:Iteration 2F (15.704330 sec): 3 clusters Score: Raw -13432.945776 + Penalty 102.741141 = -13330.204635 nChanged 50 SP:Iteration 3F (15.705342 sec): 3 clusters Score: Raw -13493.323506 + Penalty 125.718977 = -13367.604529 nChanged 43 SP:Iteration 4F (15.706391 sec): 3 clusters Score: Raw -13551.850615 + Penalty 249.997724 = -13301.852891 nChanged 15 SP:Iteration 5F (15.707401 sec): 3 clusters Score: Raw -13575.676469 + Penalty 259.733432 = -13315.943037 nChanged 2 SP:Iteration 6Q (15.708236 sec): 3 clusters Score: Raw -13579.222335 + Penalty 232.211546 = -13347.010789 nChanged 1 SP:Iteration 7Q (15.709065 sec): 3 clusters Score: Raw -13584.153453 + Penalty 209.837615 = -13374.315838 nChanged 1 SP:Iteration 8Q (15.709888 sec): 3 clusters Score: Raw -13584.702279 + Penalty 209.837615 = -13374.864664 nChanged 0 SP:Iteration 9F (15.710897 sec): 3 clusters Score: Raw -13584.702279 + Penalty 209.837615 = -13374.864664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.711720 sec): 2 clusters Score: Raw -2625.242202 + Penalty 41.273919 = -2583.968283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.712096 sec): 3 clusters Score: Raw -2574.707744 + Penalty 83.442321 = -2491.265423 nChanged 34 SP:Iteration 1F (15.712464 sec): 3 clusters Score: Raw -2597.510916 + Penalty 82.870675 = -2514.640240 nChanged 11 SP:Iteration 2F (15.712831 sec): 3 clusters Score: Raw -2607.034477 + Penalty 83.185718 = -2523.848759 nChanged 9 SP:Iteration 3F (15.713198 sec): 3 clusters Score: Raw -2615.006931 + Penalty 82.719017 = -2532.287913 nChanged 5 SP:Iteration 4F (15.713565 sec): 3 clusters Score: Raw -2618.580976 + Penalty 82.229321 = -2536.351655 nChanged 7 SP:Iteration 5F (15.713952 sec): 3 clusters Score: Raw -2624.057399 + Penalty 81.782866 = -2542.274533 nChanged 4 SP:Iteration 6Q (15.714314 sec): 3 clusters Score: Raw -2626.571799 + Penalty 81.921954 = -2544.649846 nChanged 1 SP:Iteration 7Q (15.714676 sec): 3 clusters Score: Raw -2627.021588 + Penalty 82.094455 = -2544.927133 nChanged 1 SP:Iteration 8Q (15.715060 sec): 3 clusters Score: Raw -2627.224947 + Penalty 82.094455 = -2545.130492 nChanged 0 SP:Iteration 9F (15.715430 sec): 3 clusters Score: Raw -2627.224947 + Penalty 82.094455 = -2545.130492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.716902 sec): 2 clusters Score: Raw -6947.207422 + Penalty 54.858754 = -6892.348668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.717556 sec): 3 clusters Score: Raw -6808.902234 + Penalty 109.854510 = -6699.047724 nChanged 94 SP:Iteration 1F (15.718195 sec): 3 clusters Score: Raw -6868.375430 + Penalty 108.818402 = -6759.557028 nChanged 18 SP:Iteration 2F (15.718833 sec): 3 clusters Score: Raw -6877.135288 + Penalty 108.298355 = -6768.836933 nChanged 13 SP:Iteration 3F (15.719471 sec): 3 clusters Score: Raw -6881.286218 + Penalty 107.736283 = -6773.549935 nChanged 3 SP:Iteration 4Q (15.720103 sec): 3 clusters Score: Raw -6881.908028 + Penalty 107.736283 = -6774.171745 nChanged 0 SP:Iteration 5F (15.720719 sec): 3 clusters Score: Raw -6881.908028 + Penalty 107.736283 = -6774.171745 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.724258 sec): 2 clusters Score: Raw -33251.386290 + Penalty 631.172538 = -32620.213752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.726083 sec): 3 clusters Score: Raw -32811.813899 + Penalty 1263.298547 = -31548.515352 nChanged 263 SP:Iteration 1F (15.727862 sec): 3 clusters Score: Raw -32962.842323 + Penalty 1263.929695 = -31698.912628 nChanged 75 SP:Iteration 2F (15.729642 sec): 3 clusters Score: Raw -33013.616565 + Penalty 1264.885697 = -31748.730868 nChanged 52 SP:Iteration 3F (15.731417 sec): 3 clusters Score: Raw -33046.361722 + Penalty 1266.351153 = -31780.010569 nChanged 32 SP:Iteration 4Q (15.733198 sec): 3 clusters Score: Raw -33062.697276 + Penalty 1266.020511 = -31796.676765 nChanged 19 SP:Iteration 5Q (15.735013 sec): 3 clusters Score: Raw -33073.571635 + Penalty 1267.146664 = -31806.424971 nChanged 18 SP:Iteration 6Q (15.736798 sec): 3 clusters Score: Raw -33082.933321 + Penalty 1269.132342 = -31813.800978 nChanged 13 SP:Iteration 7Q (15.738578 sec): 3 clusters Score: Raw -33092.553213 + Penalty 1271.723408 = -31820.829805 nChanged 18 SP:Iteration 8Q (15.740415 sec): 3 clusters Score: Raw -33103.945296 + Penalty 1272.822660 = -31831.122637 nChanged 13 SP:Iteration 9Q (15.742248 sec): 3 clusters Score: Raw -33111.093694 + Penalty 1273.922991 = -31837.170703 nChanged 20 SP:Iteration 10F (15.744062 sec): 3 clusters Score: Raw -33124.062781 + Penalty 1273.973429 = -31850.089352 nChanged 13 SP:Iteration 11Q (15.745892 sec): 3 clusters Score: Raw -33131.890559 + Penalty 1273.324429 = -31858.566130 nChanged 12 SP:Iteration 12Q (15.747722 sec): 3 clusters Score: Raw -33139.508193 + Penalty 1276.443998 = -31863.064195 nChanged 9 SP:Iteration 13Q (15.749503 sec): 3 clusters Score: Raw -33143.183073 + Penalty 1277.159941 = -31866.023132 nChanged 4 SP:Iteration 14Q (15.751277 sec): 3 clusters Score: Raw -33146.034719 + Penalty 1278.079335 = -31867.955384 nChanged 3 SP:Iteration 15Q (15.753048 sec): 3 clusters Score: Raw -33147.542108 + Penalty 1279.465450 = -31868.076658 nChanged 4 SP:Iteration 16Q (15.754846 sec): 3 clusters Score: Raw -33149.075872 + Penalty 1281.531437 = -31867.544435 nChanged 6 SP:Iteration 17F (15.756632 sec): 3 clusters Score: Raw -33152.373271 + Penalty 1284.093564 = -31868.279707 nChanged 9 SP:Iteration 18Q (15.758443 sec): 3 clusters Score: Raw -33157.891972 + Penalty 1287.024928 = -31870.867045 nChanged 12 SP:Iteration 19Q (15.760248 sec): 3 clusters Score: Raw -33168.775163 + Penalty 1294.010344 = -31874.764819 nChanged 10 SP:Iteration 20F (15.762014 sec): 3 clusters Score: Raw -33179.094299 + Penalty 1298.428459 = -31880.665840 nChanged 10 SP:Iteration 21Q (15.763772 sec): 3 clusters Score: Raw -33187.924014 + Penalty 1306.741802 = -31881.182212 nChanged 11 SP:Iteration 22Q (15.765520 sec): 3 clusters Score: Raw -33196.186794 + Penalty 1312.700489 = -31883.486305 nChanged 11 SP:Iteration 23Q (15.767358 sec): 3 clusters Score: Raw -33206.191696 + Penalty 1318.577421 = -31887.614275 nChanged 16 SP:Iteration 24Q (15.769174 sec): 3 clusters Score: Raw -33227.335979 + Penalty 1324.545571 = -31902.790408 nChanged 10 SP:Iteration 25Q (15.770931 sec): 3 clusters Score: Raw -33241.645120 + Penalty 1332.047859 = -31909.597261 nChanged 13 SP:Iteration 26Q (15.772647 sec): 3 clusters Score: Raw -33257.789371 + Penalty 1336.949730 = -31920.839642 nChanged 7 SP:Iteration 27Q (15.774377 sec): 3 clusters Score: Raw -33266.706439 + Penalty 1342.472934 = -31924.233505 nChanged 7 SP:Iteration 28Q (15.776094 sec): 3 clusters Score: Raw -33273.306804 + Penalty 1344.596185 = -31928.710618 nChanged 5 SP:Iteration 29Q (15.777750 sec): 3 clusters Score: Raw -33275.590161 + Penalty 1347.923791 = -31927.666370 nChanged 5 SP:Iteration 30F (15.779553 sec): 3 clusters Score: Raw -33281.897605 + Penalty 1348.748193 = -31933.149412 nChanged 3 SP:Iteration 31Q (15.781200 sec): 3 clusters Score: Raw -33286.177459 + Penalty 1347.910936 = -31938.266523 nChanged 1 SP:Iteration 32Q (15.782833 sec): 3 clusters Score: Raw -33288.576946 + Penalty 1346.868938 = -31941.708008 nChanged 1 SP:Iteration 33Q (15.784464 sec): 3 clusters Score: Raw -33289.614414 + Penalty 1346.868938 = -31942.745476 nChanged 0 SP:Iteration 34F (15.786330 sec): 3 clusters Score: Raw -33289.614414 + Penalty 1346.868938 = -31942.745476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.794836 sec): 2 clusters Score: Raw -51544.914394 + Penalty 595.855910 = -50949.058485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.797991 sec): 3 clusters Score: Raw -50596.739089 + Penalty 1192.616578 = -49404.122511 nChanged 632 SP:Iteration 1F (15.801031 sec): 3 clusters Score: Raw -50904.820580 + Penalty 1202.993718 = -49701.826861 nChanged 239 SP:Iteration 2F (15.804030 sec): 3 clusters Score: Raw -51119.342937 + Penalty 1226.969141 = -49892.373796 nChanged 188 SP:Iteration 3F (15.807018 sec): 3 clusters Score: Raw -51305.578655 + Penalty 1256.667842 = -50048.910813 nChanged 129 SP:Iteration 4F (15.810013 sec): 3 clusters Score: Raw -51425.369002 + Penalty 1280.570064 = -50144.798937 nChanged 90 SP:Iteration 5F (15.812985 sec): 3 clusters Score: Raw -51492.423547 + Penalty 1299.715860 = -50192.707686 nChanged 56 SP:Iteration 6Q (15.815988 sec): 3 clusters Score: Raw -51536.294029 + Penalty 1323.015420 = -50213.278609 nChanged 50 SP:Iteration 7Q (15.819045 sec): 3 clusters Score: Raw -51572.671455 + Penalty 1333.934677 = -50238.736778 nChanged 31 SP:Iteration 8Q (15.821990 sec): 3 clusters Score: Raw -51593.691763 + Penalty 1342.392782 = -50251.298982 nChanged 23 SP:Iteration 9Q (15.824881 sec): 3 clusters Score: Raw -51612.242073 + Penalty 1351.843529 = -50260.398544 nChanged 22 SP:Iteration 10F (15.827854 sec): 3 clusters Score: Raw -51629.556074 + Penalty 1358.658204 = -50270.897870 nChanged 21 SP:Iteration 11Q (15.830690 sec): 3 clusters Score: Raw -51641.206625 + Penalty 1362.659833 = -50278.546791 nChanged 13 SP:Iteration 12Q (15.833496 sec): 3 clusters Score: Raw -51646.921065 + Penalty 1366.545614 = -50280.375450 nChanged 10 SP:Iteration 13Q (15.836313 sec): 3 clusters Score: Raw -51651.628344 + Penalty 1372.861456 = -50278.766888 nChanged 13 SP:Iteration 14F (15.839370 sec): 3 clusters Score: Raw -51657.270600 + Penalty 1378.442450 = -50278.828150 nChanged 14 SP:Iteration 15Q (15.842160 sec): 3 clusters Score: Raw -51662.718344 + Penalty 1380.383898 = -50282.334446 nChanged 6 SP:Iteration 16Q (15.845073 sec): 3 clusters Score: Raw -51664.348352 + Penalty 1381.948167 = -50282.400184 nChanged 4 SP:Iteration 17Q (15.847928 sec): 3 clusters Score: Raw -51666.039585 + Penalty 1382.666308 = -50283.373277 nChanged 7 SP:Iteration 18Q (15.850730 sec): 3 clusters Score: Raw -51671.373292 + Penalty 1383.675830 = -50287.697463 nChanged 9 SP:Iteration 19Q (15.853497 sec): 3 clusters Score: Raw -51678.374529 + Penalty 1394.052146 = -50284.322383 nChanged 11 SP:Iteration 20F (15.856515 sec): 3 clusters Score: Raw -51683.917207 + Penalty 1401.722007 = -50282.195200 nChanged 8 SP:Iteration 21F (15.859581 sec): 3 clusters Score: Raw -51688.898952 + Penalty 1401.579806 = -50287.319146 nChanged 7 SP:Iteration 22Q (15.862337 sec): 3 clusters Score: Raw -51691.198612 + Penalty 1401.899866 = -50289.298746 nChanged 4 SP:Iteration 23Q (15.865068 sec): 3 clusters Score: Raw -51692.758298 + Penalty 1404.404512 = -50288.353786 nChanged 4 SP:Iteration 24F (15.868066 sec): 3 clusters Score: Raw -51695.493625 + Penalty 1404.635376 = -50290.858249 nChanged 3 SP:Iteration 25Q (15.870881 sec): 3 clusters Score: Raw -51696.728983 + Penalty 1405.224718 = -50291.504265 nChanged 1 SP:Iteration 26Q (15.873648 sec): 3 clusters Score: Raw -51697.437875 + Penalty 1405.224718 = -50292.213157 nChanged 0 SP:Iteration 27F (15.876637 sec): 3 clusters Score: Raw -51697.437875 + Penalty 1405.224718 = -50292.213157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.880155 sec): 2 clusters Score: Raw -2560.481548 + Penalty 75.411200 = -2485.070349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.880548 sec): 3 clusters Score: Raw -2524.547463 + Penalty 148.915427 = -2375.632036 nChanged 31 SP:Iteration 1F (15.880929 sec): 3 clusters Score: Raw -2557.054195 + Penalty 152.980165 = -2404.074030 nChanged 5 SP:Iteration 2F (15.881301 sec): 3 clusters Score: Raw -2559.434408 + Penalty 154.795827 = -2404.638581 nChanged 1 SP:Iteration 3Q (15.881668 sec): 3 clusters Score: Raw -2559.646813 + Penalty 154.795827 = -2404.850986 nChanged 0 SP:Iteration 4F (15.882038 sec): 3 clusters Score: Raw -2559.646813 + Penalty 154.795827 = -2404.850986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.883292 sec): 2 clusters Score: Raw -4626.424986 + Penalty 202.015031 = -4424.409955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.883835 sec): 3 clusters Score: Raw -4559.836542 + Penalty 400.040590 = -4159.795953 nChanged 56 SP:Iteration 1F (15.884367 sec): 3 clusters Score: Raw -4639.481694 + Penalty 405.895306 = -4233.586388 nChanged 16 SP:Iteration 2F (15.884899 sec): 3 clusters Score: Raw -4667.438391 + Penalty 413.027021 = -4254.411370 nChanged 8 SP:Iteration 3Q (15.885417 sec): 3 clusters Score: Raw -4677.543287 + Penalty 420.829902 = -4256.713386 nChanged 3 SP:Iteration 4Q (15.885934 sec): 3 clusters Score: Raw -4679.916726 + Penalty 430.855083 = -4249.061643 nChanged 4 SP:Iteration 5F (15.886465 sec): 3 clusters Score: Raw -4687.892954 + Penalty 436.330218 = -4251.562735 nChanged 1 SP:Iteration 6Q (15.886973 sec): 3 clusters Score: Raw -4689.184204 + Penalty 439.861106 = -4249.323098 nChanged 2 SP:Iteration 7F (15.887502 sec): 3 clusters Score: Raw -4691.659286 + Penalty 439.861106 = -4251.798180 nChanged 0 Time taken for this iteration:15.589013 seconds. 300->13 Clusters: Score -293029.727810, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 179 (time per iteration =88.830888 ms) Total iterations: 1059 (time per iteration =15.014853 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1661680000.000000 (time per metric unit =9.569068ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41542000000.000000 (time per metric unit=382.762722ps) That took 15.900729 seconds. FileBase PeterP-2014-02-27_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 0.25 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 17917 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 17917 points ------ Starting initial clusters from distinct float masks Not enough masks (151) to generate starting clusters (300), so starting with (152) clusters instead. Assigned 152 initial classes from 151 unique masks. Deleting Class 129 (1 points): Lose 6.712401 but Gain 1576.454412 Iteration 0F (1.756017 sec): 151 clusters Score: Raw -511694.723475 + Penalty 131602.597464 = -380092.126011 nChanged 2927 Deleting Class 136 (1 points): Lose 9.700522 but Gain 1523.859549 Iteration 1F (2.996630 sec): 147 clusters Score: Raw -517614.705518 + Penalty 130311.098121 = -387303.607396 nChanged 718 Deleting Class 140 (1 points): Lose 20.522431 but Gain 1518.027977 Iteration 2Q (3.129481 sec): 146 clusters Score: Raw -518689.846734 + Penalty 128728.296781 = -389961.549953 nChanged 396 Deleting Class 135 (1 points): Lose 5.511370 but Gain 1425.284803 Iteration 3Q (3.232414 sec): 145 clusters Score: Raw -519274.650213 + Penalty 127256.380405 = -392018.269808 nChanged 275 Deleting Class 76 (1 points): Lose 4.355551 but Gain 1412.076538 Iteration 4Q (3.325665 sec): 144 clusters Score: Raw -519539.846298 + Penalty 126073.943073 = -393465.903226 nChanged 209 Deleting Class 115 (1 points): Lose 9.659878 but Gain 1410.451015 Iteration 5Q (3.413428 sec): 143 clusters Score: Raw -519719.041130 + Penalty 124823.319327 = -394895.721803 nChanged 168 Deleting Class 74 (5 points): Lose 104.970687 but Gain 1480.616966 Iteration 6Q (3.499045 sec): 142 clusters Score: Raw -519742.285442 + Penalty 123633.802977 = -396108.482465 nChanged 134 Deleting Class 123 (1 points): Lose 4.293907 but Gain 1370.276551 Iteration 7Q (3.580805 sec): 141 clusters Score: Raw -519866.223541 + Penalty 122547.953116 = -397318.270425 nChanged 113 Deleting Class 127 (1 points): Lose 7.343997 but Gain 1358.361456 Iteration 8Q (3.661409 sec): 140 clusters Score: Raw -519941.174901 + Penalty 121194.248490 = -398746.926411 nChanged 88 Deleting Class 42 (4 points): Lose 75.203420 but Gain 1414.090040 Iteration 9Q (3.739567 sec): 139 clusters Score: Raw -519914.894278 + Penalty 120001.210142 = -399913.684136 nChanged 68 Deleting Class 103 (1 points): Lose 16.749068 but Gain 1354.896147 Iteration 10F (4.885359 sec): 138 clusters Score: Raw -520066.535699 + Penalty 118718.946540 = -401347.589159 nChanged 79 Deleting Class 142 (2 points): Lose 51.084391 but Gain 1357.515420 Iteration 11Q (4.963641 sec): 137 clusters Score: Raw -520137.860985 + Penalty 117372.028511 = -402765.832474 nChanged 81 Deleting Class 110 (1 points): Lose 2.635879 but Gain 1306.884208 Iteration 12Q (5.042551 sec): 136 clusters Score: Raw -520225.466785 + Penalty 116103.618384 = -404121.848401 nChanged 68 Deleting Class 131 (2 points): Lose 34.286508 but Gain 1329.273090 Iteration 13Q (5.119955 sec): 135 clusters Score: Raw -520253.701561 + Penalty 114771.661716 = -405482.039846 nChanged 53 Deleting Class 111 (9 points): Lose 297.754902 but Gain 1591.444605 Iteration 14Q (5.196491 sec): 134 clusters Score: Raw -519997.672640 + Penalty 115359.276249 = -404638.396391 nChanged 48 Deleting Class 108 (1 points): Lose 13.242472 but Gain 1297.222968 Iteration 15F (6.297544 sec): 133 clusters Score: Raw -520173.393611 + Penalty 112569.838123 = -407603.555488 nChanged 43 Deleting Class 138 (3 points): Lose 30.835315 but Gain 1313.882263 Iteration 16Q (6.373343 sec): 132 clusters Score: Raw -520209.117235 + Penalty 111239.825590 = -408969.291645 nChanged 35 Deleting Class 128 (2 points): Lose 19.961921 but Gain 1300.969072 Iteration 17Q (6.449269 sec): 131 clusters Score: Raw -520216.224469 + Penalty 109977.984082 = -410238.240388 nChanged 26 Deleting Class 105 (12 points): Lose 232.213325 but Gain 1500.279566 Iteration 18Q (6.523982 sec): 130 clusters Score: Raw -520012.774703 + Penalty 108912.584218 = -411100.190485 nChanged 37 Deleting Class 104 (2 points): Lose 25.588144 but Gain 1291.852600 Iteration 19Q (6.598407 sec): 129 clusters Score: Raw -520148.853432 + Penalty 107652.090608 = -412496.762824 nChanged 30 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 -520148.853432 + Penalty 107652.090608 = -412496.762824Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.670573 sec): 2 clusters Score: Raw -66088.686414 + Penalty 189.524809 = -65899.161606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.675201 sec): 3 clusters Score: Raw -64790.916094 + Penalty 384.857968 = -64406.058126 nChanged 926 SP:Iteration 1F (6.679715 sec): 3 clusters Score: Raw -65374.495082 + Penalty 394.191379 = -64980.303702 nChanged 232 SP:Iteration 2F (6.683930 sec): 3 clusters Score: Raw -65538.609556 + Penalty 406.643559 = -65131.965997 nChanged 185 SP:Iteration 3F (6.687966 sec): 3 clusters Score: Raw -65717.044464 + Penalty 412.795014 = -65304.249450 nChanged 154 SP:Iteration 4F (6.691890 sec): 3 clusters Score: Raw -65887.283173 + Penalty 417.890818 = -65469.392356 nChanged 106 SP:Iteration 5F (6.695813 sec): 3 clusters Score: Raw -66009.639738 + Penalty 425.832852 = -65583.806886 nChanged 49 SP:Iteration 6Q (6.699681 sec): 3 clusters Score: Raw -66059.992487 + Penalty 428.119949 = -65631.872538 nChanged 20 SP:Iteration 7Q (6.703427 sec): 3 clusters Score: Raw -66077.570858 + Penalty 442.823289 = -65634.747569 nChanged 8 SP:Iteration 8Q (6.707098 sec): 3 clusters Score: Raw -66083.865965 + Penalty 458.497541 = -65625.368425 nChanged 5 SP:Iteration 9F (6.711052 sec): 3 clusters Score: Raw -66088.478994 + Penalty 476.968643 = -65611.510351 nChanged 5 SP:Iteration 10F (6.714985 sec): 3 clusters Score: Raw -66093.657124 + Penalty 487.417033 = -65606.240091 nChanged 1 SP:Iteration 11F (6.719060 sec): 3 clusters Score: Raw -66097.508297 + Penalty 487.417033 = -65610.091265 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.740027 sec): 2 clusters Score: Raw -135887.303066 + Penalty 188.737823 = -135698.565243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.748232 sec): 3 clusters Score: Raw -133119.413294 + Penalty 380.138887 = -132739.274407 nChanged 1974 SP:Iteration 1F (6.756230 sec): 3 clusters Score: Raw -134942.811128 + Penalty 380.413540 = -134562.397588 nChanged 376 SP:Iteration 2F (6.764353 sec): 3 clusters Score: Raw -135243.968442 + Penalty 380.930299 = -134863.038144 nChanged 206 SP:Iteration 3Q (6.772554 sec): 3 clusters Score: Raw -135400.339053 + Penalty 380.738668 = -135019.600385 nChanged 134 SP:Iteration 4Q (6.780370 sec): 3 clusters Score: Raw -135496.141585 + Penalty 379.729216 = -135116.412370 nChanged 95 SP:Iteration 5Q (6.788416 sec): 3 clusters Score: Raw -135538.916904 + Penalty 379.210911 = -135159.705994 nChanged 59 SP:Iteration 6Q (6.796026 sec): 3 clusters Score: Raw -135553.443540 + Penalty 379.761351 = -135173.682189 nChanged 46 SP:Iteration 7Q (6.803719 sec): 3 clusters Score: Raw -135564.729412 + Penalty 380.339363 = -135184.390050 nChanged 38 SP:Iteration 8Q (6.811470 sec): 3 clusters Score: Raw -135573.478749 + Penalty 381.418356 = -135192.060393 nChanged 35 SP:Iteration 9Q (6.819034 sec): 3 clusters Score: Raw -135579.922026 + Penalty 381.969842 = -135197.952184 nChanged 24 SP:Iteration 10F (6.827074 sec): 3 clusters Score: Raw -135583.481798 + Penalty 382.483317 = -135200.998480 nChanged 21 SP:Iteration 11Q (6.834549 sec): 3 clusters Score: Raw -135586.291620 + Penalty 383.127952 = -135203.163668 nChanged 24 SP:Iteration 12Q (6.841956 sec): 3 clusters Score: Raw -135589.642494 + Penalty 383.770497 = -135205.871998 nChanged 21 SP:Iteration 13Q (6.849390 sec): 3 clusters Score: Raw -135591.909046 + Penalty 384.093074 = -135207.815972 nChanged 13 SP:Iteration 14Q (6.856887 sec): 3 clusters Score: Raw -135593.131375 + Penalty 384.601569 = -135208.529805 nChanged 14 SP:Iteration 15Q (6.864458 sec): 3 clusters Score: Raw -135594.306207 + Penalty 385.139574 = -135209.166632 nChanged 13 SP:Iteration 16Q (6.872113 sec): 3 clusters Score: Raw -135595.287753 + Penalty 386.035299 = -135209.252454 nChanged 17 SP:Iteration 17Q (6.879838 sec): 3 clusters Score: Raw -135596.674107 + Penalty 386.535009 = -135210.139099 nChanged 17 SP:Iteration 18Q (6.887421 sec): 3 clusters Score: Raw -135598.299591 + Penalty 387.210707 = -135211.088884 nChanged 15 SP:Iteration 19Q (6.894831 sec): 3 clusters Score: Raw -135599.361147 + Penalty 387.203408 = -135212.157739 nChanged 10 SP:Iteration 20F (6.902720 sec): 3 clusters Score: Raw -135600.128377 + Penalty 387.431056 = -135212.697322 nChanged 13 SP:Iteration 21Q (6.910068 sec): 3 clusters Score: Raw -135600.989917 + Penalty 387.872274 = -135213.117642 nChanged 10 SP:Iteration 22Q (6.917539 sec): 3 clusters Score: Raw -135601.791886 + Penalty 388.119326 = -135213.672560 nChanged 10 SP:Iteration 23Q (6.924991 sec): 3 clusters Score: Raw -135603.087848 + Penalty 388.445623 = -135214.642225 nChanged 14 SP:Iteration 24Q (6.932289 sec): 3 clusters Score: Raw -135605.255881 + Penalty 389.060706 = -135216.195175 nChanged 15 SP:Iteration 25Q (6.939841 sec): 3 clusters Score: Raw -135606.770757 + Penalty 389.136584 = -135217.634173 nChanged 10 SP:Iteration 26Q (6.947159 sec): 3 clusters Score: Raw -135607.528134 + Penalty 389.480280 = -135218.047854 nChanged 10 SP:Iteration 27Q (6.954492 sec): 3 clusters Score: Raw -135608.435981 + Penalty 389.784286 = -135218.651695 nChanged 10 SP:Iteration 28Q (6.961798 sec): 3 clusters Score: Raw -135609.648888 + Penalty 390.338761 = -135219.310127 nChanged 11 SP:Iteration 29Q (6.969279 sec): 3 clusters Score: Raw -135610.819535 + Penalty 390.549789 = -135220.269745 nChanged 13 SP:Iteration 30F (6.977651 sec): 3 clusters Score: Raw -135611.839878 + Penalty 390.915992 = -135220.923886 nChanged 9 SP:Iteration 31Q (6.985080 sec): 3 clusters Score: Raw -135612.488488 + Penalty 391.332517 = -135221.155971 nChanged 11 SP:Iteration 32Q (6.992701 sec): 3 clusters Score: Raw -135613.305333 + Penalty 392.180556 = -135221.124777 nChanged 9 SP:Iteration 33F (7.000575 sec): 3 clusters Score: Raw -135614.032243 + Penalty 393.115612 = -135220.916631 nChanged 14 SP:Iteration 34F (7.008441 sec): 3 clusters Score: Raw -135615.565815 + Penalty 393.998566 = -135221.567249 nChanged 16 SP:Iteration 35Q (7.015813 sec): 3 clusters Score: Raw -135617.525979 + Penalty 395.678782 = -135221.847196 nChanged 20 SP:Iteration 36Q (7.023152 sec): 3 clusters Score: Raw -135620.826047 + Penalty 397.009383 = -135223.816665 nChanged 26 SP:Iteration 37Q (7.030342 sec): 3 clusters Score: Raw -135625.541792 + Penalty 398.857309 = -135226.684482 nChanged 25 SP:Iteration 38Q (7.037542 sec): 3 clusters Score: Raw -135629.511423 + Penalty 400.281506 = -135229.229918 nChanged 20 SP:Iteration 39Q (7.044837 sec): 3 clusters Score: Raw -135632.906970 + Penalty 402.139151 = -135230.767819 nChanged 25 SP:Iteration 40F (7.052732 sec): 3 clusters Score: Raw -135638.256030 + Penalty 403.842287 = -135234.413743 nChanged 25 SP:Iteration 41Q (7.059838 sec): 3 clusters Score: Raw -135643.598593 + Penalty 406.031043 = -135237.567550 nChanged 19 SP:Iteration 42Q (7.067066 sec): 3 clusters Score: Raw -135646.913039 + Penalty 408.945726 = -135237.967312 nChanged 23 SP:Iteration 43Q (7.074328 sec): 3 clusters Score: Raw -135651.239516 + Penalty 410.484482 = -135240.755034 nChanged 14 SP:Iteration 44Q (7.081810 sec): 3 clusters Score: Raw -135652.779684 + Penalty 412.188105 = -135240.591579 nChanged 13 SP:Iteration 45F (7.089826 sec): 3 clusters Score: Raw -135654.575694 + Penalty 414.463825 = -135240.111868 nChanged 17 SP:Iteration 46F (7.097739 sec): 3 clusters Score: Raw -135658.590195 + Penalty 415.528910 = -135243.061285 nChanged 22 SP:Iteration 47Q (7.104797 sec): 3 clusters Score: Raw -135663.473093 + Penalty 418.310916 = -135245.162177 nChanged 23 SP:Iteration 48Q (7.111892 sec): 3 clusters Score: Raw -135670.693114 + Penalty 421.934571 = -135248.758542 nChanged 35 SP:Iteration 49Q (7.119021 sec): 3 clusters Score: Raw -135684.803222 + Penalty 426.495237 = -135258.307985 nChanged 36 SP:Iteration 50F (7.127153 sec): 3 clusters Score: Raw -135700.233847 + Penalty 434.256669 = -135265.977178 nChanged 46 SP:Iteration 51Q (7.134221 sec): 3 clusters Score: Raw -135727.002222 + Penalty 438.745953 = -135288.256270 nChanged 41 SP:Iteration 52Q (7.141381 sec): 3 clusters Score: Raw -135750.925551 + Penalty 444.179588 = -135306.745963 nChanged 43 SP:Iteration 53Q (7.148391 sec): 3 clusters Score: Raw -135774.402385 + Penalty 450.621612 = -135323.780773 nChanged 40 SP:Iteration 54Q (7.155311 sec): 3 clusters Score: Raw -135794.983910 + Penalty 455.747813 = -135339.236097 nChanged 31 SP:Iteration 55Q (7.162077 sec): 3 clusters Score: Raw -135802.565232 + Penalty 456.915078 = -135345.650154 nChanged 18 SP:Iteration 56Q (7.168943 sec): 3 clusters Score: Raw -135805.156037 + Penalty 459.466221 = -135345.689816 nChanged 17 SP:Iteration 57Q (7.175833 sec): 3 clusters Score: Raw -135808.373924 + Penalty 464.046365 = -135344.327560 nChanged 22 SP:Iteration 58F (7.184181 sec): 3 clusters Score: Raw -135811.722960 + Penalty 466.187595 = -135345.535366 nChanged 16 SP:Iteration 59Q (7.191073 sec): 3 clusters Score: Raw -135814.255053 + Penalty 468.486870 = -135345.768183 nChanged 20 SP:Iteration 60F (7.199014 sec): 3 clusters Score: Raw -135817.976766 + Penalty 468.861310 = -135349.115456 nChanged 20 SP:Iteration 61Q (7.205876 sec): 3 clusters Score: Raw -135821.813095 + Penalty 469.902935 = -135351.910160 nChanged 16 SP:Iteration 62Q (7.212710 sec): 3 clusters Score: Raw -135824.749686 + Penalty 471.538559 = -135353.211127 nChanged 15 SP:Iteration 63Q (7.219550 sec): 3 clusters Score: Raw -135828.148601 + Penalty 472.146435 = -135356.002166 nChanged 14 SP:Iteration 64Q (7.226484 sec): 3 clusters Score: Raw -135831.627965 + Penalty 475.172361 = -135356.455604 nChanged 14 SP:Iteration 65Q (7.233213 sec): 3 clusters Score: Raw -135833.179687 + Penalty 474.583063 = -135358.596624 nChanged 8 SP:Iteration 66Q (7.240057 sec): 3 clusters Score: Raw -135834.087616 + Penalty 475.186828 = -135358.900788 nChanged 4 SP:Iteration 67Q (7.246861 sec): 3 clusters Score: Raw -135834.443749 + Penalty 475.376450 = -135359.067299 nChanged 6 SP:Iteration 68Q (7.253600 sec): 3 clusters Score: Raw -135834.880339 + Penalty 475.347197 = -135359.533141 nChanged 1 SP:Iteration 69Q (7.260268 sec): 3 clusters Score: Raw -135834.944222 + Penalty 475.347197 = -135359.597025 nChanged 0 SP:Iteration 70F (7.268193 sec): 3 clusters Score: Raw -135834.944222 + Penalty 475.347197 = -135359.597025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.272771 sec): 2 clusters Score: Raw -10637.977363 + Penalty 106.572879 = -10531.404484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.273658 sec): 3 clusters Score: Raw -10450.944406 + Penalty 237.553255 = -10213.391150 nChanged 128 SP:Iteration 1F (7.274461 sec): 3 clusters Score: Raw -10566.307564 + Penalty 249.126678 = -10317.180886 nChanged 25 SP:Iteration 2F (7.275261 sec): 3 clusters Score: Raw -10588.954105 + Penalty 267.255140 = -10321.698966 nChanged 15 SP:Iteration 3Q (7.276053 sec): 3 clusters Score: Raw -10608.219535 + Penalty 309.751745 = -10298.467790 nChanged 15 SP:Iteration 4F (7.276847 sec): 3 clusters Score: Raw -10630.555157 + Penalty 415.412493 = -10215.142664 nChanged 9 SP:Iteration 5F (7.277672 sec): 3 clusters Score: Raw -10650.261647 + Penalty 415.412493 = -10234.849154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.279148 sec): 2 clusters Score: Raw -4541.535069 + Penalty 212.789174 = -4328.745895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.279658 sec): 3 clusters Score: Raw -4508.858335 + Penalty 423.111800 = -4085.746535 nChanged 38 SP:Iteration 1F (7.280161 sec): 3 clusters Score: Raw -4586.318165 + Penalty 422.441099 = -4163.877066 nChanged 10 SP:Iteration 2F (7.280662 sec): 3 clusters Score: Raw -4612.712098 + Penalty 421.950920 = -4190.761178 nChanged 6 SP:Iteration 3Q (7.281141 sec): 3 clusters Score: Raw -4623.464832 + Penalty 423.356810 = -4200.108023 nChanged 2 SP:Iteration 4Q (7.281654 sec): 3 clusters Score: Raw -4624.207420 + Penalty 424.788703 = -4199.418717 nChanged 2 SP:Iteration 5F (7.282170 sec): 3 clusters Score: Raw -4626.021988 + Penalty 426.394763 = -4199.627225 nChanged 2 SP:Iteration 6Q (7.282669 sec): 3 clusters Score: Raw -4628.109120 + Penalty 429.000956 = -4199.108164 nChanged 3 SP:Iteration 7F (7.283192 sec): 3 clusters Score: Raw -4631.443820 + Penalty 432.056289 = -4199.387531 nChanged 3 SP:Iteration 8Q (7.283688 sec): 3 clusters Score: Raw -4633.004952 + Penalty 433.312006 = -4199.692946 nChanged 1 SP:Iteration 9Q (7.284173 sec): 3 clusters Score: Raw -4633.742815 + Penalty 434.243137 = -4199.499678 nChanged 1 SP:Iteration 10F (7.284687 sec): 3 clusters Score: Raw -4633.894702 + Penalty 434.243137 = -4199.651565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.286042 sec): 2 clusters Score: Raw -7979.915200 + Penalty 358.700222 = -7621.214978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.286633 sec): 3 clusters Score: Raw -7925.013154 + Penalty 718.708938 = -7206.304216 nChanged 55 SP:Iteration 1F (7.287203 sec): 3 clusters Score: Raw -7984.287905 + Penalty 720.685095 = -7263.602810 nChanged 16 SP:Iteration 2F (7.287771 sec): 3 clusters Score: Raw -8009.604470 + Penalty 725.091251 = -7284.513218 nChanged 11 SP:Iteration 3F (7.288341 sec): 3 clusters Score: Raw -8021.541314 + Penalty 728.182166 = -7293.359148 nChanged 5 SP:Iteration 4Q (7.288902 sec): 3 clusters Score: Raw -8027.650707 + Penalty 727.609246 = -7300.041461 nChanged 3 SP:Iteration 5Q (7.289488 sec): 3 clusters Score: Raw -8034.053053 + Penalty 727.985147 = -7306.067906 nChanged 2 SP:Iteration 6Q (7.290051 sec): 3 clusters Score: Raw -8038.057823 + Penalty 729.936860 = -7308.120962 nChanged 3 SP:Iteration 7Q (7.290620 sec): 3 clusters Score: Raw -8040.717210 + Penalty 730.747941 = -7309.969269 nChanged 1 SP:Iteration 8Q (7.291195 sec): 3 clusters Score: Raw -8044.375223 + Penalty 730.747941 = -7313.627281 nChanged 0 SP:Iteration 9F (7.291784 sec): 3 clusters Score: Raw -8044.375223 + Penalty 730.747941 = -7313.627281 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.296152 sec): 2 clusters Score: Raw -37744.135715 + Penalty 213.043246 = -37531.092469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.298562 sec): 3 clusters Score: Raw -37009.567644 + Penalty 430.607131 = -36578.960513 nChanged 516 SP:Iteration 1F (7.300884 sec): 3 clusters Score: Raw -37633.863956 + Penalty 433.961021 = -37199.902935 nChanged 130 SP:Iteration 2F (7.303176 sec): 3 clusters Score: Raw -37713.701039 + Penalty 435.416469 = -37278.284570 nChanged 28 SP:Iteration 3Q (7.305367 sec): 3 clusters Score: Raw -37721.947080 + Penalty 436.236856 = -37285.710223 nChanged 13 SP:Iteration 4Q (7.307552 sec): 3 clusters Score: Raw -37725.055656 + Penalty 437.619156 = -37287.436499 nChanged 9 SP:Iteration 5Q (7.309731 sec): 3 clusters Score: Raw -37726.633465 + Penalty 438.708009 = -37287.925456 nChanged 10 SP:Iteration 6Q (7.311906 sec): 3 clusters Score: Raw -37728.586044 + Penalty 440.155977 = -37288.430067 nChanged 6 SP:Iteration 7Q (7.314075 sec): 3 clusters Score: Raw -37729.327643 + Penalty 441.082446 = -37288.245197 nChanged 4 SP:Iteration 8F (7.316435 sec): 3 clusters Score: Raw -37729.962975 + Penalty 441.732271 = -37288.230704 nChanged 3 SP:Iteration 9F (7.318834 sec): 3 clusters Score: Raw -37730.146838 + Penalty 441.732271 = -37288.414567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.319953 sec): 2 clusters Score: Raw -1156.182266 + Penalty 233.728182 = -922.454084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.320249 sec): 3 clusters Score: Raw -1171.399378 + Penalty 470.114710 = -701.284668 nChanged 1 SP:Iteration 1Q (7.320530 sec): 3 clusters Score: Raw -1173.448525 + Penalty 470.114710 = -703.333815 nChanged 0 SP:Iteration 2F (7.320814 sec): 3 clusters Score: Raw -1173.448525 + Penalty 470.114710 = -703.333815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.321684 sec): 2 clusters Score: Raw -1318.214069 + Penalty 263.108502 = -1055.105567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.321975 sec): 3 clusters Score: Raw -1333.875644 + Penalty 524.514977 = -809.360668 nChanged 3 SP:Iteration 1F (7.322260 sec): 3 clusters Score: Raw -1346.201228 + Penalty 524.445377 = -821.755851 nChanged 1 SP:Iteration 2Q (7.322538 sec): 3 clusters Score: Raw -1350.409718 + Penalty 524.445377 = -825.964341 nChanged 0 SP:Iteration 3F (7.322823 sec): 3 clusters Score: Raw -1350.409718 + Penalty 524.445377 = -825.964341 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.326912 sec): 2 clusters Score: Raw -39102.982230 + Penalty 244.384467 = -38858.597762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.329231 sec): 3 clusters Score: Raw -38386.516598 + Penalty 487.921464 = -37898.595134 nChanged 496 SP:Iteration 1F (7.331525 sec): 3 clusters Score: Raw -38676.642406 + Penalty 489.111319 = -38187.531086 nChanged 148 SP:Iteration 2F (7.333814 sec): 3 clusters Score: Raw -38784.478673 + Penalty 493.788193 = -38290.690480 nChanged 107 SP:Iteration 3F (7.336106 sec): 3 clusters Score: Raw -38870.016933 + Penalty 500.905958 = -38369.110975 nChanged 102 SP:Iteration 4F (7.338401 sec): 3 clusters Score: Raw -38953.572920 + Penalty 506.325649 = -38447.247271 nChanged 66 SP:Iteration 5F (7.340717 sec): 3 clusters Score: Raw -39004.549984 + Penalty 510.386048 = -38494.163937 nChanged 48 SP:Iteration 6Q (7.343051 sec): 3 clusters Score: Raw -39040.466009 + Penalty 513.896803 = -38526.569206 nChanged 37 SP:Iteration 7Q (7.345338 sec): 3 clusters Score: Raw -39067.216957 + Penalty 517.748721 = -38549.468237 nChanged 28 SP:Iteration 8Q (7.347579 sec): 3 clusters Score: Raw -39084.449992 + Penalty 520.219271 = -38564.230721 nChanged 23 SP:Iteration 9Q (7.349831 sec): 3 clusters Score: Raw -39101.685955 + Penalty 522.940260 = -38578.745696 nChanged 21 SP:Iteration 10F (7.352149 sec): 3 clusters Score: Raw -39111.902484 + Penalty 525.639485 = -38586.262999 nChanged 13 SP:Iteration 11Q (7.354327 sec): 3 clusters Score: Raw -39121.840653 + Penalty 526.994086 = -38594.846567 nChanged 15 SP:Iteration 12Q (7.356495 sec): 3 clusters Score: Raw -39132.520210 + Penalty 526.882927 = -38605.637283 nChanged 5 SP:Iteration 13Q (7.358642 sec): 3 clusters Score: Raw -39135.164078 + Penalty 526.311888 = -38608.852190 nChanged 4 SP:Iteration 14Q (7.360782 sec): 3 clusters Score: Raw -39138.156193 + Penalty 526.465423 = -38611.690770 nChanged 1 SP:Iteration 15Q (7.362914 sec): 3 clusters Score: Raw -39138.886505 + Penalty 526.238722 = -38612.647783 nChanged 1 SP:Iteration 16Q (7.365063 sec): 3 clusters Score: Raw -39139.979812 + Penalty 526.139790 = -38613.840022 nChanged 3 SP:Iteration 17Q (7.367188 sec): 3 clusters Score: Raw -39141.341768 + Penalty 525.311312 = -38616.030456 nChanged 3 SP:Iteration 18Q (7.369301 sec): 3 clusters Score: Raw -39142.592189 + Penalty 524.858402 = -38617.733787 nChanged 2 SP:Iteration 19Q (7.371413 sec): 3 clusters Score: Raw -39144.085208 + Penalty 523.904708 = -38620.180500 nChanged 4 SP:Iteration 20F (7.373830 sec): 3 clusters Score: Raw -39147.285254 + Penalty 524.663796 = -38622.621458 nChanged 2 SP:Iteration 21Q (7.375934 sec): 3 clusters Score: Raw -39147.457779 + Penalty 524.663796 = -38622.793983 nChanged 0 SP:Iteration 22F (7.378240 sec): 3 clusters Score: Raw -39147.457779 + Penalty 524.663796 = -38622.793983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.383490 sec): 2 clusters Score: Raw -44926.142257 + Penalty 113.432234 = -44812.710022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.386601 sec): 3 clusters Score: Raw -43933.077014 + Penalty 226.858714 = -43706.218300 nChanged 662 SP:Iteration 1F (7.389540 sec): 3 clusters Score: Raw -44291.590296 + Penalty 222.390682 = -44069.199615 nChanged 277 SP:Iteration 2F (7.392645 sec): 3 clusters Score: Raw -44590.627238 + Penalty 212.435237 = -44378.192001 nChanged 164 SP:Iteration 3F (7.395541 sec): 3 clusters Score: Raw -44857.236480 + Penalty 210.723266 = -44646.513214 nChanged 67 SP:Iteration 4Q (7.398312 sec): 3 clusters Score: Raw -44914.472028 + Penalty 210.536402 = -44703.935626 nChanged 22 SP:Iteration 5Q (7.400923 sec): 3 clusters Score: Raw -44923.923011 + Penalty 211.586768 = -44712.336243 nChanged 15 SP:Iteration 6Q (7.403474 sec): 3 clusters Score: Raw -44928.529261 + Penalty 211.969338 = -44716.559923 nChanged 8 SP:Iteration 7Q (7.405994 sec): 3 clusters Score: Raw -44931.057789 + Penalty 212.201149 = -44718.856640 nChanged 4 SP:Iteration 8Q (7.408512 sec): 3 clusters Score: Raw -44931.614493 + Penalty 212.323437 = -44719.291056 nChanged 2 SP:Iteration 9Q (7.411027 sec): 3 clusters Score: Raw -44931.744909 + Penalty 212.465004 = -44719.279905 nChanged 2 SP:Iteration 10F (7.413867 sec): 3 clusters Score: Raw -44931.869449 + Penalty 212.465004 = -44719.404445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.414885 sec): 2 clusters Score: Raw -255.642954 + Penalty 173.177386 = -82.465568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.415093 sec): 2 clusters Score: Raw -255.642954 + Penalty 173.177386 = -82.465568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.417621 sec): 2 clusters Score: Raw -11675.571015 + Penalty 344.628398 = -11330.942617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.418467 sec): 3 clusters Score: Raw -11512.570156 + Penalty 693.019629 = -10819.550527 nChanged 120 SP:Iteration 1F (7.419330 sec): 3 clusters Score: Raw -11613.026751 + Penalty 698.691444 = -10914.335307 nChanged 32 SP:Iteration 2F (7.420161 sec): 3 clusters Score: Raw -11638.892745 + Penalty 701.148411 = -10937.744335 nChanged 16 SP:Iteration 3Q (7.420986 sec): 3 clusters Score: Raw -11649.833229 + Penalty 704.283611 = -10945.549618 nChanged 9 SP:Iteration 4Q (7.421814 sec): 3 clusters Score: Raw -11658.551112 + Penalty 710.434481 = -10948.116631 nChanged 9 SP:Iteration 5Q (7.422636 sec): 3 clusters Score: Raw -11668.082863 + Penalty 715.264572 = -10952.818292 nChanged 5 SP:Iteration 6Q (7.423454 sec): 3 clusters Score: Raw -11671.871450 + Penalty 714.813035 = -10957.058415 nChanged 5 SP:Iteration 7Q (7.424271 sec): 3 clusters Score: Raw -11675.920715 + Penalty 717.795447 = -10958.125269 nChanged 6 SP:Iteration 8Q (7.425086 sec): 3 clusters Score: Raw -11682.331830 + Penalty 719.733046 = -10962.598784 nChanged 7 SP:Iteration 9Q (7.425897 sec): 3 clusters Score: Raw -11690.688949 + Penalty 723.621270 = -10967.067679 nChanged 5 SP:Iteration 10F (7.426729 sec): 3 clusters Score: Raw -11695.156784 + Penalty 721.885303 = -10973.271481 nChanged 3 SP:Iteration 11Q (7.427539 sec): 3 clusters Score: Raw -11697.611097 + Penalty 721.885303 = -10975.725795 nChanged 0 SP:Iteration 12F (7.428370 sec): 3 clusters Score: Raw -11697.611097 + Penalty 721.885303 = -10975.725795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.429498 sec): 2 clusters Score: Raw -446.821192 + Penalty 234.048510 = -212.772682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.429734 sec): 3 clusters Score: Raw -467.884535 + Penalty 461.676928 = -6.207607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.431137 sec): 2 clusters Score: Raw -8852.162092 + Penalty 202.096643 = -8650.065448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.431801 sec): 3 clusters Score: Raw -8723.492292 + Penalty 405.815394 = -8317.676897 nChanged 92 SP:Iteration 1F (7.432452 sec): 3 clusters Score: Raw -8800.517032 + Penalty 408.059363 = -8392.457669 nChanged 31 SP:Iteration 2F (7.433101 sec): 3 clusters Score: Raw -8827.927225 + Penalty 408.338265 = -8419.588960 nChanged 8 SP:Iteration 3Q (7.433745 sec): 3 clusters Score: Raw -8836.778427 + Penalty 408.942561 = -8427.835866 nChanged 11 SP:Iteration 4Q (7.434385 sec): 3 clusters Score: Raw -8845.666218 + Penalty 409.412268 = -8436.253950 nChanged 7 SP:Iteration 5Q (7.435025 sec): 3 clusters Score: Raw -8850.880086 + Penalty 410.940513 = -8439.939572 nChanged 3 SP:Iteration 6Q (7.435664 sec): 3 clusters Score: Raw -8853.787089 + Penalty 412.396228 = -8441.390861 nChanged 3 SP:Iteration 7Q (7.436304 sec): 3 clusters Score: Raw -8855.633118 + Penalty 414.618446 = -8441.014671 nChanged 4 SP:Iteration 8F (7.436952 sec): 3 clusters Score: Raw -8858.714608 + Penalty 417.143969 = -8441.570639 nChanged 5 SP:Iteration 9Q (7.437598 sec): 3 clusters Score: Raw -8863.306449 + Penalty 418.366546 = -8444.939903 nChanged 2 SP:Iteration 10F (7.438248 sec): 3 clusters Score: Raw -8864.737795 + Penalty 421.709207 = -8443.028587 nChanged 4 SP:Iteration 11F (7.438898 sec): 3 clusters Score: Raw -8866.668348 + Penalty 421.709207 = -8444.959140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.439755 sec): 2 clusters Score: Raw -171.750851 + Penalty 140.419196 = -31.331655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.439974 sec): 3 clusters Score: Raw -163.061375 + Penalty 271.970699 = 108.909324 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 16 (4131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.453186 sec): 2 clusters Score: Raw -145830.848422 + Penalty 403.605198 = -145427.243224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.460872 sec): 3 clusters Score: Raw -143303.126336 + Penalty 804.075568 = -142499.050768 nChanged 1894 SP:Iteration 1F (7.468594 sec): 3 clusters Score: Raw -145219.817366 + Penalty 797.066553 = -144422.750813 nChanged 478 SP:Iteration 2F (7.476306 sec): 3 clusters Score: Raw -145968.152101 + Penalty 789.923669 = -145178.228431 nChanged 387 SP:Iteration 3F (7.484059 sec): 3 clusters Score: Raw -146600.129680 + Penalty 787.335976 = -145812.793704 nChanged 323 SP:Iteration 4F (7.492055 sec): 3 clusters Score: Raw -147142.438606 + Penalty 788.410369 = -146354.028237 nChanged 225 SP:Iteration 5F (7.499630 sec): 3 clusters Score: Raw -147482.109207 + Penalty 790.310015 = -146691.799192 nChanged 131 SP:Iteration 6Q (7.506239 sec): 3 clusters Score: Raw -147612.242703 + Penalty 792.966784 = -146819.275919 nChanged 81 SP:Iteration 7Q (7.512739 sec): 3 clusters Score: Raw -147681.626983 + Penalty 795.471950 = -146886.155033 nChanged 60 SP:Iteration 8Q (7.519219 sec): 3 clusters Score: Raw -147726.579900 + Penalty 797.176905 = -146929.402995 nChanged 51 SP:Iteration 9Q (7.525862 sec): 3 clusters Score: Raw -147753.408356 + Penalty 798.574261 = -146954.834095 nChanged 40 SP:Iteration 10F (7.533406 sec): 3 clusters Score: Raw -147769.714694 + Penalty 799.523248 = -146970.191446 nChanged 36 SP:Iteration 11Q (7.539895 sec): 3 clusters Score: Raw -147783.757052 + Penalty 800.237247 = -146983.519805 nChanged 33 SP:Iteration 12Q (7.546454 sec): 3 clusters Score: Raw -147794.107448 + Penalty 800.775550 = -146993.331898 nChanged 21 SP:Iteration 13Q (7.553079 sec): 3 clusters Score: Raw -147800.535256 + Penalty 801.348142 = -146999.187115 nChanged 19 SP:Iteration 14Q (7.559796 sec): 3 clusters Score: Raw -147805.867352 + Penalty 801.808885 = -147004.058467 nChanged 20 SP:Iteration 15Q (7.566474 sec): 3 clusters Score: Raw -147811.985962 + Penalty 802.388603 = -147009.597359 nChanged 24 SP:Iteration 16Q (7.573028 sec): 3 clusters Score: Raw -147817.903898 + Penalty 802.839995 = -147015.063902 nChanged 18 SP:Iteration 17Q (7.579459 sec): 3 clusters Score: Raw -147821.059088 + Penalty 803.308136 = -147017.750952 nChanged 17 SP:Iteration 18Q (7.586054 sec): 3 clusters Score: Raw -147824.766024 + Penalty 803.839792 = -147020.926232 nChanged 20 SP:Iteration 19Q (7.592845 sec): 3 clusters Score: Raw -147829.420453 + Penalty 804.254357 = -147025.166095 nChanged 17 SP:Iteration 20F (7.600434 sec): 3 clusters Score: Raw -147832.863585 + Penalty 804.665018 = -147028.198567 nChanged 17 SP:Iteration 21Q (7.606973 sec): 3 clusters Score: Raw -147836.670279 + Penalty 804.937228 = -147031.733051 nChanged 11 SP:Iteration 22Q (7.613525 sec): 3 clusters Score: Raw -147838.433929 + Penalty 805.219086 = -147033.214843 nChanged 14 SP:Iteration 23Q (7.620113 sec): 3 clusters Score: Raw -147840.643770 + Penalty 805.502226 = -147035.141543 nChanged 12 SP:Iteration 24Q (7.626656 sec): 3 clusters Score: Raw -147842.309163 + Penalty 805.694555 = -147036.614608 nChanged 8 SP:Iteration 25Q (7.633231 sec): 3 clusters Score: Raw -147843.453261 + Penalty 805.885299 = -147037.567962 nChanged 8 SP:Iteration 26Q (7.639880 sec): 3 clusters Score: Raw -147844.789387 + Penalty 806.150197 = -147038.639190 nChanged 12 SP:Iteration 27Q (7.646653 sec): 3 clusters Score: Raw -147847.752426 + Penalty 806.424683 = -147041.327743 nChanged 13 SP:Iteration 28Q (7.653120 sec): 3 clusters Score: Raw -147850.090940 + Penalty 806.683634 = -147043.407306 nChanged 13 SP:Iteration 29Q (7.659657 sec): 3 clusters Score: Raw -147852.099293 + Penalty 806.837921 = -147045.261372 nChanged 8 SP:Iteration 30F (7.667193 sec): 3 clusters Score: Raw -147853.430111 + Penalty 807.018422 = -147046.411689 nChanged 9 SP:Iteration 31Q (7.673704 sec): 3 clusters Score: Raw -147854.339545 + Penalty 807.159664 = -147047.179881 nChanged 7 SP:Iteration 32Q (7.680316 sec): 3 clusters Score: Raw -147854.927874 + Penalty 807.301402 = -147047.626472 nChanged 7 SP:Iteration 33Q (7.686829 sec): 3 clusters Score: Raw -147855.371182 + Penalty 807.361900 = -147048.009282 nChanged 3 SP:Iteration 34Q (7.693500 sec): 3 clusters Score: Raw -147855.500230 + Penalty 807.382377 = -147048.117852 nChanged 1 SP:Iteration 35Q (7.700005 sec): 3 clusters Score: Raw -147855.564080 + Penalty 807.382377 = -147048.181703 nChanged 0 SP:Iteration 36F (7.707480 sec): 3 clusters Score: Raw -147855.564080 + Penalty 807.382377 = -147048.181703 nChanged 0 Score: Raw -539199.101468 + Penalty 108127.020157 = -431072.081311 Splitting cluster 16 changes total score from -412496.762824 to -431072.081311 So it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.764301 sec): 2 clusters Score: Raw -933.799257 + Penalty 315.594580 = -618.204677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.764584 sec): 3 clusters Score: Raw -986.551293 + Penalty 631.578712 = -354.972581 nChanged 2 SP:Iteration 1F (8.764850 sec): 3 clusters Score: Raw -1000.613450 + Penalty 631.096673 = -369.516777 nChanged 1 SP:Iteration 2Q (8.765096 sec): 3 clusters Score: Raw -1006.646462 + Penalty 631.096673 = -375.549789 nChanged 0 SP:Iteration 3F (8.765352 sec): 3 clusters Score: Raw -1006.646462 + Penalty 631.096673 = -375.549789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.765866 sec): 2 clusters Score: Raw -758.894678 + Penalty 158.995982 = -599.898696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.766119 sec): 3 clusters Score: Raw -767.802614 + Penalty 318.080159 = -449.722455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.766617 sec): 2 clusters Score: Raw -671.421817 + Penalty 139.372300 = -532.049517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.766862 sec): 3 clusters Score: Raw -677.531365 + Penalty 316.801168 = -360.730197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.767889 sec): 2 clusters Score: Raw -6784.038948 + Penalty 222.581159 = -6561.457789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.768471 sec): 3 clusters Score: Raw -6711.456038 + Penalty 443.682438 = -6267.773600 nChanged 63 SP:Iteration 1F (8.769037 sec): 3 clusters Score: Raw -6762.017482 + Penalty 444.042101 = -6317.975381 nChanged 14 SP:Iteration 2F (8.769610 sec): 3 clusters Score: Raw -6771.359415 + Penalty 444.526919 = -6326.832496 nChanged 5 SP:Iteration 3Q (8.770163 sec): 3 clusters Score: Raw -6775.826567 + Penalty 444.297944 = -6331.528623 nChanged 5 SP:Iteration 4Q (8.770707 sec): 3 clusters Score: Raw -6777.811106 + Penalty 444.091251 = -6333.719855 nChanged 1 SP:Iteration 5Q (8.771251 sec): 3 clusters Score: Raw -6778.146029 + Penalty 443.825291 = -6334.320737 nChanged 1 SP:Iteration 6Q (8.771793 sec): 3 clusters Score: Raw -6779.341076 + Penalty 443.578056 = -6335.763020 nChanged 2 SP:Iteration 7Q (8.772337 sec): 3 clusters Score: Raw -6782.350026 + Penalty 443.379408 = -6338.970618 nChanged 1 SP:Iteration 8Q (8.772880 sec): 3 clusters Score: Raw -6782.641241 + Penalty 443.189432 = -6339.451809 nChanged 1 SP:Iteration 9Q (8.773422 sec): 3 clusters Score: Raw -6783.010376 + Penalty 443.189432 = -6339.820944 nChanged 0 SP:Iteration 10F (8.773976 sec): 3 clusters Score: Raw -6783.010376 + Penalty 443.189432 = -6339.820944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.775169 sec): 2 clusters Score: Raw -2977.742396 + Penalty 232.164622 = -2745.577774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.775554 sec): 3 clusters Score: Raw -2953.173213 + Penalty 465.035256 = -2488.137956 nChanged 22 SP:Iteration 1F (8.775930 sec): 3 clusters Score: Raw -2976.184177 + Penalty 475.410801 = -2500.773377 nChanged 10 SP:Iteration 2F (8.776304 sec): 3 clusters Score: Raw -2988.309399 + Penalty 481.480706 = -2506.828694 nChanged 4 SP:Iteration 3Q (8.776672 sec): 3 clusters Score: Raw -2993.903197 + Penalty 481.480706 = -2512.422491 nChanged 0 SP:Iteration 4F (8.777045 sec): 3 clusters Score: Raw -2993.903197 + Penalty 481.480706 = -2512.422491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.777853 sec): 2 clusters Score: Raw -525.792130 + Penalty 219.166243 = -306.625887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.778097 sec): 3 clusters Score: Raw -539.635687 + Penalty 435.036688 = -104.598999 nChanged 1 SP:Iteration 1F (8.778329 sec): 3 clusters Score: Raw -542.526594 + Penalty 442.348304 = -100.178290 nChanged 1 SP:Iteration 2F (8.778559 sec): 3 clusters Score: Raw -552.134572 + Penalty 442.348304 = -109.786268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.779779 sec): 2 clusters Score: Raw -5551.730318 + Penalty 259.039510 = -5292.690807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.780323 sec): 3 clusters Score: Raw -5486.752641 + Penalty 512.807128 = -4973.945514 nChanged 51 SP:Iteration 1F (8.780854 sec): 3 clusters Score: Raw -5538.945053 + Penalty 512.443966 = -5026.501086 nChanged 21 SP:Iteration 2F (8.781382 sec): 3 clusters Score: Raw -5566.401926 + Penalty 514.031050 = -5052.370876 nChanged 8 SP:Iteration 3Q (8.781901 sec): 3 clusters Score: Raw -5585.498471 + Penalty 514.287918 = -5071.210553 nChanged 1 SP:Iteration 4Q (8.782414 sec): 3 clusters Score: Raw -5587.954102 + Penalty 513.744620 = -5074.209482 nChanged 2 SP:Iteration 5Q (8.782926 sec): 3 clusters Score: Raw -5591.640747 + Penalty 513.360570 = -5078.280177 nChanged 4 SP:Iteration 6Q (8.783435 sec): 3 clusters Score: Raw -5599.073491 + Penalty 513.762264 = -5085.311227 nChanged 2 SP:Iteration 7Q (8.783944 sec): 3 clusters Score: Raw -5601.208874 + Penalty 514.262519 = -5086.946355 nChanged 2 SP:Iteration 8Q (8.784453 sec): 3 clusters Score: Raw -5605.561613 + Penalty 514.568971 = -5090.992642 nChanged 1 SP:Iteration 9Q (8.784975 sec): 3 clusters Score: Raw -5606.696329 + Penalty 515.081275 = -5091.615053 nChanged 1 SP:Iteration 10F (8.785521 sec): 3 clusters Score: Raw -5607.667348 + Penalty 515.081275 = -5092.586073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.786477 sec): 2 clusters Score: Raw -1539.012418 + Penalty 363.843426 = -1175.168992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.786783 sec): 3 clusters Score: Raw -1618.637402 + Penalty 726.584982 = -892.052419 nChanged 1 SP:Iteration 1Q (8.787070 sec): 3 clusters Score: Raw -1621.010620 + Penalty 726.584982 = -894.425637 nChanged 0 SP:Iteration 2F (8.787369 sec): 3 clusters Score: Raw -1621.010620 + Penalty 726.584982 = -894.425637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.788132 sec): 2 clusters Score: Raw -273.329693 + Penalty 165.365193 = -107.964500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.788352 sec): 3 clusters Score: Raw -273.060093 + Penalty 331.414326 = 58.354233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.789175 sec): 2 clusters Score: Raw -969.029564 + Penalty 279.274362 = -689.755202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.789444 sec): 3 clusters Score: Raw -988.764525 + Penalty 561.210493 = -427.554032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.790290 sec): 2 clusters Score: Raw -1507.740912 + Penalty 125.875681 = -1381.865231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.790582 sec): 3 clusters Score: Raw -1493.925350 + Penalty 238.364385 = -1255.560965 nChanged 10 SP:Iteration 1F (8.790869 sec): 3 clusters Score: Raw -1506.290799 + Penalty 243.642192 = -1262.648607 nChanged 3 SP:Iteration 2F (8.791157 sec): 3 clusters Score: Raw -1509.409118 + Penalty 242.585904 = -1266.823214 nChanged 1 SP:Iteration 3Q (8.791443 sec): 3 clusters Score: Raw -1510.478972 + Penalty 242.585904 = -1267.893068 nChanged 0 SP:Iteration 4F (8.791729 sec): 3 clusters Score: Raw -1510.478972 + Penalty 242.585904 = -1267.893068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.792498 sec): 2 clusters Score: Raw -461.203870 + Penalty 156.558110 = -304.645760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.792731 sec): 3 clusters Score: Raw -470.783295 + Penalty 313.116220 = -157.667075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.794334 sec): 2 clusters Score: Raw -10920.296916 + Penalty 273.704126 = -10646.592790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.795121 sec): 3 clusters Score: Raw -10760.928793 + Penalty 545.343501 = -10215.585292 nChanged 97 SP:Iteration 1F (8.795871 sec): 3 clusters Score: Raw -10834.197946 + Penalty 545.023670 = -10289.174276 nChanged 29 SP:Iteration 2F (8.796620 sec): 3 clusters Score: Raw -10860.308399 + Penalty 545.336027 = -10314.972372 nChanged 19 SP:Iteration 3F (8.797367 sec): 3 clusters Score: Raw -10887.206215 + Penalty 548.034298 = -10339.171917 nChanged 21 SP:Iteration 4F (8.798116 sec): 3 clusters Score: Raw -10918.800213 + Penalty 550.519943 = -10368.280270 nChanged 17 SP:Iteration 5F (8.798863 sec): 3 clusters Score: Raw -10937.546789 + Penalty 552.410777 = -10385.136012 nChanged 10 SP:Iteration 6Q (8.799611 sec): 3 clusters Score: Raw -10945.208292 + Penalty 554.795201 = -10390.413091 nChanged 7 SP:Iteration 7Q (8.800340 sec): 3 clusters Score: Raw -10953.957853 + Penalty 556.205249 = -10397.752604 nChanged 6 SP:Iteration 8Q (8.801056 sec): 3 clusters Score: Raw -10959.905707 + Penalty 555.969125 = -10403.936582 nChanged 3 SP:Iteration 9Q (8.801769 sec): 3 clusters Score: Raw -10961.666005 + Penalty 557.327352 = -10404.338653 nChanged 2 SP:Iteration 10F (8.802515 sec): 3 clusters Score: Raw -10962.588609 + Penalty 557.327352 = -10405.261257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.803400 sec): 2 clusters Score: Raw -37.910646 + Penalty 0.000000 = -37.910646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.803599 sec): 2 clusters Score: Raw -37.910646 + Penalty 0.000000 = -37.910646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.804782 sec): 2 clusters Score: Raw -5212.728127 + Penalty 380.846547 = -4831.881581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.805298 sec): 3 clusters Score: Raw -5154.764451 + Penalty 760.699866 = -4394.064585 nChanged 25 SP:Iteration 1F (8.805803 sec): 3 clusters Score: Raw -5179.721572 + Penalty 761.401569 = -4418.320003 nChanged 12 SP:Iteration 2F (8.806338 sec): 3 clusters Score: Raw -5197.300016 + Penalty 761.594104 = -4435.705912 nChanged 8 SP:Iteration 3Q (8.806840 sec): 3 clusters Score: Raw -5209.782973 + Penalty 763.477304 = -4446.305669 nChanged 8 SP:Iteration 4Q (8.807340 sec): 3 clusters Score: Raw -5221.828240 + Penalty 763.440375 = -4458.387865 nChanged 1 SP:Iteration 5Q (8.807837 sec): 3 clusters Score: Raw -5224.605352 + Penalty 761.578366 = -4463.026986 nChanged 2 SP:Iteration 6Q (8.808328 sec): 3 clusters Score: Raw -5228.053819 + Penalty 761.578366 = -4466.475453 nChanged 0 SP:Iteration 7F (8.808819 sec): 3 clusters Score: Raw -5228.053819 + Penalty 761.578366 = -4466.475453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.809679 sec): 2 clusters Score: Raw -226.794554 + Penalty 120.400005 = -106.394549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.809879 sec): 2 clusters Score: Raw -226.794554 + Penalty 120.400005 = -106.394549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.810667 sec): 2 clusters Score: Raw -618.239584 + Penalty 284.662950 = -333.576634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.810905 sec): 3 clusters Score: Raw -636.907085 + Penalty 568.316211 = -68.590874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.811677 sec): 2 clusters Score: Raw -580.177677 + Penalty 288.718540 = -291.459137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.811918 sec): 3 clusters Score: Raw -627.893128 + Penalty 580.280665 = -47.612462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.812684 sec): 2 clusters Score: Raw -545.236126 + Penalty 255.185849 = -290.050278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.812921 sec): 3 clusters Score: Raw -586.653797 + Penalty 514.758000 = -71.895797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.813671 sec): 2 clusters Score: Raw -454.486335 + Penalty 261.523437 = -192.962898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.813899 sec): 3 clusters Score: Raw -472.305238 + Penalty 524.584168 = 52.278930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.814618 sec): 2 clusters Score: Raw -33.165175 + Penalty 0.000000 = -33.165175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.814807 sec): 2 clusters Score: Raw -33.165175 + Penalty 0.000000 = -33.165175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.815646 sec): 2 clusters Score: Raw -1338.310678 + Penalty 294.998915 = -1043.311764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.815936 sec): 3 clusters Score: Raw -1388.527347 + Penalty 589.760084 = -798.767263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.816687 sec): 2 clusters Score: Raw -38.330090 + Penalty 0.000000 = -38.330090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.816878 sec): 2 clusters Score: Raw -38.330090 + Penalty 0.000000 = -38.330090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.817631 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.817820 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.818609 sec): 2 clusters Score: Raw -854.387855 + Penalty 277.804622 = -576.583233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.818859 sec): 3 clusters Score: Raw -876.784439 + Penalty 553.541583 = -323.242857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.819629 sec): 2 clusters Score: Raw -559.069264 + Penalty 281.089529 = -277.979734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.819865 sec): 3 clusters Score: Raw -601.167496 + Penalty 560.756811 = -40.410685 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 (8.820607 sec): 2 clusters Score: Raw -197.991293 + Penalty 135.040270 = -62.951022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.820822 sec): 3 clusters Score: Raw -193.575158 + Penalty 268.844214 = 75.269056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.821635 sec): 2 clusters Score: Raw -1153.749241 + Penalty 278.520580 = -875.228661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.821910 sec): 3 clusters Score: Raw -1165.681677 + Penalty 545.217631 = -620.464046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.822670 sec): 2 clusters Score: Raw -428.456555 + Penalty 289.888029 = -138.568526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.822896 sec): 3 clusters Score: Raw -453.757828 + Penalty 571.439299 = 117.681470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.823648 sec): 2 clusters Score: Raw -453.424858 + Penalty 281.382644 = -172.042215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.823878 sec): 3 clusters Score: Raw -495.833045 + Penalty 562.765288 = 66.932243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.824615 sec): 2 clusters Score: Raw -272.386134 + Penalty 237.177106 = -35.209028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.824832 sec): 3 clusters Score: Raw -268.156206 + Penalty 474.354212 = 206.198005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.825556 sec): 2 clusters Score: Raw -83.877289 + Penalty 86.975810 = 3.098521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.825748 sec): 2 clusters Score: Raw -83.877289 + Penalty 86.975810 = 3.098521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.826466 sec): 2 clusters Score: Raw -37.324892 + Penalty 0.000000 = -37.324892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.826655 sec): 2 clusters Score: Raw -37.324892 + Penalty 0.000000 = -37.324892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.827403 sec): 2 clusters Score: Raw -196.702260 + Penalty 140.050235 = -56.652025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.827619 sec): 3 clusters Score: Raw -193.857002 + Penalty 287.003074 = 93.146073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.828368 sec): 2 clusters Score: Raw -380.149119 + Penalty 204.202656 = -175.946463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.828594 sec): 3 clusters Score: Raw -388.086657 + Penalty 400.620513 = 12.533856 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 (8.829329 sec): 2 clusters Score: Raw -242.412578 + Penalty 141.023061 = -101.389517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.829545 sec): 3 clusters Score: Raw -241.003130 + Penalty 287.574475 = 46.571345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.830477 sec): 2 clusters Score: Raw -2556.110668 + Penalty 336.820335 = -2219.290333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.830832 sec): 3 clusters Score: Raw -2568.911979 + Penalty 677.247468 = -1891.664511 nChanged 8 SP:Iteration 1F (8.831181 sec): 3 clusters Score: Raw -2590.588080 + Penalty 678.153823 = -1912.434257 nChanged 1 SP:Iteration 2Q (8.831518 sec): 3 clusters Score: Raw -2593.051376 + Penalty 678.153823 = -1914.897553 nChanged 0 SP:Iteration 3F (8.831865 sec): 3 clusters Score: Raw -2593.051376 + Penalty 678.153823 = -1914.897553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 56 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.832662 sec): 2 clusters Score: Raw -723.762785 + Penalty 230.493708 = -493.269077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.832904 sec): 3 clusters Score: Raw -757.103195 + Penalty 459.273513 = -297.829682 nChanged 1 SP:Iteration 1Q (8.833136 sec): 3 clusters Score: Raw -762.150215 + Penalty 459.273513 = -302.876702 nChanged 0 SP:Iteration 2F (8.833376 sec): 3 clusters Score: Raw -762.150215 + Penalty 459.273513 = -302.876702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.834144 sec): 2 clusters Score: Raw -402.346639 + Penalty 190.261812 = -212.084827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.834376 sec): 3 clusters Score: Raw -417.297933 + Penalty 382.919629 = -34.378303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.835132 sec): 2 clusters Score: Raw -438.281670 + Penalty 248.456225 = -189.825444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.835360 sec): 3 clusters Score: Raw -474.753378 + Penalty 500.120349 = 25.366971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.836097 sec): 2 clusters Score: Raw -243.456512 + Penalty 161.937952 = -81.518561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.836315 sec): 3 clusters Score: Raw -252.916031 + Penalty 330.466455 = 77.550424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.837068 sec): 2 clusters Score: Raw -483.786469 + Penalty 285.492891 = -198.293577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.837318 sec): 3 clusters Score: Raw -534.547387 + Penalty 587.055421 = 52.508034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.838062 sec): 2 clusters Score: Raw -273.329483 + Penalty 190.593320 = -82.736163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.838281 sec): 3 clusters Score: Raw -279.336822 + Penalty 380.135427 = 100.798605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.839047 sec): 2 clusters Score: Raw -513.051829 + Penalty 290.409345 = -222.642483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.839287 sec): 3 clusters Score: Raw -568.158536 + Penalty 588.744409 = 20.585873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.840012 sec): 2 clusters Score: Raw -83.954486 + Penalty 88.602421 = 4.647935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.840223 sec): 3 clusters Score: Raw -75.311300 + Penalty 177.204842 = 101.893542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.840978 sec): 2 clusters Score: Raw -455.471061 + Penalty 253.336207 = -202.134854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.841208 sec): 3 clusters Score: Raw -500.363951 + Penalty 506.005222 = 5.641271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.841947 sec): 2 clusters Score: Raw -292.510433 + Penalty 205.255819 = -87.254614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.842165 sec): 3 clusters Score: Raw -294.422042 + Penalty 387.034132 = 92.612090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.842917 sec): 2 clusters Score: Raw -456.826711 + Penalty 194.733344 = -262.093367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.843147 sec): 3 clusters Score: Raw -465.542659 + Penalty 391.714549 = -73.828110 nChanged 1 SP:Iteration 1F (8.843374 sec): 3 clusters Score: Raw -468.954001 + Penalty 391.714549 = -77.239453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.844184 sec): 2 clusters Score: Raw -1050.659130 + Penalty 190.440568 = -860.218562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.844458 sec): 3 clusters Score: Raw -1063.974007 + Penalty 360.452325 = -703.521681 nChanged 2 SP:Iteration 1F (8.844726 sec): 3 clusters Score: Raw -1067.658559 + Penalty 356.097933 = -711.560625 nChanged 1 SP:Iteration 2Q (8.844988 sec): 3 clusters Score: Raw -1070.001286 + Penalty 356.097933 = -713.903353 nChanged 0 SP:Iteration 3F (8.845256 sec): 3 clusters Score: Raw -1070.001286 + Penalty 356.097933 = -713.903353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.846002 sec): 2 clusters Score: Raw -241.517510 + Penalty 186.965744 = -54.551766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.846219 sec): 3 clusters Score: Raw -238.052861 + Penalty 373.931489 = 135.878628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.846966 sec): 2 clusters Score: Raw -419.059296 + Penalty 269.137487 = -149.921809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.847208 sec): 3 clusters Score: Raw -422.028720 + Penalty 547.289401 = 125.260681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.847944 sec): 2 clusters Score: Raw -204.296674 + Penalty 159.581530 = -44.715144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.848160 sec): 3 clusters Score: Raw -201.228800 + Penalty 316.188225 = 114.959425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.848891 sec): 2 clusters Score: Raw -119.968305 + Penalty 95.198334 = -24.769971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.849100 sec): 3 clusters Score: Raw -114.014952 + Penalty 183.469420 = 69.454467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.849822 sec): 2 clusters Score: Raw -37.675209 + Penalty 0.000000 = -37.675209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.850011 sec): 2 clusters Score: Raw -37.675209 + Penalty 0.000000 = -37.675209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.850744 sec): 2 clusters Score: Raw -138.489854 + Penalty 58.102322 = -80.387532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.850954 sec): 3 clusters Score: Raw -135.275302 + Penalty 116.204643 = -19.070659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.851687 sec): 2 clusters Score: Raw -187.648948 + Penalty 111.204890 = -76.444058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.851898 sec): 3 clusters Score: Raw -184.910267 + Penalty 233.014311 = 48.104044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.852625 sec): 2 clusters Score: Raw -177.357712 + Penalty 181.798561 = 4.440849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.852837 sec): 3 clusters Score: Raw -167.176374 + Penalty 363.597121 = 196.420748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.853580 sec): 2 clusters Score: Raw -375.697616 + Penalty 282.276887 = -93.420729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.853804 sec): 3 clusters Score: Raw -390.559793 + Penalty 567.322294 = 176.762501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.854549 sec): 2 clusters Score: Raw -359.441066 + Penalty 233.734053 = -125.707013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.854775 sec): 3 clusters Score: Raw -379.605733 + Penalty 465.373570 = 85.767836 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 (8.855496 sec): 2 clusters Score: Raw -36.363214 + Penalty 0.000000 = -36.363214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.855686 sec): 2 clusters Score: Raw -36.363214 + Penalty 0.000000 = -36.363214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.856423 sec): 2 clusters Score: Raw -269.299097 + Penalty 152.952913 = -116.346184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.856654 sec): 3 clusters Score: Raw -266.760298 + Penalty 284.083322 = 17.323024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.857388 sec): 2 clusters Score: Raw -169.950457 + Penalty 138.240311 = -31.710147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.857598 sec): 3 clusters Score: Raw -163.556028 + Penalty 261.007232 = 97.451204 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 (8.858352 sec): 2 clusters Score: Raw -335.198228 + Penalty 203.752041 = -131.446187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.858576 sec): 3 clusters Score: Raw -351.684797 + Penalty 404.222620 = 52.537823 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 (8.859307 sec): 2 clusters Score: Raw -172.718437 + Penalty 152.214683 = -20.503753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.859520 sec): 3 clusters Score: Raw -164.954024 + Penalty 294.878810 = 129.924785 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 (8.860257 sec): 2 clusters Score: Raw -216.719983 + Penalty 203.327353 = -13.392630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.860470 sec): 3 clusters Score: Raw -211.392286 + Penalty 362.839558 = 151.447272 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 (8.861194 sec): 2 clusters Score: Raw -83.657909 + Penalty 84.156386 = 0.498477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.861385 sec): 2 clusters Score: Raw -83.657909 + Penalty 84.156386 = 0.498477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.862123 sec): 2 clusters Score: Raw -332.768438 + Penalty 260.545645 = -72.222793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.862344 sec): 3 clusters Score: Raw -347.487036 + Penalty 535.481829 = 187.994793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.863097 sec): 2 clusters Score: Raw -560.704762 + Penalty 327.089920 = -233.614842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.863328 sec): 3 clusters Score: Raw -607.767939 + Penalty 651.484624 = 43.716686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864051 sec): 2 clusters Score: Raw -73.554269 + Penalty 50.293428 = -23.260841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.864243 sec): 2 clusters Score: Raw -73.554269 + Penalty 50.293428 = -23.260841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864969 sec): 2 clusters Score: Raw -132.279524 + Penalty 137.253971 = 4.974448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.865178 sec): 3 clusters Score: Raw -122.437468 + Penalty 265.320188 = 142.882720 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 (8.865908 sec): 2 clusters Score: Raw -134.619024 + Penalty 134.336288 = -0.282736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.866133 sec): 3 clusters Score: Raw -124.548987 + Penalty 274.560337 = 150.011350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.866864 sec): 2 clusters Score: Raw -129.139681 + Penalty 121.692722 = -7.446959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.867058 sec): 2 clusters Score: Raw -129.139681 + Penalty 121.692722 = -7.446959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.867826 sec): 2 clusters Score: Raw -223.150366 + Penalty 207.942502 = -15.207864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.868035 sec): 3 clusters Score: Raw -220.071533 + Penalty 350.410299 = 130.338766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.868761 sec): 2 clusters Score: Raw -83.467715 + Penalty 77.180658 = -6.287056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.868966 sec): 3 clusters Score: Raw -75.163792 + Penalty 154.361317 = 79.197525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.869687 sec): 2 clusters Score: Raw -38.366817 + Penalty 0.000000 = -38.366817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.869876 sec): 2 clusters Score: Raw -38.366817 + Penalty 0.000000 = -38.366817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.870626 sec): 2 clusters Score: Raw -168.908136 + Penalty 88.814578 = -80.093558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.870838 sec): 3 clusters Score: Raw -174.238941 + Penalty 175.379177 = 1.140236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.871557 sec): 2 clusters Score: Raw -36.267599 + Penalty 0.000000 = -36.267599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.871742 sec): 2 clusters Score: Raw -36.267599 + Penalty 0.000000 = -36.267599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.872477 sec): 2 clusters Score: Raw -233.332873 + Penalty 139.982893 = -93.349980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.872690 sec): 3 clusters Score: Raw -234.822665 + Penalty 275.827540 = 41.004875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.873429 sec): 2 clusters Score: Raw -295.180482 + Penalty 139.003165 = -156.177317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.873649 sec): 3 clusters Score: Raw -297.080954 + Penalty 283.398571 = -13.682382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.874387 sec): 2 clusters Score: Raw -275.895605 + Penalty 190.106843 = -85.788763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.874605 sec): 3 clusters Score: Raw -274.034294 + Penalty 412.615882 = 138.581587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.875329 sec): 2 clusters Score: Raw -81.627957 + Penalty 82.729258 = 1.101301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.875550 sec): 3 clusters Score: Raw -74.070123 + Penalty 165.458517 = 91.388394 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 (8.876297 sec): 2 clusters Score: Raw -273.146020 + Penalty 59.090997 = -214.055024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.876521 sec): 3 clusters Score: Raw -274.236350 + Penalty 122.913483 = -151.322867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.877251 sec): 2 clusters Score: Raw -165.916712 + Penalty 123.863161 = -42.053551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.877463 sec): 3 clusters Score: Raw -160.077582 + Penalty 247.726322 = 87.648739 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 (8.878183 sec): 2 clusters Score: Raw -38.008425 + Penalty 0.000000 = -38.008425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.878372 sec): 2 clusters Score: Raw -38.008425 + Penalty 0.000000 = -38.008425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.879110 sec): 2 clusters Score: Raw -307.920281 + Penalty 166.835030 = -141.085251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.879329 sec): 3 clusters Score: Raw -320.251533 + Penalty 333.670059 = 13.418526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.880059 sec): 2 clusters Score: Raw -151.861229 + Penalty 108.919487 = -42.941742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.880274 sec): 3 clusters Score: Raw -149.938865 + Penalty 217.838974 = 67.900109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.881009 sec): 2 clusters Score: Raw -74.437962 + Penalty 56.443436 = -17.994526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.881200 sec): 2 clusters Score: Raw -74.437962 + Penalty 56.443436 = -17.994526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.881926 sec): 2 clusters Score: Raw -78.241032 + Penalty 66.952717 = -11.288315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.882117 sec): 2 clusters Score: Raw -78.241032 + Penalty 66.952717 = -11.288315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.882844 sec): 2 clusters Score: Raw -81.391436 + Penalty 65.439459 = -15.951976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.883050 sec): 3 clusters Score: Raw -72.746676 + Penalty 130.878919 = 58.132243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.883771 sec): 2 clusters Score: Raw -36.254107 + Penalty 0.000000 = -36.254107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.883960 sec): 2 clusters Score: Raw -36.254107 + Penalty 0.000000 = -36.254107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.884682 sec): 2 clusters Score: Raw -85.693286 + Penalty 78.036444 = -7.656842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.884889 sec): 2 clusters Score: Raw -85.693286 + Penalty 78.036444 = -7.656842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.885614 sec): 2 clusters Score: Raw -36.476727 + Penalty 0.000000 = -36.476727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.885804 sec): 2 clusters Score: Raw -36.476727 + Penalty 0.000000 = -36.476727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.886521 sec): 2 clusters Score: Raw -37.568015 + Penalty 0.000000 = -37.568015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.886710 sec): 2 clusters Score: Raw -37.568015 + Penalty 0.000000 = -37.568015 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 (8.887428 sec): 2 clusters Score: Raw -35.519789 + Penalty 0.000000 = -35.519789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.887617 sec): 2 clusters Score: Raw -35.519789 + Penalty 0.000000 = -35.519789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.888340 sec): 2 clusters Score: Raw -111.877017 + Penalty 74.796550 = -37.080467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.888544 sec): 3 clusters Score: Raw -107.599932 + Penalty 135.516600 = 27.916668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.889275 sec): 2 clusters Score: Raw -190.498194 + Penalty 100.953108 = -89.545086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.889484 sec): 3 clusters Score: Raw -186.146258 + Penalty 197.323798 = 11.177540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.890208 sec): 2 clusters Score: Raw -75.362292 + Penalty 42.525155 = -32.837138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.890397 sec): 2 clusters Score: Raw -75.362292 + Penalty 42.525155 = -32.837138 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 (8.891115 sec): 2 clusters Score: Raw -35.826554 + Penalty 0.000000 = -35.826554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.891305 sec): 2 clusters Score: Raw -35.826554 + Penalty 0.000000 = -35.826554 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 (8.892019 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.892205 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.892923 sec): 2 clusters Score: Raw -37.562823 + Penalty 0.000000 = -37.562823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.893113 sec): 2 clusters Score: Raw -37.562823 + Penalty 0.000000 = -37.562823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.893840 sec): 2 clusters Score: Raw -77.773222 + Penalty 61.786088 = -15.987134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.894045 sec): 2 clusters Score: Raw -77.773222 + Penalty 61.786088 = -15.987134 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 (8.894769 sec): 2 clusters Score: Raw -37.519113 + Penalty 0.000000 = -37.519113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.894958 sec): 2 clusters Score: Raw -37.519113 + Penalty 0.000000 = -37.519113 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 (8.895677 sec): 2 clusters Score: Raw -36.747006 + Penalty 0.000000 = -36.747006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.895865 sec): 2 clusters Score: Raw -36.747006 + Penalty 0.000000 = -36.747006 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 (8.896580 sec): 2 clusters Score: Raw -35.164452 + Penalty 0.000000 = -35.164452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.896767 sec): 2 clusters Score: Raw -35.164452 + Penalty 0.000000 = -35.164452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.897482 sec): 2 clusters Score: Raw -37.335892 + Penalty 0.000000 = -37.335892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.897668 sec): 2 clusters Score: Raw -37.335892 + Penalty 0.000000 = -37.335892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.898385 sec): 2 clusters Score: Raw -35.316599 + Penalty 0.000000 = -35.316599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.898574 sec): 2 clusters Score: Raw -35.316599 + Penalty 0.000000 = -35.316599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.899294 sec): 2 clusters Score: Raw -82.182121 + Penalty 57.553878 = -24.628243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.899492 sec): 3 clusters Score: Raw -72.939018 + Penalty 115.107755 = 42.168738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.900220 sec): 2 clusters Score: Raw -73.001180 + Penalty 59.507808 = -13.493372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.900426 sec): 3 clusters Score: Raw -67.334086 + Penalty 119.015616 = 51.681530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.901145 sec): 2 clusters Score: Raw -37.416541 + Penalty 0.000000 = -37.416541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.901335 sec): 2 clusters Score: Raw -37.416541 + Penalty 0.000000 = -37.416541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.902052 sec): 2 clusters Score: Raw -35.611460 + Penalty 0.000000 = -35.611460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.902239 sec): 2 clusters Score: Raw -35.611460 + Penalty 0.000000 = -35.611460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.902957 sec): 2 clusters Score: Raw -37.333774 + Penalty 0.000000 = -37.333774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.903146 sec): 2 clusters Score: Raw -37.333774 + Penalty 0.000000 = -37.333774 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 (8.903881 sec): 2 clusters Score: Raw -35.728204 + Penalty 0.000000 = -35.728204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.904070 sec): 2 clusters Score: Raw -35.728204 + Penalty 0.000000 = -35.728204 nChanged 0 Deleting Class 96 (1 points): Lose 5.665745 but Gain 1247.983699 Iteration 20F (9.993606 sec): 129 clusters Score: Raw -522288.629419 + Penalty 107044.538423 = -415244.090996 nChanged 121 Deleting Class 63 (2 points): Lose 18.588553 but Gain 1251.867284 Iteration 21Q (10.074075 sec): 128 clusters Score: Raw -522331.922614 + Penalty 105830.672428 = -416501.250186 nChanged 53 Deleting Class 78 (4 points): Lose 63.420744 but Gain 1284.319701 Iteration 22Q (10.151138 sec): 127 clusters Score: Raw -522308.082705 + Penalty 104618.276543 = -417689.806162 nChanged 41 Deleting Class 119 (1 points): Lose 5.841084 but Gain 1218.226338 Iteration 23Q (10.226054 sec): 126 clusters Score: Raw -522350.448460 + Penalty 103436.936774 = -418913.511686 nChanged 42 Deleting Class 109 (1 points): Lose 4.544791 but Gain 1216.090901 Iteration 24Q (10.300945 sec): 125 clusters Score: Raw -522373.749421 + Penalty 102247.658012 = -420126.091409 nChanged 30 Deleting Class 91 (3 points): Lose 37.420216 but Gain 1223.541285 Iteration 25Q (10.375737 sec): 124 clusters Score: Raw -522353.626323 + Penalty 101157.262226 = -421196.364097 nChanged 28 Deleting Class 49 (6 points): Lose 111.310228 but Gain 1296.376703 Iteration 26Q (10.449004 sec): 123 clusters Score: Raw -522285.215309 + Penalty 99910.412302 = -422374.803007 nChanged 29 Deleting Class 40 (1 points): Lose 2.934771 but Gain 1187.257699 Iteration 27Q (10.521861 sec): 122 clusters Score: Raw -522315.005070 + Penalty 98755.002939 = -423560.002131 nChanged 21 Deleting Class 94 (5 points): Lose 82.495683 but Gain 1265.339887 Iteration 28Q (10.594016 sec): 121 clusters Score: Raw -522266.689856 + Penalty 97584.940763 = -424681.749093 nChanged 18 Deleting Class 86 (5 points): Lose 57.910833 but Gain 1237.256489 Iteration 29Q (10.666854 sec): 120 clusters Score: Raw -522250.275472 + Penalty 96468.468284 = -425781.807189 nChanged 17 Deleting Class 50 (2 points): Lose 50.573963 but Gain 1228.884830 Iteration 30F (11.651295 sec): 119 clusters Score: Raw -522233.441197 + Penalty 96833.152315 = -425400.288881 nChanged 6 Deleting Class 148 (1 points): Lose 1.870033 but Gain 1179.658133 Iteration 31F (12.630272 sec): 118 clusters Score: Raw -522235.124548 + Penalty 95664.978470 = -426570.146077 nChanged 3 Deleting Class 87 (2 points): Lose 22.886669 but Gain 1189.049062 Iteration 32Q (12.703708 sec): 117 clusters Score: Raw -522215.242764 + Penalty 94574.961044 = -427640.281719 nChanged 2 Deleting Class 73 (2 points): Lose 26.252031 but Gain 1204.585709 Iteration 33Q (12.774002 sec): 116 clusters Score: Raw -522212.310256 + Penalty 93401.838614 = -428810.471643 nChanged 3 Deleting Class 30 (1 points): Lose 24.291581 but Gain 1179.583619 Iteration 34Q (12.844095 sec): 115 clusters Score: Raw -522196.686842 + Penalty 92233.349626 = -429963.337217 nChanged 2 Deleting Class 102 (2 points): Lose 18.548288 but Gain 1168.885123 Iteration 35Q (12.914407 sec): 114 clusters Score: Raw -522186.224140 + Penalty 91078.819457 = -431107.404683 nChanged 8 Deleting Class 118 (1 points): Lose 9.078431 but Gain 1145.470011 Iteration 36Q (12.986171 sec): 113 clusters Score: Raw -522187.784167 + Penalty 89951.066665 = -432236.717502 nChanged 2 Deleting Class 92 (3 points): Lose 65.312734 but Gain 1197.531793 Iteration 37Q (13.055665 sec): 112 clusters Score: Raw -522139.070697 + Penalty 88776.441960 = -433362.628737 nChanged 4 Deleting Class 79 (9 points): Lose 126.021304 but Gain 1258.169149 Iteration 38Q (13.125366 sec): 111 clusters Score: Raw -522030.234925 + Penalty 87582.388373 = -434447.846552 nChanged 10 Deleting Class 51 (1 points): Lose 0.417782 but Gain 1112.092189 Iteration 39Q (13.195353 sec): 110 clusters Score: Raw -522059.938953 + Penalty 86497.078780 = -435562.860173 nChanged 6 Deleting Class 134 (2 points): Lose 36.201568 but Gain 1127.801779 Iteration 40F (14.087601 sec): 109 clusters Score: Raw -522035.168790 + Penalty 85376.778230 = -436658.390561 nChanged 5 Deleting Class 89 (14 points): Lose 127.992686 but Gain 1213.826169 Iteration 41Q (14.156527 sec): 108 clusters Score: Raw -521917.766730 + Penalty 84237.334787 = -437680.431943 nChanged 18 Deleting Class 88 (8 points): Lose 147.898894 but Gain 1227.086740 Iteration 42Q (14.226135 sec): 107 clusters Score: Raw -521815.404421 + Penalty 83064.377823 = -438751.026598 nChanged 15 Deleting Class 47 (11 points): Lose 112.148656 but Gain 1183.963273 Iteration 43Q (14.295163 sec): 106 clusters Score: Raw -521776.656751 + Penalty 81987.926694 = -439788.730057 nChanged 17 Deleting Class 139 (1 points): Lose 3.048311 but Gain 1073.729954 Iteration 44Q (14.364537 sec): 105 clusters Score: Raw -521828.605439 + Penalty 80923.074082 = -440905.531357 nChanged 9 Deleting Class 150 (1 points): Lose 2.718453 but Gain 1073.042293 Iteration 45Q (14.432466 sec): 104 clusters Score: Raw -521839.291844 + Penalty 79859.090534 = -441980.201310 nChanged 3 Deleting Class 95 (2 points): Lose 30.390165 but Gain 1090.488722 Iteration 46Q (14.500236 sec): 103 clusters Score: Raw -521812.400323 + Penalty 78770.589279 = -443041.811045 nChanged 2 Deleting Class 93 (3 points): Lose 45.776368 but Gain 1084.821578 Iteration 47Q (14.567862 sec): 102 clusters Score: Raw -521771.689075 + Penalty 77716.722387 = -444054.966688 nChanged 3 Deleting Class 69 (10 points): Lose 124.274861 but Gain 1144.713131 Iteration 48Q (14.635338 sec): 101 clusters Score: Raw -521685.056059 + Penalty 76648.973813 = -445036.082246 nChanged 10 Deleting Class 34 (22 points): Lose 102.958948 but Gain 1106.181631 Iteration 49Q (14.703294 sec): 100 clusters Score: Raw -521613.865965 + Penalty 75727.465695 = -445886.400270 nChanged 23 Deleting Class 68 (7 points): Lose 47.180971 but Gain 1034.808996 Iteration 50F (15.522881 sec): 99 clusters Score: Raw -521623.916815 + Penalty 74771.512896 = -446852.403919 nChanged 9 Deleting Class 60 (13 points): Lose 107.594351 but Gain 1090.070697 Iteration 51Q (15.591106 sec): 98 clusters Score: Raw -521535.269181 + Penalty 73784.647429 = -447750.621752 nChanged 17 Deleting Class 121 (1 points): Lose 14.841913 but Gain 997.220937 Iteration 52Q (15.660207 sec): 97 clusters Score: Raw -521560.694971 + Penalty 72795.885276 = -448764.809694 nChanged 4 Deleting Class 65 (7 points): Lose 56.544297 but Gain 1033.025059 Iteration 53Q (15.727488 sec): 96 clusters Score: Raw -521510.844329 + Penalty 71797.133038 = -449713.711291 nChanged 7 Deleting Class 85 (6 points): Lose 128.437165 but Gain 1104.467726 Iteration 54Q (15.794220 sec): 95 clusters Score: Raw -521401.345355 + Penalty 70767.168817 = -450634.176538 nChanged 6 Deleting Class 15 (4 points): Lose 22.083826 but Gain 991.994321 Iteration 55Q (15.861970 sec): 94 clusters Score: Raw -521431.744493 + Penalty 69776.462264 = -451655.282229 nChanged 7 Deleting Class 70 (6 points): Lose 61.025636 but Gain 1027.031619 Iteration 56Q (15.929201 sec): 93 clusters Score: Raw -521379.844377 + Penalty 68809.842653 = -452570.001724 nChanged 7 Deleting Class 48 (14 points): Lose 140.527967 but Gain 1099.831675 Iteration 57Q (15.996159 sec): 92 clusters Score: Raw -521258.776680 + Penalty 67745.886347 = -453512.890333 nChanged 17 Deleting Class 44 (16 points): Lose 66.014222 but Gain 1023.478034 Iteration 58Q (16.062570 sec): 91 clusters Score: Raw -521229.274546 + Penalty 66780.945681 = -454448.328865 nChanged 19 Deleting Class 101 (8 points): Lose 63.644358 but Gain 1008.847871 Iteration 59Q (16.129483 sec): 90 clusters Score: Raw -521194.990727 + Penalty 65806.096786 = -455388.893941 nChanged 14 Deleting Class 83 (4 points): Lose 35.866912 but Gain 976.601541 Iteration 60F (16.861715 sec): 89 clusters Score: Raw -521178.316146 + Penalty 64839.659032 = -456338.657114 nChanged 8 Deleting Class 120 (1 points): Lose 13.108574 but Gain 951.871217 Iteration 61Q (16.926971 sec): 88 clusters Score: Raw -521181.088619 + Penalty 63911.103497 = -457269.985122 nChanged 4 Deleting Class 80 (10 points): Lose 57.837929 but Gain 994.132936 Iteration 62Q (16.992579 sec): 87 clusters Score: Raw -521133.360187 + Penalty 62919.810923 = -458213.549264 nChanged 11 Deleting Class 35 (19 points): Lose 122.202522 but Gain 1053.385944 Iteration 63Q (17.058546 sec): 86 clusters Score: Raw -521029.775155 + Penalty 61955.235602 = -459074.539554 nChanged 19 Deleting Class 151 (1 points): Lose 3.074277 but Gain 931.429157 Iteration 64Q (17.123852 sec): 85 clusters Score: Raw -521079.832104 + Penalty 61029.328521 = -460050.503584 nChanged 6 Deleting Class 116 (2 points): Lose 19.112860 but Gain 945.977711 Iteration 65Q (17.187685 sec): 84 clusters Score: Raw -521074.717456 + Penalty 60191.373230 = -460883.344226 nChanged 3 Deleting Class 141 (1 points): Lose 13.995379 but Gain 938.214314 Iteration 66Q (17.251506 sec): 83 clusters Score: Raw -521093.581474 + Penalty 59261.193889 = -461832.387585 nChanged 3 Deleting Class 117 (2 points): Lose 13.169163 but Gain 924.596836 Iteration 67Q (17.314350 sec): 82 clusters Score: Raw -521091.121196 + Penalty 58333.613405 = -462757.507791 nChanged 5 Deleting Class 132 (1 points): Lose 1.490870 but Gain 912.700390 Iteration 68Q (17.378405 sec): 81 clusters Score: Raw -521095.155610 + Penalty 57416.526970 = -463678.628639 nChanged 3 Deleting Class 37 (11 points): Lose 161.054073 but Gain 1068.116353 Iteration 69Q (17.441984 sec): 80 clusters Score: Raw -520937.192556 + Penalty 56537.217008 = -464399.975548 nChanged 11 Deleting Class 144 (2 points): Lose 43.856637 but Gain 1003.704696 Iteration 70F (18.104672 sec): 79 clusters Score: Raw -520970.644400 + Penalty 55534.485646 = -465436.158754 nChanged 5 Deleting Class 64 (14 points): Lose 86.004467 but Gain 988.551993 Iteration 71Q (18.167673 sec): 78 clusters Score: Raw -520905.329351 + Penalty 54562.161730 = -466343.167621 nChanged 21 Deleting Class 61 (7 points): Lose 68.104578 but Gain 959.230664 Iteration 72Q (18.230269 sec): 77 clusters Score: Raw -520872.654581 + Penalty 53611.472756 = -467261.181826 nChanged 12 Deleting Class 145 (2 points): Lose 26.981294 but Gain 906.323944 Iteration 73Q (18.293145 sec): 76 clusters Score: Raw -520862.191277 + Penalty 52704.935897 = -468157.255379 nChanged 8 Deleting Class 13 (12 points): Lose 57.216062 but Gain 922.431157 Iteration 74Q (18.355287 sec): 75 clusters Score: Raw -520811.041404 + Penalty 51790.942401 = -469020.099003 nChanged 14 Deleting Class 84 (9 points): Lose 45.006852 but Gain 908.166925 Iteration 75Q (18.417390 sec): 74 clusters Score: Raw -520791.141999 + Penalty 50890.142993 = -469900.999005 nChanged 10 Deleting Class 137 (2 points): Lose 13.127464 but Gain 872.978201 Iteration 76Q (18.479010 sec): 73 clusters Score: Raw -520795.057207 + Penalty 50011.264090 = -470783.793117 nChanged 5 Deleting Class 62 (18 points): Lose 172.266041 but Gain 1029.892930 Iteration 77Q (18.539689 sec): 72 clusters Score: Raw -520630.699150 + Penalty 49068.926061 = -471561.773090 nChanged 21 Deleting Class 114 (3 points): Lose 35.042286 but Gain 884.905786 Iteration 78Q (18.601267 sec): 71 clusters Score: Raw -520688.391531 + Penalty 48195.261911 = -472493.129619 nChanged 9 Deleting Class 36 (16 points): Lose 99.182254 but Gain 943.184642 Iteration 79Q (18.661935 sec): 70 clusters Score: Raw -520606.084888 + Penalty 47287.602846 = -473318.482042 nChanged 23 Deleting Class 11 (8 points): Lose 38.642585 but Gain 879.059920 Iteration 80F (19.232395 sec): 69 clusters Score: Raw -520601.226506 + Penalty 46530.375767 = -474070.850739 nChanged 18 Deleting Class 59 (12 points): Lose 60.639799 but Gain 892.433343 Iteration 81Q (19.293348 sec): 68 clusters Score: Raw -520574.876344 + Penalty 45653.048843 = -474921.827502 nChanged 16 Deleting Class 107 (4 points): Lose 43.728837 but Gain 875.033869 Iteration 82Q (19.354153 sec): 67 clusters Score: Raw -520554.097567 + Penalty 44770.855899 = -475783.241668 nChanged 11 Deleting Class 72 (3 points): Lose 21.124208 but Gain 848.639138 Iteration 83Q (19.414232 sec): 66 clusters Score: Raw -520551.437112 + Penalty 43919.358592 = -476632.078520 nChanged 12 Deleting Class 53 (10 points): Lose 42.571091 but Gain 868.528068 Iteration 84Q (19.474279 sec): 65 clusters Score: Raw -520522.458908 + Penalty 43065.805060 = -477456.653848 nChanged 20 Deleting Class 147 (2 points): Lose 16.558129 but Gain 840.788289 Iteration 85Q (19.534262 sec): 64 clusters Score: Raw -520527.684605 + Penalty 42223.277191 = -478304.407414 nChanged 7 Deleting Class 43 (31 points): Lose 132.740152 but Gain 944.570431 Iteration 86Q (19.593625 sec): 63 clusters Score: Raw -520404.912724 + Penalty 41418.646155 = -478986.266569 nChanged 38 Deleting Class 52 (5 points): Lose 44.032182 but Gain 852.212258 Iteration 87Q (19.653807 sec): 62 clusters Score: Raw -520427.521527 + Penalty 40586.434960 = -479841.086568 nChanged 14 Deleting Class 58 (12 points): Lose 181.919978 but Gain 979.214793 Iteration 88Q (19.714353 sec): 61 clusters Score: Raw -520273.467999 + Penalty 39328.170709 = -480945.297289 nChanged 23 Deleting Class 45 (5 points): Lose 24.889743 but Gain 821.726386 Iteration 89Q (19.774434 sec): 60 clusters Score: Raw -520340.147665 + Penalty 38551.005408 = -481789.142258 nChanged 14 Deleting Class 113 (5 points): Lose 53.494744 but Gain 850.430168 Iteration 90F (20.265444 sec): 59 clusters Score: Raw -520314.352031 + Penalty 37751.315527 = -482563.036504 nChanged 16 Deleting Class 146 (2 points): Lose 17.509283 but Gain 813.181123 Iteration 91Q (20.324863 sec): 58 clusters Score: Raw -520321.037589 + Penalty 36995.249306 = -483325.788283 nChanged 7 Deleting Class 81 (1 points): Lose 5.715353 but Gain 800.702364 Iteration 92Q (20.382765 sec): 57 clusters Score: Raw -520334.832944 + Penalty 36243.472764 = -484091.360180 nChanged 6 Deleting Class 25 (7 points): Lose 48.007087 but Gain 832.260876 Iteration 93Q (20.440814 sec): 56 clusters Score: Raw -520293.348001 + Penalty 35412.061808 = -484881.286193 nChanged 9 Deleting Class 82 (8 points): Lose 47.347766 but Gain 816.116583 Iteration 94Q (20.498920 sec): 55 clusters Score: Raw -520256.465023 + Penalty 34635.824929 = -485620.640095 nChanged 11 Deleting Class 22 (17 points): Lose 49.712197 but Gain 814.297068 Iteration 95Q (20.556722 sec): 54 clusters Score: Raw -520224.615081 + Penalty 33825.986056 = -486398.629026 nChanged 20 Deleting Class 124 (1 points): Lose 5.154994 but Gain 768.731129 Iteration 96Q (20.614401 sec): 53 clusters Score: Raw -520242.538197 + Penalty 33060.944816 = -487181.593381 nChanged 5 Deleting Class 54 (7 points): Lose 54.819794 but Gain 815.740674 Iteration 97Q (20.672278 sec): 52 clusters Score: Raw -520190.424373 + Penalty 32277.040506 = -487913.383867 nChanged 8 Deleting Class 17 (30 points): Lose 184.989304 but Gain 944.801144 Iteration 98Q (20.729565 sec): 51 clusters Score: Raw -520027.321832 + Penalty 31387.326187 = -488639.995645 nChanged 31 Deleting Class 18 (22 points): Lose 186.294903 but Gain 943.575712 Iteration 99Q (20.788814 sec): 50 clusters Score: Raw -519932.950113 + Penalty 30842.201503 = -489090.748610 nChanged 33 Deleting Class 26 (63 points): Lose 243.079175 but Gain 998.439367 Iteration 100F (21.200627 sec): 49 clusters Score: Raw -519804.989119 + Penalty 28373.492444 = -491431.496675 nChanged 71 Deleting Class 98 (1 points): Lose 6.257226 but Gain 759.458613 Iteration 101Q (21.257791 sec): 48 clusters Score: Raw -519974.045129 + Penalty 27611.152586 = -492362.892543 nChanged 35 Deleting Class 66 (15 points): Lose 67.408382 but Gain 804.678421 Iteration 102Q (21.314298 sec): 47 clusters Score: Raw -519936.984177 + Penalty 26833.378648 = -493103.605529 nChanged 40 Deleting Class 125 (4 points): Lose 28.961528 but Gain 764.439514 Iteration 103Q (21.370613 sec): 46 clusters Score: Raw -519938.349268 + Penalty 26084.910056 = -493853.439211 nChanged 24 Deleting Class 7 (43 points): Lose 113.028164 but Gain 833.721659 Iteration 104Q (21.426005 sec): 45 clusters Score: Raw -519843.450645 + Penalty 25324.892316 = -494518.558330 nChanged 59 Deleting Class 112 (13 points): Lose 114.695620 but Gain 827.503193 Iteration 105Q (21.482065 sec): 44 clusters Score: Raw -519806.915243 + Penalty 24568.191752 = -495238.723491 nChanged 24 Deleting Class 90 (3 points): Lose 20.502382 but Gain 761.588577 Iteration 106Q (21.536980 sec): 43 clusters Score: Raw -519834.360290 + Penalty 23801.027581 = -496033.332708 nChanged 13 Deleting Class 99 (7 points): Lose 105.359275 but Gain 794.982781 Iteration 107Q (21.591560 sec): 42 clusters Score: Raw -519742.678110 + Penalty 23001.976175 = -496740.701935 nChanged 17 Deleting Class 33 (7 points): Lose 34.721733 but Gain 710.097883 Iteration 108Q (21.645340 sec): 41 clusters Score: Raw -519744.624289 + Penalty 22292.068296 = -497452.555993 nChanged 21 Deleting Class 56 (21 points): Lose 102.136863 but Gain 761.133101 Iteration 109Q (21.699144 sec): 40 clusters Score: Raw -519665.215989 + Penalty 21545.629353 = -498119.586636 nChanged 31 Deleting Class 77 (5 points): Lose 20.601825 but Gain 676.686980 Iteration 110F (22.037682 sec): 39 clusters Score: Raw -519693.150630 + Penalty 20864.066743 = -498829.083887 nChanged 15 Deleting Class 57 (17 points): Lose 77.890709 but Gain 733.522116 Iteration 111Q (22.091172 sec): 38 clusters Score: Raw -519625.890029 + Penalty 20142.304568 = -499483.585461 nChanged 22 Deleting Class 149 (1 points): Lose 3.626829 but Gain 651.619722 Iteration 112Q (22.144988 sec): 37 clusters Score: Raw -519657.299000 + Penalty 19487.703935 = -500169.595066 nChanged 6 Deleting Class 38 (1 points): Lose 3.632999 but Gain 640.414525 Iteration 113Q (22.198170 sec): 36 clusters Score: Raw -519658.732297 + Penalty 18839.422023 = -500819.310274 nChanged 4 Deleting Class 100 (8 points): Lose 25.032710 but Gain 654.660495 Iteration 114Q (22.251727 sec): 35 clusters Score: Raw -519636.761878 + Penalty 18187.340302 = -501449.421576 nChanged 8 Deleting Class 143 (1 points): Lose 7.372422 but Gain 632.593478 Iteration 115Q (22.303788 sec): 34 clusters Score: Raw -519639.244552 + Penalty 17555.212299 = -502084.032253 nChanged 4 Deleting Class 46 (52 points): Lose 229.608637 but Gain 836.370120 Iteration 116Q (22.355682 sec): 33 clusters Score: Raw -519411.975904 + Penalty 16759.474177 = -502652.501727 nChanged 53 Deleting Class 126 (5 points): Lose 19.042179 but Gain 614.304402 Iteration 117Q (22.407834 sec): 32 clusters Score: Raw -519504.198300 + Penalty 16140.592449 = -503363.605851 nChanged 26 Deleting Class 130 (2 points): Lose 14.143119 but Gain 600.839674 Iteration 118Q (22.459683 sec): 31 clusters Score: Raw -519510.894131 + Penalty 15540.631863 = -503970.262268 nChanged 15 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 -519510.894131 + Penalty 15540.631863 = -503970.262268Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.501053 sec): 2 clusters Score: Raw -66164.132792 + Penalty 190.992087 = -65973.140705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.505034 sec): 3 clusters Score: Raw -64799.344471 + Penalty 388.857514 = -64410.486958 nChanged 991 SP:Iteration 1F (22.508997 sec): 3 clusters Score: Raw -65505.756751 + Penalty 402.838910 = -65102.917841 nChanged 274 SP:Iteration 2F (22.512811 sec): 3 clusters Score: Raw -65693.420764 + Penalty 413.537336 = -65279.883429 nChanged 138 SP:Iteration 3F (22.516665 sec): 3 clusters Score: Raw -65824.515186 + Penalty 415.864045 = -65408.651141 nChanged 103 SP:Iteration 4Q (22.520606 sec): 3 clusters Score: Raw -65910.620766 + Penalty 419.265874 = -65491.354892 nChanged 80 SP:Iteration 5Q (22.524402 sec): 3 clusters Score: Raw -65976.034400 + Penalty 418.270386 = -65557.764015 nChanged 72 SP:Iteration 6Q (22.528246 sec): 3 clusters Score: Raw -66034.354878 + Penalty 415.905848 = -65618.449030 nChanged 57 SP:Iteration 7Q (22.531904 sec): 3 clusters Score: Raw -66084.797125 + Penalty 412.968799 = -65671.828327 nChanged 40 SP:Iteration 8Q (22.535556 sec): 3 clusters Score: Raw -66131.907879 + Penalty 421.753898 = -65710.153981 nChanged 17 SP:Iteration 9Q (22.539130 sec): 3 clusters Score: Raw -66154.868882 + Penalty 412.070458 = -65742.798424 nChanged 13 SP:Iteration 10F (22.543040 sec): 3 clusters Score: Raw -66172.050894 + Penalty 408.213648 = -65763.837246 nChanged 8 SP:Iteration 11Q (22.546298 sec): 3 clusters Score: Raw -66181.253291 + Penalty 404.793139 = -65776.460153 nChanged 8 SP:Iteration 12Q (22.549405 sec): 3 clusters Score: Raw -66185.580196 + Penalty 402.549013 = -65783.031183 nChanged 2 SP:Iteration 13Q (22.552485 sec): 3 clusters Score: Raw -66188.228758 + Penalty 403.142895 = -65785.085863 nChanged 3 SP:Iteration 14Q (22.555555 sec): 3 clusters Score: Raw -66192.242477 + Penalty 415.838602 = -65776.403875 nChanged 3 SP:Iteration 15F (22.559371 sec): 3 clusters Score: Raw -66193.410782 + Penalty 415.665938 = -65777.744844 nChanged 1 SP:Iteration 16Q (22.562432 sec): 3 clusters Score: Raw -66194.258321 + Penalty 418.636827 = -65775.621494 nChanged 1 SP:Iteration 17F (22.566263 sec): 3 clusters Score: Raw -66194.649971 + Penalty 422.180020 = -65772.469952 nChanged 1 SP:Iteration 18F (22.570201 sec): 3 clusters Score: Raw -66194.753013 + Penalty 422.180020 = -65772.572993 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.590039 sec): 2 clusters Score: Raw -138538.605311 + Penalty 193.916082 = -138344.689230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.598605 sec): 3 clusters Score: Raw -135661.619269 + Penalty 380.656889 = -135280.962379 nChanged 2078 SP:Iteration 1F (22.607023 sec): 3 clusters Score: Raw -137059.575442 + Penalty 372.062179 = -136687.513263 nChanged 523 SP:Iteration 2F (22.615211 sec): 3 clusters Score: Raw -137587.430216 + Penalty 361.319773 = -137226.110443 nChanged 361 SP:Iteration 3F (22.623343 sec): 3 clusters Score: Raw -137932.723563 + Penalty 353.992275 = -137578.731288 nChanged 255 SP:Iteration 4F (22.631424 sec): 3 clusters Score: Raw -138112.653070 + Penalty 349.148118 = -137763.504953 nChanged 152 SP:Iteration 5Q (22.639260 sec): 3 clusters Score: Raw -138202.289663 + Penalty 344.972096 = -137857.317567 nChanged 97 SP:Iteration 6Q (22.646909 sec): 3 clusters Score: Raw -138263.707417 + Penalty 342.133790 = -137921.573627 nChanged 86 SP:Iteration 7Q (22.654221 sec): 3 clusters Score: Raw -138305.363479 + Penalty 341.030974 = -137964.332505 nChanged 64 SP:Iteration 8Q (22.661493 sec): 3 clusters Score: Raw -138335.912150 + Penalty 339.675816 = -137996.236334 nChanged 52 SP:Iteration 9Q (22.668856 sec): 3 clusters Score: Raw -138357.470325 + Penalty 338.184606 = -138019.285719 nChanged 38 SP:Iteration 10F (22.677123 sec): 3 clusters Score: Raw -138369.775155 + Penalty 337.886116 = -138031.889039 nChanged 33 SP:Iteration 11Q (22.684240 sec): 3 clusters Score: Raw -138380.976285 + Penalty 335.539789 = -138045.436495 nChanged 41 SP:Iteration 12Q (22.691307 sec): 3 clusters Score: Raw -138394.111600 + Penalty 334.116721 = -138059.994879 nChanged 38 SP:Iteration 13Q (22.698421 sec): 3 clusters Score: Raw -138403.792777 + Penalty 332.558233 = -138071.234544 nChanged 28 SP:Iteration 14Q (22.705385 sec): 3 clusters Score: Raw -138409.242293 + Penalty 330.035197 = -138079.207096 nChanged 18 SP:Iteration 15Q (22.712457 sec): 3 clusters Score: Raw -138412.054819 + Penalty 327.986057 = -138084.068762 nChanged 19 SP:Iteration 16Q (22.719511 sec): 3 clusters Score: Raw -138415.615389 + Penalty 326.453552 = -138089.161837 nChanged 26 SP:Iteration 17Q (22.726421 sec): 3 clusters Score: Raw -138421.304054 + Penalty 325.799390 = -138095.504664 nChanged 29 SP:Iteration 18Q (22.733272 sec): 3 clusters Score: Raw -138427.420540 + Penalty 325.814380 = -138101.606160 nChanged 31 SP:Iteration 19Q (22.740277 sec): 3 clusters Score: Raw -138434.123267 + Penalty 324.553684 = -138109.569583 nChanged 20 SP:Iteration 20F (22.748705 sec): 3 clusters Score: Raw -138439.478088 + Penalty 321.951385 = -138117.526703 nChanged 28 SP:Iteration 21Q (22.756058 sec): 3 clusters Score: Raw -138447.987149 + Penalty 321.200360 = -138126.786789 nChanged 31 SP:Iteration 22Q (22.763504 sec): 3 clusters Score: Raw -138457.074898 + Penalty 319.184523 = -138137.890374 nChanged 27 SP:Iteration 23Q (22.770805 sec): 3 clusters Score: Raw -138465.489761 + Penalty 318.561147 = -138146.928614 nChanged 25 SP:Iteration 24Q (22.778047 sec): 3 clusters Score: Raw -138472.246811 + Penalty 315.876000 = -138156.370811 nChanged 18 SP:Iteration 25Q (22.785321 sec): 3 clusters Score: Raw -138476.899523 + Penalty 315.034709 = -138161.864814 nChanged 20 SP:Iteration 26Q (22.792535 sec): 3 clusters Score: Raw -138482.321700 + Penalty 310.990538 = -138171.331162 nChanged 19 SP:Iteration 27Q (22.800005 sec): 3 clusters Score: Raw -138488.608199 + Penalty 310.080013 = -138178.528186 nChanged 24 SP:Iteration 28Q (22.807524 sec): 3 clusters Score: Raw -138497.213041 + Penalty 306.131855 = -138191.081186 nChanged 27 SP:Iteration 29Q (22.815017 sec): 3 clusters Score: Raw -138514.618877 + Penalty 303.351251 = -138211.267625 nChanged 36 SP:Iteration 30F (22.823703 sec): 3 clusters Score: Raw -138537.903631 + Penalty 307.930206 = -138229.973425 nChanged 27 SP:Iteration 31Q (22.830740 sec): 3 clusters Score: Raw -138553.415022 + Penalty 316.148569 = -138237.266453 nChanged 19 SP:Iteration 32Q (22.837836 sec): 3 clusters Score: Raw -138567.642251 + Penalty 324.702206 = -138242.940045 nChanged 7 SP:Iteration 33Q (22.844816 sec): 3 clusters Score: Raw -138569.956280 + Penalty 323.122223 = -138246.834057 nChanged 5 SP:Iteration 34Q (22.851584 sec): 3 clusters Score: Raw -138571.891854 + Penalty 330.260086 = -138241.631768 nChanged 4 SP:Iteration 35F (22.859577 sec): 3 clusters Score: Raw -138573.956882 + Penalty 332.905635 = -138241.051247 nChanged 2 SP:Iteration 36F (22.867672 sec): 3 clusters Score: Raw -138575.683830 + Penalty 341.666941 = -138234.016889 nChanged 4 SP:Iteration 37F (22.875986 sec): 3 clusters Score: Raw -138578.982301 + Penalty 341.666941 = -138237.315360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.880332 sec): 2 clusters Score: Raw -9989.744112 + Penalty 96.598368 = -9893.145744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.881105 sec): 3 clusters Score: Raw -9809.324445 + Penalty 204.398170 = -9604.926276 nChanged 125 SP:Iteration 1F (22.881888 sec): 3 clusters Score: Raw -9891.443745 + Penalty 209.703172 = -9681.740574 nChanged 34 SP:Iteration 2F (22.882648 sec): 3 clusters Score: Raw -9919.673733 + Penalty 227.059904 = -9692.613829 nChanged 22 SP:Iteration 3F (22.883408 sec): 3 clusters Score: Raw -9941.642733 + Penalty 241.176893 = -9700.465840 nChanged 17 SP:Iteration 4F (22.884170 sec): 3 clusters Score: Raw -9961.358086 + Penalty 263.345267 = -9698.012819 nChanged 10 SP:Iteration 5F (22.884928 sec): 3 clusters Score: Raw -9973.488628 + Penalty 296.600221 = -9676.888406 nChanged 10 SP:Iteration 6F (22.885686 sec): 3 clusters Score: Raw -9987.221132 + Penalty 328.577021 = -9658.644111 nChanged 5 SP:Iteration 7F (22.886446 sec): 3 clusters Score: Raw -9997.697395 + Penalty 342.615377 = -9655.082018 nChanged 2 SP:Iteration 8F (22.887204 sec): 3 clusters Score: Raw -10000.928563 + Penalty 360.613672 = -9640.314891 nChanged 2 SP:Iteration 9F (22.887966 sec): 3 clusters Score: Raw -10003.093559 + Penalty 367.358490 = -9635.735069 nChanged 1 SP:Iteration 10F (22.888724 sec): 3 clusters Score: Raw -10004.580686 + Penalty 372.062217 = -9632.518469 nChanged 1 SP:Iteration 11F (22.889486 sec): 3 clusters Score: Raw -10007.034613 + Penalty 372.062217 = -9634.972395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.891137 sec): 2 clusters Score: Raw -5202.697824 + Penalty 265.254446 = -4937.443378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.892052 sec): 3 clusters Score: Raw -5146.712581 + Penalty 528.839178 = -4617.873403 nChanged 54 SP:Iteration 1F (22.892612 sec): 3 clusters Score: Raw -5198.609384 + Penalty 527.412686 = -4671.196698 nChanged 11 SP:Iteration 2F (22.893165 sec): 3 clusters Score: Raw -5208.584079 + Penalty 526.578470 = -4682.005609 nChanged 5 SP:Iteration 3Q (22.893742 sec): 3 clusters Score: Raw -5212.101928 + Penalty 525.171649 = -4686.930279 nChanged 4 SP:Iteration 4Q (22.894299 sec): 3 clusters Score: Raw -5215.219550 + Penalty 525.187750 = -4690.031799 nChanged 2 SP:Iteration 5Q (22.894850 sec): 3 clusters Score: Raw -5216.152576 + Penalty 525.182779 = -4690.969797 nChanged 1 SP:Iteration 6Q (22.895402 sec): 3 clusters Score: Raw -5216.326212 + Penalty 525.182779 = -4691.143433 nChanged 0 SP:Iteration 7F (22.895966 sec): 3 clusters Score: Raw -5216.326212 + Penalty 525.182779 = -4691.143433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.897129 sec): 2 clusters Score: Raw -2868.520659 + Penalty 334.168026 = -2534.352632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897482 sec): 3 clusters Score: Raw -2894.108183 + Penalty 677.292910 = -2216.815274 nChanged 9 SP:Iteration 1F (22.897825 sec): 3 clusters Score: Raw -2921.809856 + Penalty 680.077977 = -2241.731879 nChanged 2 SP:Iteration 2Q (22.898154 sec): 3 clusters Score: Raw -2929.858274 + Penalty 680.077977 = -2249.780298 nChanged 0 SP:Iteration 3F (22.898495 sec): 3 clusters Score: Raw -2929.858274 + Penalty 680.077977 = -2249.780298 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.903115 sec): 2 clusters Score: Raw -40282.882400 + Penalty 239.856305 = -40043.026094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.905653 sec): 3 clusters Score: Raw -39510.677378 + Penalty 553.508314 = -38957.169065 nChanged 554 SP:Iteration 1F (22.908093 sec): 3 clusters Score: Raw -40104.566621 + Penalty 597.843638 = -39506.722983 nChanged 139 SP:Iteration 2F (22.910563 sec): 3 clusters Score: Raw -40217.168737 + Penalty 622.597924 = -39594.570812 nChanged 60 SP:Iteration 3Q (22.913007 sec): 3 clusters Score: Raw -40263.077320 + Penalty 634.140244 = -39628.937075 nChanged 36 SP:Iteration 4Q (22.915332 sec): 3 clusters Score: Raw -40279.485500 + Penalty 646.183448 = -39633.302053 nChanged 21 SP:Iteration 5Q (22.917607 sec): 3 clusters Score: Raw -40289.167133 + Penalty 655.150933 = -39634.016200 nChanged 18 SP:Iteration 6Q (22.919888 sec): 3 clusters Score: Raw -40295.428129 + Penalty 664.951735 = -39630.476394 nChanged 18 SP:Iteration 7F (22.922304 sec): 3 clusters Score: Raw -40301.934431 + Penalty 667.468985 = -39634.465446 nChanged 6 SP:Iteration 8Q (22.924532 sec): 3 clusters Score: Raw -40303.365897 + Penalty 668.544005 = -39634.821893 nChanged 4 SP:Iteration 9Q (22.926757 sec): 3 clusters Score: Raw -40304.164696 + Penalty 670.189871 = -39633.974825 nChanged 2 SP:Iteration 10F (22.929169 sec): 3 clusters Score: Raw -40304.657182 + Penalty 670.576238 = -39634.080944 nChanged 1 SP:Iteration 11Q (22.931390 sec): 3 clusters Score: Raw -40304.802131 + Penalty 670.576238 = -39634.225893 nChanged 0 SP:Iteration 12F (22.933797 sec): 3 clusters Score: Raw -40304.802131 + Penalty 670.576238 = -39634.225893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.935073 sec): 2 clusters Score: Raw -1669.385850 + Penalty 310.883918 = -1358.501931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.935403 sec): 3 clusters Score: Raw -1707.418985 + Penalty 622.726734 = -1084.692251 nChanged 3 SP:Iteration 1F (22.935738 sec): 3 clusters Score: Raw -1714.883008 + Penalty 622.726734 = -1092.156274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.939711 sec): 2 clusters Score: Raw -38538.123783 + Penalty 241.054937 = -38297.068846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.942024 sec): 3 clusters Score: Raw -37867.946839 + Penalty 482.709849 = -37385.236989 nChanged 485 SP:Iteration 1F (22.944283 sec): 3 clusters Score: Raw -38193.941697 + Penalty 484.464747 = -37709.476951 nChanged 116 SP:Iteration 2F (22.946586 sec): 3 clusters Score: Raw -38256.698697 + Penalty 486.087797 = -37770.610900 nChanged 76 SP:Iteration 3F (22.949019 sec): 3 clusters Score: Raw -38295.171853 + Penalty 486.897345 = -37808.274508 nChanged 50 SP:Iteration 4Q (22.951375 sec): 3 clusters Score: Raw -38315.777625 + Penalty 487.764686 = -37828.012940 nChanged 33 SP:Iteration 5Q (22.953664 sec): 3 clusters Score: Raw -38326.007197 + Penalty 489.105287 = -37836.901910 nChanged 30 SP:Iteration 6Q (22.955843 sec): 3 clusters Score: Raw -38332.824960 + Penalty 490.480620 = -37842.344340 nChanged 17 SP:Iteration 7Q (22.958023 sec): 3 clusters Score: Raw -38337.537772 + Penalty 491.993073 = -37845.544699 nChanged 18 SP:Iteration 8Q (22.960404 sec): 3 clusters Score: Raw -38342.015827 + Penalty 493.583478 = -37848.432349 nChanged 15 SP:Iteration 9Q (22.962701 sec): 3 clusters Score: Raw -38344.493546 + Penalty 495.707721 = -37848.785825 nChanged 18 SP:Iteration 10F (22.964957 sec): 3 clusters Score: Raw -38348.030502 + Penalty 496.793635 = -37851.236866 nChanged 13 SP:Iteration 11Q (22.967187 sec): 3 clusters Score: Raw -38351.036925 + Penalty 498.137334 = -37852.899591 nChanged 16 SP:Iteration 12Q (22.969443 sec): 3 clusters Score: Raw -38354.858269 + Penalty 499.846594 = -37855.011675 nChanged 16 SP:Iteration 13Q (22.971687 sec): 3 clusters Score: Raw -38359.234807 + Penalty 501.980379 = -37857.254428 nChanged 15 SP:Iteration 14Q (22.973893 sec): 3 clusters Score: Raw -38363.382387 + Penalty 504.788098 = -37858.594289 nChanged 21 SP:Iteration 15Q (22.976076 sec): 3 clusters Score: Raw -38369.271207 + Penalty 508.521658 = -37860.749549 nChanged 23 SP:Iteration 16Q (22.978275 sec): 3 clusters Score: Raw -38376.015279 + Penalty 512.628069 = -37863.387210 nChanged 22 SP:Iteration 17Q (22.980463 sec): 3 clusters Score: Raw -38382.389966 + Penalty 518.621060 = -37863.768906 nChanged 25 SP:Iteration 18Q (22.982651 sec): 3 clusters Score: Raw -38392.471169 + Penalty 525.086631 = -37867.384538 nChanged 31 SP:Iteration 19Q (22.984840 sec): 3 clusters Score: Raw -38405.561947 + Penalty 532.555743 = -37873.006204 nChanged 33 SP:Iteration 20F (22.987066 sec): 3 clusters Score: Raw -38420.326545 + Penalty 539.379757 = -37880.946788 nChanged 36 SP:Iteration 21Q (22.989345 sec): 3 clusters Score: Raw -38440.030571 + Penalty 547.469806 = -37892.560765 nChanged 33 SP:Iteration 22Q (22.991577 sec): 3 clusters Score: Raw -38459.445272 + Penalty 560.806664 = -37898.638608 nChanged 28 SP:Iteration 23Q (22.993813 sec): 3 clusters Score: Raw -38474.605643 + Penalty 565.533659 = -37909.071984 nChanged 17 SP:Iteration 24Q (22.996065 sec): 3 clusters Score: Raw -38486.081712 + Penalty 571.704362 = -37914.377350 nChanged 15 SP:Iteration 25Q (22.998281 sec): 3 clusters Score: Raw -38498.778700 + Penalty 584.430219 = -37914.348480 nChanged 21 SP:Iteration 26F (23.000480 sec): 3 clusters Score: Raw -38513.826753 + Penalty 593.977115 = -37919.849639 nChanged 7 SP:Iteration 27Q (23.002687 sec): 3 clusters Score: Raw -38520.649259 + Penalty 608.668289 = -37911.980970 nChanged 12 SP:Iteration 28F (23.004911 sec): 3 clusters Score: Raw -38534.234143 + Penalty 618.540678 = -37915.693465 nChanged 8 SP:Iteration 29Q (23.007139 sec): 3 clusters Score: Raw -38545.580299 + Penalty 625.430129 = -37920.150170 nChanged 3 SP:Iteration 30F (23.009376 sec): 3 clusters Score: Raw -38550.145184 + Penalty 626.307502 = -37923.837682 nChanged 1 SP:Iteration 31Q (23.011446 sec): 3 clusters Score: Raw -38552.102097 + Penalty 627.119716 = -37924.982381 nChanged 1 SP:Iteration 32Q (23.013485 sec): 3 clusters Score: Raw -38554.101549 + Penalty 628.444209 = -37925.657340 nChanged 1 SP:Iteration 33Q (23.015482 sec): 3 clusters Score: Raw -38554.827582 + Penalty 629.233554 = -37925.594029 nChanged 1 SP:Iteration 34F (23.017721 sec): 3 clusters Score: Raw -38555.840290 + Penalty 631.707054 = -37924.133236 nChanged 1 SP:Iteration 35F (23.019945 sec): 3 clusters Score: Raw -38558.089375 + Penalty 633.220768 = -37924.868608 nChanged 1 SP:Iteration 36Q (23.021910 sec): 3 clusters Score: Raw -38560.310465 + Penalty 635.318485 = -37924.991979 nChanged 1 SP:Iteration 37Q (23.023840 sec): 3 clusters Score: Raw -38562.024299 + Penalty 635.318485 = -37926.705813 nChanged 0 SP:Iteration 38F (23.026037 sec): 3 clusters Score: Raw -38562.024299 + Penalty 635.318485 = -37926.705813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.031301 sec): 2 clusters Score: Raw -47102.774355 + Penalty 121.427646 = -46981.346709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.034264 sec): 3 clusters Score: Raw -46116.574144 + Penalty 262.674396 = -45853.899747 nChanged 669 SP:Iteration 1F (23.037171 sec): 3 clusters Score: Raw -46687.568793 + Penalty 264.700763 = -46422.868030 nChanged 207 SP:Iteration 2F (23.040078 sec): 3 clusters Score: Raw -46900.172359 + Penalty 283.140708 = -46617.031651 nChanged 119 SP:Iteration 3F (23.043015 sec): 3 clusters Score: Raw -47043.082814 + Penalty 279.207325 = -46763.875490 nChanged 57 SP:Iteration 4Q (23.046003 sec): 3 clusters Score: Raw -47106.603201 + Penalty 286.696123 = -46819.907078 nChanged 14 SP:Iteration 5Q (23.048609 sec): 3 clusters Score: Raw -47119.961180 + Penalty 289.238659 = -46830.722521 nChanged 5 SP:Iteration 6Q (23.051220 sec): 3 clusters Score: Raw -47124.083797 + Penalty 292.582168 = -46831.501629 nChanged 3 SP:Iteration 7Q (23.053704 sec): 3 clusters Score: Raw -47125.369479 + Penalty 294.467747 = -46830.901732 nChanged 1 SP:Iteration 8F (23.056598 sec): 3 clusters Score: Raw -47125.463990 + Penalty 294.467747 = -46830.996243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.059617 sec): 2 clusters Score: Raw -13327.477750 + Penalty 387.163072 = -12940.314678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.060562 sec): 3 clusters Score: Raw -13146.347339 + Penalty 778.456790 = -12367.890549 nChanged 147 SP:Iteration 1F (23.061490 sec): 3 clusters Score: Raw -13265.525178 + Penalty 783.618597 = -12481.906582 nChanged 37 SP:Iteration 2F (23.062416 sec): 3 clusters Score: Raw -13293.236074 + Penalty 789.638606 = -12503.597468 nChanged 20 SP:Iteration 3Q (23.063333 sec): 3 clusters Score: Raw -13305.758984 + Penalty 796.745305 = -12509.013680 nChanged 14 SP:Iteration 4Q (23.064249 sec): 3 clusters Score: Raw -13317.402986 + Penalty 802.831152 = -12514.571835 nChanged 12 SP:Iteration 5Q (23.065168 sec): 3 clusters Score: Raw -13326.215297 + Penalty 808.133250 = -12518.082048 nChanged 6 SP:Iteration 6Q (23.066084 sec): 3 clusters Score: Raw -13330.051219 + Penalty 813.400338 = -12516.650882 nChanged 5 SP:Iteration 7F (23.067006 sec): 3 clusters Score: Raw -13333.144020 + Penalty 814.567787 = -12518.576233 nChanged 2 SP:Iteration 8Q (23.067918 sec): 3 clusters Score: Raw -13334.987492 + Penalty 814.778609 = -12520.208883 nChanged 2 SP:Iteration 9Q (23.068832 sec): 3 clusters Score: Raw -13336.588943 + Penalty 817.054455 = -12519.534488 nChanged 2 SP:Iteration 10F (23.069763 sec): 3 clusters Score: Raw -13337.628026 + Penalty 819.259048 = -12518.368978 nChanged 2 SP:Iteration 11F (23.070689 sec): 3 clusters Score: Raw -13338.641232 + Penalty 821.297296 = -12517.343936 nChanged 1 SP:Iteration 12F (23.071647 sec): 3 clusters Score: Raw -13339.654916 + Penalty 823.599969 = -12516.054947 nChanged 7 SP:Iteration 13F (23.072571 sec): 3 clusters Score: Raw -13348.415460 + Penalty 829.579932 = -12518.835529 nChanged 4 SP:Iteration 14Q (23.073475 sec): 3 clusters Score: Raw -13355.804000 + Penalty 826.257968 = -12529.546031 nChanged 4 SP:Iteration 15Q (23.074372 sec): 3 clusters Score: Raw -13360.239222 + Penalty 830.607794 = -12529.631429 nChanged 3 SP:Iteration 16Q (23.075268 sec): 3 clusters Score: Raw -13362.504693 + Penalty 830.393070 = -12532.111623 nChanged 2 SP:Iteration 17Q (23.076160 sec): 3 clusters Score: Raw -13364.552535 + Penalty 829.860440 = -12534.692095 nChanged 2 SP:Iteration 18Q (23.077049 sec): 3 clusters Score: Raw -13366.085728 + Penalty 830.844441 = -12535.241287 nChanged 1 SP:Iteration 19Q (23.077941 sec): 3 clusters Score: Raw -13366.715889 + Penalty 835.023240 = -12531.692649 nChanged 3 SP:Iteration 20F (23.078864 sec): 3 clusters Score: Raw -13368.860279 + Penalty 838.413934 = -12530.446345 nChanged 2 SP:Iteration 21F (23.079789 sec): 3 clusters Score: Raw -13369.735110 + Penalty 840.211652 = -12529.523458 nChanged 1 SP:Iteration 22F (23.080712 sec): 3 clusters Score: Raw -13370.504138 + Penalty 842.073113 = -12528.431025 nChanged 1 SP:Iteration 23F (23.081635 sec): 3 clusters Score: Raw -13370.775248 + Penalty 842.073113 = -12528.702135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.083274 sec): 2 clusters Score: Raw -8062.804851 + Penalty 205.010089 = -7857.794762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.083893 sec): 3 clusters Score: Raw -7952.375671 + Penalty 417.415579 = -7534.960092 nChanged 77 SP:Iteration 1F (23.084501 sec): 3 clusters Score: Raw -8024.446221 + Penalty 422.170667 = -7602.275554 nChanged 20 SP:Iteration 2F (23.085110 sec): 3 clusters Score: Raw -8043.859626 + Penalty 425.901627 = -7617.957999 nChanged 13 SP:Iteration 3F (23.085718 sec): 3 clusters Score: Raw -8055.391179 + Penalty 425.666325 = -7629.724854 nChanged 11 SP:Iteration 4Q (23.086318 sec): 3 clusters Score: Raw -8063.116971 + Penalty 428.454002 = -7634.662969 nChanged 4 SP:Iteration 5Q (23.086915 sec): 3 clusters Score: Raw -8067.459976 + Penalty 431.267990 = -7636.191986 nChanged 4 SP:Iteration 6Q (23.087513 sec): 3 clusters Score: Raw -8070.418047 + Penalty 432.863274 = -7637.554773 nChanged 2 SP:Iteration 7Q (23.088099 sec): 3 clusters Score: Raw -8071.795655 + Penalty 435.458429 = -7636.337226 nChanged 3 SP:Iteration 8F (23.088706 sec): 3 clusters Score: Raw -8074.686423 + Penalty 437.141862 = -7637.544561 nChanged 4 SP:Iteration 9Q (23.089294 sec): 3 clusters Score: Raw -8076.076545 + Penalty 440.077080 = -7635.999465 nChanged 3 SP:Iteration 10F (23.089901 sec): 3 clusters Score: Raw -8078.731922 + Penalty 441.009455 = -7637.722467 nChanged 1 SP:Iteration 11Q (23.090485 sec): 3 clusters Score: Raw -8079.229432 + Penalty 443.606741 = -7635.622690 nChanged 1 SP:Iteration 12F (23.091092 sec): 3 clusters Score: Raw -8079.366561 + Penalty 443.606741 = -7635.759820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.101431 sec): 2 clusters Score: Raw -79829.812414 + Penalty 397.921959 = -79431.890455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.105375 sec): 3 clusters Score: Raw -78588.691031 + Penalty 795.915117 = -77792.775914 nChanged 912 SP:Iteration 1F (23.109260 sec): 3 clusters Score: Raw -79131.146994 + Penalty 796.804283 = -78334.342711 nChanged 181 SP:Iteration 2F (23.113171 sec): 3 clusters Score: Raw -79211.481131 + Penalty 797.920950 = -78413.560181 nChanged 117 SP:Iteration 3F (23.117084 sec): 3 clusters Score: Raw -79262.547504 + Penalty 798.945430 = -78463.602075 nChanged 88 SP:Iteration 4Q (23.121126 sec): 3 clusters Score: Raw -79303.937069 + Penalty 800.004605 = -78503.932464 nChanged 82 SP:Iteration 5Q (23.125105 sec): 3 clusters Score: Raw -79340.982221 + Penalty 800.618917 = -78540.363304 nChanged 74 SP:Iteration 6Q (23.128973 sec): 3 clusters Score: Raw -79384.201955 + Penalty 801.613028 = -78582.588927 nChanged 73 SP:Iteration 7Q (23.132829 sec): 3 clusters Score: Raw -79428.087904 + Penalty 801.797731 = -78626.290173 nChanged 76 SP:Iteration 8Q (23.136660 sec): 3 clusters Score: Raw -79481.028395 + Penalty 801.975584 = -78679.052811 nChanged 93 SP:Iteration 9Q (23.140494 sec): 3 clusters Score: Raw -79554.682921 + Penalty 802.034985 = -78752.647935 nChanged 84 SP:Iteration 10F (23.144343 sec): 3 clusters Score: Raw -79636.183902 + Penalty 801.286203 = -78834.897699 nChanged 81 SP:Iteration 11Q (23.148130 sec): 3 clusters Score: Raw -79701.747746 + Penalty 800.781636 = -78900.966110 nChanged 67 SP:Iteration 12Q (23.151935 sec): 3 clusters Score: Raw -79735.277212 + Penalty 800.161465 = -78935.115747 nChanged 44 SP:Iteration 13Q (23.155910 sec): 3 clusters Score: Raw -79752.141438 + Penalty 800.123912 = -78952.017526 nChanged 28 SP:Iteration 14Q (23.159578 sec): 3 clusters Score: Raw -79760.914491 + Penalty 799.670627 = -78961.243864 nChanged 29 SP:Iteration 15Q (23.163188 sec): 3 clusters Score: Raw -79772.077357 + Penalty 799.460040 = -78972.617317 nChanged 24 SP:Iteration 16Q (23.166791 sec): 3 clusters Score: Raw -79780.430030 + Penalty 798.883292 = -78981.546738 nChanged 29 SP:Iteration 17Q (23.170441 sec): 3 clusters Score: Raw -79791.469526 + Penalty 798.441399 = -78993.028127 nChanged 31 SP:Iteration 18Q (23.174188 sec): 3 clusters Score: Raw -79803.880375 + Penalty 797.865631 = -79006.014745 nChanged 29 SP:Iteration 19Q (23.177924 sec): 3 clusters Score: Raw -79813.141926 + Penalty 797.346742 = -79015.795184 nChanged 22 SP:Iteration 20F (23.181803 sec): 3 clusters Score: Raw -79819.507052 + Penalty 797.031579 = -79022.475474 nChanged 15 SP:Iteration 21Q (23.185430 sec): 3 clusters Score: Raw -79823.084587 + Penalty 796.741914 = -79026.342673 nChanged 16 SP:Iteration 22Q (23.189102 sec): 3 clusters Score: Raw -79828.659056 + Penalty 796.370808 = -79032.288248 nChanged 19 SP:Iteration 23Q (23.192834 sec): 3 clusters Score: Raw -79835.514385 + Penalty 796.025709 = -79039.488675 nChanged 20 SP:Iteration 24Q (23.196501 sec): 3 clusters Score: Raw -79843.195433 + Penalty 795.506228 = -79047.689204 nChanged 29 SP:Iteration 25Q (23.200224 sec): 3 clusters Score: Raw -79858.661967 + Penalty 795.037409 = -79063.624558 nChanged 30 SP:Iteration 26Q (23.203848 sec): 3 clusters Score: Raw -79869.889450 + Penalty 794.776290 = -79075.113160 nChanged 19 SP:Iteration 27Q (23.207459 sec): 3 clusters Score: Raw -79877.356104 + Penalty 794.506307 = -79082.849797 nChanged 25 SP:Iteration 28Q (23.211064 sec): 3 clusters Score: Raw -79888.932036 + Penalty 794.334177 = -79094.597858 nChanged 34 SP:Iteration 29Q (23.214810 sec): 3 clusters Score: Raw -79908.354611 + Penalty 794.330008 = -79114.024603 nChanged 33 SP:Iteration 30F (23.218789 sec): 3 clusters Score: Raw -79927.099085 + Penalty 794.094704 = -79133.004381 nChanged 30 SP:Iteration 31Q (23.222444 sec): 3 clusters Score: Raw -79939.652855 + Penalty 794.072973 = -79145.579882 nChanged 15 SP:Iteration 32Q (23.226119 sec): 3 clusters Score: Raw -79944.454910 + Penalty 793.870258 = -79150.584652 nChanged 12 SP:Iteration 33Q (23.229694 sec): 3 clusters Score: Raw -79947.441831 + Penalty 793.913057 = -79153.528773 nChanged 7 SP:Iteration 34Q (23.233249 sec): 3 clusters Score: Raw -79949.267080 + Penalty 794.075905 = -79155.191175 nChanged 7 SP:Iteration 35Q (23.236791 sec): 3 clusters Score: Raw -79951.485447 + Penalty 794.114819 = -79157.370628 nChanged 3 SP:Iteration 36Q (23.240328 sec): 3 clusters Score: Raw -79952.373293 + Penalty 794.194042 = -79158.179251 nChanged 3 SP:Iteration 37Q (23.243856 sec): 3 clusters Score: Raw -79953.128541 + Penalty 794.260992 = -79158.867549 nChanged 4 SP:Iteration 38Q (23.247452 sec): 3 clusters Score: Raw -79954.039858 + Penalty 794.227121 = -79159.812737 nChanged 3 SP:Iteration 39Q (23.251096 sec): 3 clusters Score: Raw -79954.569029 + Penalty 794.194054 = -79160.374975 nChanged 4 SP:Iteration 40F (23.255194 sec): 3 clusters Score: Raw -79955.122473 + Penalty 794.152898 = -79160.969575 nChanged 3 SP:Iteration 41Q (23.259049 sec): 3 clusters Score: Raw -79955.287619 + Penalty 794.152898 = -79161.134721 nChanged 0 SP:Iteration 42F (23.262895 sec): 3 clusters Score: Raw -79955.287619 + Penalty 794.152898 = -79161.134721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.266856 sec): 2 clusters Score: Raw -844.139127 + Penalty 188.257794 = -655.881333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.267132 sec): 3 clusters Score: Raw -858.974358 + Penalty 387.347297 = -471.627061 nChanged 2 SP:Iteration 1F (23.267393 sec): 3 clusters Score: Raw -866.618411 + Penalty 397.908221 = -468.710190 nChanged 1 SP:Iteration 2F (23.267660 sec): 3 clusters Score: Raw -871.214993 + Penalty 397.908221 = -473.306772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.269252 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.269888 sec): 3 clusters Score: Raw -7754.181977 + Penalty 503.367984 = -7250.813994 nChanged 72 SP:Iteration 1F (23.270513 sec): 3 clusters Score: Raw -7825.701046 + Penalty 504.135057 = -7321.565989 nChanged 15 SP:Iteration 2F (23.271181 sec): 3 clusters Score: Raw -7840.294467 + Penalty 504.488201 = -7335.806266 nChanged 6 SP:Iteration 3Q (23.271832 sec): 3 clusters Score: Raw -7845.677469 + Penalty 505.134545 = -7340.542923 nChanged 4 SP:Iteration 4Q (23.272467 sec): 3 clusters Score: Raw -7852.490085 + Penalty 506.706253 = -7345.783832 nChanged 9 SP:Iteration 5Q (23.273094 sec): 3 clusters Score: Raw -7860.357217 + Penalty 509.599177 = -7350.758040 nChanged 6 SP:Iteration 6Q (23.273722 sec): 3 clusters Score: Raw -7865.033515 + Penalty 511.162745 = -7353.870770 nChanged 5 SP:Iteration 7Q (23.274346 sec): 3 clusters Score: Raw -7867.529042 + Penalty 515.557504 = -7351.971538 nChanged 6 SP:Iteration 8F (23.274989 sec): 3 clusters Score: Raw -7877.049864 + Penalty 520.655492 = -7356.394371 nChanged 6 SP:Iteration 9Q (23.275613 sec): 3 clusters Score: Raw -7885.425885 + Penalty 522.261754 = -7363.164131 nChanged 5 SP:Iteration 10F (23.276256 sec): 3 clusters Score: Raw -7890.761174 + Penalty 524.413413 = -7366.347761 nChanged 2 SP:Iteration 11Q (23.276878 sec): 3 clusters Score: Raw -7893.488143 + Penalty 524.851325 = -7368.636819 nChanged 4 SP:Iteration 12Q (23.277483 sec): 3 clusters Score: Raw -7898.892019 + Penalty 528.220566 = -7370.671452 nChanged 5 SP:Iteration 13Q (23.278081 sec): 3 clusters Score: Raw -7904.228501 + Penalty 531.670156 = -7372.558345 nChanged 3 SP:Iteration 14Q (23.278675 sec): 3 clusters Score: Raw -7908.992753 + Penalty 538.054429 = -7370.938324 nChanged 7 SP:Iteration 15F (23.279299 sec): 3 clusters Score: Raw -7922.285037 + Penalty 546.254123 = -7376.030914 nChanged 5 SP:Iteration 16Q (23.279887 sec): 3 clusters Score: Raw -7928.639800 + Penalty 548.477756 = -7380.162044 nChanged 2 SP:Iteration 17Q (23.280463 sec): 3 clusters Score: Raw -7931.010578 + Penalty 548.477756 = -7382.532822 nChanged 0 SP:Iteration 18F (23.281087 sec): 3 clusters Score: Raw -7931.010578 + Penalty 548.477756 = -7382.532822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.282225 sec): 2 clusters Score: Raw -1880.223954 + Penalty 304.517052 = -1575.706902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.282585 sec): 3 clusters Score: Raw -1887.059204 + Penalty 610.289265 = -1276.769939 nChanged 8 SP:Iteration 1F (23.282910 sec): 3 clusters Score: Raw -1902.036412 + Penalty 620.170531 = -1281.865881 nChanged 4 SP:Iteration 2F (23.283235 sec): 3 clusters Score: Raw -1912.799114 + Penalty 620.170531 = -1292.628583 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 (23.284770 sec): 2 clusters Score: Raw -7536.589384 + Penalty 268.513369 = -7268.076015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.285443 sec): 3 clusters Score: Raw -7448.896097 + Penalty 550.162633 = -6898.733464 nChanged 70 SP:Iteration 1F (23.286104 sec): 3 clusters Score: Raw -7530.564940 + Penalty 554.545130 = -6976.019809 nChanged 20 SP:Iteration 2F (23.286764 sec): 3 clusters Score: Raw -7557.923383 + Penalty 560.472142 = -6997.451241 nChanged 13 SP:Iteration 3F (23.287411 sec): 3 clusters Score: Raw -7568.039784 + Penalty 561.248024 = -7006.791760 nChanged 3 SP:Iteration 4Q (23.288046 sec): 3 clusters Score: Raw -7570.486766 + Penalty 564.222636 = -7006.264130 nChanged 3 SP:Iteration 5F (23.288713 sec): 3 clusters Score: Raw -7572.584372 + Penalty 564.222636 = -7008.361736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.290340 sec): 2 clusters Score: Raw -3783.917427 + Penalty 504.732307 = -3279.185120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.290794 sec): 3 clusters Score: Raw -3798.236304 + Penalty 1006.908047 = -2791.328257 nChanged 18 SP:Iteration 1F (23.291240 sec): 3 clusters Score: Raw -3840.094746 + Penalty 1009.464615 = -2830.630131 nChanged 5 SP:Iteration 2Q (23.291671 sec): 3 clusters Score: Raw -3851.531609 + Penalty 1013.906671 = -2837.624937 nChanged 5 SP:Iteration 3Q (23.292100 sec): 3 clusters Score: Raw -3867.826029 + Penalty 1020.003991 = -2847.822038 nChanged 5 SP:Iteration 4Q (23.292526 sec): 3 clusters Score: Raw -3877.081926 + Penalty 1019.581968 = -2857.499958 nChanged 2 SP:Iteration 5Q (23.292950 sec): 3 clusters Score: Raw -3881.733824 + Penalty 1021.514188 = -2860.219636 nChanged 1 SP:Iteration 6Q (23.293370 sec): 3 clusters Score: Raw -3884.680295 + Penalty 1023.232512 = -2861.447783 nChanged 1 SP:Iteration 7Q (23.293790 sec): 3 clusters Score: Raw -3887.185884 + Penalty 1028.748508 = -2858.437375 nChanged 3 SP:Iteration 8F (23.294234 sec): 3 clusters Score: Raw -3893.254480 + Penalty 1031.181389 = -2862.073091 nChanged 1 SP:Iteration 9Q (23.294656 sec): 3 clusters Score: Raw -3896.649789 + Penalty 1031.181389 = -2865.468400 nChanged 0 SP:Iteration 10F (23.295099 sec): 3 clusters Score: Raw -3896.649789 + Penalty 1031.181389 = -2865.468400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.296179 sec): 2 clusters Score: Raw -1534.114233 + Penalty 152.447670 = -1381.666563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.296476 sec): 3 clusters Score: Raw -1524.746448 + Penalty 297.625361 = -1227.121087 nChanged 5 SP:Iteration 1F (23.296773 sec): 3 clusters Score: Raw -1530.202933 + Penalty 301.192862 = -1229.010071 nChanged 4 SP:Iteration 2F (23.297068 sec): 3 clusters Score: Raw -1537.395291 + Penalty 301.668284 = -1235.727007 nChanged 2 SP:Iteration 3Q (23.297374 sec): 3 clusters Score: Raw -1539.682202 + Penalty 305.834522 = -1233.847680 nChanged 2 SP:Iteration 4F (23.297676 sec): 3 clusters Score: Raw -1541.437608 + Penalty 307.354929 = -1234.082678 nChanged 1 SP:Iteration 5Q (23.297967 sec): 3 clusters Score: Raw -1542.451995 + Penalty 307.354929 = -1235.097066 nChanged 0 SP:Iteration 6F (23.298259 sec): 3 clusters Score: Raw -1542.451995 + Penalty 307.354929 = -1235.097066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.299196 sec): 2 clusters Score: Raw -430.011610 + Penalty 149.872280 = -280.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.299429 sec): 3 clusters Score: Raw -443.673691 + Penalty 299.050083 = -144.623608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.301338 sec): 2 clusters Score: Raw -11880.769246 + Penalty 297.642446 = -11583.126800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.302164 sec): 3 clusters Score: Raw -11716.689351 + Penalty 595.224435 = -11121.464916 nChanged 112 SP:Iteration 1F (23.302978 sec): 3 clusters Score: Raw -11814.972827 + Penalty 597.256996 = -11217.715832 nChanged 39 SP:Iteration 2F (23.303801 sec): 3 clusters Score: Raw -11865.795254 + Penalty 597.472088 = -11268.323166 nChanged 18 SP:Iteration 3F (23.304606 sec): 3 clusters Score: Raw -11885.341885 + Penalty 599.991477 = -11285.350408 nChanged 14 SP:Iteration 4Q (23.305390 sec): 3 clusters Score: Raw -11910.490585 + Penalty 604.578482 = -11305.912102 nChanged 11 SP:Iteration 5Q (23.306162 sec): 3 clusters Score: Raw -11923.944878 + Penalty 610.137470 = -11313.807408 nChanged 10 SP:Iteration 6Q (23.306928 sec): 3 clusters Score: Raw -11936.314709 + Penalty 619.028076 = -11317.286633 nChanged 12 SP:Iteration 7Q (23.307694 sec): 3 clusters Score: Raw -11944.998516 + Penalty 622.438668 = -11322.559848 nChanged 7 SP:Iteration 8Q (23.308457 sec): 3 clusters Score: Raw -11951.051662 + Penalty 632.139569 = -11318.912092 nChanged 9 SP:Iteration 9F (23.309262 sec): 3 clusters Score: Raw -11957.662746 + Penalty 637.279315 = -11320.383431 nChanged 5 SP:Iteration 10F (23.310067 sec): 3 clusters Score: Raw -11959.698643 + Penalty 640.138502 = -11319.560141 nChanged 3 SP:Iteration 11F (23.310875 sec): 3 clusters Score: Raw -11961.216945 + Penalty 643.882172 = -11317.334773 nChanged 3 SP:Iteration 12F (23.311680 sec): 3 clusters Score: Raw -11963.061043 + Penalty 650.316400 = -11312.744644 nChanged 4 SP:Iteration 13F (23.312485 sec): 3 clusters Score: Raw -11968.746997 + Penalty 654.392176 = -11314.354821 nChanged 2 SP:Iteration 14Q (23.313236 sec): 3 clusters Score: Raw -11971.387581 + Penalty 658.965696 = -11312.421885 nChanged 3 SP:Iteration 15F (23.314040 sec): 3 clusters Score: Raw -11975.717961 + Penalty 662.745315 = -11312.972646 nChanged 3 SP:Iteration 16Q (23.314778 sec): 3 clusters Score: Raw -11984.912293 + Penalty 665.103325 = -11319.808969 nChanged 2 SP:Iteration 17Q (23.315508 sec): 3 clusters Score: Raw -11986.530834 + Penalty 666.377583 = -11320.153251 nChanged 1 SP:Iteration 18Q (23.316231 sec): 3 clusters Score: Raw -11987.330886 + Penalty 670.886283 = -11316.444603 nChanged 3 SP:Iteration 19F (23.317036 sec): 3 clusters Score: Raw -11990.288402 + Penalty 673.089372 = -11317.199030 nChanged 1 SP:Iteration 20F (23.317843 sec): 3 clusters Score: Raw -11990.576807 + Penalty 673.089372 = -11317.487435 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.324244 sec): 2 clusters Score: Raw -74632.275448 + Penalty 351.477102 = -74280.798347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.328164 sec): 3 clusters Score: Raw -73415.482878 + Penalty 703.603121 = -72711.879758 nChanged 881 SP:Iteration 1F (23.331915 sec): 3 clusters Score: Raw -73899.656134 + Penalty 704.220779 = -73195.435354 nChanged 174 SP:Iteration 2F (23.335650 sec): 3 clusters Score: Raw -73983.469623 + Penalty 703.986289 = -73279.483334 nChanged 112 SP:Iteration 3F (23.339389 sec): 3 clusters Score: Raw -74037.049338 + Penalty 703.761734 = -73333.287604 nChanged 99 SP:Iteration 4Q (23.343151 sec): 3 clusters Score: Raw -74094.389744 + Penalty 702.506011 = -73391.883733 nChanged 104 SP:Iteration 5F (23.346962 sec): 3 clusters Score: Raw -74156.815137 + Penalty 702.308362 = -73454.506776 nChanged 99 SP:Iteration 6Q (23.350818 sec): 3 clusters Score: Raw -74225.485525 + Penalty 702.214707 = -73523.270818 nChanged 102 SP:Iteration 7Q (23.354522 sec): 3 clusters Score: Raw -74306.408036 + Penalty 702.196576 = -73604.211460 nChanged 108 SP:Iteration 8F (23.358260 sec): 3 clusters Score: Raw -74392.584533 + Penalty 704.368731 = -73688.215802 nChanged 90 SP:Iteration 9Q (23.361940 sec): 3 clusters Score: Raw -74463.404475 + Penalty 702.250183 = -73761.154292 nChanged 78 SP:Iteration 10F (23.365733 sec): 3 clusters Score: Raw -74531.131698 + Penalty 707.424212 = -73823.707486 nChanged 60 SP:Iteration 11Q (23.369178 sec): 3 clusters Score: Raw -74586.316565 + Penalty 713.261512 = -73873.055053 nChanged 39 SP:Iteration 12Q (23.372515 sec): 3 clusters Score: Raw -74620.260034 + Penalty 717.329378 = -73902.930656 nChanged 27 SP:Iteration 13Q (23.375908 sec): 3 clusters Score: Raw -74640.281743 + Penalty 722.325191 = -73917.956552 nChanged 20 SP:Iteration 14Q (23.379208 sec): 3 clusters Score: Raw -74650.894355 + Penalty 726.922844 = -73923.971510 nChanged 18 SP:Iteration 15Q (23.382396 sec): 3 clusters Score: Raw -74659.890229 + Penalty 729.240385 = -73930.649844 nChanged 12 SP:Iteration 16Q (23.385551 sec): 3 clusters Score: Raw -74666.766257 + Penalty 735.247260 = -73931.518997 nChanged 9 SP:Iteration 17Q (23.388690 sec): 3 clusters Score: Raw -74670.258437 + Penalty 737.935092 = -73932.323344 nChanged 7 SP:Iteration 18Q (23.391872 sec): 3 clusters Score: Raw -74672.868360 + Penalty 741.318803 = -73931.549557 nChanged 7 SP:Iteration 19F (23.395662 sec): 3 clusters Score: Raw -74674.716392 + Penalty 740.632328 = -73934.084064 nChanged 2 SP:Iteration 20F (23.399426 sec): 3 clusters Score: Raw -74675.268798 + Penalty 740.914775 = -73934.354023 nChanged 1 SP:Iteration 21Q (23.402617 sec): 3 clusters Score: Raw -74675.290291 + Penalty 743.136949 = -73932.153342 nChanged 2 SP:Iteration 22F (23.406320 sec): 3 clusters Score: Raw -74675.654033 + Penalty 746.486183 = -73929.167851 nChanged 4 SP:Iteration 23F (23.410154 sec): 3 clusters Score: Raw -74676.789591 + Penalty 749.610187 = -73927.179405 nChanged 5 SP:Iteration 24F (23.413960 sec): 3 clusters Score: Raw -74678.738857 + Penalty 755.191194 = -73923.547663 nChanged 5 SP:Iteration 25F (23.417720 sec): 3 clusters Score: Raw -74680.351598 + Penalty 756.594394 = -73923.757203 nChanged 2 SP:Iteration 26Q (23.420820 sec): 3 clusters Score: Raw -74680.812521 + Penalty 756.437467 = -73924.375055 nChanged 3 SP:Iteration 27Q (23.423912 sec): 3 clusters Score: Raw -74681.446209 + Penalty 759.080738 = -73922.365471 nChanged 4 SP:Iteration 28F (23.427762 sec): 3 clusters Score: Raw -74682.246406 + Penalty 765.064575 = -73917.181831 nChanged 9 SP:Iteration 29F (23.431490 sec): 3 clusters Score: Raw -74686.628108 + Penalty 768.135930 = -73918.492178 nChanged 3 SP:Iteration 30F (23.435199 sec): 3 clusters Score: Raw -74687.145210 + Penalty 768.135930 = -73919.009280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.437403 sec): 2 clusters Score: Raw -10921.410134 + Penalty 530.744484 = -10390.665650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.438275 sec): 3 clusters Score: Raw -10782.072116 + Penalty 1061.434368 = -9720.637748 nChanged 103 SP:Iteration 1F (23.439124 sec): 3 clusters Score: Raw -10859.472280 + Penalty 1061.368329 = -9798.103951 nChanged 31 SP:Iteration 2F (23.439974 sec): 3 clusters Score: Raw -10884.625724 + Penalty 1061.039607 = -9823.586117 nChanged 19 SP:Iteration 3F (23.440822 sec): 3 clusters Score: Raw -10898.603996 + Penalty 1061.056595 = -9837.547400 nChanged 12 SP:Iteration 4Q (23.441662 sec): 3 clusters Score: Raw -10911.960077 + Penalty 1060.668943 = -9851.291134 nChanged 6 SP:Iteration 5Q (23.442536 sec): 3 clusters Score: Raw -10918.957604 + Penalty 1060.454818 = -9858.502786 nChanged 6 SP:Iteration 6Q (23.443374 sec): 3 clusters Score: Raw -10922.133363 + Penalty 1060.487591 = -9861.645772 nChanged 6 SP:Iteration 7Q (23.444209 sec): 3 clusters Score: Raw -10927.052216 + Penalty 1061.465259 = -9865.586956 nChanged 8 SP:Iteration 8Q (23.445046 sec): 3 clusters Score: Raw -10932.230735 + Penalty 1062.260476 = -9869.970259 nChanged 7 SP:Iteration 9Q (23.445882 sec): 3 clusters Score: Raw -10937.583175 + Penalty 1062.828183 = -9874.754993 nChanged 10 SP:Iteration 10F (23.446729 sec): 3 clusters Score: Raw -10945.051034 + Penalty 1064.505024 = -9880.546009 nChanged 6 SP:Iteration 11Q (23.447572 sec): 3 clusters Score: Raw -10948.653055 + Penalty 1065.239290 = -9883.413765 nChanged 7 SP:Iteration 12Q (23.448410 sec): 3 clusters Score: Raw -10957.433726 + Penalty 1064.443495 = -9892.990230 nChanged 7 SP:Iteration 13Q (23.449267 sec): 3 clusters Score: Raw -10966.486788 + Penalty 1064.832439 = -9901.654349 nChanged 4 SP:Iteration 14Q (23.450104 sec): 3 clusters Score: Raw -10970.338507 + Penalty 1062.714421 = -9907.624086 nChanged 3 SP:Iteration 15Q (23.450935 sec): 3 clusters Score: Raw -10973.040691 + Penalty 1062.397456 = -9910.643235 nChanged 1 SP:Iteration 16Q (23.451767 sec): 3 clusters Score: Raw -10976.565767 + Penalty 1061.136646 = -9915.429121 nChanged 1 SP:Iteration 17Q (23.452597 sec): 3 clusters Score: Raw -10984.012856 + Penalty 1061.136646 = -9922.876210 nChanged 0 SP:Iteration 18F (23.453443 sec): 3 clusters Score: Raw -10984.012856 + Penalty 1061.136646 = -9922.876210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.454614 sec): 2 clusters Score: Raw -1268.494030 + Penalty 333.209504 = -935.284525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.454908 sec): 3 clusters Score: Raw -1337.518272 + Penalty 665.031028 = -672.487245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.455751 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.455955 sec): 3 clusters Score: Raw -66.278445 + Penalty 74.089221 = 7.810775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.457051 sec): 2 clusters Score: Raw -3257.988904 + Penalty 390.816419 = -2867.172486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.457452 sec): 3 clusters Score: Raw -3267.860325 + Penalty 796.881889 = -2470.978436 nChanged 9 SP:Iteration 1F (23.457849 sec): 3 clusters Score: Raw -3292.495548 + Penalty 799.214056 = -2493.281492 nChanged 1 SP:Iteration 2Q (23.458233 sec): 3 clusters Score: Raw -3298.396324 + Penalty 802.900667 = -2495.495657 nChanged 2 SP:Iteration 3Q (23.458614 sec): 3 clusters Score: Raw -3315.068550 + Penalty 804.872655 = -2510.195895 nChanged 2 SP:Iteration 4Q (23.458991 sec): 3 clusters Score: Raw -3321.500921 + Penalty 806.137970 = -2515.362951 nChanged 1 SP:Iteration 5Q (23.459363 sec): 3 clusters Score: Raw -3325.059774 + Penalty 806.137970 = -2518.921804 nChanged 0 SP:Iteration 6F (23.459757 sec): 3 clusters Score: Raw -3325.059774 + Penalty 806.137970 = -2518.921804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.460753 sec): 2 clusters Score: Raw -1325.464172 + Penalty 226.649639 = -1098.814533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.461046 sec): 3 clusters Score: Raw -1342.819855 + Penalty 469.884752 = -872.935103 nChanged 2 SP:Iteration 1Q (23.461337 sec): 3 clusters Score: Raw -1350.017184 + Penalty 469.884752 = -880.132432 nChanged 0 SP:Iteration 2F (23.461656 sec): 3 clusters Score: Raw -1350.017184 + Penalty 469.884752 = -880.132432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.462506 sec): 2 clusters Score: Raw -138.489854 + Penalty 58.102322 = -80.387532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.462717 sec): 3 clusters Score: Raw -135.275302 + Penalty 116.204643 = -19.070659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.463537 sec): 2 clusters Score: Raw -168.908136 + Penalty 88.814578 = -80.093558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.463750 sec): 3 clusters Score: Raw -169.900018 + Penalty 183.099023 = 13.199005 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 (23.464580 sec): 2 clusters Score: Raw -273.146020 + Penalty 59.090997 = -214.055024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.464806 sec): 3 clusters Score: Raw -273.803166 + Penalty 117.172312 = -156.630854 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 (23.465611 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.465800 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 Deleting Class 133 (1 points): Lose 6.552510 but Gain 578.879808 Iteration 119Q (23.526191 sec): 30 clusters Score: Raw -519516.895652 + Penalty 14949.469413 = -504567.426239 nChanged 17 Deleting Class 21 (62 points): Lose 176.821717 but Gain 712.839628 Iteration 120F (23.781691 sec): 29 clusters Score: Raw -519354.399709 + Penalty 14233.206094 = -505121.193614 nChanged 76 Deleting Class 28 (13 points): Lose 43.341119 but Gain 572.243253 Iteration 121Q (23.833084 sec): 28 clusters Score: Raw -519413.728627 + Penalty 13641.108917 = -505772.619710 nChanged 37 Deleting Class 5 (77 points): Lose 225.156206 but Gain 753.412275 Iteration 122Q (23.882967 sec): 27 clusters Score: Raw -519218.323475 + Penalty 12912.727019 = -506305.596456 nChanged 96 Deleting Class 41 (2 points): Lose 1.461261 but Gain 523.404837 Iteration 123Q (23.933104 sec): 26 clusters Score: Raw -519341.672115 + Penalty 12382.558554 = -506959.113561 nChanged 24 Deleting Class 97 (5 points): Lose 39.456905 but Gain 540.440879 Iteration 124Q (23.982289 sec): 25 clusters Score: Raw -519318.079216 + Penalty 11823.879105 = -507494.200111 nChanged 19 Deleting Class 8 (56 points): Lose 293.876990 but Gain 765.155609 Iteration 125Q (24.030301 sec): 24 clusters Score: Raw -519039.361373 + Penalty 11104.868287 = -507934.493086 nChanged 67 Deleting Class 19 (27 points): Lose 110.270586 but Gain 559.403810 Iteration 126Q (24.080056 sec): 23 clusters Score: Raw -519089.515895 + Penalty 10528.070397 = -508561.445498 nChanged 42 Deleting Class 67 (42 points): Lose 135.279614 but Gain 554.226737 Iteration 127Q (24.128133 sec): 22 clusters Score: Raw -519010.897395 + Penalty 9959.525902 = -509051.371494 nChanged 54 Deleting Class 75 (4 points): Lose 14.884156 but Gain 410.465057 Iteration 128Q (24.176849 sec): 21 clusters Score: Raw -519069.866122 + Penalty 9545.185353 = -509524.680769 nChanged 23 Deleting Class 27 (45 points): Lose 100.589294 but Gain 391.604713 Iteration 129Q (24.223491 sec): 20 clusters Score: Raw -518982.443059 + Penalty 9147.717576 = -509834.725483 nChanged 58 Deleting Class 39 (47 points): Lose 517.804377 but Gain 844.861223 Iteration 130F (24.398588 sec): 19 clusters Score: Raw -518528.585470 + Penalty 9233.606124 = -509294.979346 nChanged 75 Deleting Class 24 (147 points): Lose 783.785118 but Gain 983.572067 Iteration 131F (24.566515 sec): 18 clusters Score: Raw -517981.111403 + Penalty 8719.592360 = -509261.519043 nChanged 186 Deleting Class 106 (12 points): Lose 90.209941 but Gain 256.025960 Iteration 132F (24.728074 sec): 17 clusters Score: Raw -518356.123647 + Penalty 8306.670067 = -510049.453580 nChanged 70 Deleting Class 14 (226 points): Lose 363.683690 but Gain 379.673948 Iteration 133Q (24.775893 sec): 16 clusters Score: Raw -518041.131959 + Penalty 7918.611226 = -510122.520734 nChanged 256 Iteration 134Q (24.822865 sec): 16 clusters Score: Raw -518377.602397 + Penalty 7920.340075 = -510457.262322 nChanged 31 Iteration 135Q (24.868985 sec): 16 clusters Score: Raw -518392.815620 + Penalty 7919.581606 = -510473.234014 nChanged 12 Iteration 136Q (24.914298 sec): 16 clusters Score: Raw -518396.815967 + Penalty 7918.196470 = -510478.619497 nChanged 6 Iteration 137Q (24.959229 sec): 16 clusters Score: Raw -518398.092839 + Penalty 7918.112070 = -510479.980769 nChanged 2 Iteration 138Q (25.004691 sec): 16 clusters Score: Raw -518402.346876 + Penalty 7917.954164 = -510484.392712 nChanged 1 Iteration 139Q (25.050139 sec): 16 clusters Score: Raw -518402.782773 + Penalty 7918.653806 = -510484.128967 nChanged 1 Iteration 140F (25.193687 sec): 16 clusters Score: Raw -518403.076675 + Penalty 7920.669606 = -510482.407069 nChanged 1 Iteration 141F (25.336354 sec): 16 clusters Score: Raw -518403.538171 + Penalty 7921.288424 = -510482.249748 nChanged 1 Iteration 142F (25.479915 sec): 16 clusters Score: Raw -518403.812062 + Penalty 7921.288424 = -510482.523638 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 -518403.812062 + Penalty 7921.288424 = -510482.523638Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.521385 sec): 2 clusters Score: Raw -66455.329484 + Penalty 190.841348 = -66264.488136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.525260 sec): 3 clusters Score: Raw -65151.228056 + Penalty 392.858225 = -64758.369831 nChanged 944 SP:Iteration 1F (25.529054 sec): 3 clusters Score: Raw -66204.907282 + Penalty 408.052287 = -65796.854995 nChanged 271 SP:Iteration 2F (25.532886 sec): 3 clusters Score: Raw -66757.641769 + Penalty 411.421619 = -66346.220150 nChanged 88 SP:Iteration 3Q (25.536351 sec): 3 clusters Score: Raw -66874.270213 + Penalty 410.848313 = -66463.421901 nChanged 28 SP:Iteration 4Q (25.539649 sec): 3 clusters Score: Raw -66888.680924 + Penalty 410.293817 = -66478.387106 nChanged 17 SP:Iteration 5Q (25.542912 sec): 3 clusters Score: Raw -66894.259489 + Penalty 409.900730 = -66484.358759 nChanged 9 SP:Iteration 6Q (25.546210 sec): 3 clusters Score: Raw -66895.867590 + Penalty 409.731907 = -66486.135684 nChanged 3 SP:Iteration 7Q (25.549559 sec): 3 clusters Score: Raw -66896.921431 + Penalty 409.659710 = -66487.261721 nChanged 3 SP:Iteration 8Q (25.552894 sec): 3 clusters Score: Raw -66897.839016 + Penalty 409.678971 = -66488.160045 nChanged 2 SP:Iteration 9Q (25.556186 sec): 3 clusters Score: Raw -66898.335394 + Penalty 409.461841 = -66488.873554 nChanged 2 SP:Iteration 10F (25.559982 sec): 3 clusters Score: Raw -66898.657444 + Penalty 409.448929 = -66489.208515 nChanged 3 SP:Iteration 11Q (25.563311 sec): 3 clusters Score: Raw -66898.891988 + Penalty 409.406903 = -66489.485085 nChanged 1 SP:Iteration 12Q (25.566647 sec): 3 clusters Score: Raw -66898.916086 + Penalty 409.319769 = -66489.596317 nChanged 1 SP:Iteration 13Q (25.569899 sec): 3 clusters Score: Raw -66898.940990 + Penalty 409.319769 = -66489.621221 nChanged 0 SP:Iteration 14F (25.573688 sec): 3 clusters Score: Raw -66898.940990 + Penalty 409.319769 = -66489.621221 nChanged 0 Score: Raw -534990.407671 + Penalty 8200.838747 = -526789.568924 Splitting cluster 1 changes total score from -510482.523638 to -526789.568924 So it's getting split into cluster 5. Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.745144 sec): 2 clusters Score: Raw -146395.750128 + Penalty 202.055866 = -146193.694261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.754005 sec): 3 clusters Score: Raw -143300.509179 + Penalty 405.885342 = -142894.623837 nChanged 2229 SP:Iteration 1F (25.762595 sec): 3 clusters Score: Raw -145181.494117 + Penalty 410.552401 = -144770.941716 nChanged 586 SP:Iteration 2F (25.771123 sec): 3 clusters Score: Raw -145681.548900 + Penalty 412.916862 = -145268.632039 nChanged 309 SP:Iteration 3F (25.779576 sec): 3 clusters Score: Raw -145941.202693 + Penalty 414.109174 = -145527.093519 nChanged 188 SP:Iteration 4Q (25.787949 sec): 3 clusters Score: Raw -146058.695788 + Penalty 414.447836 = -145644.247953 nChanged 120 SP:Iteration 5Q (25.796317 sec): 3 clusters Score: Raw -146103.007548 + Penalty 414.929525 = -145688.078022 nChanged 67 SP:Iteration 6Q (25.804597 sec): 3 clusters Score: Raw -146123.280233 + Penalty 415.604045 = -145707.676188 nChanged 39 SP:Iteration 7Q (25.814006 sec): 3 clusters Score: Raw -146130.999650 + Penalty 416.896963 = -145714.102686 nChanged 33 SP:Iteration 8Q (25.823691 sec): 3 clusters Score: Raw -146137.509252 + Penalty 417.682996 = -145719.826256 nChanged 38 SP:Iteration 9Q (25.832585 sec): 3 clusters Score: Raw -146146.651384 + Penalty 419.108192 = -145727.543192 nChanged 43 SP:Iteration 10F (25.841835 sec): 3 clusters Score: Raw -146158.971769 + Penalty 421.028730 = -145737.943039 nChanged 58 SP:Iteration 11Q (25.851031 sec): 3 clusters Score: Raw -146183.749793 + Penalty 422.980738 = -145760.769055 nChanged 65 SP:Iteration 12Q (25.860766 sec): 3 clusters Score: Raw -146208.420442 + Penalty 425.394607 = -145783.025836 nChanged 70 SP:Iteration 13Q (25.869813 sec): 3 clusters Score: Raw -146240.728830 + Penalty 428.398502 = -145812.330328 nChanged 76 SP:Iteration 14Q (25.878667 sec): 3 clusters Score: Raw -146284.581770 + Penalty 431.284203 = -145853.297566 nChanged 79 SP:Iteration 15Q (25.887439 sec): 3 clusters Score: Raw -146333.290176 + Penalty 434.131021 = -145899.159155 nChanged 82 SP:Iteration 16Q (25.896241 sec): 3 clusters Score: Raw -146388.240287 + Penalty 436.732576 = -145951.507711 nChanged 68 SP:Iteration 17Q (25.904947 sec): 3 clusters Score: Raw -146426.998674 + Penalty 437.945091 = -145989.053583 nChanged 59 SP:Iteration 18Q (25.913977 sec): 3 clusters Score: Raw -146450.207120 + Penalty 438.411051 = -146011.796069 nChanged 43 SP:Iteration 19Q (25.923073 sec): 3 clusters Score: Raw -146463.545123 + Penalty 439.233865 = -146024.311258 nChanged 38 SP:Iteration 20F (25.932582 sec): 3 clusters Score: Raw -146471.972416 + Penalty 440.284985 = -146031.687431 nChanged 25 SP:Iteration 21Q (25.941219 sec): 3 clusters Score: Raw -146476.115076 + Penalty 441.203275 = -146034.911801 nChanged 17 SP:Iteration 22Q (25.949997 sec): 3 clusters Score: Raw -146478.292583 + Penalty 441.588659 = -146036.703924 nChanged 14 SP:Iteration 23Q (25.958828 sec): 3 clusters Score: Raw -146479.012674 + Penalty 441.532845 = -146037.479829 nChanged 9 SP:Iteration 24Q (25.969013 sec): 3 clusters Score: Raw -146479.542199 + Penalty 441.639143 = -146037.903056 nChanged 6 SP:Iteration 25Q (25.977780 sec): 3 clusters Score: Raw -146479.792731 + Penalty 441.741466 = -146038.051265 nChanged 5 SP:Iteration 26Q (25.986358 sec): 3 clusters Score: Raw -146480.093324 + Penalty 442.171626 = -146037.921698 nChanged 7 SP:Iteration 27F (25.995644 sec): 3 clusters Score: Raw -146480.476867 + Penalty 442.553859 = -146037.923008 nChanged 4 SP:Iteration 28Q (26.004248 sec): 3 clusters Score: Raw -146480.665071 + Penalty 442.651487 = -146038.013584 nChanged 2 SP:Iteration 29Q (26.013020 sec): 3 clusters Score: Raw -146480.835917 + Penalty 442.651487 = -146038.184430 nChanged 0 SP:Iteration 30F (26.021970 sec): 3 clusters Score: Raw -146480.835917 + Penalty 442.651487 = -146038.184430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.026489 sec): 2 clusters Score: Raw -10047.140683 + Penalty 98.094457 = -9949.046226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.027286 sec): 3 clusters Score: Raw -9867.363904 + Penalty 193.691118 = -9673.672786 nChanged 136 SP:Iteration 1F (26.028058 sec): 3 clusters Score: Raw -9968.189758 + Penalty 193.702695 = -9774.487063 nChanged 23 SP:Iteration 2F (26.028835 sec): 3 clusters Score: Raw -9987.602447 + Penalty 194.159164 = -9793.443284 nChanged 13 SP:Iteration 3Q (26.029628 sec): 3 clusters Score: Raw -9994.536522 + Penalty 193.589172 = -9800.947350 nChanged 7 SP:Iteration 4Q (26.030393 sec): 3 clusters Score: Raw -9999.343335 + Penalty 192.729317 = -9806.614018 nChanged 7 SP:Iteration 5Q (26.031191 sec): 3 clusters Score: Raw -10004.303656 + Penalty 191.886257 = -9812.417398 nChanged 10 SP:Iteration 6Q (26.031973 sec): 3 clusters Score: Raw -10010.621744 + Penalty 192.212004 = -9818.409741 nChanged 4 SP:Iteration 7Q (26.032754 sec): 3 clusters Score: Raw -10011.325741 + Penalty 192.025686 = -9819.300055 nChanged 4 SP:Iteration 8Q (26.033528 sec): 3 clusters Score: Raw -10012.827975 + Penalty 191.178702 = -9821.649273 nChanged 4 SP:Iteration 9Q (26.034291 sec): 3 clusters Score: Raw -10016.087729 + Penalty 190.843837 = -9825.243892 nChanged 3 SP:Iteration 10F (26.035058 sec): 3 clusters Score: Raw -10018.634456 + Penalty 190.314747 = -9828.319710 nChanged 5 SP:Iteration 11Q (26.035795 sec): 3 clusters Score: Raw -10022.514535 + Penalty 190.564802 = -9831.949733 nChanged 3 SP:Iteration 12Q (26.036530 sec): 3 clusters Score: Raw -10023.977439 + Penalty 190.880000 = -9833.097440 nChanged 2 SP:Iteration 13Q (26.037261 sec): 3 clusters Score: Raw -10025.336406 + Penalty 191.012287 = -9834.324119 nChanged 1 SP:Iteration 14Q (26.037991 sec): 3 clusters Score: Raw -10025.779911 + Penalty 190.955048 = -9834.824863 nChanged 2 SP:Iteration 15Q (26.038722 sec): 3 clusters Score: Raw -10026.421428 + Penalty 191.325136 = -9835.096292 nChanged 2 SP:Iteration 16Q (26.039448 sec): 3 clusters Score: Raw -10027.650600 + Penalty 191.370200 = -9836.280399 nChanged 1 SP:Iteration 17Q (26.040171 sec): 3 clusters Score: Raw -10027.747424 + Penalty 191.370200 = -9836.377223 nChanged 0 SP:Iteration 18F (26.040937 sec): 3 clusters Score: Raw -10027.747424 + Penalty 191.370200 = -9836.377223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.042797 sec): 2 clusters Score: Raw -7506.996824 + Penalty 326.895030 = -7180.101794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.043535 sec): 3 clusters Score: Raw -7437.942114 + Penalty 683.717591 = -6754.224523 nChanged 80 SP:Iteration 1F (26.044259 sec): 3 clusters Score: Raw -7577.610048 + Penalty 715.322045 = -6862.288003 nChanged 32 SP:Iteration 2F (26.044982 sec): 3 clusters Score: Raw -7658.381854 + Penalty 751.152962 = -6907.228891 nChanged 20 SP:Iteration 3F (26.045703 sec): 3 clusters Score: Raw -7695.616661 + Penalty 755.628609 = -6939.988052 nChanged 7 SP:Iteration 4Q (26.046408 sec): 3 clusters Score: Raw -7707.438699 + Penalty 755.578462 = -6951.860237 nChanged 2 SP:Iteration 5Q (26.047086 sec): 3 clusters Score: Raw -7712.497169 + Penalty 756.078917 = -6956.418251 nChanged 2 SP:Iteration 6Q (26.047760 sec): 3 clusters Score: Raw -7720.074582 + Penalty 757.078378 = -6962.996204 nChanged 3 SP:Iteration 7Q (26.048432 sec): 3 clusters Score: Raw -7730.891501 + Penalty 754.714987 = -6976.176513 nChanged 2 SP:Iteration 8Q (26.049104 sec): 3 clusters Score: Raw -7732.634109 + Penalty 755.197687 = -6977.436422 nChanged 2 SP:Iteration 9Q (26.049771 sec): 3 clusters Score: Raw -7737.560378 + Penalty 757.253974 = -6980.306403 nChanged 1 SP:Iteration 10F (26.050491 sec): 3 clusters Score: Raw -7740.093654 + Penalty 757.253974 = -6982.839680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054967 sec): 2 clusters Score: Raw -38360.907440 + Penalty 221.423241 = -38139.484199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057302 sec): 3 clusters Score: Raw -37595.521985 + Penalty 458.393646 = -37137.128338 nChanged 544 SP:Iteration 1F (26.059603 sec): 3 clusters Score: Raw -37966.342868 + Penalty 481.633682 = -37484.709186 nChanged 150 SP:Iteration 2F (26.061915 sec): 3 clusters Score: Raw -38066.737063 + Penalty 505.599988 = -37561.137075 nChanged 90 SP:Iteration 3F (26.064203 sec): 3 clusters Score: Raw -38148.524568 + Penalty 535.011378 = -37613.513190 nChanged 78 SP:Iteration 4F (26.066486 sec): 3 clusters Score: Raw -38228.124024 + Penalty 564.205783 = -37663.918241 nChanged 62 SP:Iteration 5F (26.068774 sec): 3 clusters Score: Raw -38293.351610 + Penalty 587.174522 = -37706.177089 nChanged 40 SP:Iteration 6Q (26.071029 sec): 3 clusters Score: Raw -38326.613589 + Penalty 601.292046 = -37725.321543 nChanged 32 SP:Iteration 7Q (26.073268 sec): 3 clusters Score: Raw -38351.288357 + Penalty 622.665569 = -37728.622788 nChanged 23 SP:Iteration 8Q (26.075438 sec): 3 clusters Score: Raw -38367.123242 + Penalty 623.618156 = -37743.505086 nChanged 11 SP:Iteration 9Q (26.077531 sec): 3 clusters Score: Raw -38373.516079 + Penalty 618.974822 = -37754.541256 nChanged 15 SP:Iteration 10F (26.079908 sec): 3 clusters Score: Raw -38384.165511 + Penalty 616.064497 = -37768.101014 nChanged 6 SP:Iteration 11Q (26.081979 sec): 3 clusters Score: Raw -38387.521992 + Penalty 616.281394 = -37771.240599 nChanged 4 SP:Iteration 12Q (26.083981 sec): 3 clusters Score: Raw -38389.653030 + Penalty 615.336775 = -37774.316255 nChanged 3 SP:Iteration 13Q (26.085971 sec): 3 clusters Score: Raw -38391.022141 + Penalty 613.783223 = -37777.238918 nChanged 3 SP:Iteration 14Q (26.087970 sec): 3 clusters Score: Raw -38392.165170 + Penalty 616.552234 = -37775.612937 nChanged 2 SP:Iteration 15F (26.090257 sec): 3 clusters Score: Raw -38393.047935 + Penalty 616.471026 = -37776.576909 nChanged 2 SP:Iteration 16Q (26.092235 sec): 3 clusters Score: Raw -38393.589680 + Penalty 616.471026 = -37777.118655 nChanged 0 SP:Iteration 17F (26.094538 sec): 3 clusters Score: Raw -38393.589680 + Penalty 616.471026 = -37777.118655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.098446 sec): 2 clusters Score: Raw -38501.006526 + Penalty 241.320344 = -38259.686182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.100728 sec): 3 clusters Score: Raw -37811.773827 + Penalty 482.368891 = -37329.404936 nChanged 496 SP:Iteration 1F (26.102942 sec): 3 clusters Score: Raw -38118.830519 + Penalty 482.127059 = -37636.703460 nChanged 128 SP:Iteration 2F (26.105127 sec): 3 clusters Score: Raw -38203.416175 + Penalty 483.341981 = -37720.074194 nChanged 94 SP:Iteration 3F (26.107306 sec): 3 clusters Score: Raw -38297.042714 + Penalty 486.814800 = -37810.227914 nChanged 93 SP:Iteration 4F (26.109487 sec): 3 clusters Score: Raw -38383.737480 + Penalty 489.415441 = -37894.322039 nChanged 83 SP:Iteration 5F (26.111666 sec): 3 clusters Score: Raw -38455.158832 + Penalty 493.211349 = -37961.947483 nChanged 58 SP:Iteration 6Q (26.113841 sec): 3 clusters Score: Raw -38496.954261 + Penalty 495.283590 = -38001.670671 nChanged 37 SP:Iteration 7Q (26.116005 sec): 3 clusters Score: Raw -38517.634512 + Penalty 495.099462 = -38022.535050 nChanged 21 SP:Iteration 8Q (26.118129 sec): 3 clusters Score: Raw -38535.379264 + Penalty 495.536553 = -38039.842710 nChanged 21 SP:Iteration 9Q (26.120260 sec): 3 clusters Score: Raw -38545.257939 + Penalty 494.418399 = -38050.839540 nChanged 10 SP:Iteration 10F (26.122676 sec): 3 clusters Score: Raw -38551.769461 + Penalty 493.840675 = -38057.928786 nChanged 8 SP:Iteration 11Q (26.124898 sec): 3 clusters Score: Raw -38554.061498 + Penalty 493.396155 = -38060.665343 nChanged 6 SP:Iteration 12Q (26.126979 sec): 3 clusters Score: Raw -38556.925876 + Penalty 493.013275 = -38063.912601 nChanged 6 SP:Iteration 13Q (26.128983 sec): 3 clusters Score: Raw -38560.140357 + Penalty 493.053218 = -38067.087139 nChanged 9 SP:Iteration 14Q (26.130974 sec): 3 clusters Score: Raw -38563.520467 + Penalty 493.872746 = -38069.647721 nChanged 8 SP:Iteration 15Q (26.132956 sec): 3 clusters Score: Raw -38565.879207 + Penalty 494.685517 = -38071.193690 nChanged 5 SP:Iteration 16Q (26.134928 sec): 3 clusters Score: Raw -38566.564042 + Penalty 494.966958 = -38071.597084 nChanged 1 SP:Iteration 17Q (26.136895 sec): 3 clusters Score: Raw -38566.601115 + Penalty 495.279813 = -38071.321302 nChanged 2 SP:Iteration 18F (26.139075 sec): 3 clusters Score: Raw -38566.904975 + Penalty 496.325928 = -38070.579047 nChanged 3 SP:Iteration 19F (26.141250 sec): 3 clusters Score: Raw -38567.186934 + Penalty 496.325928 = -38070.861006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.146260 sec): 2 clusters Score: Raw -48467.284481 + Penalty 124.831788 = -48342.452693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.149391 sec): 3 clusters Score: Raw -47491.366730 + Penalty 279.016090 = -47212.350640 nChanged 718 SP:Iteration 1F (26.152430 sec): 3 clusters Score: Raw -48212.089894 + Penalty 316.761931 = -47895.327963 nChanged 162 SP:Iteration 2F (26.155425 sec): 3 clusters Score: Raw -48392.994355 + Penalty 343.048112 = -48049.946243 nChanged 54 SP:Iteration 3Q (26.158389 sec): 3 clusters Score: Raw -48445.777148 + Penalty 344.405268 = -48101.371881 nChanged 20 SP:Iteration 4Q (26.161152 sec): 3 clusters Score: Raw -48459.551545 + Penalty 350.030567 = -48109.520978 nChanged 14 SP:Iteration 5Q (26.163811 sec): 3 clusters Score: Raw -48473.180096 + Penalty 364.077514 = -48109.102582 nChanged 11 SP:Iteration 6F (26.166852 sec): 3 clusters Score: Raw -48482.959663 + Penalty 373.540332 = -48109.419331 nChanged 3 SP:Iteration 7Q (26.169329 sec): 3 clusters Score: Raw -48483.837995 + Penalty 386.342916 = -48097.495079 nChanged 3 SP:Iteration 8F (26.172323 sec): 3 clusters Score: Raw -48484.853837 + Penalty 396.359901 = -48088.493936 nChanged 2 SP:Iteration 9F (26.175371 sec): 3 clusters Score: Raw -48486.055518 + Penalty 398.572776 = -48087.482743 nChanged 1 SP:Iteration 10F (26.178331 sec): 3 clusters Score: Raw -48486.994357 + Penalty 400.395132 = -48086.599225 nChanged 1 SP:Iteration 11F (26.181281 sec): 3 clusters Score: Raw -48487.217416 + Penalty 395.688826 = -48091.528590 nChanged 1 SP:Iteration 12Q (26.183719 sec): 3 clusters Score: Raw -48488.072179 + Penalty 395.688826 = -48092.383354 nChanged 0 SP:Iteration 13F (26.186782 sec): 3 clusters Score: Raw -48488.072179 + Penalty 395.688826 = -48092.383354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.189379 sec): 2 clusters Score: Raw -13440.358917 + Penalty 408.955214 = -13031.403702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.190341 sec): 3 clusters Score: Raw -13266.998258 + Penalty 829.690968 = -12437.307291 nChanged 132 SP:Iteration 1F (26.191283 sec): 3 clusters Score: Raw -13388.876906 + Penalty 835.918382 = -12552.958525 nChanged 34 SP:Iteration 2F (26.192225 sec): 3 clusters Score: Raw -13421.221706 + Penalty 852.715526 = -12568.506181 nChanged 26 SP:Iteration 3F (26.193169 sec): 3 clusters Score: Raw -13445.046675 + Penalty 869.454225 = -12575.592450 nChanged 21 SP:Iteration 4Q (26.194088 sec): 3 clusters Score: Raw -13464.003897 + Penalty 887.704576 = -12576.299321 nChanged 19 SP:Iteration 5Q (26.195002 sec): 3 clusters Score: Raw -13486.316725 + Penalty 902.216086 = -12584.100639 nChanged 14 SP:Iteration 6Q (26.195944 sec): 3 clusters Score: Raw -13500.263862 + Penalty 915.216007 = -12585.047855 nChanged 14 SP:Iteration 7Q (26.196864 sec): 3 clusters Score: Raw -13521.655135 + Penalty 918.845042 = -12602.810094 nChanged 10 SP:Iteration 8Q (26.197747 sec): 3 clusters Score: Raw -13537.800039 + Penalty 924.367749 = -12613.432290 nChanged 6 SP:Iteration 9Q (26.198616 sec): 3 clusters Score: Raw -13550.298710 + Penalty 931.935555 = -12618.363155 nChanged 5 SP:Iteration 10F (26.199555 sec): 3 clusters Score: Raw -13553.307351 + Penalty 933.344742 = -12619.962609 nChanged 1 SP:Iteration 11Q (26.200396 sec): 3 clusters Score: Raw -13554.063761 + Penalty 933.289784 = -12620.773977 nChanged 1 SP:Iteration 12Q (26.201238 sec): 3 clusters Score: Raw -13554.008655 + Penalty 933.289784 = -12620.718871 nChanged 0 SP:Iteration 13F (26.202176 sec): 3 clusters Score: Raw -13554.008655 + Penalty 933.289784 = -12620.718871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.212658 sec): 2 clusters Score: Raw -80735.227647 + Penalty 400.662331 = -80334.565316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.216678 sec): 3 clusters Score: Raw -79499.182666 + Penalty 800.767865 = -78698.414800 nChanged 926 SP:Iteration 1F (26.220700 sec): 3 clusters Score: Raw -80022.271872 + Penalty 800.074732 = -79222.197140 nChanged 163 SP:Iteration 2F (26.224934 sec): 3 clusters Score: Raw -80110.521385 + Penalty 800.114132 = -79310.407253 nChanged 129 SP:Iteration 3F (26.228879 sec): 3 clusters Score: Raw -80210.775209 + Penalty 800.702292 = -79410.072917 nChanged 133 SP:Iteration 4F (26.232767 sec): 3 clusters Score: Raw -80320.849705 + Penalty 801.305809 = -79519.543895 nChanged 119 SP:Iteration 5F (26.236651 sec): 3 clusters Score: Raw -80412.253751 + Penalty 802.023559 = -79610.230192 nChanged 110 SP:Iteration 6F (26.240629 sec): 3 clusters Score: Raw -80495.764440 + Penalty 802.143156 = -79693.621284 nChanged 109 SP:Iteration 7F (26.244549 sec): 3 clusters Score: Raw -80582.046333 + Penalty 802.103151 = -79779.943182 nChanged 80 SP:Iteration 8Q (26.248357 sec): 3 clusters Score: Raw -80636.155316 + Penalty 802.142718 = -79834.012598 nChanged 48 SP:Iteration 9Q (26.252229 sec): 3 clusters Score: Raw -80661.351630 + Penalty 801.941658 = -79859.409972 nChanged 44 SP:Iteration 10F (26.256234 sec): 3 clusters Score: Raw -80683.724482 + Penalty 801.810782 = -79881.913699 nChanged 42 SP:Iteration 11Q (26.259916 sec): 3 clusters Score: Raw -80706.840806 + Penalty 801.897989 = -79904.942817 nChanged 43 SP:Iteration 12Q (26.263721 sec): 3 clusters Score: Raw -80735.062932 + Penalty 801.824065 = -79933.238868 nChanged 42 SP:Iteration 13Q (26.267475 sec): 3 clusters Score: Raw -80759.729313 + Penalty 801.899222 = -79957.830091 nChanged 36 SP:Iteration 14Q (26.271123 sec): 3 clusters Score: Raw -80783.235220 + Penalty 801.677128 = -79981.558092 nChanged 28 SP:Iteration 15Q (26.274814 sec): 3 clusters Score: Raw -80803.903329 + Penalty 801.581559 = -80002.321770 nChanged 33 SP:Iteration 16Q (26.278427 sec): 3 clusters Score: Raw -80827.500299 + Penalty 800.724905 = -80026.775394 nChanged 33 SP:Iteration 17Q (26.281978 sec): 3 clusters Score: Raw -80850.855301 + Penalty 800.115268 = -80050.740033 nChanged 23 SP:Iteration 18Q (26.285492 sec): 3 clusters Score: Raw -80860.113504 + Penalty 799.673814 = -80060.439690 nChanged 16 SP:Iteration 19Q (26.289096 sec): 3 clusters Score: Raw -80868.608648 + Penalty 799.815363 = -80068.793285 nChanged 14 SP:Iteration 20F (26.292994 sec): 3 clusters Score: Raw -80873.070112 + Penalty 800.162125 = -80072.907986 nChanged 13 SP:Iteration 21Q (26.296504 sec): 3 clusters Score: Raw -80876.987058 + Penalty 800.286964 = -80076.700093 nChanged 6 SP:Iteration 22Q (26.300019 sec): 3 clusters Score: Raw -80878.422383 + Penalty 800.118836 = -80078.303546 nChanged 3 SP:Iteration 23Q (26.303555 sec): 3 clusters Score: Raw -80878.937509 + Penalty 800.155460 = -80078.782049 nChanged 3 SP:Iteration 24Q (26.307089 sec): 3 clusters Score: Raw -80879.284355 + Penalty 800.155460 = -80079.128895 nChanged 0 SP:Iteration 25F (26.310966 sec): 3 clusters Score: Raw -80879.284355 + Penalty 800.155460 = -80079.128895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315505 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316146 sec): 3 clusters Score: Raw -7759.181598 + Penalty 506.034675 = -7253.146923 nChanged 68 SP:Iteration 1F (26.316785 sec): 3 clusters Score: Raw -7817.568519 + Penalty 508.619841 = -7308.948677 nChanged 15 SP:Iteration 2F (26.317409 sec): 3 clusters Score: Raw -7830.317803 + Penalty 511.493369 = -7318.824434 nChanged 6 SP:Iteration 3Q (26.318024 sec): 3 clusters Score: Raw -7836.806025 + Penalty 515.750598 = -7321.055427 nChanged 7 SP:Iteration 4Q (26.318649 sec): 3 clusters Score: Raw -7841.747310 + Penalty 520.984111 = -7320.763199 nChanged 7 SP:Iteration 5F (26.319271 sec): 3 clusters Score: Raw -7847.871339 + Penalty 537.071184 = -7310.800155 nChanged 10 SP:Iteration 6F (26.319893 sec): 3 clusters Score: Raw -7860.202230 + Penalty 546.816765 = -7313.385465 nChanged 8 SP:Iteration 7Q (26.320519 sec): 3 clusters Score: Raw -7871.635055 + Penalty 563.148150 = -7308.486904 nChanged 5 SP:Iteration 8F (26.321153 sec): 3 clusters Score: Raw -7885.278109 + Penalty 577.151548 = -7308.126561 nChanged 3 SP:Iteration 9F (26.321778 sec): 3 clusters Score: Raw -7897.905149 + Penalty 579.544179 = -7318.360970 nChanged 1 SP:Iteration 10F (26.322403 sec): 3 clusters Score: Raw -7902.411179 + Penalty 579.544179 = -7322.866999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324166 sec): 2 clusters Score: Raw -8264.502314 + Penalty 296.613523 = -7967.888791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324902 sec): 3 clusters Score: Raw -8187.695805 + Penalty 593.147614 = -7594.548191 nChanged 79 SP:Iteration 1F (26.325586 sec): 3 clusters Score: Raw -8275.552276 + Penalty 593.495884 = -7682.056392 nChanged 23 SP:Iteration 2F (26.326314 sec): 3 clusters Score: Raw -8292.615181 + Penalty 593.577371 = -7699.037810 nChanged 11 SP:Iteration 3Q (26.327021 sec): 3 clusters Score: Raw -8300.016846 + Penalty 593.458482 = -7706.558364 nChanged 7 SP:Iteration 4Q (26.327707 sec): 3 clusters Score: Raw -8308.184358 + Penalty 593.480317 = -7714.704041 nChanged 5 SP:Iteration 5Q (26.328391 sec): 3 clusters Score: Raw -8310.024813 + Penalty 593.480317 = -7716.544496 nChanged 0 SP:Iteration 6F (26.329103 sec): 3 clusters Score: Raw -8310.024813 + Penalty 593.480317 = -7716.544496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.331054 sec): 2 clusters Score: Raw -12088.924123 + Penalty 304.498311 = -11784.425813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.331891 sec): 3 clusters Score: Raw -11929.288495 + Penalty 626.452690 = -11302.835806 nChanged 107 SP:Iteration 1F (26.332713 sec): 3 clusters Score: Raw -12057.188157 + Penalty 690.689547 = -11366.498610 nChanged 62 SP:Iteration 2F (26.333534 sec): 3 clusters Score: Raw -12148.216343 + Penalty 724.026293 = -11424.190051 nChanged 15 SP:Iteration 3Q (26.334329 sec): 3 clusters Score: Raw -12167.261326 + Penalty 728.996099 = -11438.265227 nChanged 6 SP:Iteration 4Q (26.335109 sec): 3 clusters Score: Raw -12172.022534 + Penalty 733.302567 = -11438.719967 nChanged 2 SP:Iteration 5Q (26.335883 sec): 3 clusters Score: Raw -12173.985216 + Penalty 735.632684 = -11438.352532 nChanged 2 SP:Iteration 6F (26.336735 sec): 3 clusters Score: Raw -12176.883411 + Penalty 739.393322 = -11437.490089 nChanged 3 SP:Iteration 7F (26.337553 sec): 3 clusters Score: Raw -12186.200647 + Penalty 736.639858 = -11449.560789 nChanged 4 SP:Iteration 8Q (26.338321 sec): 3 clusters Score: Raw -12193.463654 + Penalty 743.834696 = -11449.628957 nChanged 3 SP:Iteration 9Q (26.339086 sec): 3 clusters Score: Raw -12204.888239 + Penalty 743.834696 = -11461.053542 nChanged 0 SP:Iteration 10F (26.339906 sec): 3 clusters Score: Raw -12204.888239 + Penalty 743.834696 = -11461.053542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.346230 sec): 2 clusters Score: Raw -75581.697783 + Penalty 354.224170 = -75227.473613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.350203 sec): 3 clusters Score: Raw -74369.918405 + Penalty 707.908531 = -73662.009874 nChanged 919 SP:Iteration 1F (26.354009 sec): 3 clusters Score: Raw -74929.317493 + Penalty 706.360599 = -74222.956894 nChanged 185 SP:Iteration 2F (26.357922 sec): 3 clusters Score: Raw -75021.470495 + Penalty 704.099828 = -74317.370667 nChanged 123 SP:Iteration 3F (26.361701 sec): 3 clusters Score: Raw -75109.738737 + Penalty 700.936450 = -74408.802286 nChanged 126 SP:Iteration 4F (26.365610 sec): 3 clusters Score: Raw -75212.494131 + Penalty 697.396081 = -74515.098051 nChanged 100 SP:Iteration 5Q (26.369455 sec): 3 clusters Score: Raw -75301.531995 + Penalty 694.388188 = -74607.143807 nChanged 105 SP:Iteration 6F (26.373300 sec): 3 clusters Score: Raw -75402.941468 + Penalty 690.811596 = -74712.129872 nChanged 81 SP:Iteration 7Q (26.377031 sec): 3 clusters Score: Raw -75472.540856 + Penalty 688.242075 = -74784.298780 nChanged 62 SP:Iteration 8Q (26.380565 sec): 3 clusters Score: Raw -75520.715614 + Penalty 686.707118 = -74834.008496 nChanged 54 SP:Iteration 9Q (26.384021 sec): 3 clusters Score: Raw -75557.630536 + Penalty 686.346866 = -74871.283670 nChanged 52 SP:Iteration 10F (26.387766 sec): 3 clusters Score: Raw -75595.697837 + Penalty 686.391199 = -74909.306638 nChanged 36 SP:Iteration 11Q (26.391150 sec): 3 clusters Score: Raw -75618.187283 + Penalty 687.023890 = -74931.163393 nChanged 35 SP:Iteration 12Q (26.394534 sec): 3 clusters Score: Raw -75639.705437 + Penalty 687.629902 = -74952.075534 nChanged 30 SP:Iteration 13Q (26.397913 sec): 3 clusters Score: Raw -75661.014469 + Penalty 687.562923 = -74973.451546 nChanged 22 SP:Iteration 14Q (26.401337 sec): 3 clusters Score: Raw -75671.948250 + Penalty 687.252227 = -74984.696023 nChanged 20 SP:Iteration 15Q (26.404666 sec): 3 clusters Score: Raw -75677.546766 + Penalty 686.685570 = -74990.861196 nChanged 13 SP:Iteration 16Q (26.407993 sec): 3 clusters Score: Raw -75680.478308 + Penalty 686.907013 = -74993.571295 nChanged 11 SP:Iteration 17Q (26.411298 sec): 3 clusters Score: Raw -75682.592649 + Penalty 687.357369 = -74995.235280 nChanged 4 SP:Iteration 18Q (26.414628 sec): 3 clusters Score: Raw -75683.971585 + Penalty 687.746439 = -74996.225146 nChanged 5 SP:Iteration 19Q (26.417935 sec): 3 clusters Score: Raw -75684.518041 + Penalty 687.556598 = -74996.961443 nChanged 1 SP:Iteration 20F (26.421725 sec): 3 clusters Score: Raw -75684.961613 + Penalty 687.513079 = -74997.448533 nChanged 1 SP:Iteration 21Q (26.425402 sec): 3 clusters Score: Raw -75685.051356 + Penalty 687.324426 = -74997.726930 nChanged 3 SP:Iteration 22Q (26.428975 sec): 3 clusters Score: Raw -75685.482867 + Penalty 687.164160 = -74998.318707 nChanged 6 SP:Iteration 23Q (26.432398 sec): 3 clusters Score: Raw -75686.269594 + Penalty 686.818763 = -74999.450831 nChanged 3 SP:Iteration 24Q (26.435751 sec): 3 clusters Score: Raw -75686.913174 + Penalty 686.766743 = -75000.146431 nChanged 4 SP:Iteration 25Q (26.439064 sec): 3 clusters Score: Raw -75687.879926 + Penalty 686.478853 = -75001.401073 nChanged 3 SP:Iteration 26Q (26.442376 sec): 3 clusters Score: Raw -75688.130258 + Penalty 686.503716 = -75001.626541 nChanged 2 SP:Iteration 27Q (26.445726 sec): 3 clusters Score: Raw -75688.238465 + Penalty 686.503716 = -75001.734748 nChanged 0 SP:Iteration 28F (26.449587 sec): 3 clusters Score: Raw -75688.238465 + Penalty 686.503716 = -75001.734748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 32 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.453584 sec): 2 clusters Score: Raw -17835.289259 + Penalty 571.845712 = -17263.443548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.454935 sec): 3 clusters Score: Raw -17562.559347 + Penalty 1141.192003 = -16421.367344 nChanged 210 SP:Iteration 1F (26.456258 sec): 3 clusters Score: Raw -17752.378115 + Penalty 1137.887552 = -16614.490564 nChanged 70 SP:Iteration 2F (26.457578 sec): 3 clusters Score: Raw -17831.831232 + Penalty 1138.853346 = -16692.977886 nChanged 33 SP:Iteration 3F (26.458901 sec): 3 clusters Score: Raw -17866.697811 + Penalty 1138.238266 = -16728.459545 nChanged 29 SP:Iteration 4Q (26.460200 sec): 3 clusters Score: Raw -17892.325645 + Penalty 1135.641587 = -16756.684058 nChanged 28 SP:Iteration 5Q (26.461501 sec): 3 clusters Score: Raw -17919.764570 + Penalty 1134.409555 = -16785.355015 nChanged 18 SP:Iteration 6Q (26.462786 sec): 3 clusters Score: Raw -17939.497084 + Penalty 1132.078820 = -16807.418264 nChanged 16 SP:Iteration 7Q (26.464069 sec): 3 clusters Score: Raw -17953.735200 + Penalty 1130.942716 = -16822.792484 nChanged 10 SP:Iteration 8Q (26.465362 sec): 3 clusters Score: Raw -17961.763593 + Penalty 1130.774863 = -16830.988730 nChanged 3 SP:Iteration 9Q (26.466630 sec): 3 clusters Score: Raw -17963.112875 + Penalty 1131.033291 = -16832.079584 nChanged 3 SP:Iteration 10F (26.467950 sec): 3 clusters Score: Raw -17963.826917 + Penalty 1130.358285 = -16833.468631 nChanged 2 SP:Iteration 11Q (26.469218 sec): 3 clusters Score: Raw -17964.659494 + Penalty 1130.292009 = -16834.367485 nChanged 1 SP:Iteration 12Q (26.470479 sec): 3 clusters Score: Raw -17964.827895 + Penalty 1130.292009 = -16834.535886 nChanged 0 SP:Iteration 13F (26.471803 sec): 3 clusters Score: Raw -17964.827895 + Penalty 1130.292009 = -16834.535886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.473611 sec): 2 clusters Score: Raw -3896.081845 + Penalty 411.076850 = -3485.004995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.474049 sec): 3 clusters Score: Raw -3885.740213 + Penalty 821.276437 = -3064.463776 nChanged 22 SP:Iteration 1F (26.474479 sec): 3 clusters Score: Raw -3924.948211 + Penalty 821.853203 = -3103.095009 nChanged 5 SP:Iteration 2Q (26.474918 sec): 3 clusters Score: Raw -3941.674474 + Penalty 821.860488 = -3119.813986 nChanged 4 SP:Iteration 3Q (26.475341 sec): 3 clusters Score: Raw -3948.485416 + Penalty 821.165452 = -3127.319964 nChanged 1 SP:Iteration 4Q (26.475762 sec): 3 clusters Score: Raw -3951.822269 + Penalty 821.165452 = -3130.656818 nChanged 0 SP:Iteration 5F (26.476197 sec): 3 clusters Score: Raw -3951.822269 + Penalty 821.165452 = -3130.656818 nChanged 0 Iteration 143F (26.639032 sec): 17 clusters Score: Raw -518912.378855 + Penalty 8213.909540 = -510698.469314 nChanged 93 Iteration 144Q (26.684698 sec): 17 clusters Score: Raw -518951.720717 + Penalty 8221.170863 = -510730.549854 nChanged 40 Iteration 145Q (26.730014 sec): 17 clusters Score: Raw -518961.771782 + Penalty 8222.341331 = -510739.430450 nChanged 24 Iteration 146Q (26.775424 sec): 17 clusters Score: Raw -518966.116918 + Penalty 8223.674479 = -510742.442439 nChanged 15 Iteration 147Q (26.820456 sec): 17 clusters Score: Raw -518970.627477 + Penalty 8225.015200 = -510745.612276 nChanged 14 Iteration 148Q (26.866402 sec): 17 clusters Score: Raw -518973.786696 + Penalty 8226.134488 = -510747.652208 nChanged 7 Iteration 149Q (26.911664 sec): 17 clusters Score: Raw -518974.908692 + Penalty 8225.406088 = -510749.502604 nChanged 5 Iteration 150F (27.062363 sec): 17 clusters Score: Raw -518976.083297 + Penalty 8224.955534 = -510751.127763 nChanged 7 Iteration 151Q (27.107383 sec): 17 clusters Score: Raw -518977.648136 + Penalty 8225.298198 = -510752.349938 nChanged 6 Iteration 152Q (27.152791 sec): 17 clusters Score: Raw -518978.523930 + Penalty 8225.669759 = -510752.854171 nChanged 3 Iteration 153Q (27.198072 sec): 17 clusters Score: Raw -518978.839594 + Penalty 8225.557382 = -510753.282213 nChanged 2 Iteration 154Q (27.243194 sec): 17 clusters Score: Raw -518978.993565 + Penalty 8225.395762 = -510753.597803 nChanged 4 Iteration 155Q (27.288422 sec): 17 clusters Score: Raw -518979.190583 + Penalty 8225.217380 = -510753.973204 nChanged 2 Iteration 156Q (27.333135 sec): 17 clusters Score: Raw -518979.309935 + Penalty 8224.887979 = -510754.421956 nChanged 4 Iteration 157Q (27.378889 sec): 17 clusters Score: Raw -518979.650863 + Penalty 8224.540344 = -510755.110519 nChanged 3 Iteration 158Q (27.423817 sec): 17 clusters Score: Raw -518979.820899 + Penalty 8225.298975 = -510754.521924 nChanged 3 Iteration 159F (27.573934 sec): 17 clusters Score: Raw -518980.409920 + Penalty 8225.534875 = -510754.875045 nChanged 3 Iteration 160F (27.723559 sec): 17 clusters Score: Raw -518981.100643 + Penalty 8225.114022 = -510755.986621 nChanged 3 Iteration 161Q (27.768435 sec): 17 clusters Score: Raw -518981.426599 + Penalty 8223.897079 = -510757.529521 nChanged 4 Iteration 162Q (27.815315 sec): 17 clusters Score: Raw -518981.772340 + Penalty 8223.387361 = -510758.384979 nChanged 4 Iteration 163Q (27.860723 sec): 17 clusters Score: Raw -518982.110875 + Penalty 8222.593377 = -510759.517498 nChanged 4 Iteration 164Q (27.908119 sec): 17 clusters Score: Raw -518982.451579 + Penalty 8222.265301 = -510760.186279 nChanged 3 Iteration 165Q (27.954883 sec): 17 clusters Score: Raw -518982.717806 + Penalty 8222.280586 = -510760.437220 nChanged 2 Iteration 166Q (28.002630 sec): 17 clusters Score: Raw -518982.870833 + Penalty 8221.215153 = -510761.655680 nChanged 3 Iteration 167Q (28.049525 sec): 17 clusters Score: Raw -518982.991386 + Penalty 8221.215153 = -510761.776233 nChanged 0 Iteration 168F (28.201358 sec): 17 clusters Score: Raw -518982.991386 + Penalty 8221.215153 = -510761.776233 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 -518982.991386 + Penalty 8221.215153 = -510761.776233Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.239444 sec): 2 clusters Score: Raw -40690.469979 + Penalty 143.520818 = -40546.949161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.241913 sec): 3 clusters Score: Raw -39911.896588 + Penalty 288.843765 = -39623.052823 nChanged 540 SP:Iteration 1F (28.244321 sec): 3 clusters Score: Raw -40262.965114 + Penalty 293.196199 = -39969.768915 nChanged 130 SP:Iteration 2F (28.246717 sec): 3 clusters Score: Raw -40341.872686 + Penalty 300.123802 = -40041.748884 nChanged 91 SP:Iteration 3F (28.249100 sec): 3 clusters Score: Raw -40398.692783 + Penalty 311.990410 = -40086.702373 nChanged 78 SP:Iteration 4F (28.251474 sec): 3 clusters Score: Raw -40462.193450 + Penalty 322.792021 = -40139.401429 nChanged 57 SP:Iteration 5Q (28.253839 sec): 3 clusters Score: Raw -40501.218101 + Penalty 333.865638 = -40167.352462 nChanged 59 SP:Iteration 6Q (28.256252 sec): 3 clusters Score: Raw -40542.894548 + Penalty 347.058641 = -40195.835907 nChanged 51 SP:Iteration 7Q (28.258668 sec): 3 clusters Score: Raw -40585.788730 + Penalty 364.664071 = -40221.124659 nChanged 53 SP:Iteration 8Q (28.261044 sec): 3 clusters Score: Raw -40633.197398 + Penalty 384.839648 = -40248.357749 nChanged 43 SP:Iteration 9Q (28.263314 sec): 3 clusters Score: Raw -40662.673774 + Penalty 393.451272 = -40269.222502 nChanged 16 SP:Iteration 10F (28.265655 sec): 3 clusters Score: Raw -40673.489103 + Penalty 407.215616 = -40266.273487 nChanged 17 SP:Iteration 11F (28.268097 sec): 3 clusters Score: Raw -40693.024575 + Penalty 415.162144 = -40277.862430 nChanged 18 SP:Iteration 12Q (28.270257 sec): 3 clusters Score: Raw -40704.028316 + Penalty 423.469412 = -40280.558904 nChanged 9 SP:Iteration 13Q (28.272293 sec): 3 clusters Score: Raw -40708.867778 + Penalty 433.130422 = -40275.737356 nChanged 7 SP:Iteration 14F (28.274710 sec): 3 clusters Score: Raw -40712.632930 + Penalty 442.915716 = -40269.717214 nChanged 7 SP:Iteration 15F (28.277140 sec): 3 clusters Score: Raw -40716.678714 + Penalty 445.686313 = -40270.992401 nChanged 6 SP:Iteration 16Q (28.279170 sec): 3 clusters Score: Raw -40720.765684 + Penalty 454.111618 = -40266.654066 nChanged 8 SP:Iteration 17F (28.281545 sec): 3 clusters Score: Raw -40724.760414 + Penalty 462.261634 = -40262.498780 nChanged 6 SP:Iteration 18F (28.283934 sec): 3 clusters Score: Raw -40727.320503 + Penalty 462.283824 = -40265.036679 nChanged 3 SP:Iteration 19Q (28.285931 sec): 3 clusters Score: Raw -40728.709086 + Penalty 464.606243 = -40264.102843 nChanged 1 SP:Iteration 20F (28.288252 sec): 3 clusters Score: Raw -40728.883976 + Penalty 464.606243 = -40264.277733 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.309686 sec): 2 clusters Score: Raw -146451.293716 + Penalty 202.241529 = -146249.052187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.318819 sec): 3 clusters Score: Raw -143330.302317 + Penalty 405.536302 = -142924.766015 nChanged 2261 SP:Iteration 1F (28.327668 sec): 3 clusters Score: Raw -145463.128193 + Penalty 408.381047 = -145054.747146 nChanged 566 SP:Iteration 2F (28.336646 sec): 3 clusters Score: Raw -145980.392435 + Penalty 410.466817 = -145569.925619 nChanged 312 SP:Iteration 3F (28.345542 sec): 3 clusters Score: Raw -146276.219077 + Penalty 412.191338 = -145864.027739 nChanged 206 SP:Iteration 4Q (28.354103 sec): 3 clusters Score: Raw -146421.736917 + Penalty 413.044936 = -146008.691980 nChanged 117 SP:Iteration 5Q (28.362761 sec): 3 clusters Score: Raw -146473.116970 + Penalty 413.798781 = -146059.318189 nChanged 73 SP:Iteration 6Q (28.371169 sec): 3 clusters Score: Raw -146491.328765 + Penalty 414.314524 = -146077.014242 nChanged 38 SP:Iteration 7Q (28.379496 sec): 3 clusters Score: Raw -146498.695789 + Penalty 414.829179 = -146083.866610 nChanged 36 SP:Iteration 8Q (28.387959 sec): 3 clusters Score: Raw -146504.005622 + Penalty 414.920702 = -146089.084920 nChanged 24 SP:Iteration 9Q (28.396382 sec): 3 clusters Score: Raw -146506.843372 + Penalty 415.184016 = -146091.659356 nChanged 20 SP:Iteration 10F (28.405264 sec): 3 clusters Score: Raw -146509.286994 + Penalty 415.663518 = -146093.623476 nChanged 17 SP:Iteration 11Q (28.413568 sec): 3 clusters Score: Raw -146511.846653 + Penalty 416.118182 = -146095.728471 nChanged 16 SP:Iteration 12Q (28.421831 sec): 3 clusters Score: Raw -146514.182341 + Penalty 416.478064 = -146097.704277 nChanged 13 SP:Iteration 13Q (28.430203 sec): 3 clusters Score: Raw -146515.513780 + Penalty 416.758537 = -146098.755243 nChanged 10 SP:Iteration 14Q (28.438720 sec): 3 clusters Score: Raw -146516.347627 + Penalty 417.259160 = -146099.088468 nChanged 13 SP:Iteration 15Q (28.447016 sec): 3 clusters Score: Raw -146517.176928 + Penalty 417.661590 = -146099.515338 nChanged 11 SP:Iteration 16Q (28.455250 sec): 3 clusters Score: Raw -146517.954204 + Penalty 417.711839 = -146100.242365 nChanged 4 SP:Iteration 17Q (28.463627 sec): 3 clusters Score: Raw -146518.099451 + Penalty 417.820047 = -146100.279404 nChanged 3 SP:Iteration 18Q (28.471965 sec): 3 clusters Score: Raw -146518.141652 + Penalty 417.875182 = -146100.266470 nChanged 2 SP:Iteration 19F (28.481206 sec): 3 clusters Score: Raw -146518.161394 + Penalty 417.875182 = -146100.286211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.485554 sec): 2 clusters Score: Raw -10097.526928 + Penalty 99.013134 = -9998.513794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.486374 sec): 3 clusters Score: Raw -9913.069053 + Penalty 192.265542 = -9720.803512 nChanged 139 SP:Iteration 1F (28.487169 sec): 3 clusters Score: Raw -10015.985044 + Penalty 189.809475 = -9826.175568 nChanged 35 SP:Iteration 2F (28.487957 sec): 3 clusters Score: Raw -10059.297523 + Penalty 191.456077 = -9867.841446 nChanged 22 SP:Iteration 3F (28.488743 sec): 3 clusters Score: Raw -10071.368933 + Penalty 191.605477 = -9879.763457 nChanged 8 SP:Iteration 4Q (28.489509 sec): 3 clusters Score: Raw -10073.241087 + Penalty 191.122442 = -9882.118646 nChanged 2 SP:Iteration 5Q (28.490272 sec): 3 clusters Score: Raw -10073.811711 + Penalty 190.927264 = -9882.884447 nChanged 1 SP:Iteration 6Q (28.491034 sec): 3 clusters Score: Raw -10074.713502 + Penalty 190.541809 = -9884.171693 nChanged 2 SP:Iteration 7Q (28.491796 sec): 3 clusters Score: Raw -10075.354600 + Penalty 190.177714 = -9885.176886 nChanged 2 SP:Iteration 8Q (28.492556 sec): 3 clusters Score: Raw -10075.678033 + Penalty 189.998342 = -9885.679691 nChanged 1 SP:Iteration 9Q (28.493315 sec): 3 clusters Score: Raw -10075.795887 + Penalty 189.998342 = -9885.797545 nChanged 0 SP:Iteration 10F (28.494105 sec): 3 clusters Score: Raw -10075.795887 + Penalty 189.998342 = -9885.797545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.496080 sec): 2 clusters Score: Raw -7664.639759 + Penalty 327.538076 = -7337.101683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.496853 sec): 3 clusters Score: Raw -7571.904325 + Penalty 663.604731 = -6908.299594 nChanged 80 SP:Iteration 1F (28.497608 sec): 3 clusters Score: Raw -7692.479352 + Penalty 693.219321 = -6999.260032 nChanged 37 SP:Iteration 2F (28.498358 sec): 3 clusters Score: Raw -7780.838739 + Penalty 714.597071 = -7066.241668 nChanged 14 SP:Iteration 3Q (28.499080 sec): 3 clusters Score: Raw -7825.348635 + Penalty 723.101637 = -7102.246998 nChanged 4 SP:Iteration 4Q (28.499779 sec): 3 clusters Score: Raw -7829.985190 + Penalty 724.895745 = -7105.089445 nChanged 2 SP:Iteration 5Q (28.500477 sec): 3 clusters Score: Raw -7845.082418 + Penalty 735.671868 = -7109.410550 nChanged 4 SP:Iteration 6Q (28.501172 sec): 3 clusters Score: Raw -7848.819594 + Penalty 742.422000 = -7106.397593 nChanged 2 SP:Iteration 7F (28.501917 sec): 3 clusters Score: Raw -7850.165184 + Penalty 750.669580 = -7099.495604 nChanged 2 SP:Iteration 8F (28.502663 sec): 3 clusters Score: Raw -7851.938439 + Penalty 759.273273 = -7092.665166 nChanged 2 SP:Iteration 9F (28.503407 sec): 3 clusters Score: Raw -7856.545652 + Penalty 767.712807 = -7088.832845 nChanged 2 SP:Iteration 10F (28.504156 sec): 3 clusters Score: Raw -7860.409099 + Penalty 772.011238 = -7088.397861 nChanged 1 SP:Iteration 11F (28.504902 sec): 3 clusters Score: Raw -7862.936190 + Penalty 777.129522 = -7085.806668 nChanged 1 SP:Iteration 12F (28.505647 sec): 3 clusters Score: Raw -7864.086796 + Penalty 782.032941 = -7082.053855 nChanged 1 SP:Iteration 13F (28.506392 sec): 3 clusters Score: Raw -7865.585430 + Penalty 782.032941 = -7083.552489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.509148 sec): 2 clusters Score: Raw -26577.921352 + Penalty 226.607884 = -26351.313468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.510859 sec): 3 clusters Score: Raw -26098.180077 + Penalty 452.451941 = -25645.728136 nChanged 335 SP:Iteration 1F (28.512508 sec): 3 clusters Score: Raw -26312.538302 + Penalty 453.427460 = -25859.110842 nChanged 97 SP:Iteration 2F (28.514144 sec): 3 clusters Score: Raw -26390.618626 + Penalty 454.967659 = -25935.650968 nChanged 57 SP:Iteration 3F (28.515845 sec): 3 clusters Score: Raw -26434.418881 + Penalty 456.518538 = -25977.900343 nChanged 33 SP:Iteration 4Q (28.517483 sec): 3 clusters Score: Raw -26460.817418 + Penalty 457.960654 = -26002.856764 nChanged 26 SP:Iteration 5Q (28.519077 sec): 3 clusters Score: Raw -26479.726231 + Penalty 458.791888 = -26020.934343 nChanged 19 SP:Iteration 6Q (28.520662 sec): 3 clusters Score: Raw -26489.646388 + Penalty 459.776933 = -26029.869455 nChanged 14 SP:Iteration 7Q (28.522239 sec): 3 clusters Score: Raw -26494.915308 + Penalty 460.584384 = -26034.330925 nChanged 10 SP:Iteration 8Q (28.523859 sec): 3 clusters Score: Raw -26498.446038 + Penalty 461.291907 = -26037.154130 nChanged 6 SP:Iteration 9Q (28.525457 sec): 3 clusters Score: Raw -26501.436304 + Penalty 463.581419 = -26037.854886 nChanged 15 SP:Iteration 10F (28.527078 sec): 3 clusters Score: Raw -26512.387176 + Penalty 466.117205 = -26046.269971 nChanged 17 SP:Iteration 11Q (28.528643 sec): 3 clusters Score: Raw -26526.122385 + Penalty 467.512230 = -26058.610155 nChanged 12 SP:Iteration 12Q (28.530199 sec): 3 clusters Score: Raw -26534.145253 + Penalty 469.856408 = -26064.288845 nChanged 10 SP:Iteration 13Q (28.531775 sec): 3 clusters Score: Raw -26537.303615 + Penalty 471.601221 = -26065.702393 nChanged 9 SP:Iteration 14Q (28.533339 sec): 3 clusters Score: Raw -26539.393787 + Penalty 472.542536 = -26066.851251 nChanged 4 SP:Iteration 15Q (28.534894 sec): 3 clusters Score: Raw -26540.108998 + Penalty 473.303512 = -26066.805485 nChanged 5 SP:Iteration 16F (28.536556 sec): 3 clusters Score: Raw -26541.085314 + Penalty 474.520779 = -26066.564536 nChanged 6 SP:Iteration 17F (28.538214 sec): 3 clusters Score: Raw -26542.873515 + Penalty 475.977018 = -26066.896497 nChanged 6 SP:Iteration 18Q (28.539769 sec): 3 clusters Score: Raw -26544.071365 + Penalty 476.656713 = -26067.414652 nChanged 3 SP:Iteration 19Q (28.541318 sec): 3 clusters Score: Raw -26544.399248 + Penalty 476.842925 = -26067.556323 nChanged 1 SP:Iteration 20F (28.542938 sec): 3 clusters Score: Raw -26544.446003 + Penalty 477.195618 = -26067.250386 nChanged 1 SP:Iteration 21F (28.544556 sec): 3 clusters Score: Raw -26544.500671 + Penalty 477.675861 = -26066.824810 nChanged 1 SP:Iteration 22F (28.546171 sec): 3 clusters Score: Raw -26544.578539 + Penalty 477.965077 = -26066.613462 nChanged 1 SP:Iteration 23F (28.547828 sec): 3 clusters Score: Raw -26544.629716 + Penalty 478.178158 = -26066.451559 nChanged 1 SP:Iteration 24F (28.549474 sec): 3 clusters Score: Raw -26544.762053 + Penalty 478.178158 = -26066.583896 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.553427 sec): 2 clusters Score: Raw -38503.769529 + Penalty 223.569521 = -38280.200008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.555855 sec): 3 clusters Score: Raw -37741.657604 + Penalty 465.692939 = -37275.964666 nChanged 515 SP:Iteration 1F (28.558250 sec): 3 clusters Score: Raw -38126.493875 + Penalty 477.869662 = -37648.624213 nChanged 192 SP:Iteration 2F (28.560782 sec): 3 clusters Score: Raw -38304.240827 + Penalty 492.706116 = -37811.534711 nChanged 87 SP:Iteration 3F (28.563395 sec): 3 clusters Score: Raw -38398.021013 + Penalty 498.386868 = -37899.634144 nChanged 49 SP:Iteration 4Q (28.565735 sec): 3 clusters Score: Raw -38433.327240 + Penalty 502.242284 = -37931.084956 nChanged 36 SP:Iteration 5Q (28.568027 sec): 3 clusters Score: Raw -38449.515846 + Penalty 502.443847 = -37947.071998 nChanged 12 SP:Iteration 6Q (28.570294 sec): 3 clusters Score: Raw -38452.696447 + Penalty 500.997558 = -37951.698889 nChanged 8 SP:Iteration 7Q (28.572594 sec): 3 clusters Score: Raw -38455.140056 + Penalty 499.505564 = -37955.634492 nChanged 7 SP:Iteration 8Q (28.574932 sec): 3 clusters Score: Raw -38456.745815 + Penalty 501.230147 = -37955.515669 nChanged 6 SP:Iteration 9F (28.577420 sec): 3 clusters Score: Raw -38457.595395 + Penalty 501.281739 = -37956.313656 nChanged 3 SP:Iteration 10F (28.580052 sec): 3 clusters Score: Raw -38457.910010 + Penalty 501.281739 = -37956.628270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.583743 sec): 2 clusters Score: Raw -38501.006526 + Penalty 241.320344 = -38259.686182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.586091 sec): 3 clusters Score: Raw -37800.339347 + Penalty 483.132140 = -37317.207207 nChanged 513 SP:Iteration 1F (28.588424 sec): 3 clusters Score: Raw -38152.551579 + Penalty 483.401396 = -37669.150183 nChanged 130 SP:Iteration 2F (28.590705 sec): 3 clusters Score: Raw -38283.955049 + Penalty 483.277117 = -37800.677932 nChanged 84 SP:Iteration 3F (28.592954 sec): 3 clusters Score: Raw -38369.882372 + Penalty 483.266810 = -37886.615562 nChanged 62 SP:Iteration 4F (28.595203 sec): 3 clusters Score: Raw -38416.480498 + Penalty 483.453996 = -37933.026502 nChanged 39 SP:Iteration 5Q (28.597370 sec): 3 clusters Score: Raw -38431.171144 + Penalty 483.132354 = -37948.038790 nChanged 21 SP:Iteration 6Q (28.599529 sec): 3 clusters Score: Raw -38438.840570 + Penalty 482.861726 = -37955.978844 nChanged 15 SP:Iteration 7Q (28.601685 sec): 3 clusters Score: Raw -38442.021390 + Penalty 482.929606 = -37959.091784 nChanged 6 SP:Iteration 8Q (28.603839 sec): 3 clusters Score: Raw -38442.926165 + Penalty 483.068914 = -37959.857251 nChanged 6 SP:Iteration 9Q (28.605983 sec): 3 clusters Score: Raw -38443.828030 + Penalty 483.118929 = -37960.709101 nChanged 8 SP:Iteration 10F (28.608225 sec): 3 clusters Score: Raw -38445.807028 + Penalty 482.979620 = -37962.827409 nChanged 6 SP:Iteration 11Q (28.610362 sec): 3 clusters Score: Raw -38447.775694 + Penalty 482.949231 = -37964.826463 nChanged 9 SP:Iteration 12Q (28.612520 sec): 3 clusters Score: Raw -38450.280647 + Penalty 482.539345 = -37967.741303 nChanged 9 SP:Iteration 13Q (28.614704 sec): 3 clusters Score: Raw -38452.789513 + Penalty 482.682212 = -37970.107301 nChanged 7 SP:Iteration 14Q (28.616854 sec): 3 clusters Score: Raw -38453.267231 + Penalty 482.627357 = -37970.639874 nChanged 3 SP:Iteration 15Q (28.618978 sec): 3 clusters Score: Raw -38453.552502 + Penalty 482.749904 = -37970.802598 nChanged 1 SP:Iteration 16Q (28.621103 sec): 3 clusters Score: Raw -38453.793537 + Penalty 482.696274 = -37971.097263 nChanged 1 SP:Iteration 17Q (28.623226 sec): 3 clusters Score: Raw -38454.057558 + Penalty 482.681435 = -37971.376124 nChanged 2 SP:Iteration 18Q (28.625354 sec): 3 clusters Score: Raw -38454.495724 + Penalty 482.714503 = -37971.781221 nChanged 2 SP:Iteration 19Q (28.627478 sec): 3 clusters Score: Raw -38454.651558 + Penalty 482.658398 = -37971.993160 nChanged 1 SP:Iteration 20F (28.629717 sec): 3 clusters Score: Raw -38454.718288 + Penalty 482.658398 = -37972.059890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.638628 sec): 2 clusters Score: Raw -50977.724938 + Penalty 129.285426 = -50848.439513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.641962 sec): 3 clusters Score: Raw -49880.565044 + Penalty 247.183606 = -49633.381438 nChanged 749 SP:Iteration 1F (28.645185 sec): 3 clusters Score: Raw -50529.715221 + Penalty 226.085777 = -50303.629444 nChanged 219 SP:Iteration 2F (28.648378 sec): 3 clusters Score: Raw -50785.851349 + Penalty 219.766404 = -50566.084945 nChanged 73 SP:Iteration 3Q (28.651600 sec): 3 clusters Score: Raw -50901.588339 + Penalty 219.380744 = -50682.207595 nChanged 44 SP:Iteration 4Q (28.654471 sec): 3 clusters Score: Raw -50929.053698 + Penalty 220.152896 = -50708.900801 nChanged 32 SP:Iteration 5Q (28.657267 sec): 3 clusters Score: Raw -50947.301819 + Penalty 221.377516 = -50725.924303 nChanged 22 SP:Iteration 6Q (28.660065 sec): 3 clusters Score: Raw -50960.282823 + Penalty 222.889323 = -50737.393500 nChanged 14 SP:Iteration 7Q (28.662933 sec): 3 clusters Score: Raw -50970.837768 + Penalty 224.409578 = -50746.428190 nChanged 16 SP:Iteration 8Q (28.665750 sec): 3 clusters Score: Raw -50979.600991 + Penalty 224.884933 = -50754.716058 nChanged 10 SP:Iteration 9Q (28.668566 sec): 3 clusters Score: Raw -50985.669136 + Penalty 225.258781 = -50760.410356 nChanged 9 SP:Iteration 10F (28.671759 sec): 3 clusters Score: Raw -50992.042270 + Penalty 225.753424 = -50766.288846 nChanged 9 SP:Iteration 11Q (28.674624 sec): 3 clusters Score: Raw -50994.837045 + Penalty 226.580038 = -50768.257007 nChanged 7 SP:Iteration 12Q (28.677544 sec): 3 clusters Score: Raw -50996.781388 + Penalty 227.494503 = -50769.286885 nChanged 10 SP:Iteration 13Q (28.680519 sec): 3 clusters Score: Raw -50998.500527 + Penalty 228.470432 = -50770.030095 nChanged 9 SP:Iteration 14Q (28.683546 sec): 3 clusters Score: Raw -50999.754531 + Penalty 229.033671 = -50770.720860 nChanged 5 SP:Iteration 15Q (28.686413 sec): 3 clusters Score: Raw -51000.365882 + Penalty 229.807631 = -50770.558251 nChanged 7 SP:Iteration 16F (28.689729 sec): 3 clusters Score: Raw -51001.241512 + Penalty 230.120041 = -50771.121471 nChanged 6 SP:Iteration 17Q (28.692878 sec): 3 clusters Score: Raw -51001.782982 + Penalty 230.304670 = -50771.478312 nChanged 5 SP:Iteration 18Q (28.695847 sec): 3 clusters Score: Raw -51002.171482 + Penalty 230.367985 = -50771.803497 nChanged 2 SP:Iteration 19Q (28.698701 sec): 3 clusters Score: Raw -51002.232327 + Penalty 230.400277 = -50771.832050 nChanged 1 SP:Iteration 20F (28.701950 sec): 3 clusters Score: Raw -51002.243646 + Penalty 230.400277 = -50771.843368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.707141 sec): 2 clusters Score: Raw -13415.206054 + Penalty 407.941048 = -13007.265007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.708141 sec): 3 clusters Score: Raw -13228.171403 + Penalty 819.471679 = -12408.699725 nChanged 136 SP:Iteration 1F (28.709106 sec): 3 clusters Score: Raw -13318.245762 + Penalty 830.521838 = -12487.723924 nChanged 49 SP:Iteration 2F (28.710068 sec): 3 clusters Score: Raw -13386.622583 + Penalty 847.017041 = -12539.605543 nChanged 45 SP:Iteration 3F (28.711023 sec): 3 clusters Score: Raw -13446.627208 + Penalty 858.358084 = -12588.269124 nChanged 27 SP:Iteration 4F (28.711992 sec): 3 clusters Score: Raw -13482.510363 + Penalty 872.408621 = -12610.101742 nChanged 19 SP:Iteration 5Q (28.712931 sec): 3 clusters Score: Raw -13509.971554 + Penalty 897.283363 = -12612.688191 nChanged 10 SP:Iteration 6Q (28.713881 sec): 3 clusters Score: Raw -13531.269670 + Penalty 900.621195 = -12630.648476 nChanged 4 SP:Iteration 7Q (28.714786 sec): 3 clusters Score: Raw -13541.379525 + Penalty 902.150558 = -12639.228967 nChanged 1 SP:Iteration 8Q (28.715653 sec): 3 clusters Score: Raw -13542.420484 + Penalty 902.150558 = -12640.269926 nChanged 0 SP:Iteration 9F (28.716597 sec): 3 clusters Score: Raw -13542.420484 + Penalty 902.150558 = -12640.269926 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.727059 sec): 2 clusters Score: Raw -80735.227647 + Penalty 400.662331 = -80334.565316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.731188 sec): 3 clusters Score: Raw -79492.488992 + Penalty 801.644824 = -78690.844168 nChanged 923 SP:Iteration 1F (28.735239 sec): 3 clusters Score: Raw -79908.728974 + Penalty 802.487795 = -79106.241178 nChanged 159 SP:Iteration 2F (28.739317 sec): 3 clusters Score: Raw -79986.602096 + Penalty 803.134292 = -79183.467805 nChanged 149 SP:Iteration 3F (28.743349 sec): 3 clusters Score: Raw -80047.644887 + Penalty 803.294431 = -79244.350456 nChanged 128 SP:Iteration 4F (28.747363 sec): 3 clusters Score: Raw -80127.488575 + Penalty 804.575476 = -79322.913100 nChanged 145 SP:Iteration 5F (28.751389 sec): 3 clusters Score: Raw -80234.645897 + Penalty 806.227827 = -79428.418070 nChanged 152 SP:Iteration 6F (28.755363 sec): 3 clusters Score: Raw -80365.653003 + Penalty 809.743854 = -79555.909148 nChanged 137 SP:Iteration 7F (28.759309 sec): 3 clusters Score: Raw -80493.260083 + Penalty 812.241526 = -79681.018557 nChanged 105 SP:Iteration 8Q (28.763208 sec): 3 clusters Score: Raw -80593.730735 + Penalty 812.896789 = -79780.833946 nChanged 56 SP:Iteration 9Q (28.766921 sec): 3 clusters Score: Raw -80651.854626 + Penalty 812.727296 = -79839.127330 nChanged 41 SP:Iteration 10F (28.770860 sec): 3 clusters Score: Raw -80688.381159 + Penalty 815.872573 = -79872.508586 nChanged 28 SP:Iteration 11Q (28.774283 sec): 3 clusters Score: Raw -80711.776001 + Penalty 813.596441 = -79898.179561 nChanged 17 SP:Iteration 12Q (28.777673 sec): 3 clusters Score: Raw -80721.187958 + Penalty 812.384776 = -79908.803182 nChanged 11 SP:Iteration 13Q (28.781133 sec): 3 clusters Score: Raw -80730.064724 + Penalty 811.585265 = -79918.479459 nChanged 9 SP:Iteration 14Q (28.784753 sec): 3 clusters Score: Raw -80733.090589 + Penalty 812.533275 = -79920.557314 nChanged 6 SP:Iteration 15Q (28.788139 sec): 3 clusters Score: Raw -80737.277236 + Penalty 812.357960 = -79924.919277 nChanged 4 SP:Iteration 16Q (28.791478 sec): 3 clusters Score: Raw -80740.735666 + Penalty 811.110250 = -79929.625417 nChanged 6 SP:Iteration 17Q (28.794921 sec): 3 clusters Score: Raw -80745.834656 + Penalty 807.423757 = -79938.410899 nChanged 9 SP:Iteration 18Q (28.798250 sec): 3 clusters Score: Raw -80756.302588 + Penalty 809.728583 = -79946.574004 nChanged 10 SP:Iteration 19Q (28.801552 sec): 3 clusters Score: Raw -80764.410889 + Penalty 810.512696 = -79953.898193 nChanged 6 SP:Iteration 20F (28.805625 sec): 3 clusters Score: Raw -80766.841033 + Penalty 810.512696 = -79956.328337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.808555 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.809198 sec): 3 clusters Score: Raw -7740.595911 + Penalty 510.399205 = -7230.196706 nChanged 79 SP:Iteration 1F (28.809823 sec): 3 clusters Score: Raw -7810.789692 + Penalty 519.050648 = -7291.739044 nChanged 20 SP:Iteration 2F (28.810448 sec): 3 clusters Score: Raw -7829.122270 + Penalty 533.313242 = -7295.809029 nChanged 16 SP:Iteration 3F (28.811071 sec): 3 clusters Score: Raw -7848.715315 + Penalty 546.800074 = -7301.915241 nChanged 11 SP:Iteration 4Q (28.811690 sec): 3 clusters Score: Raw -7860.076450 + Penalty 557.043778 = -7303.032672 nChanged 6 SP:Iteration 5Q (28.812307 sec): 3 clusters Score: Raw -7868.586613 + Penalty 570.364095 = -7298.222518 nChanged 8 SP:Iteration 6F (28.812930 sec): 3 clusters Score: Raw -7878.528001 + Penalty 582.750114 = -7295.777887 nChanged 4 SP:Iteration 7F (28.813553 sec): 3 clusters Score: Raw -7883.808162 + Penalty 589.049735 = -7294.758427 nChanged 2 SP:Iteration 8F (28.814180 sec): 3 clusters Score: Raw -7885.707816 + Penalty 589.049735 = -7296.658082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.815352 sec): 2 clusters Score: Raw -8264.502314 + Penalty 296.613523 = -7967.888791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.816049 sec): 3 clusters Score: Raw -8169.124359 + Penalty 592.369702 = -7576.754657 nChanged 81 SP:Iteration 1F (28.816734 sec): 3 clusters Score: Raw -8259.951216 + Penalty 592.811106 = -7667.140110 nChanged 18 SP:Iteration 2F (28.817417 sec): 3 clusters Score: Raw -8279.616207 + Penalty 595.143306 = -7684.472902 nChanged 13 SP:Iteration 3Q (28.818085 sec): 3 clusters Score: Raw -8307.635664 + Penalty 596.430355 = -7711.205308 nChanged 12 SP:Iteration 4Q (28.818785 sec): 3 clusters Score: Raw -8334.091710 + Penalty 594.968234 = -7739.123476 nChanged 11 SP:Iteration 5Q (28.819441 sec): 3 clusters Score: Raw -8345.523002 + Penalty 593.822115 = -7751.700888 nChanged 2 SP:Iteration 6Q (28.820092 sec): 3 clusters Score: Raw -8347.821292 + Penalty 593.227047 = -7754.594245 nChanged 3 SP:Iteration 7Q (28.820742 sec): 3 clusters Score: Raw -8351.596102 + Penalty 593.227047 = -7758.369056 nChanged 0 SP:Iteration 8F (28.821423 sec): 3 clusters Score: Raw -8351.596102 + Penalty 593.227047 = -7758.369056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.822722 sec): 2 clusters Score: Raw -11044.609896 + Penalty 297.295304 = -10747.314592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.823500 sec): 3 clusters Score: Raw -10898.280421 + Penalty 597.033148 = -10301.247273 nChanged 111 SP:Iteration 1F (28.824270 sec): 3 clusters Score: Raw -10999.370943 + Penalty 603.241862 = -10396.129080 nChanged 39 SP:Iteration 2F (28.825098 sec): 3 clusters Score: Raw -11038.751416 + Penalty 610.593301 = -10428.158115 nChanged 23 SP:Iteration 3F (28.825897 sec): 3 clusters Score: Raw -11064.356801 + Penalty 618.420731 = -10445.936070 nChanged 11 SP:Iteration 4Q (28.826666 sec): 3 clusters Score: Raw -11081.619951 + Penalty 625.605243 = -10456.014708 nChanged 10 SP:Iteration 5Q (28.827431 sec): 3 clusters Score: Raw -11096.654470 + Penalty 631.087601 = -10465.566869 nChanged 7 SP:Iteration 6Q (28.828167 sec): 3 clusters Score: Raw -11107.302636 + Penalty 636.883788 = -10470.418848 nChanged 6 SP:Iteration 7Q (28.828886 sec): 3 clusters Score: Raw -11111.648617 + Penalty 639.164216 = -10472.484402 nChanged 3 SP:Iteration 8Q (28.829603 sec): 3 clusters Score: Raw -11113.475681 + Penalty 642.722939 = -10470.752742 nChanged 3 SP:Iteration 9F (28.830364 sec): 3 clusters Score: Raw -11114.766428 + Penalty 645.670430 = -10469.095998 nChanged 2 SP:Iteration 10F (28.831127 sec): 3 clusters Score: Raw -11115.265385 + Penalty 648.665689 = -10466.599696 nChanged 2 SP:Iteration 11F (28.831899 sec): 3 clusters Score: Raw -11116.277367 + Penalty 650.071304 = -10466.206063 nChanged 2 SP:Iteration 12F (28.832713 sec): 3 clusters Score: Raw -11120.500912 + Penalty 651.042920 = -10469.457992 nChanged 2 SP:Iteration 13Q (28.833455 sec): 3 clusters Score: Raw -11122.146820 + Penalty 651.042920 = -10471.103900 nChanged 0 SP:Iteration 14F (28.834250 sec): 3 clusters Score: Raw -11122.146820 + Penalty 651.042920 = -10471.103900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.840700 sec): 2 clusters Score: Raw -75581.697783 + Penalty 354.224170 = -75227.473613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.844580 sec): 3 clusters Score: Raw -74350.323691 + Penalty 710.988926 = -73639.334765 nChanged 913 SP:Iteration 1F (28.848384 sec): 3 clusters Score: Raw -74959.975121 + Penalty 713.435571 = -74246.539550 nChanged 208 SP:Iteration 2F (28.852170 sec): 3 clusters Score: Raw -75119.856064 + Penalty 717.588345 = -74402.267719 nChanged 182 SP:Iteration 3F (28.855951 sec): 3 clusters Score: Raw -75286.599920 + Penalty 728.283932 = -74558.315988 nChanged 139 SP:Iteration 4F (28.859780 sec): 3 clusters Score: Raw -75414.436394 + Penalty 744.835531 = -74669.600862 nChanged 99 SP:Iteration 5Q (28.863636 sec): 3 clusters Score: Raw -75508.970382 + Penalty 769.013311 = -74739.957070 nChanged 65 SP:Iteration 6Q (28.867376 sec): 3 clusters Score: Raw -75582.122492 + Penalty 790.554073 = -74791.568420 nChanged 33 SP:Iteration 7Q (28.870960 sec): 3 clusters Score: Raw -75607.720534 + Penalty 801.059050 = -74806.661484 nChanged 14 SP:Iteration 8Q (28.874360 sec): 3 clusters Score: Raw -75619.651505 + Penalty 803.871554 = -74815.779951 nChanged 7 SP:Iteration 9Q (28.877693 sec): 3 clusters Score: Raw -75628.066779 + Penalty 803.107692 = -74824.959087 nChanged 2 SP:Iteration 10F (28.881597 sec): 3 clusters Score: Raw -75631.094862 + Penalty 803.107692 = -74827.987170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 32 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.885217 sec): 2 clusters Score: Raw -17035.583269 + Penalty 576.059358 = -16459.523910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.886529 sec): 3 clusters Score: Raw -16763.817833 + Penalty 1152.343054 = -15611.474779 nChanged 190 SP:Iteration 1F (28.887860 sec): 3 clusters Score: Raw -16946.548482 + Penalty 1152.073945 = -15794.474537 nChanged 67 SP:Iteration 2F (28.889150 sec): 3 clusters Score: Raw -17004.250817 + Penalty 1152.250512 = -15852.000305 nChanged 30 SP:Iteration 3Q (28.890461 sec): 3 clusters Score: Raw -17034.251931 + Penalty 1152.991809 = -15881.260122 nChanged 26 SP:Iteration 4Q (28.891732 sec): 3 clusters Score: Raw -17052.226091 + Penalty 1154.312719 = -15897.913372 nChanged 22 SP:Iteration 5Q (28.892999 sec): 3 clusters Score: Raw -17068.059329 + Penalty 1156.426676 = -15911.632653 nChanged 18 SP:Iteration 6Q (28.894268 sec): 3 clusters Score: Raw -17082.705217 + Penalty 1158.870725 = -15923.834492 nChanged 13 SP:Iteration 7Q (28.895531 sec): 3 clusters Score: Raw -17094.014322 + Penalty 1161.857839 = -15932.156484 nChanged 17 SP:Iteration 8Q (28.896798 sec): 3 clusters Score: Raw -17107.935815 + Penalty 1164.811798 = -15943.124017 nChanged 18 SP:Iteration 9Q (28.898065 sec): 3 clusters Score: Raw -17132.988549 + Penalty 1167.544925 = -15965.443624 nChanged 16 SP:Iteration 10F (28.899425 sec): 3 clusters Score: Raw -17147.232904 + Penalty 1169.740442 = -15977.492462 nChanged 8 SP:Iteration 11Q (28.900753 sec): 3 clusters Score: Raw -17155.599371 + Penalty 1175.209687 = -15980.389684 nChanged 11 SP:Iteration 12Q (28.902071 sec): 3 clusters Score: Raw -17172.118901 + Penalty 1178.323496 = -15993.795405 nChanged 5 SP:Iteration 13Q (28.903350 sec): 3 clusters Score: Raw -17174.350012 + Penalty 1179.296987 = -15995.053025 nChanged 1 SP:Iteration 14Q (28.904690 sec): 3 clusters Score: Raw -17174.787053 + Penalty 1178.191884 = -15996.595169 nChanged 1 SP:Iteration 15Q (28.905971 sec): 3 clusters Score: Raw -17175.497372 + Penalty 1178.119308 = -15997.378063 nChanged 1 SP:Iteration 16Q (28.907251 sec): 3 clusters Score: Raw -17175.993320 + Penalty 1178.119308 = -15997.874012 nChanged 0 SP:Iteration 17F (28.908535 sec): 3 clusters Score: Raw -17175.993320 + Penalty 1178.119308 = -15997.874012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.910302 sec): 2 clusters Score: Raw -3925.220378 + Penalty 412.118437 = -3513.101940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.910761 sec): 3 clusters Score: Raw -3923.085582 + Penalty 824.111459 = -3098.974123 nChanged 18 SP:Iteration 1F (28.911205 sec): 3 clusters Score: Raw -3951.385881 + Penalty 824.236875 = -3127.149006 nChanged 6 SP:Iteration 2Q (28.911634 sec): 3 clusters Score: Raw -3961.450456 + Penalty 824.156757 = -3137.293699 nChanged 1 SP:Iteration 3Q (28.912062 sec): 3 clusters Score: Raw -3963.689673 + Penalty 824.236875 = -3139.452798 nChanged 1 SP:Iteration 4Q (28.912488 sec): 3 clusters Score: Raw -3966.894192 + Penalty 824.242673 = -3142.651519 nChanged 1 SP:Iteration 5Q (28.912914 sec): 3 clusters Score: Raw -3969.924671 + Penalty 824.335952 = -3145.588719 nChanged 1 SP:Iteration 6Q (28.913340 sec): 3 clusters Score: Raw -3971.931468 + Penalty 824.335952 = -3147.595516 nChanged 0 SP:Iteration 7F (28.913780 sec): 3 clusters Score: Raw -3971.931468 + Penalty 824.335952 = -3147.595516 nChanged 0 Time taken for this iteration:28.427209 seconds. 300->17 Clusters: Score -510761.776233, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 169 (time per iteration =171.216367 ms) Total iterations: 1609 (time per iteration =17.983571 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3049430625.000000 (time per metric unit =9.488842ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 76235765625.000000 (time per metric unit=379.553688ps) That took 28.935566 seconds. FileBase PeterP-2014-02-27_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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8616 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 8616 points ------ Starting initial clusters from distinct float masks Not enough masks (70) to generate starting clusters (300), so starting with (71) clusters instead. Assigned 71 initial classes from 70 unique masks. Deleting Class 65 (3 points): Lose 62.504827 but Gain 1472.473636 Iteration 0F (0.506190 sec): 70 clusters Score: Raw -184699.061546 + Penalty 40091.784417 = -144607.277128 nChanged 2229 Deleting Class 68 (1 points): Lose 7.677824 but Gain 1315.020962 Iteration 1F (0.745935 sec): 63 clusters Score: Raw -187225.040314 + Penalty 37669.289586 = -149555.750729 nChanged 792 Deleting Class 29 (1 points): Lose 2.181120 but Gain 1253.793273 Iteration 2F (0.974666 sec): 60 clusters Score: Raw -188299.185957 + Penalty 35593.970044 = -152705.215913 nChanged 659 Deleting Class 66 (2 points): Lose 32.429678 but Gain 1105.944893 Iteration 3F (1.196870 sec): 58 clusters Score: Raw -189057.941954 + Penalty 34612.161459 = -154445.780495 nChanged 514 Deleting Class 64 (1 points): Lose 6.870375 but Gain 988.620402 Iteration 4F (1.425122 sec): 57 clusters Score: Raw -189554.278932 + Penalty 33646.770970 = -155907.507961 nChanged 384 Deleting Class 48 (4 points): Lose 29.616136 but Gain 1007.275357 Iteration 5Q (1.464958 sec): 56 clusters Score: Raw -189831.117458 + Penalty 32238.209455 = -157592.908003 nChanged 316 Deleting Class 49 (1 points): Lose 5.437821 but Gain 972.951893 Iteration 6Q (1.502621 sec): 53 clusters Score: Raw -190059.523121 + Penalty 31362.417318 = -158697.105804 nChanged 224 Deleting Class 70 (1 points): Lose 8.590107 but Gain 974.127780 Iteration 7Q (1.535951 sec): 52 clusters Score: Raw -190198.970313 + Penalty 29879.660657 = -160319.309657 nChanged 172 Deleting Class 60 (1 points): Lose 3.694404 but Gain 965.322282 Iteration 8Q (1.566924 sec): 50 clusters Score: Raw -190300.559693 + Penalty 28933.025473 = -161367.534220 nChanged 121 Deleting Class 58 (2 points): Lose 25.058349 but Gain 974.307591 Iteration 9Q (1.597538 sec): 49 clusters Score: Raw -190342.763764 + Penalty 27924.607093 = -162418.156671 nChanged 74 Deleting Class 42 (3 points): Lose 9.064653 but Gain 887.838475 Iteration 10F (1.786977 sec): 48 clusters Score: Raw -190389.297587 + Penalty 26978.933623 = -163410.363964 nChanged 47 Deleting Class 21 (3 points): Lose 22.802988 but Gain 893.463417 Iteration 11Q (1.812561 sec): 46 clusters Score: Raw -190396.964612 + Penalty 26073.494316 = -164323.470297 nChanged 35 Deleting Class 41 (18 points): Lose 153.720976 but Gain 988.521903 Iteration 12Q (1.838359 sec): 45 clusters Score: Raw -190267.676435 + Penalty 25131.825079 = -165135.851356 nChanged 47 Deleting Class 35 (2 points): Lose 4.578097 but Gain 820.731904 Iteration 13Q (1.863342 sec): 44 clusters Score: Raw -190326.859311 + Penalty 24318.046558 = -166008.812753 nChanged 29 Deleting Class 44 (4 points): Lose 45.889442 but Gain 858.638430 Iteration 14Q (1.888661 sec): 43 clusters Score: Raw -190294.363271 + Penalty 23481.417573 = -166812.945697 nChanged 15 Deleting Class 33 (11 points): Lose 77.642627 but Gain 840.776936 Iteration 15Q (1.913269 sec): 42 clusters Score: Raw -190234.829578 + Penalty 22652.073160 = -167582.756419 nChanged 23 Deleting Class 38 (7 points): Lose 68.525677 but Gain 828.853920 Iteration 16Q (1.937741 sec): 41 clusters Score: Raw -190188.870311 + Penalty 21861.887963 = -168326.982349 nChanged 17 Deleting Class 34 (4 points): Lose 21.275823 but Gain 769.817413 Iteration 17Q (1.961523 sec): 40 clusters Score: Raw -190201.482784 + Penalty 21116.807735 = -169084.675049 nChanged 18 Deleting Class 69 (2 points): Lose 10.547423 but Gain 739.660918 Iteration 18Q (1.985599 sec): 39 clusters Score: Raw -190209.521891 + Penalty 20391.067780 = -169818.454110 nChanged 12 Deleting Class 25 (6 points): Lose 43.157053 but Gain 766.880942 Iteration 19Q (2.009410 sec): 38 clusters Score: Raw -190175.300872 + Penalty 19636.453369 = -170538.847502 nChanged 15 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 -190175.300872 + Penalty 19636.453369 = -170538.847502Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.046986 sec): 2 clusters Score: Raw -20135.853316 + Penalty 235.156916 = -19900.696400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.048434 sec): 3 clusters Score: Raw -19720.009969 + Penalty 470.183581 = -19249.826387 nChanged 305 SP:Iteration 1F (2.049926 sec): 3 clusters Score: Raw -19911.631158 + Penalty 469.526321 = -19442.104837 nChanged 58 SP:Iteration 2F (2.051370 sec): 3 clusters Score: Raw -19945.168464 + Penalty 468.404523 = -19476.763941 nChanged 51 SP:Iteration 3F (2.052816 sec): 3 clusters Score: Raw -19979.974250 + Penalty 466.708673 = -19513.265577 nChanged 54 SP:Iteration 4F (2.054256 sec): 3 clusters Score: Raw -20033.677395 + Penalty 466.276458 = -19567.400937 nChanged 55 SP:Iteration 5F (2.055690 sec): 3 clusters Score: Raw -20089.434699 + Penalty 466.647220 = -19622.787479 nChanged 30 SP:Iteration 6Q (2.057089 sec): 3 clusters Score: Raw -20108.604156 + Penalty 467.485942 = -19641.118214 nChanged 23 SP:Iteration 7Q (2.058480 sec): 3 clusters Score: Raw -20120.861187 + Penalty 467.915545 = -19652.945642 nChanged 13 SP:Iteration 8Q (2.059878 sec): 3 clusters Score: Raw -20122.866909 + Penalty 468.328401 = -19654.538508 nChanged 2 SP:Iteration 9Q (2.061247 sec): 3 clusters Score: Raw -20123.972674 + Penalty 468.639407 = -19655.333267 nChanged 3 SP:Iteration 10F (2.062709 sec): 3 clusters Score: Raw -20124.762779 + Penalty 468.793237 = -19655.969542 nChanged 1 SP:Iteration 11Q (2.064179 sec): 3 clusters Score: Raw -20125.301220 + Penalty 469.045318 = -19656.255902 nChanged 2 SP:Iteration 12Q (2.065567 sec): 3 clusters Score: Raw -20126.181475 + Penalty 469.491328 = -19656.690148 nChanged 3 SP:Iteration 13Q (2.066978 sec): 3 clusters Score: Raw -20128.179985 + Penalty 469.592737 = -19658.587248 nChanged 6 SP:Iteration 14Q (2.068386 sec): 3 clusters Score: Raw -20131.670872 + Penalty 470.071444 = -19661.599428 nChanged 6 SP:Iteration 15Q (2.069763 sec): 3 clusters Score: Raw -20135.433275 + Penalty 470.023855 = -19665.409420 nChanged 4 SP:Iteration 16Q (2.071171 sec): 3 clusters Score: Raw -20136.762317 + Penalty 470.092911 = -19666.669405 nChanged 4 SP:Iteration 17Q (2.072551 sec): 3 clusters Score: Raw -20137.298205 + Penalty 469.986624 = -19667.311581 nChanged 1 SP:Iteration 18Q (2.073941 sec): 3 clusters Score: Raw -20137.532129 + Penalty 470.098062 = -19667.434067 nChanged 1 SP:Iteration 19Q (2.075311 sec): 3 clusters Score: Raw -20137.665019 + Penalty 470.098062 = -19667.566956 nChanged 0 SP:Iteration 20F (2.076803 sec): 3 clusters Score: Raw -20137.665019 + Penalty 470.098062 = -19667.566956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.077926 sec): 2 clusters Score: Raw -3426.530221 + Penalty 129.831953 = -3296.698268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.078389 sec): 3 clusters Score: Raw -3352.711431 + Penalty 263.494045 = -3089.217387 nChanged 48 SP:Iteration 1F (2.078837 sec): 3 clusters Score: Raw -3386.994027 + Penalty 263.475272 = -3123.518754 nChanged 12 SP:Iteration 2F (2.079283 sec): 3 clusters Score: Raw -3398.271544 + Penalty 265.368339 = -3132.903205 nChanged 10 SP:Iteration 3F (2.079728 sec): 3 clusters Score: Raw -3410.080308 + Penalty 263.166069 = -3146.914239 nChanged 7 SP:Iteration 4Q (2.080184 sec): 3 clusters Score: Raw -3416.428493 + Penalty 261.486091 = -3154.942402 nChanged 3 SP:Iteration 5Q (2.080632 sec): 3 clusters Score: Raw -3418.670132 + Penalty 261.486091 = -3157.184041 nChanged 0 SP:Iteration 6F (2.081085 sec): 3 clusters Score: Raw -3418.670132 + Penalty 261.486091 = -3157.184041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.086130 sec): 2 clusters Score: Raw -24254.233721 + Penalty 236.972943 = -24017.260778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.088080 sec): 3 clusters Score: Raw -23641.044493 + Penalty 492.594864 = -23148.449629 nChanged 405 SP:Iteration 1F (2.089986 sec): 3 clusters Score: Raw -24016.482179 + Penalty 519.658972 = -23496.823207 nChanged 141 SP:Iteration 2F (2.091897 sec): 3 clusters Score: Raw -24144.810772 + Penalty 539.346666 = -23605.464106 nChanged 61 SP:Iteration 3F (2.093800 sec): 3 clusters Score: Raw -24213.771858 + Penalty 550.444867 = -23663.326991 nChanged 33 SP:Iteration 4Q (2.095658 sec): 3 clusters Score: Raw -24263.114164 + Penalty 557.946180 = -23705.167984 nChanged 17 SP:Iteration 5Q (2.097476 sec): 3 clusters Score: Raw -24286.002583 + Penalty 557.758091 = -23728.244492 nChanged 6 SP:Iteration 6Q (2.099210 sec): 3 clusters Score: Raw -24288.217176 + Penalty 557.779808 = -23730.437368 nChanged 4 SP:Iteration 7Q (2.100901 sec): 3 clusters Score: Raw -24292.216910 + Penalty 557.422399 = -23734.794511 nChanged 6 SP:Iteration 8Q (2.102597 sec): 3 clusters Score: Raw -24294.135030 + Penalty 558.488258 = -23735.646772 nChanged 5 SP:Iteration 9Q (2.104286 sec): 3 clusters Score: Raw -24296.613115 + Penalty 558.312830 = -23738.300285 nChanged 4 SP:Iteration 10F (2.106189 sec): 3 clusters Score: Raw -24298.471129 + Penalty 556.118312 = -23742.352817 nChanged 3 SP:Iteration 11Q (2.107873 sec): 3 clusters Score: Raw -24300.260161 + Penalty 552.949162 = -23747.310999 nChanged 4 SP:Iteration 12Q (2.109579 sec): 3 clusters Score: Raw -24303.043750 + Penalty 547.105475 = -23755.938275 nChanged 7 SP:Iteration 13Q (2.111312 sec): 3 clusters Score: Raw -24306.432150 + Penalty 545.461434 = -23760.970716 nChanged 6 SP:Iteration 14Q (2.113019 sec): 3 clusters Score: Raw -24308.760118 + Penalty 543.834957 = -23764.925161 nChanged 2 SP:Iteration 15Q (2.114685 sec): 3 clusters Score: Raw -24309.219354 + Penalty 544.197332 = -23765.022021 nChanged 1 SP:Iteration 16Q (2.116450 sec): 3 clusters Score: Raw -24309.479703 + Penalty 544.197332 = -23765.282370 nChanged 0 SP:Iteration 17F (2.118352 sec): 3 clusters Score: Raw -24309.479703 + Penalty 544.197332 = -23765.282370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 4 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.119131 sec): 2 clusters Score: Raw -1882.721423 + Penalty 321.313144 = -1561.408279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.119473 sec): 3 clusters Score: Raw -1895.422908 + Penalty 642.938535 = -1252.484373 nChanged 2 SP:Iteration 1Q (2.119830 sec): 3 clusters Score: Raw -1902.991638 + Penalty 642.722032 = -1260.269606 nChanged 1 SP:Iteration 2Q (2.120151 sec): 3 clusters Score: Raw -1904.739359 + Penalty 642.578217 = -1262.161142 nChanged 1 SP:Iteration 3Q (2.120469 sec): 3 clusters Score: Raw -1910.738196 + Penalty 642.578217 = -1268.159979 nChanged 0 SP:Iteration 4F (2.120792 sec): 3 clusters Score: Raw -1910.738196 + Penalty 642.578217 = -1268.159979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.121283 sec): 2 clusters Score: Raw -338.382692 + Penalty 193.502603 = -144.880089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.121521 sec): 3 clusters Score: Raw -351.859816 + Penalty 373.270953 = 21.411137 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 6 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.128431 sec): 2 clusters Score: Raw -38384.374975 + Penalty 324.858242 = -38059.516733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.131052 sec): 3 clusters Score: Raw -37583.250773 + Penalty 649.553928 = -36933.696845 nChanged 564 SP:Iteration 1F (2.133636 sec): 3 clusters Score: Raw -37868.147414 + Penalty 649.232975 = -37218.914439 nChanged 131 SP:Iteration 2F (2.136290 sec): 3 clusters Score: Raw -37934.251815 + Penalty 649.111916 = -37285.139899 nChanged 106 SP:Iteration 3F (2.138866 sec): 3 clusters Score: Raw -37989.406653 + Penalty 648.864997 = -37340.541656 nChanged 78 SP:Iteration 4F (2.141389 sec): 3 clusters Score: Raw -38021.395056 + Penalty 648.156740 = -37373.238316 nChanged 49 SP:Iteration 5Q (2.143912 sec): 3 clusters Score: Raw -38043.585099 + Penalty 647.332739 = -37396.252360 nChanged 47 SP:Iteration 6Q (2.146434 sec): 3 clusters Score: Raw -38070.006442 + Penalty 646.948667 = -37423.057775 nChanged 54 SP:Iteration 7Q (2.148941 sec): 3 clusters Score: Raw -38106.594281 + Penalty 645.690947 = -37460.903334 nChanged 49 SP:Iteration 8Q (2.151447 sec): 3 clusters Score: Raw -38147.886661 + Penalty 643.927402 = -37503.959259 nChanged 38 SP:Iteration 9Q (2.153955 sec): 3 clusters Score: Raw -38182.695170 + Penalty 642.748595 = -37539.946576 nChanged 33 SP:Iteration 10F (2.156465 sec): 3 clusters Score: Raw -38204.853119 + Penalty 641.088626 = -37563.764493 nChanged 22 SP:Iteration 11Q (2.158963 sec): 3 clusters Score: Raw -38223.276244 + Penalty 638.893320 = -37584.382925 nChanged 31 SP:Iteration 12Q (2.161475 sec): 3 clusters Score: Raw -38242.839323 + Penalty 637.961080 = -37604.878243 nChanged 24 SP:Iteration 13Q (2.163939 sec): 3 clusters Score: Raw -38262.290928 + Penalty 636.960144 = -37625.330784 nChanged 27 SP:Iteration 14Q (2.166391 sec): 3 clusters Score: Raw -38276.739961 + Penalty 635.436233 = -37641.303728 nChanged 22 SP:Iteration 15Q (2.168825 sec): 3 clusters Score: Raw -38291.715096 + Penalty 635.862481 = -37655.852614 nChanged 12 SP:Iteration 16Q (2.171263 sec): 3 clusters Score: Raw -38296.097536 + Penalty 635.357316 = -37660.740220 nChanged 7 SP:Iteration 17Q (2.173690 sec): 3 clusters Score: Raw -38297.636544 + Penalty 634.974806 = -37662.661737 nChanged 7 SP:Iteration 18Q (2.176099 sec): 3 clusters Score: Raw -38299.009308 + Penalty 634.278917 = -37664.730391 nChanged 4 SP:Iteration 19Q (2.178428 sec): 3 clusters Score: Raw -38300.544385 + Penalty 633.855747 = -37666.688638 nChanged 5 SP:Iteration 20F (2.181030 sec): 3 clusters Score: Raw -38302.508687 + Penalty 633.449089 = -37669.059598 nChanged 7 SP:Iteration 21Q (2.183440 sec): 3 clusters Score: Raw -38306.228210 + Penalty 633.541716 = -37672.686494 nChanged 7 SP:Iteration 22Q (2.185837 sec): 3 clusters Score: Raw -38308.301408 + Penalty 632.401413 = -37675.899995 nChanged 4 SP:Iteration 23Q (2.188195 sec): 3 clusters Score: Raw -38312.202063 + Penalty 631.530994 = -37680.671068 nChanged 6 SP:Iteration 24Q (2.190522 sec): 3 clusters Score: Raw -38316.237032 + Penalty 631.589991 = -37684.647041 nChanged 12 SP:Iteration 25Q (2.192879 sec): 3 clusters Score: Raw -38326.805139 + Penalty 631.123754 = -37695.681385 nChanged 12 SP:Iteration 26Q (2.195183 sec): 3 clusters Score: Raw -38341.887290 + Penalty 629.955256 = -37711.932035 nChanged 18 SP:Iteration 27Q (2.197474 sec): 3 clusters Score: Raw -38355.801932 + Penalty 630.138216 = -37725.663715 nChanged 15 SP:Iteration 28Q (2.199748 sec): 3 clusters Score: Raw -38360.443195 + Penalty 628.909889 = -37731.533307 nChanged 9 SP:Iteration 29Q (2.202019 sec): 3 clusters Score: Raw -38362.216211 + Penalty 628.653189 = -37733.563022 nChanged 4 SP:Iteration 30F (2.204526 sec): 3 clusters Score: Raw -38362.835819 + Penalty 628.125789 = -37734.710030 nChanged 2 SP:Iteration 31Q (2.206797 sec): 3 clusters Score: Raw -38364.802427 + Penalty 627.640430 = -37737.161997 nChanged 5 SP:Iteration 32Q (2.209064 sec): 3 clusters Score: Raw -38367.691121 + Penalty 627.576994 = -37740.114127 nChanged 5 SP:Iteration 33Q (2.211353 sec): 3 clusters Score: Raw -38369.669988 + Penalty 627.696692 = -37741.973296 nChanged 6 SP:Iteration 34Q (2.213621 sec): 3 clusters Score: Raw -38372.212269 + Penalty 626.284664 = -37745.927605 nChanged 7 SP:Iteration 35Q (2.215880 sec): 3 clusters Score: Raw -38374.480904 + Penalty 624.831757 = -37749.649148 nChanged 4 SP:Iteration 36Q (2.218134 sec): 3 clusters Score: Raw -38377.123455 + Penalty 624.557249 = -37752.566207 nChanged 5 SP:Iteration 37Q (2.220382 sec): 3 clusters Score: Raw -38379.243574 + Penalty 625.468377 = -37753.775198 nChanged 9 SP:Iteration 38Q (2.222634 sec): 3 clusters Score: Raw -38382.738218 + Penalty 625.973089 = -37756.765129 nChanged 5 SP:Iteration 39Q (2.224876 sec): 3 clusters Score: Raw -38383.971216 + Penalty 625.578180 = -37758.393036 nChanged 4 SP:Iteration 40F (2.227384 sec): 3 clusters Score: Raw -38384.517660 + Penalty 625.722707 = -37758.794953 nChanged 3 SP:Iteration 41Q (2.229860 sec): 3 clusters Score: Raw -38384.901241 + Penalty 625.614398 = -37759.286844 nChanged 1 SP:Iteration 42Q (2.232115 sec): 3 clusters Score: Raw -38385.196440 + Penalty 625.744232 = -37759.452208 nChanged 1 SP:Iteration 43Q (2.234364 sec): 3 clusters Score: Raw -38385.317451 + Penalty 625.744232 = -37759.573219 nChanged 0 SP:Iteration 44F (2.236944 sec): 3 clusters Score: Raw -38385.317451 + Penalty 625.744232 = -37759.573219 nChanged 0 Memory request: 0.02 GB would take us to total of 0.10 GB. Trying to split cluster 7 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.253735 sec): 2 clusters Score: Raw -82507.222821 + Penalty 176.594503 = -82330.628318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.260663 sec): 3 clusters Score: Raw -80123.510636 + Penalty 351.868536 = -79771.642101 nChanged 1649 SP:Iteration 1F (2.267415 sec): 3 clusters Score: Raw -80845.978004 + Penalty 388.956209 = -80457.021794 nChanged 847 SP:Iteration 2F (2.274050 sec): 3 clusters Score: Raw -81805.026878 + Penalty 420.948800 = -81384.078079 nChanged 333 SP:Iteration 3F (2.280716 sec): 3 clusters Score: Raw -82122.624856 + Penalty 443.634237 = -81678.990619 nChanged 178 SP:Iteration 4Q (2.287800 sec): 3 clusters Score: Raw -82283.575036 + Penalty 464.785508 = -81818.789528 nChanged 112 SP:Iteration 5Q (2.293976 sec): 3 clusters Score: Raw -82379.707607 + Penalty 494.756476 = -81884.951131 nChanged 87 SP:Iteration 6Q (2.299973 sec): 3 clusters Score: Raw -82448.244616 + Penalty 523.651408 = -81924.593208 nChanged 48 SP:Iteration 7Q (2.305894 sec): 3 clusters Score: Raw -82489.906555 + Penalty 545.655108 = -81944.251447 nChanged 39 SP:Iteration 8Q (2.311814 sec): 3 clusters Score: Raw -82528.735217 + Penalty 550.835356 = -81977.899861 nChanged 21 SP:Iteration 9Q (2.317498 sec): 3 clusters Score: Raw -82558.771417 + Penalty 550.537972 = -82008.233445 nChanged 11 SP:Iteration 10F (2.323908 sec): 3 clusters Score: Raw -82587.911965 + Penalty 546.130986 = -82041.780980 nChanged 6 SP:Iteration 11Q (2.329200 sec): 3 clusters Score: Raw -82606.206097 + Penalty 543.170147 = -82063.035950 nChanged 5 SP:Iteration 12Q (2.334554 sec): 3 clusters Score: Raw -82607.854088 + Penalty 544.097948 = -82063.756140 nChanged 3 SP:Iteration 13Q (2.339984 sec): 3 clusters Score: Raw -82608.209782 + Penalty 545.571139 = -82062.638643 nChanged 2 SP:Iteration 14F (2.346526 sec): 3 clusters Score: Raw -82608.788468 + Penalty 545.646992 = -82063.141476 nChanged 1 SP:Iteration 15Q (2.351907 sec): 3 clusters Score: Raw -82608.924638 + Penalty 545.646992 = -82063.277647 nChanged 0 SP:Iteration 16F (2.358439 sec): 3 clusters Score: Raw -82608.924638 + Penalty 545.646992 = -82063.277647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 8 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.361497 sec): 2 clusters Score: Raw -2366.875598 + Penalty 354.117284 = -2012.758314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.361894 sec): 3 clusters Score: Raw -2376.392299 + Penalty 708.141016 = -1668.251283 nChanged 16 SP:Iteration 1F (2.362289 sec): 3 clusters Score: Raw -2415.160827 + Penalty 708.237918 = -1706.922909 nChanged 3 SP:Iteration 2Q (2.362665 sec): 3 clusters Score: Raw -2426.067384 + Penalty 708.194829 = -1717.872554 nChanged 2 SP:Iteration 3Q (2.363027 sec): 3 clusters Score: Raw -2434.470522 + Penalty 708.194829 = -1726.275693 nChanged 0 SP:Iteration 4F (2.363404 sec): 3 clusters Score: Raw -2434.470522 + Penalty 708.194829 = -1726.275693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.365230 sec): 2 clusters Score: Raw -8181.145949 + Penalty 268.885168 = -7912.260781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.366015 sec): 3 clusters Score: Raw -8031.462772 + Penalty 541.587045 = -7489.875727 nChanged 106 SP:Iteration 1F (2.366786 sec): 3 clusters Score: Raw -8100.810922 + Penalty 547.687934 = -7553.122989 nChanged 28 SP:Iteration 2F (2.367541 sec): 3 clusters Score: Raw -8123.890043 + Penalty 550.477331 = -7573.412712 nChanged 23 SP:Iteration 3F (2.368288 sec): 3 clusters Score: Raw -8148.392628 + Penalty 552.043189 = -7596.349438 nChanged 20 SP:Iteration 4F (2.369026 sec): 3 clusters Score: Raw -8167.232307 + Penalty 563.938515 = -7603.293792 nChanged 16 SP:Iteration 5F (2.369766 sec): 3 clusters Score: Raw -8185.911987 + Penalty 575.696060 = -7610.215927 nChanged 8 SP:Iteration 6Q (2.370489 sec): 3 clusters Score: Raw -8191.645063 + Penalty 592.651612 = -7598.993451 nChanged 5 SP:Iteration 7F (2.371228 sec): 3 clusters Score: Raw -8197.550001 + Penalty 594.087139 = -7603.462861 nChanged 1 SP:Iteration 8Q (2.371943 sec): 3 clusters Score: Raw -8198.761369 + Penalty 609.710451 = -7589.050918 nChanged 3 SP:Iteration 9F (2.372683 sec): 3 clusters Score: Raw -8202.886254 + Penalty 609.710451 = -7593.175804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.373320 sec): 2 clusters Score: Raw -1006.003455 + Penalty 118.958811 = -887.044644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.373616 sec): 3 clusters Score: Raw -994.706772 + Penalty 235.403089 = -759.303683 nChanged 9 SP:Iteration 1F (2.373909 sec): 3 clusters Score: Raw -1006.990923 + Penalty 235.677385 = -771.313538 nChanged 3 SP:Iteration 2F (2.374200 sec): 3 clusters Score: Raw -1014.262511 + Penalty 235.532631 = -778.729881 nChanged 2 SP:Iteration 3Q (2.374489 sec): 3 clusters Score: Raw -1016.841590 + Penalty 237.917623 = -778.923967 nChanged 2 SP:Iteration 4Q (2.374774 sec): 3 clusters Score: Raw -1018.920548 + Penalty 237.917623 = -781.002925 nChanged 0 SP:Iteration 5F (2.375065 sec): 3 clusters Score: Raw -1018.920548 + Penalty 237.917623 = -781.002925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.375679 sec): 2 clusters Score: Raw -1427.373265 + Penalty 233.237798 = -1194.135468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.375990 sec): 3 clusters Score: Raw -1426.513740 + Penalty 466.830053 = -959.683687 nChanged 2 SP:Iteration 1Q (2.376292 sec): 3 clusters Score: Raw -1428.337360 + Penalty 467.205093 = -961.132267 nChanged 1 SP:Iteration 2Q (2.376592 sec): 3 clusters Score: Raw -1428.665678 + Penalty 468.244400 = -960.421278 nChanged 1 SP:Iteration 3F (2.376894 sec): 3 clusters Score: Raw -1429.780159 + Penalty 468.244400 = -961.535759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.377358 sec): 2 clusters Score: Raw -282.979537 + Penalty 158.846413 = -124.133124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.377583 sec): 3 clusters Score: Raw -299.786046 + Penalty 317.692825 = 17.906779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 15 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.378314 sec): 2 clusters Score: Raw -1839.765298 + Penalty 264.269567 = -1575.495731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.378648 sec): 3 clusters Score: Raw -1828.732689 + Penalty 524.584021 = -1304.148668 nChanged 6 SP:Iteration 1F (2.378975 sec): 3 clusters Score: Raw -1834.463615 + Penalty 523.513464 = -1310.950151 nChanged 3 SP:Iteration 2Q (2.379300 sec): 3 clusters Score: Raw -1837.834562 + Penalty 523.513464 = -1314.321099 nChanged 0 SP:Iteration 3F (2.379626 sec): 3 clusters Score: Raw -1837.834562 + Penalty 523.513464 = -1314.321099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.380519 sec): 2 clusters Score: Raw -4529.130464 + Penalty 450.815262 = -4078.315203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.381027 sec): 3 clusters Score: Raw -4527.590481 + Penalty 900.884879 = -3626.705602 nChanged 26 SP:Iteration 1F (2.381529 sec): 3 clusters Score: Raw -4573.438410 + Penalty 901.012285 = -3672.426125 nChanged 6 SP:Iteration 2Q (2.382020 sec): 3 clusters Score: Raw -4585.857629 + Penalty 900.809066 = -3685.048563 nChanged 2 SP:Iteration 3Q (2.382502 sec): 3 clusters Score: Raw -4589.136563 + Penalty 900.922065 = -3688.214497 nChanged 1 SP:Iteration 4Q (2.382983 sec): 3 clusters Score: Raw -4592.176765 + Penalty 900.779132 = -3691.397634 nChanged 1 SP:Iteration 5Q (2.383463 sec): 3 clusters Score: Raw -4593.392070 + Penalty 900.779132 = -3692.612939 nChanged 0 SP:Iteration 6F (2.383961 sec): 3 clusters Score: Raw -4593.392070 + Penalty 900.779132 = -3692.612939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.384426 sec): 2 clusters Score: Raw -242.060536 + Penalty 109.659001 = -132.401535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.384650 sec): 3 clusters Score: Raw -241.563959 + Penalty 223.172103 = -18.391856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.385085 sec): 2 clusters Score: Raw -22.132060 + Penalty 0.000000 = -22.132060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.385272 sec): 2 clusters Score: Raw -22.132060 + Penalty 0.000000 = -22.132060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.385775 sec): 2 clusters Score: Raw -558.812735 + Penalty 136.677586 = -422.135149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.386053 sec): 3 clusters Score: Raw -561.235769 + Penalty 286.645932 = -274.589838 nChanged 3 SP:Iteration 1F (2.386304 sec): 3 clusters Score: Raw -568.483819 + Penalty 303.175461 = -265.308357 nChanged 1 SP:Iteration 2F (2.386551 sec): 3 clusters Score: Raw -569.621343 + Penalty 303.175461 = -266.445881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.389728 sec): 2 clusters Score: Raw -15324.809989 + Penalty 435.729036 = -14889.080953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.390971 sec): 3 clusters Score: Raw -15072.911785 + Penalty 870.826702 = -14202.085082 nChanged 170 SP:Iteration 1F (2.392183 sec): 3 clusters Score: Raw -15182.533063 + Penalty 870.168021 = -14312.365042 nChanged 52 SP:Iteration 2F (2.393392 sec): 3 clusters Score: Raw -15221.661516 + Penalty 867.929507 = -14353.732009 nChanged 28 SP:Iteration 3F (2.394598 sec): 3 clusters Score: Raw -15244.805736 + Penalty 865.816049 = -14378.989687 nChanged 21 SP:Iteration 4Q (2.395811 sec): 3 clusters Score: Raw -15259.015302 + Penalty 863.493143 = -14395.522158 nChanged 14 SP:Iteration 5Q (2.397045 sec): 3 clusters Score: Raw -15266.511789 + Penalty 864.228132 = -14402.283657 nChanged 12 SP:Iteration 6Q (2.398301 sec): 3 clusters Score: Raw -15273.147224 + Penalty 863.980674 = -14409.166549 nChanged 17 SP:Iteration 7Q (2.399517 sec): 3 clusters Score: Raw -15283.111421 + Penalty 863.570426 = -14419.540995 nChanged 12 SP:Iteration 8Q (2.400728 sec): 3 clusters Score: Raw -15289.664437 + Penalty 861.419037 = -14428.245400 nChanged 12 SP:Iteration 9Q (2.401934 sec): 3 clusters Score: Raw -15300.004854 + Penalty 860.537741 = -14439.467113 nChanged 12 SP:Iteration 10F (2.403159 sec): 3 clusters Score: Raw -15310.118505 + Penalty 859.862715 = -14450.255790 nChanged 13 SP:Iteration 11Q (2.404348 sec): 3 clusters Score: Raw -15319.685511 + Penalty 862.513536 = -14457.171975 nChanged 11 SP:Iteration 12Q (2.405528 sec): 3 clusters Score: Raw -15329.022151 + Penalty 866.105815 = -14462.916337 nChanged 10 SP:Iteration 13Q (2.406778 sec): 3 clusters Score: Raw -15336.274834 + Penalty 865.954623 = -14470.320212 nChanged 6 SP:Iteration 14Q (2.408079 sec): 3 clusters Score: Raw -15339.694639 + Penalty 863.910448 = -14475.784191 nChanged 3 SP:Iteration 15Q (2.409262 sec): 3 clusters Score: Raw -15340.484078 + Penalty 863.910448 = -14476.573630 nChanged 0 SP:Iteration 16F (2.410511 sec): 3 clusters Score: Raw -15340.484078 + Penalty 863.910448 = -14476.573630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.411597 sec): 2 clusters Score: Raw -860.454937 + Penalty 227.747575 = -632.707362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.411876 sec): 3 clusters Score: Raw -867.673951 + Penalty 455.162526 = -412.511425 nChanged 2 SP:Iteration 1F (2.412147 sec): 3 clusters Score: Raw -871.149975 + Penalty 455.162526 = -415.987449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.412607 sec): 2 clusters Score: Raw -168.992074 + Penalty 52.107802 = -116.884272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.412825 sec): 3 clusters Score: Raw -168.256549 + Penalty 97.680687 = -70.575862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.413393 sec): 2 clusters Score: Raw -758.963130 + Penalty 237.494617 = -521.468513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.413657 sec): 3 clusters Score: Raw -791.628974 + Penalty 473.623189 = -318.005786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 26 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.414209 sec): 2 clusters Score: Raw -822.801590 + Penalty 276.767583 = -546.034007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.414473 sec): 3 clusters Score: Raw -858.370289 + Penalty 552.312932 = -306.057357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.415492 sec): 2 clusters Score: Raw -4978.457248 + Penalty 193.227699 = -4785.229549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.416111 sec): 3 clusters Score: Raw -4872.323537 + Penalty 385.890459 = -4486.433078 nChanged 70 SP:Iteration 1F (2.416709 sec): 3 clusters Score: Raw -4929.882261 + Penalty 385.608171 = -4544.274089 nChanged 20 SP:Iteration 2F (2.417342 sec): 3 clusters Score: Raw -4949.310874 + Penalty 385.989792 = -4563.321082 nChanged 14 SP:Iteration 3F (2.417974 sec): 3 clusters Score: Raw -4959.876085 + Penalty 386.689377 = -4573.186708 nChanged 10 SP:Iteration 4Q (2.418652 sec): 3 clusters Score: Raw -4974.828328 + Penalty 388.715575 = -4586.112753 nChanged 9 SP:Iteration 5Q (2.419295 sec): 3 clusters Score: Raw -4981.473447 + Penalty 389.570188 = -4591.903259 nChanged 5 SP:Iteration 6Q (2.419922 sec): 3 clusters Score: Raw -4983.548777 + Penalty 390.030878 = -4593.517899 nChanged 2 SP:Iteration 7Q (2.420546 sec): 3 clusters Score: Raw -4984.282960 + Penalty 390.342600 = -4593.940360 nChanged 1 SP:Iteration 8Q (2.421169 sec): 3 clusters Score: Raw -4984.354211 + Penalty 390.342600 = -4594.011611 nChanged 0 SP:Iteration 9F (2.421802 sec): 3 clusters Score: Raw -4984.354211 + Penalty 390.342600 = -4594.011611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.422373 sec): 2 clusters Score: Raw -311.925425 + Penalty 167.197263 = -144.728161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.422602 sec): 3 clusters Score: Raw -315.638317 + Penalty 332.817314 = 17.178998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.423058 sec): 2 clusters Score: Raw -137.336151 + Penalty 104.733470 = -32.602681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.423278 sec): 3 clusters Score: Raw -136.631287 + Penalty 221.989176 = 85.357889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.423715 sec): 2 clusters Score: Raw -26.090706 + Penalty 0.000000 = -26.090706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.423902 sec): 2 clusters Score: Raw -26.090706 + Penalty 0.000000 = -26.090706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 37 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.424364 sec): 2 clusters Score: Raw -294.937034 + Penalty 185.093021 = -109.844012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.424587 sec): 3 clusters Score: Raw -295.505828 + Penalty 367.924723 = 72.418895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.425032 sec): 2 clusters Score: Raw -86.621569 + Penalty 61.687083 = -24.934486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.425227 sec): 2 clusters Score: Raw -86.621569 + Penalty 61.687083 = -24.934486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.425661 sec): 2 clusters Score: Raw -27.408402 + Penalty 0.000000 = -27.408402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.425878 sec): 2 clusters Score: Raw -27.408402 + Penalty 0.000000 = -27.408402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 43 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.426317 sec): 2 clusters Score: Raw -27.220786 + Penalty 0.000000 = -27.220786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.426506 sec): 2 clusters Score: Raw -27.220786 + Penalty 0.000000 = -27.220786 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 (2.426965 sec): 2 clusters Score: Raw -197.747439 + Penalty 145.588285 = -52.159154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.427181 sec): 3 clusters Score: Raw -195.910057 + Penalty 304.440160 = 108.530103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 46 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.427623 sec): 2 clusters Score: Raw -61.289967 + Penalty 52.740990 = -8.548977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.427815 sec): 2 clusters Score: Raw -61.289967 + Penalty 52.740990 = -8.548977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.428259 sec): 2 clusters Score: Raw -94.989363 + Penalty 85.690938 = -9.298425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.428454 sec): 2 clusters Score: Raw -94.989363 + Penalty 85.690938 = -9.298425 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 (2.428893 sec): 2 clusters Score: Raw -47.633489 + Penalty 22.222741 = -25.410748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.429092 sec): 3 clusters Score: Raw -44.200474 + Penalty 44.445482 = 0.245008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.429534 sec): 2 clusters Score: Raw -60.353623 + Penalty 53.983547 = -6.370076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.429726 sec): 2 clusters Score: Raw -60.353623 + Penalty 53.983547 = -6.370076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.430166 sec): 2 clusters Score: Raw -59.541619 + Penalty 50.120723 = -9.420896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.430371 sec): 3 clusters Score: Raw -53.748414 + Penalty 100.241445 = 46.493032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.430807 sec): 2 clusters Score: Raw -26.405913 + Penalty 0.000000 = -26.405913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.430996 sec): 2 clusters Score: Raw -26.405913 + Penalty 0.000000 = -26.405913 nChanged 0 Deleting Class 37 (9 points): Lose 50.318733 but Gain 763.325478 Iteration 20F (2.582262 sec): 37 clusters Score: Raw -190150.966406 + Penalty 18964.490486 = -171186.475919 nChanged 19 Deleting Class 45 (7 points): Lose 53.344401 but Gain 766.194788 Iteration 21Q (2.607720 sec): 36 clusters Score: Raw -190134.586667 + Penalty 18220.642067 = -171913.944600 nChanged 15 Deleting Class 54 (2 points): Lose 17.373666 but Gain 705.716253 Iteration 22Q (2.631934 sec): 35 clusters Score: Raw -190136.347901 + Penalty 17522.242745 = -172614.105156 nChanged 11 Deleting Class 50 (3 points): Lose 18.520642 but Gain 706.780576 Iteration 23Q (2.655164 sec): 34 clusters Score: Raw -190127.081615 + Penalty 16821.702560 = -173305.379055 nChanged 8 Deleting Class 46 (2 points): Lose 5.839715 but Gain 689.472542 Iteration 24Q (2.678395 sec): 33 clusters Score: Raw -190128.188203 + Penalty 16136.255698 = -173991.932505 nChanged 3 Deleting Class 63 (2 points): Lose 10.817514 but Gain 655.218309 Iteration 25Q (2.702403 sec): 32 clusters Score: Raw -190120.867479 + Penalty 15490.726686 = -174630.140793 nChanged 4 Deleting Class 40 (1 points): Lose 2.780237 but Gain 642.006593 Iteration 26Q (2.725053 sec): 31 clusters Score: Raw -190122.100644 + Penalty 14849.816995 = -175272.283649 nChanged 5 Deleting Class 5 (13 points): Lose 61.948658 but Gain 683.600196 Iteration 27Q (2.748042 sec): 30 clusters Score: Raw -190062.455292 + Penalty 14259.100041 = -175803.355251 nChanged 14 Deleting Class 30 (13 points): Lose 67.923923 but Gain 659.025827 Iteration 28Q (2.770411 sec): 29 clusters Score: Raw -190041.664172 + Penalty 13643.524572 = -176398.139600 nChanged 18 Deleting Class 43 (1 points): Lose 2.036345 but Gain 587.438711 Iteration 29Q (2.793515 sec): 28 clusters Score: Raw -190073.515881 + Penalty 13056.784938 = -177016.730943 nChanged 3 Deleting Class 14 (10 points): Lose 61.812821 but Gain 688.549044 Iteration 30F (2.902638 sec): 27 clusters Score: Raw -190015.413974 + Penalty 12433.858036 = -177581.555937 nChanged 13 Deleting Class 31 (6 points): Lose 27.802632 but Gain 609.419886 Iteration 31Q (2.925438 sec): 26 clusters Score: Raw -190012.370921 + Penalty 11831.138760 = -178181.232161 nChanged 11 Deleting Class 67 (1 points): Lose 5.081695 but Gain 547.634935 Iteration 32Q (2.947594 sec): 25 clusters Score: Raw -190019.328550 + Penalty 11277.548602 = -178741.779948 nChanged 8 Deleting Class 26 (32 points): Lose 203.722768 but Gain 731.552948 Iteration 33Q (2.969785 sec): 24 clusters Score: Raw -189820.035881 + Penalty 11421.602842 = -178398.433039 nChanged 39 Deleting Class 36 (1 points): Lose 0.829002 but Gain 520.253948 Iteration 34F (3.063840 sec): 23 clusters Score: Raw -189943.403654 + Penalty 10078.757705 = -179864.645948 nChanged 10 Deleting Class 24 (32 points): Lose 121.181563 but Gain 634.023168 Iteration 35Q (3.085590 sec): 22 clusters Score: Raw -189845.660651 + Penalty 9477.720525 = -180367.940126 nChanged 39 Deleting Class 39 (3 points): Lose 12.491185 but Gain 508.796298 Iteration 36Q (3.108372 sec): 21 clusters Score: Raw -189889.271545 + Penalty 9005.022838 = -180884.248707 nChanged 8 Deleting Class 22 (34 points): Lose 95.348726 but Gain 589.602518 Iteration 37Q (3.129842 sec): 20 clusters Score: Raw -189802.516380 + Penalty 8440.013325 = -181362.503055 nChanged 41 Deleting Class 4 (69 points): Lose 241.018868 but Gain 693.738330 Iteration 38Q (3.150896 sec): 19 clusters Score: Raw -189621.668710 + Penalty 7763.985343 = -181857.683367 nChanged 83 Deleting Class 17 (9 points): Lose 13.702853 but Gain 453.183179 Iteration 39Q (3.171587 sec): 18 clusters Score: Raw -189752.469303 + Penalty 7317.948559 = -182434.520744 nChanged 35 Deleting Class 19 (23 points): Lose 113.682327 but Gain 452.204815 Iteration 40F (3.250909 sec): 17 clusters Score: Raw -189665.023349 + Penalty 7051.203821 = -182613.819528 nChanged 38 Deleting Class 23 (14 points): Lose 85.299243 but Gain 468.936898 Iteration 41Q (3.276187 sec): 16 clusters Score: Raw -189663.020599 + Penalty 6614.698484 = -183048.322114 nChanged 22 Deleting Class 15 (96 points): Lose 306.312414 but Gain 622.940553 Iteration 42Q (3.299549 sec): 15 clusters Score: Raw -189387.115046 + Penalty 6024.611281 = -183362.503764 nChanged 99 Deleting Class 8 (100 points): Lose 386.894198 but Gain 701.306685 Iteration 43Q (3.322915 sec): 14 clusters Score: Raw -189201.555650 + Penalty 5385.952374 = -183815.603276 nChanged 122 Deleting Class 18 (1 points): Lose 1.117101 but Gain 315.173754 Iteration 44Q (3.345112 sec): 13 clusters Score: Raw -189407.678036 + Penalty 5065.399465 = -184342.278572 nChanged 44 Deleting Class 51 (2 points): Lose 16.061662 but Gain 290.513506 Iteration 45Q (3.366564 sec): 12 clusters Score: Raw -189417.511989 + Penalty 4771.714389 = -184645.797600 nChanged 35 Deleting Class 2 (128 points): Lose 289.817417 but Gain 312.812584 Iteration 46Q (3.387427 sec): 11 clusters Score: Raw -189144.804729 + Penalty 4465.211644 = -184679.593085 nChanged 145 Iteration 47Q (3.410035 sec): 11 clusters Score: Raw -189364.790264 + Penalty 4462.268500 = -184902.521765 nChanged 36 Iteration 48Q (3.431013 sec): 11 clusters Score: Raw -189373.550151 + Penalty 4464.108529 = -184909.441622 nChanged 20 Iteration 49Q (3.451959 sec): 11 clusters Score: Raw -189376.502797 + Penalty 4467.300204 = -184909.202593 nChanged 17 Iteration 50F (3.502279 sec): 11 clusters Score: Raw -189380.716949 + Penalty 4465.184000 = -184915.532949 nChanged 13 Iteration 51Q (3.522530 sec): 11 clusters Score: Raw -189383.685948 + Penalty 4461.955762 = -184921.730186 nChanged 10 Iteration 52Q (3.542683 sec): 11 clusters Score: Raw -189386.652372 + Penalty 4461.244330 = -184925.408042 nChanged 8 Iteration 53Q (3.562139 sec): 11 clusters Score: Raw -189388.063410 + Penalty 4459.714617 = -184928.348793 nChanged 5 Iteration 54Q (3.581547 sec): 11 clusters Score: Raw -189388.998652 + Penalty 4459.937343 = -184929.061308 nChanged 2 Iteration 55Q (3.601504 sec): 11 clusters Score: Raw -189389.953289 + Penalty 4459.305750 = -184930.647538 nChanged 5 Iteration 56Q (3.621377 sec): 11 clusters Score: Raw -189394.958536 + Penalty 4458.848098 = -184936.110437 nChanged 3 Iteration 57Q (3.640716 sec): 11 clusters Score: Raw -189395.673366 + Penalty 4459.157713 = -184936.515652 nChanged 3 Iteration 58Q (3.661033 sec): 11 clusters Score: Raw -189396.507005 + Penalty 4458.432044 = -184938.074962 nChanged 2 Iteration 59Q (3.680286 sec): 11 clusters Score: Raw -189396.825367 + Penalty 4458.701800 = -184938.123568 nChanged 2 Iteration 60F (3.727209 sec): 11 clusters Score: Raw -189397.102690 + Penalty 4458.982710 = -184938.119980 nChanged 2 Iteration 61F (3.773698 sec): 11 clusters Score: Raw -189397.584269 + Penalty 4459.921096 = -184937.663173 nChanged 3 Iteration 62F (3.820431 sec): 11 clusters Score: Raw -189398.284719 + Penalty 4460.665699 = -184937.619020 nChanged 3 Iteration 63F (3.866999 sec): 11 clusters Score: Raw -189398.744176 + Penalty 4460.674803 = -184938.069373 nChanged 5 Iteration 64Q (3.886051 sec): 11 clusters Score: Raw -189399.146836 + Penalty 4461.558907 = -184937.587929 nChanged 2 Iteration 65F (3.932577 sec): 11 clusters Score: Raw -189399.438410 + Penalty 4461.865825 = -184937.572584 nChanged 3 Iteration 66F (3.983630 sec): 11 clusters Score: Raw -189399.713084 + Penalty 4461.872547 = -184937.840537 nChanged 3 Iteration 67Q (4.002812 sec): 11 clusters Score: Raw -189400.029117 + Penalty 4461.417908 = -184938.611209 nChanged 2 Iteration 68Q (4.021951 sec): 11 clusters Score: Raw -189400.605977 + Penalty 4461.076316 = -184939.529661 nChanged 2 Iteration 69Q (4.040755 sec): 11 clusters Score: Raw -189400.833004 + Penalty 4460.931181 = -184939.901823 nChanged 1 Iteration 70F (4.087198 sec): 11 clusters Score: Raw -189401.093211 + Penalty 4460.992769 = -184940.100442 nChanged 1 Iteration 71Q (4.106692 sec): 11 clusters Score: Raw -189401.166164 + Penalty 4461.048904 = -184940.117260 nChanged 1 Iteration 72Q (4.126229 sec): 11 clusters Score: Raw -189401.211439 + Penalty 4461.098961 = -184940.112479 nChanged 1 Iteration 73F (4.172964 sec): 11 clusters Score: Raw -189401.235016 + Penalty 4461.098961 = -184940.136055 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 -189401.235016 + Penalty 4461.098961 = -184940.136055Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.192157 sec): 2 clusters Score: Raw -21441.202804 + Penalty 236.803438 = -21204.399366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.193729 sec): 3 clusters Score: Raw -20959.777216 + Penalty 473.399887 = -20486.377329 nChanged 321 SP:Iteration 1F (4.195289 sec): 3 clusters Score: Raw -21193.784425 + Penalty 473.537558 = -20720.246867 nChanged 120 SP:Iteration 2F (4.196866 sec): 3 clusters Score: Raw -21351.215307 + Penalty 473.672139 = -20877.543168 nChanged 82 SP:Iteration 3F (4.198382 sec): 3 clusters Score: Raw -21448.004473 + Penalty 473.843753 = -20974.160719 nChanged 28 SP:Iteration 4Q (4.199835 sec): 3 clusters Score: Raw -21467.859589 + Penalty 473.942081 = -20993.917508 nChanged 13 SP:Iteration 5Q (4.201394 sec): 3 clusters Score: Raw -21470.837062 + Penalty 473.958731 = -20996.878331 nChanged 10 SP:Iteration 6Q (4.202954 sec): 3 clusters Score: Raw -21472.503432 + Penalty 473.923384 = -20998.580048 nChanged 2 SP:Iteration 7Q (4.204400 sec): 3 clusters Score: Raw -21472.517529 + Penalty 473.923384 = -20998.594145 nChanged 0 SP:Iteration 8F (4.205908 sec): 3 clusters Score: Raw -21472.517529 + Penalty 473.923384 = -20998.594145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.211656 sec): 2 clusters Score: Raw -27272.486002 + Penalty 258.616767 = -27013.869235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.213834 sec): 3 clusters Score: Raw -26606.283004 + Penalty 522.017468 = -26084.265536 nChanged 465 SP:Iteration 1F (4.216084 sec): 3 clusters Score: Raw -27048.909331 + Penalty 519.206609 = -26529.702722 nChanged 116 SP:Iteration 2F (4.218294 sec): 3 clusters Score: Raw -27157.782025 + Penalty 512.499993 = -26645.282032 nChanged 58 SP:Iteration 3F (4.220478 sec): 3 clusters Score: Raw -27214.963492 + Penalty 513.218442 = -26701.745050 nChanged 33 SP:Iteration 4Q (4.222572 sec): 3 clusters Score: Raw -27244.095489 + Penalty 508.698283 = -26735.397206 nChanged 23 SP:Iteration 5Q (4.224626 sec): 3 clusters Score: Raw -27266.510448 + Penalty 504.208015 = -26762.302433 nChanged 19 SP:Iteration 6Q (4.226651 sec): 3 clusters Score: Raw -27280.624180 + Penalty 497.439226 = -26783.184954 nChanged 12 SP:Iteration 7Q (4.228646 sec): 3 clusters Score: Raw -27288.424725 + Penalty 493.869511 = -26794.555214 nChanged 6 SP:Iteration 8Q (4.230606 sec): 3 clusters Score: Raw -27296.227662 + Penalty 488.483548 = -26807.744114 nChanged 5 SP:Iteration 9Q (4.232524 sec): 3 clusters Score: Raw -27307.036111 + Penalty 483.769494 = -26823.266618 nChanged 4 SP:Iteration 10F (4.234772 sec): 3 clusters Score: Raw -27310.942476 + Penalty 484.136145 = -26826.806331 nChanged 1 SP:Iteration 11Q (4.236691 sec): 3 clusters Score: Raw -27311.054956 + Penalty 485.561124 = -26825.493832 nChanged 1 SP:Iteration 12F (4.238834 sec): 3 clusters Score: Raw -27311.157956 + Penalty 485.561124 = -26825.596832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 6 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.246087 sec): 2 clusters Score: Raw -37936.764873 + Penalty 327.684676 = -37609.080198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.248674 sec): 3 clusters Score: Raw -37149.997065 + Penalty 655.281401 = -36494.715664 nChanged 565 SP:Iteration 1F (4.251204 sec): 3 clusters Score: Raw -37466.917767 + Penalty 657.069156 = -36809.848611 nChanged 166 SP:Iteration 2F (4.253724 sec): 3 clusters Score: Raw -37587.916197 + Penalty 658.569038 = -36929.347160 nChanged 124 SP:Iteration 3F (4.256263 sec): 3 clusters Score: Raw -37676.467654 + Penalty 659.888160 = -37016.579494 nChanged 89 SP:Iteration 4F (4.258778 sec): 3 clusters Score: Raw -37748.828360 + Penalty 658.615032 = -37090.213327 nChanged 69 SP:Iteration 5F (4.261294 sec): 3 clusters Score: Raw -37812.202044 + Penalty 666.957935 = -37145.244109 nChanged 63 SP:Iteration 6Q (4.263808 sec): 3 clusters Score: Raw -37869.078727 + Penalty 675.168323 = -37193.910404 nChanged 43 SP:Iteration 7Q (4.266340 sec): 3 clusters Score: Raw -37906.753463 + Penalty 678.910503 = -37227.842960 nChanged 29 SP:Iteration 8Q (4.268790 sec): 3 clusters Score: Raw -37931.823665 + Penalty 700.155657 = -37231.668008 nChanged 19 SP:Iteration 9Q (4.271168 sec): 3 clusters Score: Raw -37949.817535 + Penalty 720.296362 = -37229.521173 nChanged 12 SP:Iteration 10F (4.273717 sec): 3 clusters Score: Raw -37966.267323 + Penalty 732.482493 = -37233.784830 nChanged 8 SP:Iteration 11Q (4.275956 sec): 3 clusters Score: Raw -37971.512178 + Penalty 732.887092 = -37238.625086 nChanged 3 SP:Iteration 12Q (4.278158 sec): 3 clusters Score: Raw -37973.675553 + Penalty 738.877261 = -37234.798292 nChanged 4 SP:Iteration 13F (4.280667 sec): 3 clusters Score: Raw -37976.566499 + Penalty 759.394050 = -37217.172449 nChanged 6 SP:Iteration 14F (4.283207 sec): 3 clusters Score: Raw -37981.212915 + Penalty 783.078416 = -37198.134499 nChanged 6 SP:Iteration 15F (4.285716 sec): 3 clusters Score: Raw -37990.234038 + Penalty 823.558170 = -37166.675868 nChanged 6 SP:Iteration 16F (4.288226 sec): 3 clusters Score: Raw -38001.687520 + Penalty 832.025292 = -37169.662228 nChanged 1 SP:Iteration 17Q (4.290271 sec): 3 clusters Score: Raw -38006.793166 + Penalty 832.025292 = -37174.767874 nChanged 0 SP:Iteration 18F (4.292830 sec): 3 clusters Score: Raw -38006.793166 + Penalty 832.025292 = -37174.767874 nChanged 0 Memory request: 0.02 GB would take us to total of 0.10 GB. Trying to split cluster 7 (3752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.311238 sec): 2 clusters Score: Raw -85330.143427 + Penalty 181.421010 = -85148.722417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.318228 sec): 3 clusters Score: Raw -82922.917705 + Penalty 369.137963 = -82553.779742 nChanged 1672 SP:Iteration 1F (4.325145 sec): 3 clusters Score: Raw -84197.623628 + Penalty 391.468435 = -83806.155193 nChanged 563 SP:Iteration 2F (4.332051 sec): 3 clusters Score: Raw -84830.492912 + Penalty 417.243694 = -84413.249217 nChanged 258 SP:Iteration 3F (4.339033 sec): 3 clusters Score: Raw -85124.251552 + Penalty 450.801663 = -84673.449889 nChanged 128 SP:Iteration 4Q (4.345879 sec): 3 clusters Score: Raw -85264.566579 + Penalty 483.452800 = -84781.113780 nChanged 71 SP:Iteration 5Q (4.351976 sec): 3 clusters Score: Raw -85328.607016 + Penalty 523.369937 = -84805.237079 nChanged 42 SP:Iteration 6Q (4.357811 sec): 3 clusters Score: Raw -85383.318820 + Penalty 535.773141 = -84847.545679 nChanged 14 SP:Iteration 7Q (4.363521 sec): 3 clusters Score: Raw -85419.807616 + Penalty 541.349225 = -84878.458391 nChanged 8 SP:Iteration 8Q (4.369085 sec): 3 clusters Score: Raw -85427.754263 + Penalty 544.144891 = -84883.609372 nChanged 8 SP:Iteration 9Q (4.374700 sec): 3 clusters Score: Raw -85439.751317 + Penalty 543.932059 = -84895.819257 nChanged 5 SP:Iteration 10F (4.381482 sec): 3 clusters Score: Raw -85443.345886 + Penalty 544.759660 = -84898.586226 nChanged 3 SP:Iteration 11Q (4.386909 sec): 3 clusters Score: Raw -85443.876442 + Penalty 544.759660 = -84899.116782 nChanged 0 SP:Iteration 12F (4.393673 sec): 3 clusters Score: Raw -85443.876442 + Penalty 544.759660 = -84899.116782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.397783 sec): 2 clusters Score: Raw -6511.792087 + Penalty 268.626981 = -6243.165106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.398445 sec): 3 clusters Score: Raw -6413.268411 + Penalty 538.339860 = -5874.928551 nChanged 66 SP:Iteration 1F (4.399087 sec): 3 clusters Score: Raw -6466.538029 + Penalty 542.333861 = -5924.204168 nChanged 24 SP:Iteration 2F (4.399728 sec): 3 clusters Score: Raw -6490.905185 + Penalty 547.141188 = -5943.763998 nChanged 18 SP:Iteration 3F (4.400368 sec): 3 clusters Score: Raw -6510.832469 + Penalty 548.166396 = -5962.666073 nChanged 14 SP:Iteration 4F (4.401009 sec): 3 clusters Score: Raw -6525.953603 + Penalty 550.399986 = -5975.553617 nChanged 7 SP:Iteration 5Q (4.401644 sec): 3 clusters Score: Raw -6530.529718 + Penalty 549.179325 = -5981.350393 nChanged 4 SP:Iteration 6Q (4.402274 sec): 3 clusters Score: Raw -6533.968668 + Penalty 551.430733 = -5982.537935 nChanged 6 SP:Iteration 7Q (4.402933 sec): 3 clusters Score: Raw -6539.500606 + Penalty 550.044046 = -5989.456559 nChanged 3 SP:Iteration 8Q (4.403553 sec): 3 clusters Score: Raw -6541.938982 + Penalty 550.892931 = -5991.046051 nChanged 3 SP:Iteration 9Q (4.404171 sec): 3 clusters Score: Raw -6542.801289 + Penalty 553.810889 = -5988.990401 nChanged 3 SP:Iteration 10F (4.404810 sec): 3 clusters Score: Raw -6544.525766 + Penalty 555.124702 = -5989.401064 nChanged 1 SP:Iteration 11Q (4.405427 sec): 3 clusters Score: Raw -6544.965659 + Penalty 556.580063 = -5988.385595 nChanged 1 SP:Iteration 12F (4.406067 sec): 3 clusters Score: Raw -6546.857022 + Penalty 557.794026 = -5989.062996 nChanged 2 SP:Iteration 13Q (4.406683 sec): 3 clusters Score: Raw -6548.797418 + Penalty 559.460162 = -5989.337256 nChanged 1 SP:Iteration 14Q (4.407299 sec): 3 clusters Score: Raw -6549.134578 + Penalty 559.460162 = -5989.674416 nChanged 0 SP:Iteration 15F (4.407936 sec): 3 clusters Score: Raw -6549.134578 + Penalty 559.460162 = -5989.674416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.408609 sec): 2 clusters Score: Raw -1262.461533 + Penalty 154.093627 = -1108.367905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.408926 sec): 3 clusters Score: Raw -1265.385638 + Penalty 319.358348 = -946.027290 nChanged 9 SP:Iteration 1F (4.409239 sec): 3 clusters Score: Raw -1293.173129 + Penalty 325.052730 = -968.120399 nChanged 2 SP:Iteration 2Q (4.409539 sec): 3 clusters Score: Raw -1301.572228 + Penalty 325.052730 = -976.519498 nChanged 0 SP:Iteration 3F (4.409849 sec): 3 clusters Score: Raw -1301.572228 + Penalty 325.052730 = -976.519498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.410772 sec): 2 clusters Score: Raw -4368.665102 + Penalty 348.963165 = -4019.701937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.411319 sec): 3 clusters Score: Raw -4315.615341 + Penalty 696.794264 = -3618.821077 nChanged 42 SP:Iteration 1F (4.411850 sec): 3 clusters Score: Raw -4369.407536 + Penalty 696.633990 = -3672.773546 nChanged 19 SP:Iteration 2F (4.412381 sec): 3 clusters Score: Raw -4401.458253 + Penalty 697.674381 = -3703.783871 nChanged 9 SP:Iteration 3Q (4.412902 sec): 3 clusters Score: Raw -4413.852198 + Penalty 699.097665 = -3714.754533 nChanged 5 SP:Iteration 4Q (4.413420 sec): 3 clusters Score: Raw -4419.288120 + Penalty 700.636399 = -3718.651720 nChanged 5 SP:Iteration 5Q (4.413918 sec): 3 clusters Score: Raw -4425.472201 + Penalty 702.339045 = -3723.133156 nChanged 4 SP:Iteration 6Q (4.414422 sec): 3 clusters Score: Raw -4429.992194 + Penalty 703.039655 = -3726.952539 nChanged 1 SP:Iteration 7Q (4.414923 sec): 3 clusters Score: Raw -4430.921096 + Penalty 704.880244 = -3726.040851 nChanged 3 SP:Iteration 8F (4.415440 sec): 3 clusters Score: Raw -4435.461003 + Penalty 707.935845 = -3727.525158 nChanged 4 SP:Iteration 9Q (4.415940 sec): 3 clusters Score: Raw -4439.795079 + Penalty 710.332363 = -3729.462716 nChanged 3 SP:Iteration 10F (4.416456 sec): 3 clusters Score: Raw -4443.425667 + Penalty 712.651740 = -3730.773927 nChanged 2 SP:Iteration 11Q (4.416951 sec): 3 clusters Score: Raw -4445.734617 + Penalty 713.443856 = -3732.290761 nChanged 1 SP:Iteration 12Q (4.417443 sec): 3 clusters Score: Raw -4446.440200 + Penalty 713.443856 = -3732.996344 nChanged 0 SP:Iteration 13F (4.417959 sec): 3 clusters Score: Raw -4446.440200 + Penalty 713.443856 = -3732.996344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.418890 sec): 2 clusters Score: Raw -4891.098573 + Penalty 455.797562 = -4435.301011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.419437 sec): 3 clusters Score: Raw -4872.326075 + Penalty 911.714456 = -3960.611620 nChanged 34 SP:Iteration 1F (4.419977 sec): 3 clusters Score: Raw -4917.661876 + Penalty 911.890332 = -4005.771543 nChanged 7 SP:Iteration 2Q (4.420513 sec): 3 clusters Score: Raw -4931.672201 + Penalty 911.989960 = -4019.682241 nChanged 2 SP:Iteration 3Q (4.421036 sec): 3 clusters Score: Raw -4937.243586 + Penalty 912.223501 = -4025.020085 nChanged 2 SP:Iteration 4Q (4.421562 sec): 3 clusters Score: Raw -4942.809792 + Penalty 912.205321 = -4030.604471 nChanged 3 SP:Iteration 5Q (4.422081 sec): 3 clusters Score: Raw -4949.091220 + Penalty 912.279213 = -4036.812007 nChanged 1 SP:Iteration 6Q (4.422599 sec): 3 clusters Score: Raw -4953.064955 + Penalty 912.264151 = -4040.800803 nChanged 1 SP:Iteration 7Q (4.423116 sec): 3 clusters Score: Raw -4956.865319 + Penalty 912.264151 = -4044.601168 nChanged 0 SP:Iteration 8F (4.423647 sec): 3 clusters Score: Raw -4956.865319 + Penalty 912.264151 = -4044.601168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 20 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.427175 sec): 2 clusters Score: Raw -17619.319421 + Penalty 457.031089 = -17162.288333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.428527 sec): 3 clusters Score: Raw -17315.939206 + Penalty 914.036317 = -16401.902889 nChanged 208 SP:Iteration 1F (4.429855 sec): 3 clusters Score: Raw -17445.649658 + Penalty 913.728518 = -16531.921141 nChanged 56 SP:Iteration 2F (4.431181 sec): 3 clusters Score: Raw -17485.796120 + Penalty 913.767306 = -16572.028814 nChanged 33 SP:Iteration 3F (4.432610 sec): 3 clusters Score: Raw -17508.377792 + Penalty 913.488390 = -16594.889402 nChanged 26 SP:Iteration 4Q (4.434022 sec): 3 clusters Score: Raw -17527.599982 + Penalty 913.561731 = -16614.038251 nChanged 19 SP:Iteration 5Q (4.435411 sec): 3 clusters Score: Raw -17543.290013 + Penalty 913.524017 = -16629.765996 nChanged 15 SP:Iteration 6Q (4.436792 sec): 3 clusters Score: Raw -17549.952896 + Penalty 913.712809 = -16636.240087 nChanged 7 SP:Iteration 7Q (4.438134 sec): 3 clusters Score: Raw -17554.364188 + Penalty 914.093530 = -16640.270657 nChanged 8 SP:Iteration 8Q (4.439445 sec): 3 clusters Score: Raw -17560.244115 + Penalty 914.182428 = -16646.061686 nChanged 10 SP:Iteration 9Q (4.440764 sec): 3 clusters Score: Raw -17566.361601 + Penalty 914.863675 = -16651.497926 nChanged 9 SP:Iteration 10F (4.442089 sec): 3 clusters Score: Raw -17570.748707 + Penalty 915.036403 = -16655.712305 nChanged 4 SP:Iteration 11Q (4.443453 sec): 3 clusters Score: Raw -17571.822095 + Penalty 914.924987 = -16656.897107 nChanged 5 SP:Iteration 12Q (4.444856 sec): 3 clusters Score: Raw -17573.902694 + Penalty 915.132846 = -16658.769847 nChanged 5 SP:Iteration 13Q (4.446236 sec): 3 clusters Score: Raw -17575.254552 + Penalty 914.965411 = -16660.289141 nChanged 4 SP:Iteration 14Q (4.447608 sec): 3 clusters Score: Raw -17576.507509 + Penalty 915.230233 = -16661.277276 nChanged 2 SP:Iteration 15Q (4.448936 sec): 3 clusters Score: Raw -17577.545648 + Penalty 915.374289 = -16662.171359 nChanged 4 SP:Iteration 16Q (4.450248 sec): 3 clusters Score: Raw -17579.483062 + Penalty 915.843164 = -16663.639898 nChanged 5 SP:Iteration 17Q (4.451567 sec): 3 clusters Score: Raw -17581.418051 + Penalty 915.962852 = -16665.455198 nChanged 3 SP:Iteration 18Q (4.452899 sec): 3 clusters Score: Raw -17582.383712 + Penalty 916.346335 = -16666.037377 nChanged 4 SP:Iteration 19Q (4.454209 sec): 3 clusters Score: Raw -17585.219715 + Penalty 916.200251 = -16669.019464 nChanged 3 SP:Iteration 20F (4.455537 sec): 3 clusters Score: Raw -17587.422374 + Penalty 917.015643 = -16670.406730 nChanged 6 SP:Iteration 21Q (4.456863 sec): 3 clusters Score: Raw -17591.121758 + Penalty 918.145474 = -16672.976284 nChanged 7 SP:Iteration 22Q (4.458174 sec): 3 clusters Score: Raw -17594.330739 + Penalty 918.797343 = -16675.533396 nChanged 3 SP:Iteration 23Q (4.459491 sec): 3 clusters Score: Raw -17596.164112 + Penalty 919.597231 = -16676.566881 nChanged 5 SP:Iteration 24Q (4.460849 sec): 3 clusters Score: Raw -17598.071452 + Penalty 920.139108 = -16677.932344 nChanged 8 SP:Iteration 25Q (4.462173 sec): 3 clusters Score: Raw -17600.578368 + Penalty 920.923682 = -16679.654686 nChanged 4 SP:Iteration 26Q (4.463486 sec): 3 clusters Score: Raw -17603.034836 + Penalty 921.937765 = -16681.097071 nChanged 3 SP:Iteration 27Q (4.464796 sec): 3 clusters Score: Raw -17605.544100 + Penalty 922.144503 = -16683.399597 nChanged 3 SP:Iteration 28Q (4.466106 sec): 3 clusters Score: Raw -17606.207397 + Penalty 922.237581 = -16683.969816 nChanged 1 SP:Iteration 29Q (4.467412 sec): 3 clusters Score: Raw -17606.494766 + Penalty 922.371367 = -16684.123398 nChanged 1 SP:Iteration 30F (4.468768 sec): 3 clusters Score: Raw -17606.677396 + Penalty 922.655579 = -16684.021817 nChanged 1 SP:Iteration 31F (4.470112 sec): 3 clusters Score: Raw -17606.682748 + Penalty 922.655579 = -16684.027169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.471921 sec): 2 clusters Score: Raw -5984.177491 + Penalty 230.026106 = -5754.151385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.472641 sec): 3 clusters Score: Raw -5850.152506 + Penalty 468.984375 = -5381.168131 nChanged 94 SP:Iteration 1F (4.473343 sec): 3 clusters Score: Raw -5945.612085 + Penalty 495.316121 = -5450.295964 nChanged 32 SP:Iteration 2F (4.474043 sec): 3 clusters Score: Raw -5994.547494 + Penalty 511.803147 = -5482.744347 nChanged 11 SP:Iteration 3Q (4.474737 sec): 3 clusters Score: Raw -6009.329412 + Penalty 525.576743 = -5483.752669 nChanged 8 SP:Iteration 4Q (4.475420 sec): 3 clusters Score: Raw -6018.286568 + Penalty 538.621606 = -5479.664962 nChanged 6 SP:Iteration 5F (4.476106 sec): 3 clusters Score: Raw -6023.901963 + Penalty 542.180664 = -5481.721299 nChanged 1 SP:Iteration 6Q (4.476742 sec): 3 clusters Score: Raw -6024.454207 + Penalty 553.283569 = -5471.170638 nChanged 3 SP:Iteration 7F (4.477416 sec): 3 clusters Score: Raw -6027.660807 + Penalty 559.755686 = -5467.905121 nChanged 2 SP:Iteration 8F (4.478090 sec): 3 clusters Score: Raw -6029.138950 + Penalty 559.755686 = -5469.383263 nChanged 0 Time taken for this iteration:4.244544 seconds. 300->11 Clusters: Score -184940.136055, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 74 (time per iteration =60.671270 ms) Total iterations: 461 (time per iteration =9.738989 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 598254375.000000 (time per metric unit =7.504624ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14956359375.000000 (time per metric unit=300.184951ps) That took 4.489674 seconds. PetersMacBookPro-2:PeterP-2014-02-27 peterpetersen$